diff --git a/poetry.lock b/poetry.lock
index f9b8d07..fb681b9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -43,98 +43,98 @@ testing = ["bitsandbytes", "datasets", "deepspeed", "evaluate", "parameterized",
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.3"
+version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "aiohttp"
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 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -152,13 +152,13 @@ speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
-version = "1.3.1"
+version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -166,13 +166,13 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "albucore"
-version = "0.0.20"
+version = "0.0.23"
 description = "High-performance image processing functions for deep learning and computer vision."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -183,26 +183,26 @@ stringzilla = ">=3.10.4"
 
 [[package]]
 name = "albumentations"
-version = "1.4.21"
-description = "Fast, flexible, and advanced image augmentation library for deep learning and computer vision. Albumentations offers a wide range of transformations for images, masks, bounding boxes, and keypoints, with optimized performance and seamless integration into ML workflows."
+version = "1.4.24"
+description = "Fast, flexible, and advanced augmentation library for deep learning, computer vision, and medical imaging. Albumentations offers a wide range of transformations for both 2D (images, masks, bboxes, keypoints) and 3D (volumes, volumetric masks) data, with optimized performance and seamless integration into ML workflows."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
-albucore = "0.0.20"
-eval-type-backport = "*"
+albucore = "0.0.23"
 numpy = ">=1.24.4"
 opencv-python-headless = ">=4.9.0.80"
-pydantic = ">=2.7.0"
+pydantic = ">=2.9.2"
 PyYAML = "*"
 scipy = ">=1.10.0"
 
 [package.extras]
 hub = ["huggingface-hub"]
+pytorch = ["torch"]
 text = ["pillow"]
 
 [[package]]
@@ -218,13 +218,13 @@ files = [
 
 [[package]]
 name = "anybadge"
-version = "1.14.0"
+version = "1.16.0"
 description = "Simple, flexible badge generator for project badges."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -232,24 +232,24 @@ packaging = "*"
 
 [[package]]
 name = "anyio"
-version = "4.6.2.post1"
+version = "4.8.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
+    {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
 ]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
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 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -371,21 +371,18 @@ wrapt = [
 
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 description = "Annotate AST trees with source code positions"
 optional = false
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-[package.dependencies]
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-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
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 [[package]]
 name = "async-lru"
@@ -414,73 +411,73 @@ files = [
 
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 ]
 
 [[package]]
@@ -587,6 +584,7 @@ files = [
 ]
 
 [package.dependencies]
+tinycss2 = {version = ">=1.1.0,<1.5", optional = true, markers = "extra == \"css\""}
 webencodings = "*"
 
 [package.extras]
@@ -594,32 +592,32 @@ css = ["tinycss2 (>=1.1.0,<1.5)"]
 
 [[package]]
 name = "boto3"
-version = "1.35.63"
+version = "1.36.0"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-botocore = ">=1.35.63,<1.36.0"
+botocore = ">=1.36.0,<1.37.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.10.0,<0.11.0"
+s3transfer = ">=0.11.0,<0.12.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.63"
+version = "1.36.0"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -628,29 +626,29 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.22.0)"]
+crt = ["awscrt (==0.23.4)"]
 
 [[package]]
 name = "cached-path"
-version = "1.6.3"
+version = "1.6.7"
 description = "A file utility for accessing both local and remote files through a unified interface"
 optional = false
 python-versions = ">3.8"
 files = [
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 ]
 
 [package.dependencies]
 boto3 = ">=1.0,<2.0"
-filelock = ">=3.4,<3.14"
+filelock = ">=3.4,<4.0"
 google-cloud-storage = ">=1.32.0,<3.0"
-huggingface-hub = ">=0.8.1,<0.24.0"
-requests = ">=2.0,<3.0"
+huggingface-hub = ">=0.8.1,<0.28.0"
+requests = "*"
 rich = ">=12.1,<14.0"
 
 [package.extras]
-dev = ["Sphinx (>=6.0,<8.0)", "beaker-py (>=1.13.2,<2.0)", "black (>=23.1.0,<25.0)", "build", "flaky", "furo (==2024.1.29)", "isort (>=5.12.0,<6.0)", "mypy (>=1.6.0,<2.0)", "myst-parser (>=1.0.0,<3.0)", "packaging", "pytest", "responses (==0.21.0)", "ruff", "setuptools", "sphinx-autobuild (==2021.3.14)", "sphinx-autodoc-typehints", "sphinx-copybutton (==0.5.2)", "twine (>=1.11.0)", "wheel"]
+dev = ["Sphinx (>=6.0,<8.0)", "beaker-py (>=1.13.2,<2.0)", "black (>=23.1.0,<25.0)", "build", "flaky", "furo (==2024.1.29)", "isort (>=5.12.0,<6.0)", "mypy (>=1.6.0,<2.0)", "myst-parser (>=1.0.0,<3.0)", "packaging", "pytest", "responses (==0.21.0)", "ruff", "setuptools", "sphinx-autobuild (==2021.3.14)", "sphinx-autodoc-typehints", "sphinx-copybutton (==0.5.2)", "twine (>=1.11.0)", "types-requests", "wheel"]
 
 [[package]]
 name = "cachetools"
@@ -665,13 +663,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.8.30"
+version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
@@ -755,126 +753,113 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.0"
+version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "clearml"
-version = "1.16.5"
+version = "1.17.0"
 description = "ClearML - Auto-Magical Experiment Manager, Version Control, and MLOps for AI"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -885,7 +870,7 @@ numpy = ">=1.10"
 pathlib2 = ">=2.3.0"
 Pillow = ">=4.1.1"
 psutil = ">=3.4.2"
-pyjwt = {version = ">=2.4.0,<2.9.0", markers = "python_version > \"3.5\""}
+pyjwt = {version = ">=2.4.0,<2.10.0", markers = "python_version > \"3.5\""}
 pyparsing = ">=2.0.3"
 python-dateutil = ">=2.6.1"
 PyYAML = ">=3.12"
@@ -897,17 +882,18 @@ urllib3 = ">=1.21.1"
 [package.extras]
 azure = ["azure-storage-blob (>=12.0.0)"]
 gs = ["google-cloud-storage (>=1.13.2)"]
+router = ["fastapi (>=0.115.2)", "httpx (>=0.27.2)", "uvicorn (>=0.31.1)"]
 s3 = ["boto3 (>=1.9)"]
 
 [[package]]
 name = "click"
-version = "8.1.7"
+version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
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+    {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
 ]
 
 [package.dependencies]
@@ -915,40 +901,41 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "cloudpickle"
-version = "3.1.0"
+version = "3.1.1"
 description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = true
 python-versions = ">=3.8"
 files = [
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+    {file = "cloudpickle-3.1.1.tar.gz", hash = "sha256:b216fa8ae4019d5482a8ac3c95d8f6346115d8835911fd4aefd1a445e4242c64"},
 ]
 
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+version = "3.31.4"
 description = "CMake is an open-source, cross-platform family of tools designed to build, test and package software"
 optional = true
 python-versions = ">=3.7"
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+    {file = "debugpy-1.8.11.tar.gz", hash = "sha256:6ad2688b69235c43b020e04fecccdf6a96c8943ca9c2fb340b8adc103c655e57"},
 ]
 
 [[package]]
@@ -1254,20 +1241,6 @@ files = [
     {file = "einops-0.6.1.tar.gz", hash = "sha256:f95f8d00f4ded90dbc4b19b6f98b177332614b0357dde66997f3ae5d474dc8c8"},
 ]
 
-[[package]]
-name = "eval-type-backport"
-version = "0.2.0"
-description = "Like `typing._eval_type`, but lets older Python versions use newer typing features."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "eval_type_backport-0.2.0-py3-none-any.whl", hash = "sha256:ac2f73d30d40c5a30a80b8739a789d6bb5e49fdffa66d7912667e2015d9c9933"},
-    {file = "eval_type_backport-0.2.0.tar.gz", hash = "sha256:68796cfbc7371ebf923f03bdf7bef415f3ec098aeced24e054b253a0e78f7b37"},
-]
-
-[package.extras]
-tests = ["pytest"]
-
 [[package]]
 name = "evaluate"
 version = "0.4.3"
@@ -1347,13 +1320,13 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.115.5"
+version = "0.115.6"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "fastapi-0.115.5-py3-none-any.whl", hash = "sha256:596b95adbe1474da47049e802f9a65ab2ffa9c2b07e7efee70eb8a66c9f2f796"},
-    {file = "fastapi-0.115.5.tar.gz", hash = "sha256:0e7a4d0dc0d01c68df21887cce0945e72d3c48b9f4f79dfe7a7d53aa08fbb289"},
+    {file = "fastapi-0.115.6-py3-none-any.whl", hash = "sha256:e9240b29e36fa8f4bb7290316988e90c381e5092e0cbe84e7818cc3713bcf305"},
+    {file = "fastapi-0.115.6.tar.gz", hash = "sha256:9ec46f7addc14ea472958a96aae5b5de65f39721a46aaf5705c480d9a8b76654"},
 ]
 
 [package.dependencies]
@@ -1367,13 +1340,13 @@ standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "htt
 
 [[package]]
 name = "fastjsonschema"
-version = "2.20.0"
+version = "2.21.1"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
-    {file = "fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"},
-    {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"},
+    {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"},
+    {file = "fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4"},
 ]
 
 [package.extras]
@@ -1381,19 +1354,19 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.13.4"
+version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.13.4-py3-none-any.whl", hash = "sha256:404e5e9253aa60ad457cae1be07c0f0ca90a63931200a47d9b6a6af84fd7b45f"},
-    {file = "filelock-3.13.4.tar.gz", hash = "sha256:d13f466618bfde72bd2c18255e269f72542c6e70e7bac83a0232d6b1cc5c8cf4"},
+    {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
+    {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
-typing = ["typing-extensions (>=4.8)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flake8"
@@ -1619,13 +1592,13 @@ all = ["shapely"]
 
 [[package]]
 name = "gitdb"
-version = "4.0.11"
+version = "4.0.12"
 description = "Git Object Database"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "gitdb-4.0.11-py3-none-any.whl", hash = "sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4"},
-    {file = "gitdb-4.0.11.tar.gz", hash = "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"},
+    {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
+    {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
 ]
 
 [package.dependencies]
@@ -1633,31 +1606,31 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.43"
+version = "3.1.44"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "GitPython-3.1.43-py3-none-any.whl", hash = "sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff"},
-    {file = "GitPython-3.1.43.tar.gz", hash = "sha256:35f314a9f878467f5453cc1fee295c3e18e52f1b99f10f6cf5b1682e968a9e7c"},
+    {file = "GitPython-3.1.44-py3-none-any.whl", hash = "sha256:9e0e10cda9bed1ee64bc9a6de50e7e38a9c9943241cd7f585f6df3ed28011110"},
+    {file = "gitpython-3.1.44.tar.gz", hash = "sha256:c87e30b26253bf5418b01b0660f818967f3c503193838337fe5e573331249269"},
 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
 [package.extras]
-doc = ["sphinx (==4.3.2)", "sphinx-autodoc-typehints", "sphinx-rtd-theme", "sphinxcontrib-applehelp (>=1.0.2,<=1.0.4)", "sphinxcontrib-devhelp (==1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.0,<=2.0.1)", "sphinxcontrib-qthelp (==1.0.3)", "sphinxcontrib-serializinghtml (==1.1.5)"]
+doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
 test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
 
 [[package]]
 name = "google-api-core"
-version = "2.23.0"
+version = "2.24.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google_api_core-2.23.0-py3-none-any.whl", hash = "sha256:c20100d4c4c41070cf365f1d8ddf5365915291b5eb11b83829fbd1c999b5122f"},
-    {file = "google_api_core-2.23.0.tar.gz", hash = "sha256:2ceb087315e6af43f256704b871d99326b1f12a9d6ce99beaedec99ba26a0ace"},
+    {file = "google_api_core-2.24.0-py3-none-any.whl", hash = "sha256:10d82ac0fca69c82a25b3efdeefccf6f28e02ebb97925a8cce8edbfe379929d9"},
+    {file = "google_api_core-2.24.0.tar.gz", hash = "sha256:e255640547a597a4da010876d333208ddac417d60add22b6851a0c66a831fcaf"},
 ]
 
 [package.dependencies]
@@ -1678,13 +1651,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.36.0"
+version = "2.37.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google_auth-2.36.0-py2.py3-none-any.whl", hash = "sha256:51a15d47028b66fd36e5c64a82d2d57480075bccc7da37cde257fc94177a61fb"},
-    {file = "google_auth-2.36.0.tar.gz", hash = "sha256:545e9618f2df0bcbb7dcbc45a546485b1212624716975a1ea5ae8149ce769ab1"},
+    {file = "google_auth-2.37.0-py2.py3-none-any.whl", hash = "sha256:42664f18290a6be591be5329a96fe30184be1a1badb7292a7f686a9659de9ca0"},
+    {file = "google_auth-2.37.0.tar.gz", hash = "sha256:0054623abf1f9c83492c63d3f47e77f0a544caa3d40b2d98e099a611c2dd5d00"},
 ]
 
 [package.dependencies]
@@ -1695,6 +1668,7 @@ rsa = ">=3.1.4,<5"
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
 enterprise-cert = ["cryptography", "pyopenssl"]
+pyjwt = ["cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
 pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
@@ -1719,13 +1693,13 @@ grpc = ["grpcio (>=1.38.0,<2.0dev)", "grpcio-status (>=1.38.0,<2.0.dev0)"]
 
 [[package]]
 name = "google-cloud-storage"
-version = "2.18.2"
+version = "2.19.0"
 description = "Google Cloud Storage API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google_cloud_storage-2.18.2-py2.py3-none-any.whl", hash = "sha256:97a4d45c368b7d401ed48c4fdfe86e1e1cb96401c9e199e419d289e2c0370166"},
-    {file = "google_cloud_storage-2.18.2.tar.gz", hash = "sha256:aaf7acd70cdad9f274d29332673fcab98708d0e1f4dceb5a5356aaef06af4d99"},
+    {file = "google_cloud_storage-2.19.0-py2.py3-none-any.whl", hash = "sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba"},
+    {file = "google_cloud_storage-2.19.0.tar.gz", hash = "sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2"},
 ]
 
 [package.dependencies]
@@ -1914,13 +1888,13 @@ test = ["Cython (>=0.29.24)"]
 
 [[package]]
 name = "httpx"
-version = "0.27.2"
+version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
-    {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
+    {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
+    {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
 ]
 
 [package.dependencies]
@@ -1928,7 +1902,6 @@ anyio = "*"
 certifi = "*"
 httpcore = "==1.*"
 idna = "*"
-sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
@@ -1939,13 +1912,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.5"
+version = "0.27.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.23.5-py3-none-any.whl", hash = "sha256:d7a7d337615e11a45cc14a0ce5a605db6b038dc24af42866f731684825226e90"},
-    {file = "huggingface_hub-0.23.5.tar.gz", hash = "sha256:67a9caba79b71235be3752852ca27da86bd54311d2424ca8afdb8dda056edf98"},
+    {file = "huggingface_hub-0.27.1-py3-none-any.whl", hash = "sha256:1c5155ca7d60b60c2e2fc38cbb3ffb7f7c3adf48f824015b219af9061771daec"},
+    {file = "huggingface_hub-0.27.1.tar.gz", hash = "sha256:c004463ca870283909d715d20f066ebd6968c2207dae9393fdffb3c1d4d8f98b"},
 ]
 
 [package.dependencies]
@@ -1958,17 +1931,17 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "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", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "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)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
-inference = ["aiohttp", "minijinja (>=1.0)"]
-quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
+inference = ["aiohttp"]
+quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.5.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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-torch = ["safetensors", "torch"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
@@ -2112,13 +2085,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.29.0"
+version = "8.31.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
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 [package.dependencies]
@@ -2128,16 +2101,16 @@ exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
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 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
-prompt-toolkit = ">=3.0.41,<3.1.0"
+prompt_toolkit = ">=3.0.41,<3.1.0"
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-stack-data = "*"
+stack_data = "*"
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-typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
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-doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing-extensions"]
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 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -2218,13 +2191,13 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
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+version = "3.1.5"
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 [[package]]
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 [[package]]
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 [package.extras]
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-docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
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 test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
 
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 ]
 
 [package.dependencies]
@@ -2560,7 +2536,7 @@ argon2-cffi = ">=21.1"
 jinja2 = ">=3.0.3"
 jupyter-client = ">=7.4.4"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-jupyter-events = ">=0.9.0"
+jupyter-events = ">=0.11.0"
 jupyter-server-terminals = ">=0.4.4"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
@@ -2600,13 +2576,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.3.1"
+version = "4.3.4"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2620,7 +2596,7 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
-setuptools = ">=40.1.0"
+setuptools = ">=40.8.0"
 tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
@@ -2722,18 +2698,18 @@ transformers = ">=4.39.0"
 
 [[package]]
 name = "langsmith"
-version = "0.1.143"
+version = "0.1.147"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
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 [package.dependencies]
 httpx = ">=0.23.0,<1"
-orjson = ">=3.9.14,<4.0.0"
+orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
 pydantic = [
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@@ -2741,6 +2717,9 @@ pydantic = [
 requests = ">=2,<3"
 requests-toolbelt = ">=1.0.0,<2.0.0"
 
+[package.extras]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
+
 [[package]]
 name = "lark"
 version = "1.2.2"
@@ -2806,13 +2785,13 @@ files = [
 
 [[package]]
 name = "liger-kernel-nightly"
-version = "0.4.2.dev20241117192137"
+version = "0.4.2.dev20241210031837"
 description = "Efficient Triton kernels for LLM Training"
 optional = true
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -2820,7 +2799,8 @@ torch = ">=2.1.2"
 triton = ">=2.3.1"
 
 [package.extras]
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+amd = ["setuptools-scm (>=8)", "torch (>=2.6.0.dev)", "torchvision (>=0.20.0.dev)", "triton (>=3.0.0)"]
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 transformers = ["transformers (>=4.0,<5.0)"]
 
 [[package]]
@@ -2872,13 +2852,13 @@ pyyaml = "*"
 
 [[package]]
 name = "loguru"
-version = "0.7.2"
+version = "0.7.3"
 description = "Python logging made (stupidly) simple"
 optional = false
-python-versions = ">=3.5"
+python-versions = "<4.0,>=3.5"
 files = [
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 [package.dependencies]
@@ -2886,7 +2866,7 @@ colorama = {version = ">=0.3.4", markers = "sys_platform == \"win32\""}
 win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""}
 
 [package.extras]
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 [[package]]
 name = "markdown-it-py"
@@ -3020,15 +3000,18 @@ files = [
 
 [[package]]
 name = "mistune"
-version = "3.0.2"
+version = "3.1.0"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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+[package.dependencies]
+typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
+
 [[package]]
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 version = "2021.4.0"
@@ -3267,49 +3250,55 @@ dill = ">=0.3.8"
 
 [[package]]
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-typing-extensions = ">=4.6.0"
+typing_extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
@@ -3331,13 +3320,13 @@ files = [
 
 [[package]]
 name = "nbclient"
-version = "0.10.0"
+version = "0.10.2"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.9.0"
 files = [
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 [package.dependencies]
@@ -3348,23 +3337,23 @@ traitlets = ">=5.4"
 
 [package.extras]
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+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"]
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 [[package]]
 name = "nbconvert"
-version = "7.16.4"
+version = "7.16.5"
 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 ...`)."
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 [package.dependencies]
 beautifulsoup4 = "*"
-bleach = "!=5.0.0"
+bleach = {version = "!=5.0.0", extras = ["css"]}
 defusedxml = "*"
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
@@ -3376,7 +3365,6 @@ nbformat = ">=5.7"
 packaging = "*"
 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
-tinycss2 = "*"
 traitlets = ">=5.1"
 
 [package.extras]
@@ -3441,30 +3429,32 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "ninja"
-version = "1.11.1.1"
+version = "1.11.1.3"
 description = "Ninja is a small build system with a focus on speed"
 optional = true
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+python-versions = ">=3.7"
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 [package.extras]
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+test = ["coverage (>=4.2)", "importlib_metadata (>=2.0)", "pytest (>=6.0)", "pytest-cov (>=3)"]
 
 [[package]]
 name = "nltk"
@@ -3493,26 +3483,26 @@ twitter = ["twython"]
 
 [[package]]
 name = "notebook"
-version = "7.0.7"
+version = "7.3.2"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.0.2,<5"
-jupyterlab-server = ">=2.22.1,<3"
+jupyterlab = ">=4.3.4,<4.4"
+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)", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.22.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
+test = ["importlib-resources (>=5.0)", "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]]
 name = "notebook-shim"
@@ -3743,14 +3733,14 @@ files = [
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
-version = "12.6.77"
+version = "12.6.85"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 files = [
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 [[package]]
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 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
+realtime = ["websockets (>=13,<15)"]
 
 [[package]]
 name = "opencv-python"
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 [[package]]
@@ -4179,93 +4187,89 @@ ptyprocess = ">=0.5"
 
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 [package.extras]
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 fpx = ["olefile"]
 mic = ["olefile"]
-tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
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 typing = ["typing-extensions"]
 xmp = ["defusedxml"]
 
@@ -4301,13 +4305,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "portalocker"
-version = "2.10.1"
+version = "3.1.1"
 description = "Wraps the portalocker recipe for easy usage"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -4316,17 +4320,17 @@ pywin32 = {version = ">=226", markers = "platform_system == \"Windows\""}
 [package.extras]
 docs = ["sphinx (>=1.7.1)"]
 redis = ["redis"]
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 [[package]]
 name = "prometheus-client"
-version = "0.21.0"
+version = "0.21.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -4334,13 +4338,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prometheus-fastapi-instrumentator"
-version = "7.0.0"
-description = "Instrument your FastAPI with Prometheus metrics."
+version = "7.0.2"
+description = "Instrument your FastAPI app with Prometheus metrics"
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+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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-version = "2.18.0"
+version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
-    {file = "pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"},
+    {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
+    {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
 ]
 
 [package.extras]
@@ -4895,19 +4883,19 @@ files = [
 
 [[package]]
 name = "pyjwt"
-version = "2.8.0"
+version = "2.9.0"
 description = "JSON Web Token implementation in Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "PyJWT-2.8.0-py3-none-any.whl", hash = "sha256:59127c392cc44c2da5bb3192169a91f429924e17aff6534d70fdc02ab3e04320"},
-    {file = "PyJWT-2.8.0.tar.gz", hash = "sha256:57e28d156e3d5c10088e0c68abb90bfac3df82b40a71bd0daa20c65ccd5c23de"},
+    {file = "PyJWT-2.9.0-py3-none-any.whl", hash = "sha256:3b02fb0f44517787776cf48f2ae25d8e14f300e6d7545a4315cee571a415e850"},
+    {file = "pyjwt-2.9.0.tar.gz", hash = "sha256:7e1e5b56cc735432a7369cbfa0efe50fa113ebecdc04ae6922deba8b84582d0c"},
 ]
 
 [package.extras]
 crypto = ["cryptography (>=3.4.0)"]
-dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
-docs = ["sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
+dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"]
+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
@@ -4971,24 +4959,30 @@ zipp = "*"
 
 [[package]]
 name = "pynvml"
-version = "11.5.3"
+version = "12.0.0"
 description = "Python utilities for the NVIDIA Management Library"
 optional = true
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 files = [
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+    {file = "pynvml-12.0.0-py3-none-any.whl", hash = "sha256:fdff84b62a27dbe98e08e1a647eb77342bef1aebe0878bcd15e99a83fcbecb9e"},
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 ]
 
+[package.dependencies]
+nvidia-ml-py = ">=12.0.0,<13.0.0a0"
+
+[package.extras]
+test = ["pytest (>=3.6)", "pytest-cov", "pytest-runner"]
+
 [[package]]
 name = "pyparsing"
-version = "3.2.0"
+version = "3.2.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "pyparsing-3.2.1.tar.gz", hash = "sha256:61980854fd66de3a90028d679a954d5f2623e83144b5afe5ee86f43d762e5f0a"},
 ]
 
 [package.extras]
@@ -5046,15 +5040,18 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "python-json-logger"
-version = "2.0.7"
-description = "A python library adding a json log formatter"
+version = "3.2.1"
+description = "JSON Log Formatter for the Python Logging Package"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "python-json-logger-2.0.7.tar.gz", hash = "sha256:23e7ec02d34237c5aa1e29a070193a4ea87583bb4e7f8fd06d3de8264c4b2e1c"},
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+    {file = "python_json_logger-3.2.1-py3-none-any.whl", hash = "sha256:cdc17047eb5374bd311e748b42f99d71223f3b0e186f4206cc5d52aefe85b090"},
+    {file = "python_json_logger-3.2.1.tar.gz", hash = "sha256:8eb0554ea17cb75b05d2848bc14fb02fbdbd9d6972120781b974380bfa162008"},
 ]
 
+[package.extras]
+dev = ["backports.zoneinfo", "black", "build", "freezegun", "mdx_truly_sane_lists", "mike", "mkdocs", "mkdocs-awesome-pages-plugin", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-material (>=8.5)", "mkdocstrings[python]", "msgspec", "msgspec-python313-pre", "mypy", "orjson", "pylint", "pytest", "tzdata", "validate-pyproject[all]"]
+
 [[package]]
 name = "pytorchvideo"
 version = "0.1.5"
@@ -5315,31 +5312,31 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "ray"
-version = "2.39.0"
+version = "2.40.0"
 description = "Ray provides a simple, universal API for building distributed applications."
 optional = true
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -5356,19 +5353,19 @@ requests = "*"
 
 [package.extras]
 adag = ["cupy-cuda12x"]
-air = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "fsspec", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "memray", "numpy (>=1.20)", "opencensus", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "pyarrow (<18)", "pyarrow (>=6.0.1)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
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 [[package]]
 name = "referencing"
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 [[package]]
 name = "send2trash"
@@ -6041,13 +5967,13 @@ files = [
 
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 [package.dependencies]
@@ -6073,7 +5999,7 @@ grpcio = ["grpcio (>=1.21.1)", "protobuf (>=3.8.0)"]
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 httpx = ["httpx (>=0.16.0)"]
 huey = ["huey (>=2)"]
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 launchdarkly = ["launchdarkly-server-sdk (>=9.8.0)"]
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 pyspark = ["pyspark (>=2.4.4)"]
 quart = ["blinker (>=1.1)", "quart (>=0.16.1)"]
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 starlite = ["starlite (>=1.48)"]
 tornado = ["tornado (>=6)"]
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 [[package]]
 name = "setproctitle"
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 [[package]]
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 [package.dependencies]
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 [[package]]
@@ -6767,111 +6694,26 @@ test = ["pytest", "ruff"]
 
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 optional = false
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 ]
 
 [[package]]
@@ -7029,40 +6901,40 @@ scipy = ["scipy"]
 
 [[package]]
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+version = "6.4.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.8"
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 notebook = ["ipywidgets (>=6)"]
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 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
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-torch = ["accelerate (>=0.21.0)", "torch"]
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+video = ["av (==9.2.0)"]
 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
 [[package]]
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 [[package]]
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 [[package]]
@@ -7267,13 +7140,13 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 
 [[package]]
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 description = "HTTP library with thread-safe connection pooling, file post, and more."
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 [package.extras]
@@ -7284,20 +7157,20 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
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 [[package]]
 name = "uvloop"
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 [[package]]
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 [[package]]
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 [[package]]
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+    {file = "yarl-1.18.3-py3-none-any.whl", hash = "sha256:b57f4f58099328dfb26c6a771d09fb20dbbae81d20cfb66141251ea063bd101b"},
+    {file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
 ]
 
 [package.dependencies]
@@ -8092,4 +7962,4 @@ gpu = ["faiss-gpu", "liger-kernel-nightly", "vllm"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "c0b84aa524b3c197b32cd9e3029eca55d346ce5151bc6e8db1f833f32a2b164e"
+content-hash = "3bd3d22212e41bc18b5ee1b0903a132c93b68123fcb63f2d282e3cbb68704781"
diff --git a/pyproject.toml b/pyproject.toml
index 54a39e0..cc12f0a 100755
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ keywords = ["alignment", "llm", "dpo", "ppo", "rlhf"]
 
 [tool.poetry.dependencies]
 python = "^3.10"
-transformers = "4.43.1"
+transformers = ">=4.44"
 peft = "0.8.2"
 typer ="^0.9.0"
 wandb ="^0.15.3"
diff --git a/turbo_alignment/cherry_picks/multimodal.py b/turbo_alignment/cherry_picks/multimodal.py
index 80c6022..ba1c536 100755
--- a/turbo_alignment/cherry_picks/multimodal.py
+++ b/turbo_alignment/cherry_picks/multimodal.py
@@ -1,10 +1,10 @@
 from typing import Iterable
 
 import torch
+import wandb
 from PIL import Image
 from transformers import PreTrainedTokenizerBase
 
-import wandb
 from turbo_alignment.cherry_picks.base import CherryPickCallbackBase
 from turbo_alignment.dataset.multimodal import InferenceMultimodalDataset
 from turbo_alignment.generators.multimodal import MultimodalGenerator
diff --git a/turbo_alignment/common/data/io.py b/turbo_alignment/common/data/io.py
index f1c738f..fe62323 100755
--- a/turbo_alignment/common/data/io.py
+++ b/turbo_alignment/common/data/io.py
@@ -18,8 +18,8 @@ def read_jsonl(path: Path):
         return [json.loads(line) for line in f]
 
 
-def write_jsonl(records: Any, path: Path) -> None:
-    with path.open('w', encoding='utf-8') as f:
+def write_jsonl(records: Any, path: Path, mode='w') -> None:
+    with path.open(mode, encoding='utf-8') as f:
         for r in records:
             f.write(json.dumps(r, ensure_ascii=False) + '\n')
 
diff --git a/turbo_alignment/common/logging/weights_and_biases.py b/turbo_alignment/common/logging/weights_and_biases.py
index 112e585..3b5bdfd 100755
--- a/turbo_alignment/common/logging/weights_and_biases.py
+++ b/turbo_alignment/common/logging/weights_and_biases.py
@@ -1,9 +1,9 @@
 from typing import Any
 
+import wandb
 from wandb.sdk.lib.disabled import RunDisabled
 from wandb.sdk.wandb_run import Run
 
-import wandb
 from turbo_alignment.settings.logging.weights_and_biases import WandbSettings
 
 
diff --git a/turbo_alignment/common/tf/callbacks/logging.py b/turbo_alignment/common/tf/callbacks/logging.py
index 8f90288..5623c14 100755
--- a/turbo_alignment/common/tf/callbacks/logging.py
+++ b/turbo_alignment/common/tf/callbacks/logging.py
@@ -3,6 +3,7 @@
 
 import numpy as np
 import pandas as pd
+import wandb
 from clearml import Task
 from transformers import (
     TrainerCallback,
@@ -13,7 +14,6 @@
 from wandb.sdk.lib.disabled import RunDisabled
 from wandb.sdk.wandb_run import Run
 
-import wandb
 from turbo_alignment.common.logging import get_project_logger
 
 logger = get_project_logger()
diff --git a/turbo_alignment/common/tf/special_tokens_setter.py b/turbo_alignment/common/tf/special_tokens_setter.py
index b1aaeb6..bc42b26 100755
--- a/turbo_alignment/common/tf/special_tokens_setter.py
+++ b/turbo_alignment/common/tf/special_tokens_setter.py
@@ -13,12 +13,12 @@ def __init__(self, tokenizer: PreTrainedTokenizerBase, special_tokens_settings:
         self._special_tokens_settings = special_tokens_settings
         self._special_tokens_already_set: bool = False
 
-    def setBOS(self, bos_token: str) -> None:
+    def setBOS(self, bos_token: str | None) -> None:
         if self._tokenizer.bos_token_id is None:
             logger.info('Model does not have bos_token_id')
-            self._tokenizer.add_special_tokens(special_tokens_dict={'bos_token': bos_token})
-            assert self._tokenizer.bos_token_id is not None
-            logger.info(f'Created bos_token_id = {self._tokenizer.bos_token_id}')
+            if bos_token is not None:
+                self._tokenizer.add_special_tokens(special_tokens_dict={'bos_token': bos_token})
+                logger.info(f'Created bos_token_id = {self._tokenizer.bos_token_id}')
         else:
             logger.info(f'Model has bos_token_id = {self._tokenizer.bos_token_id}')
 
@@ -94,9 +94,10 @@ def set_custom_tokens(self, tokens: list[str]) -> None:
         assert added_tokens == len(tokens)
 
     def setup_model_config(self, model: PreTrainedModel) -> None:
-        model.config.bos_token_id = self._tokenizer.bos_token_id
         model.config.eos_token_id = self._tokenizer.eos_token_id
 
+        if self._tokenizer.bos_token_id is not None:
+            model.config.bos_token_id = self._tokenizer.bos_token_id
         if self._tokenizer.pad_token_id is not None:
             model.config.pad_token_id = self._tokenizer.pad_token_id
         if self._tokenizer.sep_token_id is not None:
diff --git a/turbo_alignment/dataset/chat/chat.py b/turbo_alignment/dataset/chat/chat.py
index 5a20c4c..049d266 100755
--- a/turbo_alignment/dataset/chat/chat.py
+++ b/turbo_alignment/dataset/chat/chat.py
@@ -247,8 +247,9 @@ def _truncate_and_merge(
             input_ids = input_ids[cut_index:]
 
         labels = labels[-len(input_ids) :]
-        input_ids = np.concatenate((np.array([self.tokenizer.bos_token_id]), input_ids))
-        labels = np.concatenate((np.array([DISABLE_LOSS_LABEL]), labels))
+        if self.tokenizer.bos_token_id is not None:
+            input_ids = np.concatenate((np.array([self.tokenizer.bos_token_id]), input_ids))
+            labels = np.concatenate((np.array([DISABLE_LOSS_LABEL]), labels))
 
         return input_ids, labels, conversation.get_prompt_repr(left_bound, right_bound)
 
diff --git a/turbo_alignment/pipelines/inference/chat.py b/turbo_alignment/pipelines/inference/chat.py
index 93b975c..6adf016 100755
--- a/turbo_alignment/pipelines/inference/chat.py
+++ b/turbo_alignment/pipelines/inference/chat.py
@@ -44,6 +44,7 @@ def _get_single_inference_settings(
                     dtype='bfloat16',
                     tensor_parallel_size=model_inference_settings.tensor_parallel_size,
                     enable_lora=enable_lora,
+                    gpu_memory_utilization=0.95,
                 )
 
             else:
diff --git a/turbo_alignment/settings/pipelines/train/dpo.py b/turbo_alignment/settings/pipelines/train/dpo.py
index bc85133..c08b8b8 100755
--- a/turbo_alignment/settings/pipelines/train/dpo.py
+++ b/turbo_alignment/settings/pipelines/train/dpo.py
@@ -26,6 +26,7 @@ class DPOLossesType(str, Enum):
     APO_DOWN = 'apo_down'
     ASFT = 'asft'
     DPOP = 'dpop'
+    NCA_PAIR = 'nca_pair'
 
 
 class DPOLossSettings(ExtraFieldsNotAllowedBaseModel):
@@ -93,6 +94,10 @@ class DPOPLossSettings(DPOLossSettings):
     lam: float = 0.1
 
 
+class NCAPairLossSettings(DPOLossSettings):
+    loss_type: Literal[DPOLossesType.NCA_PAIR]
+
+
 class SyncRefModelSettings(ExtraFieldsNotAllowedBaseModel):
     sync_ref_model: bool = False
     alpha: float = 1.0
@@ -114,6 +119,7 @@ class DPOTrainerSettings(TrainerSettings):
         | APOZeroLossSettings
         | APODownLossSettings
         | DPOPLossSettings
+        | NCAPairLossSettings
     )
     sync_ref_settings: SyncRefModelSettings
     use_ref_model: bool = True
diff --git a/turbo_alignment/settings/tf/special_tokens_setter.py b/turbo_alignment/settings/tf/special_tokens_setter.py
index fc6ab7e..ae5f506 100755
--- a/turbo_alignment/settings/tf/special_tokens_setter.py
+++ b/turbo_alignment/settings/tf/special_tokens_setter.py
@@ -2,7 +2,7 @@
 
 
 class SpecialTokensSettings(ExtraFieldsNotAllowedBaseModel):
-    bos_token: str
+    bos_token: str | None
     eos_token: str
     pad_token: str | None = None
     unk_token: str | None = None
diff --git a/turbo_alignment/trainers/dpo.py b/turbo_alignment/trainers/dpo.py
index ef3288f..4d14091 100755
--- a/turbo_alignment/trainers/dpo.py
+++ b/turbo_alignment/trainers/dpo.py
@@ -33,6 +33,7 @@
     HingeLossSettings,
     IPOLossSettings,
     KTOLossSettings,
+    NCAPairLossSettings,
     ORPOLossSettings,
     SigmoidLossSettings,
     SigmoidLossWithMarginSettings,
@@ -456,6 +457,35 @@ def compute_loss(
         return loss, chosen_rewards, rejected_rewards
 
 
+@DPOLossRegistry.register(DPOLossesType.NCA_PAIR)
+class NCAPairLoss(DPOLossRegistry):
+    def __init__(self, *args, beta: float = 0.1, **kwargs) -> None:
+        self.beta = beta
+        super().__init__(*args, **kwargs)
+
+    def compute_loss(
+        self,
+        policy_chosen_logps: torch.FloatTensor,
+        policy_rejected_logps: torch.FloatTensor,
+        reference_chosen_logps: torch.FloatTensor,
+        reference_rejected_logps: torch.FloatTensor,
+        precomputed_margins: torch.FloatTensor | None,
+    ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]:
+        chosen_logratios = policy_chosen_logps - reference_chosen_logps
+        rejected_logratios = policy_rejected_logps - reference_rejected_logps
+
+        chosen_rewards = self.beta * (policy_chosen_logps - reference_chosen_logps).detach()
+        rejected_rewards = self.beta * (policy_rejected_logps - reference_rejected_logps).detach()
+
+        loss = (
+            -F.logsigmoid(chosen_logratios * self.beta)
+            - 0.5 * F.logsigmoid(-chosen_logratios * self.beta)
+            - 0.5 * F.logsigmoid(-rejected_logratios * self.beta)
+        )
+
+        return loss, chosen_rewards, rejected_rewards
+
+
 @dataclass
 class DPOTrainingArguments(TrainingArguments):
     loss_settings: (
@@ -473,6 +503,7 @@ class DPOTrainingArguments(TrainingArguments):
         | APOZeroLossSettings
         | APODownLossSettings
         | DPOPLossSettings
+        | NCAPairLossSettings
     ) = field(
         default_factory=SigmoidLossSettings(loss_type=DPOLossesType.SIGMOID)
     )  # type: ignore[call-overload]
@@ -574,14 +605,12 @@ def dpo_loss(
         policy_rejected_logps: torch.Tensor,
         reference_chosen_logps: torch.Tensor,
         reference_rejected_logps: torch.Tensor,
-        precomputed_margins: torch.Tensor | None,
     ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]:
         return self.dpo_loss_registry.compute_loss(
             policy_chosen_logps=policy_chosen_logps,
             policy_rejected_logps=policy_rejected_logps,
             reference_chosen_logps=reference_chosen_logps,
             reference_rejected_logps=reference_rejected_logps,
-            precomputed_margins=precomputed_margins,
         )
 
     def _get_batch_logps(
@@ -780,9 +809,6 @@ def _compute_metrics(
         metrics[f'{prefix_name}grad_term'] = (
             (self.dpo_loss_registry.beta * F.sigmoid(rejected_rewards - chosen_rewards)).detach().cpu().mean().item()
         )
-        metrics[f'{prefix_name}grad_term_std'] = (
-            (self.dpo_loss_registry.beta * F.sigmoid(rejected_rewards - chosen_rewards)).detach().cpu().std().item()
-        )
 
         return metrics
 
@@ -822,6 +848,7 @@ def compute_loss(
         model: PreTrainedModel | nn.Module,
         inputs: dict[str, torch.Tensor | Any],
         return_outputs=False,
+        num_items_in_batch=None,
     ) -> torch.Tensor | tuple[torch.Tensor, dict[str, float]]:
         loss, metrics = self.get_batch_metrics(model, inputs, train_eval='train')
 
diff --git a/turbo_alignment/trainers/rm.py b/turbo_alignment/trainers/rm.py
index 46d9326..ccaf996 100755
--- a/turbo_alignment/trainers/rm.py
+++ b/turbo_alignment/trainers/rm.py
@@ -31,7 +31,13 @@ def concatenated_forward(self, model: nn.Module, batch: dict[str, Any]) -> tuple
 
         return chosen_rewards, rejected_rewards
 
-    def compute_loss(self, model, inputs, return_outputs=False) -> tuple[torch.Tensor, dict[str, Any]] | torch.Tensor:
+    def compute_loss(
+        self,
+        model,
+        inputs,
+        return_outputs=False,
+        num_items_in_batch=None,
+    ) -> tuple[torch.Tensor, dict[str, Any]] | torch.Tensor:
         rewards_w, rewards_l = self.concatenated_forward(model, inputs)
 
         loss = -torch.nn.functional.logsigmoid(rewards_w - rewards_l).mean()