diff --git a/backends/python/server/Makefile b/backends/python/server/Makefile
index 6dc64043..4e9d7d7c 100644
--- a/backends/python/server/Makefile
+++ b/backends/python/server/Makefile
@@ -6,7 +6,7 @@ unit-tests:
 
 gen-server:
 	# Compile protos
-	pip install grpcio-tools==1.51.1 mypy-protobuf==3.4.0 'types-protobuf>=3.20.4' --no-cache-dir
+	pip install grpcio-tools==1.62.2 mypy-protobuf==3.6.0 'types-protobuf' --no-cache-dir
 	mkdir text_embeddings_server/pb || true
 	python -m grpc_tools.protoc -I../../proto --python_out=text_embeddings_server/pb \
 		--grpc_python_out=text_embeddings_server/pb --mypy_out=text_embeddings_server/pb ../../proto/embed.proto
@@ -15,6 +15,7 @@ gen-server:
 
 install: gen-server
 	pip install pip --upgrade
+	pip install torch==2.5.1
 	pip install -r requirements.txt
 	pip install -e .
 
diff --git a/backends/python/server/poetry.lock b/backends/python/server/poetry.lock
index a90d9487..774497cf 100644
--- a/backends/python/server/poetry.lock
+++ b/backends/python/server/poetry.lock
@@ -1,109 +1,128 @@
 # This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
-[[package]]
-name = "backoff"
-version = "2.2.1"
-description = "Function decoration for backoff and retry"
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
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-    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
-]
-
 [[package]]
 name = "certifi"
-version = "2023.7.22"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
-    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
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 name = "charset-normalizer"
-version = "3.2.0"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
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 ]
 
 [[package]]
@@ -133,30 +152,30 @@ files = [
 
 [[package]]
 name = "deprecated"
-version = "1.2.14"
+version = "1.2.15"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 files = [
-    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
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 [package.dependencies]
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "jinja2 (>=3.0.3,<3.1.0)", "setuptools", "sphinx (<2)", "tox"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.3"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -164,48 +183,85 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "filelock"
-version = "3.12.3"
+version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.11\""}
+[package.extras]
+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 = "fsspec"
+version = "2024.10.0"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.8"
+files = [
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-docs = ["furo (>=2023.7.26)", "sphinx (>=7.1.2)", "sphinx-autodoc-typehints (>=1.24)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.3)", "diff-cover (>=7.7)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)", "pytest-timeout (>=2.1)"]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
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+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
+tqdm = ["tqdm"]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.60.0"
+version = "1.66.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.extras]
 grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "grpc-interceptor"
-version = "0.15.3"
+version = "0.15.4"
 description = "Simplifies gRPC interceptors"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -216,162 +272,231 @@ testing = ["protobuf (>=4.21.9)"]
 
 [[package]]
 name = "grpcio"
-version = "1.58.0"
+version = "1.68.0"
 description = "HTTP/2-based RPC framework"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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+version = "7.1.0"
+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+perf = ["ipython"]
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+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -385,13 +510,13 @@ files = [
 
 [[package]]
 name = "jinja2"
-version = "3.1.2"
+version = "3.1.4"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -400,6 +525,17 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "joblib"
+version = "1.4.2"
+description = "Lightweight pipelining with Python functions"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
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 name = "loguru"
 version = "0.6.0"
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-version = "2.1.3"
+version = "3.0.2"
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+
+[[package]]
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+description = "CUSPARSE native runtime libraries"
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+python-versions = ">=3"
+files = [
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+version = "2.21.5"
+description = "NVIDIA Collective Communication Library (NCCL) Runtime"
+optional = false
+python-versions = ">=3"
+files = [
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+optional = false
+python-versions = ">=3"
+files = [
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+python-versions = ">=3"
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 name = "opentelemetry-api"
-version = "1.15.0"
+version = "1.25.0"
 description = "OpenTelemetry Python API"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-setuptools = ">=16.0"
+importlib-metadata = ">=6.0,<=7.1"
 
 [[package]]
 name = "opentelemetry-exporter-otlp"
-version = "1.15.0"
+version = "1.25.0"
 description = "OpenTelemetry Collector Exporters"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp-1.15.0-py3-none-any.whl", hash = "sha256:79f22748b6a54808a0448093dfa189c8490e729f67c134d4c992533d9393b33e"},
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+    {file = "opentelemetry_exporter_otlp-1.25.0-py3-none-any.whl", hash = "sha256:d67a831757014a3bc3174e4cd629ae1493b7ba8d189e8a007003cacb9f1a6b60"},
+    {file = "opentelemetry_exporter_otlp-1.25.0.tar.gz", hash = "sha256:ce03199c1680a845f82e12c0a6a8f61036048c07ec7a0bd943142aca8fa6ced0"},
 ]
 
 [package.dependencies]
-opentelemetry-exporter-otlp-proto-grpc = "1.15.0"
-opentelemetry-exporter-otlp-proto-http = "1.15.0"
+opentelemetry-exporter-otlp-proto-grpc = "1.25.0"
+opentelemetry-exporter-otlp-proto-http = "1.25.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.25.0"
+description = "OpenTelemetry Protobuf encoding"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_common-1.25.0-py3-none-any.whl", hash = "sha256:15637b7d580c2675f70246563363775b4e6de947871e01d0f4e3881d1848d693"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.25.0.tar.gz", hash = "sha256:c93f4e30da4eee02bacd1e004eb82ce4da143a2f8e15b987a9f603e0a85407d3"},
+]
+
+[package.dependencies]
+opentelemetry-proto = "1.25.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
-version = "1.15.0"
+version = "1.25.0"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.15.0-py3-none-any.whl", hash = "sha256:c2a5492ba7d140109968135d641d06ce3c5bd73c50665f787526065d57d7fd1d"},
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.15.0.tar.gz", hash = "sha256:844f2a4bb9bcda34e4eb6fe36765e5031aacb36dc60ed88c90fc246942ea26e7"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.25.0-py3-none-any.whl", hash = "sha256:3131028f0c0a155a64c430ca600fd658e8e37043cb13209f0109db5c1a3e4eb4"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.25.0.tar.gz", hash = "sha256:c0b1661415acec5af87625587efa1ccab68b873745ca0ee96b69bb1042087eac"},
 ]
 
 [package.dependencies]
-backoff = {version = ">=1.10.0,<3.0.0", markers = "python_version >= \"3.7\""}
+deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 grpcio = ">=1.0.0,<2.0.0"
-opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-proto = "1.15.0"
-opentelemetry-sdk = ">=1.12,<2.0"
-
-[package.extras]
-test = ["pytest-grpc"]
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.25.0"
+opentelemetry-proto = "1.25.0"
+opentelemetry-sdk = ">=1.25.0,<1.26.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-http"
-version = "1.15.0"
+version = "1.25.0"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_http-1.15.0-py3-none-any.whl", hash = "sha256:3ec2a02196c8a54bf5cbf7fe623a5238625638e83b6047a983bdf96e2bbb74c0"},
-    {file = "opentelemetry_exporter_otlp_proto_http-1.15.0.tar.gz", hash = "sha256:11b2c814249a49b22f6cca7a06b05701f561d577b747f3660dfd67b6eb9daf9c"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.25.0-py3-none-any.whl", hash = "sha256:2eca686ee11b27acd28198b3ea5e5863a53d1266b91cda47c839d95d5e0541a6"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.25.0.tar.gz", hash = "sha256:9f8723859e37c75183ea7afa73a3542f01d0fd274a5b97487ea24cb683d7d684"},
 ]
 
 [package.dependencies]
-backoff = {version = ">=1.10.0,<3.0.0", markers = "python_version >= \"3.7\""}
+deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
-opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-proto = "1.15.0"
-opentelemetry-sdk = ">=1.12,<2.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.25.0"
+opentelemetry-proto = "1.25.0"
+opentelemetry-sdk = ">=1.25.0,<1.26.0"
 requests = ">=2.7,<3.0"
 
-[package.extras]
-test = ["responses (==0.22.0)"]
-
 [[package]]
 name = "opentelemetry-instrumentation"
-version = "0.36b0"
+version = "0.46b0"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation-0.36b0-py3-none-any.whl", hash = "sha256:83ba4ae7d5292b5b33e0f851cc5c76d8f91196b9b3527800fc13855c33383ac2"},
-    {file = "opentelemetry_instrumentation-0.36b0.tar.gz", hash = "sha256:e3ddac9b3b93408ef26c8ecbf38f717042977e16381bb4cd329a5b4cf16998cf"},
+    {file = "opentelemetry_instrumentation-0.46b0-py3-none-any.whl", hash = "sha256:89cd721b9c18c014ca848ccd11181e6b3fd3f6c7669e35d59c48dc527408c18b"},
+    {file = "opentelemetry_instrumentation-0.46b0.tar.gz", hash = "sha256:974e0888fb2a1e01c38fbacc9483d024bb1132aad92d6d24e2e5543887a7adda"},
 ]
 
 [package.dependencies]
@@ -614,35 +969,33 @@ wrapt = ">=1.0.0,<2.0.0"
 
 [[package]]
 name = "opentelemetry-instrumentation-grpc"
-version = "0.36b0"
+version = "0.46b0"
 description = "OpenTelemetry gRPC instrumentation"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_instrumentation_grpc-0.36b0-py3-none-any.whl", hash = "sha256:eaa246ed2083c97b13bab2555cb9d170e8433230a31476c4cab8a17fa03380a4"},
-    {file = "opentelemetry_instrumentation_grpc-0.36b0.tar.gz", hash = "sha256:dc89447c9eb6ea868970f6c13b4ffdac182cdd5a41dd215a0f5393ca6375be55"},
+    {file = "opentelemetry_instrumentation_grpc-0.46b0-py3-none-any.whl", hash = "sha256:cccfb28db07c28849709f2dcf330237fae0fca9f86971bfce27b28bb9a8b0577"},
+    {file = "opentelemetry_instrumentation_grpc-0.46b0.tar.gz", hash = "sha256:9c5738592cf82672805099826b676d352324b54e03f9ac72a1368ba0605d6ff9"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.12,<2.0"
-opentelemetry-instrumentation = "0.36b0"
-opentelemetry-sdk = ">=1.12,<2.0"
-opentelemetry-semantic-conventions = "0.36b0"
+opentelemetry-instrumentation = "0.46b0"
+opentelemetry-semantic-conventions = "0.46b0"
 wrapt = ">=1.0.0,<2.0.0"
 
 [package.extras]
 instruments = ["grpcio (>=1.27,<2.0)"]
-test = ["opentelemetry-instrumentation-grpc[instruments]", "opentelemetry-sdk (>=1.12,<2.0)", "opentelemetry-test-utils (==0.36b0)", "protobuf (>=3.13,<4.0)"]
 
 [[package]]
 name = "opentelemetry-proto"
-version = "1.15.0"
+version = "1.25.0"
 description = "OpenTelemetry Python Proto"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -650,52 +1003,146 @@ protobuf = ">=3.19,<5.0"
 
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 name = "opentelemetry-sdk"
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+version = "1.25.0"
 description = "OpenTelemetry Python SDK"
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-setuptools = ">=16.0"
+opentelemetry-api = "1.25.0"
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 typing-extensions = ">=3.7.4"
 
 [[package]]
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+version = "0.46b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
-python-versions = ">=3.7"
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 ]
 
+[package.dependencies]
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 description = "Core utilities for Python packages"
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 testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
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@@ -769,162 +1379,606 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
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+    {file = "wrapt-1.17.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a8fc931382e56627ec4acb01e09ce66e5c03c384ca52606111cee50d931a342d"},
+    {file = "wrapt-1.17.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:8f8909cdb9f1b237786c09a810e24ee5e15ef17019f7cecb207ce205b9b5fcce"},
+    {file = "wrapt-1.17.0-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:ad47b095f0bdc5585bced35bd088cbfe4177236c7df9984b3cc46b391cc60627"},
+    {file = "wrapt-1.17.0-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:948a9bd0fb2c5120457b07e59c8d7210cbc8703243225dbd78f4dfc13c8d2d1f"},
+    {file = "wrapt-1.17.0-cp38-cp38-win32.whl", hash = "sha256:5ae271862b2142f4bc687bdbfcc942e2473a89999a54231aa1c2c676e28f29ea"},
+    {file = "wrapt-1.17.0-cp38-cp38-win_amd64.whl", hash = "sha256:f335579a1b485c834849e9075191c9898e0731af45705c2ebf70e0cd5d58beed"},
+    {file = "wrapt-1.17.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d751300b94e35b6016d4b1e7d0e7bbc3b5e1751e2405ef908316c2a9024008a1"},
+    {file = "wrapt-1.17.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7264cbb4a18dc4acfd73b63e4bcfec9c9802614572025bdd44d0721983fc1d9c"},
+    {file = "wrapt-1.17.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:33539c6f5b96cf0b1105a0ff4cf5db9332e773bb521cc804a90e58dc49b10578"},
+    {file = "wrapt-1.17.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c30970bdee1cad6a8da2044febd824ef6dc4cc0b19e39af3085c763fdec7de33"},
+    {file = "wrapt-1.17.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:bc7f729a72b16ee21795a943f85c6244971724819819a41ddbaeb691b2dd85ad"},
+    {file = "wrapt-1.17.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:6ff02a91c4fc9b6a94e1c9c20f62ea06a7e375f42fe57587f004d1078ac86ca9"},
+    {file = "wrapt-1.17.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:2dfb7cff84e72e7bf975b06b4989477873dcf160b2fd89959c629535df53d4e0"},
+    {file = "wrapt-1.17.0-cp39-cp39-win32.whl", hash = "sha256:2399408ac33ffd5b200480ee858baa58d77dd30e0dd0cab6a8a9547135f30a88"},
+    {file = "wrapt-1.17.0-cp39-cp39-win_amd64.whl", hash = "sha256:4f763a29ee6a20c529496a20a7bcb16a73de27f5da6a843249c7047daf135977"},
+    {file = "wrapt-1.17.0-py3-none-any.whl", hash = "sha256:d2c63b93548eda58abf5188e505ffed0229bf675f7c3090f8e36ad55b8cbc371"},
+    {file = "wrapt-1.17.0.tar.gz", hash = "sha256:16187aa2317c731170a88ef35e8937ae0f533c402872c1ee5e6d079fcf320801"},
+]
+
+[[package]]
+name = "zipp"
+version = "3.21.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
+[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)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "3345b6b3a231cfe82d336f22003ea0356a8ad535172eda8fe4b5b1a4254f2386"
+content-hash = "d68966a5fb295837e2e628242c1cae9d9da69ec7a84c06d3f35aa4303b2dfeee"
diff --git a/backends/python/server/pyproject.toml b/backends/python/server/pyproject.toml
index 96fcaf9e..b07bd153 100644
--- a/backends/python/server/pyproject.toml
+++ b/backends/python/server/pyproject.toml
@@ -9,18 +9,19 @@ python-text-embeddings-server = 'text_embeddings_server.cli:app'
 
 [tool.poetry.dependencies]
 python = ">=3.9,<3.13"
-protobuf = "^4.21.7"
+protobuf = ">=4.25.3,<6"
 grpcio = "^1.51.1"
 grpcio-status = "^1.51.1"
 grpcio-reflection = "^1.51.1"
 grpc-interceptor = "^0.15.0"
 typer = "^0.6.1"
-safetensors = "^0.3.2"
+safetensors = "^0.4"
 loguru = "^0.6.0"
-opentelemetry-api = "^1.15.0"
-opentelemetry-exporter-otlp = "^1.15.0"
-opentelemetry-instrumentation-grpc = "^0.36b0"
-torch = { version = "^2.0.1" }
+opentelemetry-api = "^1.25.0"
+opentelemetry-exporter-otlp = "^1.25.0"
+opentelemetry-instrumentation-grpc = "^0.46b0"
+sentence-transformers = "^3.3.1"
+torch = "^2.5.1"
 
 [tool.poetry.extras]
 
diff --git a/backends/python/server/requirements.txt b/backends/python/server/requirements.txt
index 89ca314d..687ec102 100644
--- a/backends/python/server/requirements.txt
+++ b/backends/python/server/requirements.txt
@@ -1,43 +1,68 @@
-backoff==2.2.1 ; python_version >= "3.9" and python_version < "3.13"
-certifi==2023.7.22 ; python_version >= "3.9" and python_version < "3.13"
-charset-normalizer==3.2.0 ; python_version >= "3.9" and python_version < "3.13"
+certifi==2024.8.30 ; python_version >= "3.9" and python_version < "3.13"
+charset-normalizer==3.4.0 ; python_version >= "3.9" and python_version < "3.13"
 click==8.1.7 ; python_version >= "3.9" and python_version < "3.13"
 colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows")
-deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13"
-filelock==3.12.3 ; python_version >= "3.9" and python_version < "3.13"
-fsspec==2023.9.0 ; python_version >= "3.9" and python_version < "3.13"
-googleapis-common-protos==1.60.0 ; python_version >= "3.9" and python_version < "3.13"
-grpc-interceptor==0.15.3 ; python_version >= "3.9" and python_version < "3.13"
-grpcio-reflection==1.58.0 ; python_version >= "3.9" and python_version < "3.13"
-grpcio-status==1.58.0 ; python_version >= "3.9" and python_version < "3.13"
-grpcio==1.58.0 ; python_version >= "3.9" and python_version < "3.13"
-huggingface-hub==0.16.4 ; python_version >= "3.9" and python_version < "3.13"
-idna==3.4 ; python_version >= "3.9" and python_version < "3.13"
-jinja2==3.1.2 ; python_version >= "3.9" and python_version < "3.13"
+deprecated==1.2.15 ; python_version >= "3.9" and python_version < "3.13"
+filelock==3.16.1 ; python_version >= "3.9" and python_version < "3.13"
+fsspec==2024.10.0 ; python_version >= "3.9" and python_version < "3.13"
+googleapis-common-protos==1.66.0 ; python_version >= "3.9" and python_version < "3.13"
+grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13"
+grpcio-reflection==1.62.3 ; python_version >= "3.9" and python_version < "3.13"
+grpcio-status==1.62.3 ; python_version >= "3.9" and python_version < "3.13"
+grpcio==1.68.0 ; python_version >= "3.9" and python_version < "3.13"
+huggingface-hub==0.26.2 ; python_version >= "3.9" and python_version < "3.13"
+idna==3.10 ; python_version >= "3.9" and python_version < "3.13"
+importlib-metadata==7.1.0 ; python_version >= "3.9" and python_version < "3.13"
+jinja2==3.1.4 ; python_version >= "3.9" and python_version < "3.13"
+joblib==1.4.2 ; python_version >= "3.9" and python_version < "3.13"
 loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13"
-markupsafe==2.1.3 ; python_version >= "3.9" and python_version < "3.13"
+markupsafe==3.0.2 ; python_version >= "3.9" and python_version < "3.13"
 mpmath==1.3.0 ; python_version >= "3.9" and python_version < "3.13"
-networkx==3.1 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-exporter-otlp==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-instrumentation-grpc==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-instrumentation==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
-opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13"
-packaging==23.1 ; python_version >= "3.9" and python_version < "3.13"
-protobuf==4.24.3 ; python_version >= "3.9" and python_version < "3.13"
-pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13"
-requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13"
-safetensors==0.3.3 ; python_version >= "3.9" and python_version < "3.13"
-setuptools==68.2.0 ; python_version >= "3.9" and python_version < "3.13"
-sympy==1.12 ; python_version >= "3.9" and python_version < "3.13"
-torch==2.0.1 ; python_version >= "3.9" and python_version < "3.13"
-tqdm==4.66.1 ; python_version >= "3.9" and python_version < "3.13"
+networkx==3.2.1 ; python_version >= "3.9" and python_version < "3.13"
+numpy==2.0.2 ; python_version >= "3.9" and python_version < "3.13"
+nvidia-cublas-cu12==12.4.5.8 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-cuda-cupti-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-cuda-nvrtc-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-cuda-runtime-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-cudnn-cu12==9.1.0.70 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-cufft-cu12==11.2.1.3 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-curand-cu12==10.3.5.147 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-cusolver-cu12==11.6.1.9 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-cusparse-cu12==12.3.1.170 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-nccl-cu12==2.21.5 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-nvjitlink-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+nvidia-nvtx-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13"
+opentelemetry-api==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-common==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-grpc==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-http==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-exporter-otlp==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-instrumentation-grpc==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-instrumentation==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-proto==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-sdk==1.25.0 ; python_version >= "3.9" and python_version < "3.13"
+opentelemetry-semantic-conventions==0.46b0 ; python_version >= "3.9" and python_version < "3.13"
+packaging==24.2 ; python_version >= "3.9" and python_version < "3.13"
+pillow==11.0.0 ; python_version >= "3.9" and python_version < "3.13"
+protobuf==4.25.5 ; python_version >= "3.9" and python_version < "3.13"
+pyyaml==6.0.2 ; python_version >= "3.9" and python_version < "3.13"
+regex==2024.11.6 ; python_version >= "3.9" and python_version < "3.13"
+requests==2.32.3 ; python_version >= "3.9" and python_version < "3.13"
+safetensors==0.4.5 ; python_version >= "3.9" and python_version < "3.13"
+scikit-learn==1.5.2 ; python_version >= "3.9" and python_version < "3.13"
+scipy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
+sentence-transformers==3.3.1 ; python_version >= "3.9" and python_version < "3.13"
+setuptools==75.6.0 ; python_version >= "3.9" and python_version < "3.13"
+sympy==1.13.1 ; python_version >= "3.9" and python_version < "3.13"
+threadpoolctl==3.5.0 ; python_version >= "3.9" and python_version < "3.13"
+tokenizers==0.20.3 ; python_version >= "3.9" and python_version < "3.13"
+torch==2.5.1 ; python_version >= "3.9" and python_version < "3.13"
+tqdm==4.67.1 ; python_version >= "3.9" and python_version < "3.13"
+transformers==4.46.3 ; python_version >= "3.9" and python_version < "3.13"
+triton==3.1.0 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version < "3.13" and python_version >= "3.9"
 typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13"
-typing-extensions==4.7.1 ; python_version >= "3.9" and python_version < "3.13"
-urllib3==2.0.4 ; python_version >= "3.9" and python_version < "3.13"
+typing-extensions==4.12.2 ; python_version >= "3.9" and python_version < "3.13"
+urllib3==2.2.3 ; python_version >= "3.9" and python_version < "3.13"
 win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32"
-wrapt==1.15.0 ; python_version >= "3.9" and python_version < "3.13"
+wrapt==1.17.0 ; python_version >= "3.9" and python_version < "3.13"
+zipp==3.21.0 ; python_version >= "3.9" and python_version < "3.13"
diff --git a/backends/python/server/text_embeddings_server/cli.py b/backends/python/server/text_embeddings_server/cli.py
index 9497dc20..8398f65f 100644
--- a/backends/python/server/text_embeddings_server/cli.py
+++ b/backends/python/server/text_embeddings_server/cli.py
@@ -24,6 +24,7 @@ def serve(
     json_output: bool = False,
     otlp_endpoint: Optional[str] = None,
     otlp_service_name: str = "text-embeddings-inference.server",
+    pool: str = "cls",
 ):
     # Remove default handler
     logger.remove()
@@ -48,7 +49,7 @@ def serve(
     # Downgrade enum into str for easier management later on
     dtype = None if dtype is None else dtype.value
 
-    server.serve(model_path, dtype, uds_path)
+    server.serve(model_path, dtype, uds_path, pool)
 
 
 if __name__ == "__main__":
diff --git a/backends/python/server/text_embeddings_server/models/__init__.py b/backends/python/server/text_embeddings_server/models/__init__.py
index 47867187..0e7ec29c 100644
--- a/backends/python/server/text_embeddings_server/models/__init__.py
+++ b/backends/python/server/text_embeddings_server/models/__init__.py
@@ -25,7 +25,7 @@
     __all__.append(FlashBert)
 
 
-def get_model(model_path: Path, dtype: Optional[str]):
+def get_model(model_path: Path, dtype: Optional[str], pool: str):
     if dtype == "float32":
         dtype = torch.float32
     elif dtype == "float16":
@@ -38,8 +38,6 @@ def get_model(model_path: Path, dtype: Optional[str]):
     if torch.cuda.is_available():
         device = torch.device("cuda")
     else:
-        if dtype != torch.float32:
-            raise ValueError("CPU device only supports float32 dtype")
         device = torch.device("cpu")
 
     config = AutoConfig.from_pretrained(model_path)
@@ -52,8 +50,10 @@ def get_model(model_path: Path, dtype: Optional[str]):
             and dtype in [torch.float16, torch.bfloat16]
             and FLASH_ATTENTION
         ):
+            if pool != "cls":
+                raise ValueError("FlashBert only supports cls pooling")
             return FlashBert(model_path, device, dtype)
         else:
-            return DefaultModel(model_path, device, dtype)
+            return DefaultModel(model_path, device, dtype, pool)
 
     raise NotImplementedError
diff --git a/backends/python/server/text_embeddings_server/models/default_model.py b/backends/python/server/text_embeddings_server/models/default_model.py
index dc39fdc8..5bd89177 100644
--- a/backends/python/server/text_embeddings_server/models/default_model.py
+++ b/backends/python/server/text_embeddings_server/models/default_model.py
@@ -5,6 +5,7 @@
 from typing import Type, List
 from transformers import AutoModel
 from opentelemetry import trace
+from sentence_transformers.models import Pooling
 
 from text_embeddings_server.models import Model
 from text_embeddings_server.models.types import PaddedBatch, Embedding
@@ -13,9 +14,12 @@
 
 
 class DefaultModel(Model):
-    def __init__(self, model_path: Path, device: torch.device, dtype: torch.dtype):
+    def __init__(
+        self, model_path: Path, device: torch.device, dtype: torch.dtype, pool: str
+    ):
         model = AutoModel.from_pretrained(model_path).to(dtype).to(device)
         self.hidden_size = model.config.hidden_size
+        self.pooling = Pooling(self.hidden_size, pooling_mode=pool)
 
         self.has_position_ids = (
             inspect.signature(model.forward).parameters.get("position_ids", None)
@@ -41,7 +45,13 @@ def embed(self, batch: PaddedBatch) -> List[Embedding]:
             kwargs["position_ids"] = batch.position_ids
 
         output = self.model(**kwargs)
-        embedding = output[0][:, 0]
+
+        pooling_features = {
+            "token_embeddings": output[0],
+            "attention_mask": batch.attention_mask,
+        }
+        embedding = self.pooling.forward(pooling_features)["sentence_embedding"]
+
         cpu_results = embedding.view(-1).tolist()
 
         return [
diff --git a/backends/python/server/text_embeddings_server/server.py b/backends/python/server/text_embeddings_server/server.py
index d0a43ace..ff31b70c 100644
--- a/backends/python/server/text_embeddings_server/server.py
+++ b/backends/python/server/text_embeddings_server/server.py
@@ -1,6 +1,5 @@
 import asyncio
 import torch
-
 from grpc import aio
 from loguru import logger
 
@@ -37,6 +36,7 @@ def serve(
     model_path: Path,
     dtype: Optional[str],
     uds_path: Path,
+    pool: str,
 ):
     async def serve_inner(
         model_path: Path,
@@ -45,7 +45,7 @@ async def serve_inner(
         unix_socket = f"unix://{uds_path}"
 
         try:
-            model = get_model(model_path, dtype)
+            model = get_model(model_path, dtype, pool)
         except Exception:
             logger.exception("Error when initializing model")
             raise
diff --git a/backends/python/src/lib.rs b/backends/python/src/lib.rs
index 195f1d37..34ee74d0 100644
--- a/backends/python/src/lib.rs
+++ b/backends/python/src/lib.rs
@@ -5,7 +5,7 @@ use backend_grpc_client::Client;
 use nohash_hasher::BuildNoHashHasher;
 use std::collections::HashMap;
 use text_embeddings_backend_core::{
-    Backend, BackendError, Batch, Embedding, Embeddings, ModelType, Pool, Predictions,
+    Backend, BackendError, Batch, Embedding, Embeddings, ModelType, Predictions,
 };
 use tokio::runtime::Runtime;
 
@@ -24,18 +24,13 @@ impl PythonBackend {
         otlp_endpoint: Option<String>,
         otlp_service_name: String,
     ) -> Result<Self, BackendError> {
-        match model_type {
+        let pool = match model_type {
             ModelType::Classifier => {
                 return Err(BackendError::Start(
                     "`classifier` model type is not supported".to_string(),
                 ))
             }
-            ModelType::Embedding(pool) => {
-                if pool != Pool::Cls {
-                    return Err(BackendError::Start(format!("{pool:?} is not supported")));
-                }
-                pool
-            }
+            ModelType::Embedding(pool) => pool,
         };
 
         let backend_process = management::BackendProcess::new(
@@ -44,6 +39,7 @@ impl PythonBackend {
             &uds_path,
             otlp_endpoint,
             otlp_service_name,
+            pool,
         )?;
         let tokio_runtime = tokio::runtime::Builder::new_current_thread()
             .enable_all()
diff --git a/backends/python/src/management.rs b/backends/python/src/management.rs
index 911c6984..1ae004fd 100644
--- a/backends/python/src/management.rs
+++ b/backends/python/src/management.rs
@@ -8,7 +8,7 @@ use std::sync::mpsc;
 use std::thread::sleep;
 use std::time::{Duration, Instant};
 use std::{env, fs, io, thread};
-use text_embeddings_backend_core::BackendError;
+use text_embeddings_backend_core::{BackendError, Pool};
 
 #[derive(Debug)]
 pub(crate) struct BackendProcess {
@@ -22,6 +22,7 @@ impl BackendProcess {
         uds_path: &str,
         otlp_endpoint: Option<String>,
         otlp_service_name: String,
+        pool: Pool,
     ) -> Result<Self, BackendError> {
         // Get UDS path
         let uds = Path::new(uds_path);
@@ -31,6 +32,15 @@ impl BackendProcess {
             fs::remove_file(uds).expect("could not remove UDS file");
         }
 
+        let pool = match pool {
+            Pool::Cls => "cls",
+            Pool::Mean => "mean",
+            Pool::LastToken => "lasttoken",
+            Pool::Splade => {
+                return Err(BackendError::Start(format!("{pool:?} is not supported")));
+            }
+        };
+
         // Process args
         let mut python_server_args = vec![
             model_path,
@@ -41,6 +51,8 @@ impl BackendProcess {
             "--logger-level".to_owned(),
             "INFO".to_owned(),
             "--json-output".to_owned(),
+            "--pool".to_owned(),
+            pool.to_owned(),
         ];
 
         // OpenTelemetry