From 05dea672444b5d600cb4eadc9ef83c7fada0e9ab Mon Sep 17 00:00:00 2001
From: hustxiayang <yxia216@bloomberg.net>
Date: Wed, 16 Oct 2024 07:22:48 -0400
Subject: [PATCH 1/9] bump to vllm0.6.2 add explicit chat template (#3964)

* explicitly give a chat template

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* fix dummy model issue, fix python version smaller than 3.10, and formatting

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* fix vLLMModel

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* change the interface of CreateChatCompletionRequest

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* update dummy model's para

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* consitent with OpenAIGPTTokenizer and OpenAIGPTModel

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* give a chat template if there is no

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* update the response and update the readme

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* update the chat_template

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* update data

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* add test of chat temmplate for tokenizer

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* jinja2 template format

Signed-off-by: yxia216 <yxia216@bloomberg.net>

* use a simpler chat template

---------

Signed-off-by: yxia216 <yxia216@bloomberg.net>
---
 python/huggingface_server.Dockerfile          |    2 +-
 .../huggingfaceserver/generative_model.py     |    5 +-
 .../vllm/vllm_completions.py                  |    6 +-
 .../huggingfaceserver/vllm/vllm_model.py      |    5 +-
 python/huggingfaceserver/poetry.lock          | 1161 ++++++++---------
 python/huggingfaceserver/pyproject.toml       |    6 +-
 python/huggingfaceserver/tests/test_model.py  |   10 +-
 .../tests/test_vllm_model.py                  |   75 +-
 .../rest/openai/openai_chat_adapter_model.py  |   11 +-
 .../protocol/rest/openai/types/README.md      |    5 +-
 .../protocol/rest/openai/types/openapi.py     |   13 +
 python/kserve/test/test_openai.py             |    3 +-
 test/e2e/data/opt_125m_input_generate.json    |    3 +-
 13 files changed, 691 insertions(+), 614 deletions(-)

diff --git a/python/huggingface_server.Dockerfile b/python/huggingface_server.Dockerfile
index 07f1dc326aa..049b584afd3 100644
--- a/python/huggingface_server.Dockerfile
+++ b/python/huggingface_server.Dockerfile
@@ -9,7 +9,7 @@ ARG POETRY_HOME=/opt/poetry
 ARG POETRY_VERSION=1.8.3
 
 # Install vllm
-ARG VLLM_VERSION=0.6.1.post2
+ARG VLLM_VERSION=0.6.2
 
 RUN apt-get update -y && apt-get install gcc python3.10-venv python3-dev -y && apt-get clean && \
     rm -rf /var/lib/apt/lists/*
diff --git a/python/huggingfaceserver/huggingfaceserver/generative_model.py b/python/huggingfaceserver/huggingfaceserver/generative_model.py
index f9b6052ece1..16aaddc7a0b 100644
--- a/python/huggingfaceserver/huggingfaceserver/generative_model.py
+++ b/python/huggingfaceserver/huggingfaceserver/generative_model.py
@@ -384,7 +384,9 @@ def build_generation_config(
         return GenerationConfig(**kwargs)
 
     def apply_chat_template(
-        self, messages: Iterable[ChatCompletionRequestMessage]
+        self,
+        messages: Iterable[ChatCompletionRequestMessage],
+        chat_template: Optional[str] = None,
     ) -> ChatPrompt:
         """
         Given a list of chat completion messages, convert them to a prompt.
@@ -394,6 +396,7 @@ def apply_chat_template(
                 str,
                 self._tokenizer.apply_chat_template(
                     [m.model_dump() for m in messages],
+                    chat_template=chat_template,
                     tokenize=False,
                     add_generation_prompt=True,
                 ),
diff --git a/python/huggingfaceserver/huggingfaceserver/vllm/vllm_completions.py b/python/huggingfaceserver/huggingfaceserver/vllm/vllm_completions.py
index 03390688b9e..219a4f4a1d7 100644
--- a/python/huggingfaceserver/huggingfaceserver/vllm/vllm_completions.py
+++ b/python/huggingfaceserver/huggingfaceserver/vllm/vllm_completions.py
@@ -359,9 +359,13 @@ def request_output_to_completion_response(
     def apply_chat_template(
         self,
         messages: Iterable[ChatCompletionRequestMessage,],
+        chat_template: Optional[str] = None,
     ):
         return self.tokenizer.apply_chat_template(
-            conversation=messages, tokenize=False, add_generation_prompt=True
+            conversation=messages,
+            chat_template=chat_template,
+            tokenize=False,
+            add_generation_prompt=True,
         )
 
     async def _post_init(self):
diff --git a/python/huggingfaceserver/huggingfaceserver/vllm/vllm_model.py b/python/huggingfaceserver/huggingfaceserver/vllm/vllm_model.py
index 1033da0f8f3..49b3b6fd4c1 100644
--- a/python/huggingfaceserver/huggingfaceserver/vllm/vllm_model.py
+++ b/python/huggingfaceserver/huggingfaceserver/vllm/vllm_model.py
@@ -69,12 +69,15 @@ async def healthy(self) -> bool:
     def apply_chat_template(
         self,
         messages: Iterable[ChatCompletionRequestMessage,],
+        chat_template: Optional[str] = None,
     ) -> ChatPrompt:
         """
         Given a list of chat completion messages, convert them to a prompt.
         """
         return ChatPrompt(
-            prompt=self.openai_serving_completion.apply_chat_template(messages)
+            prompt=self.openai_serving_completion.apply_chat_template(
+                messages, chat_template
+            )
         )
 
     async def create_completion(
diff --git a/python/huggingfaceserver/poetry.lock b/python/huggingfaceserver/poetry.lock
index 9b3afffb2bc..7f4ed354ff7 100644
--- a/python/huggingfaceserver/poetry.lock
+++ b/python/huggingfaceserver/poetry.lock
@@ -33,113 +33,113 @@ testing = ["bitsandbytes", "datasets", "diffusers", "evaluate", "parameterized",
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.0"
+version = "2.4.3"
 description = "Happy Eyeballs for asyncio"
 optional = true
 python-versions = ">=3.8"
 files = [
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-    {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
+    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.5"
+version = "3.10.9"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -149,7 +149,7 @@ async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.0,<2.0"
+yarl = ">=1.12.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
@@ -181,13 +181,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.5.0"
+version = "4.6.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -270,13 +270,13 @@ typing-extensions = ">=4.0.0"
 
 [[package]]
 name = "azure-storage-blob"
-version = "12.23.0"
+version = "12.23.1"
 description = "Microsoft Azure Blob Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -357,17 +357,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.35.23"
+version = "1.35.34"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-botocore = ">=1.35.23,<1.36.0"
+botocore = ">=1.35.34,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -376,13 +376,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.23"
+version = "1.35.34"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -394,7 +394,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.21.5)"]
+crt = ["awscrt (==0.22.0)"]
 
 [[package]]
 name = "cachetools"
@@ -879,12 +879,13 @@ files = [
 
 [[package]]
 name = "durationpy"
-version = "0.7"
+version = "0.9"
 description = "Module for converting between datetime.timedelta and Go's Duration strings."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -1078,17 +1079,18 @@ tqdm = ["tqdm"]
 
 [[package]]
 name = "gguf"
-version = "0.9.1"
+version = "0.10.0"
 description = "Read and write ML models in GGUF for GGML"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 numpy = ">=1.17"
+pyyaml = ">=5.1"
 tqdm = ">=4.27"
 
 [[package]]
@@ -1254,61 +1256,70 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "grpcio"
-version = "1.66.1"
+version = "1.66.2"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.66.1)"]
+protobuf = ["grpcio-tools (>=1.66.2)"]
 
 [[package]]
 name = "h11"
@@ -1323,13 +1334,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.5"
+version = "1.0.6"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
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 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.26.0)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httptools"
@@ -1865,18 +1876,18 @@ files = [
 
 [[package]]
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 python-versions = "<4.0.0,>=3.8.10"
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 [package.dependencies]
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+numpy = {version = ">=1.25", markers = "python_version >= \"3.9\""}
 pillow = ">=10.3.0,<11.0.0"
 pydantic = ">=2.6.1,<3.0.0"
 requests = ">=2.0.0,<3.0.0"
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 tiktoken = ">=0.7.0,<0.8.0"
 typing-extensions = ">=4.11.0,<5.0.0"
 
+[package.extras]
+opencv = ["opencv-python-headless (>=4.0.0,<5.0.0)"]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -2495,14 +2509,14 @@ files = [
 
 [[package]]
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 python-versions = ">=3"
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 ]
 
 [[package]]
@@ -2534,13 +2548,13 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "openai"
-version = "1.47.0"
+version = "1.51.0"
 description = "The official Python library for the openai API"
 optional = true
 python-versions = ">=3.7.1"
 files = [
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 ]
 
 [package.dependencies]
@@ -2556,32 +2570,6 @@ typing-extensions = ">=4.11,<5"
 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
-[[package]]
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-version = "4.10.0.84"
-description = "Wrapper package for OpenCV python bindings."
-optional = true
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 [package.dependencies]
@@ -4446,13 +4431,13 @@ testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
 [[package]]
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-version = "2.0.1"
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 ]
 
 [[package]]
@@ -4573,13 +4558,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "transformers"
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+version = "4.45.1"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
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+    {file = "transformers-4.45.1.tar.gz", hash = "sha256:9cace11072172df05ca6a694fcd1f5064a55b63285e492bd88f0ad1cec270f02"},
 ]
 
 [package.dependencies]
@@ -4591,21 +4576,21 @@ pyyaml = ">=5.1"
 regex = "!=2019.12.17"
 requests = "*"
 safetensors = ">=0.4.1"
-tokenizers = ">=0.19,<0.20"
+tokenizers = ">=0.20,<0.21"
 tqdm = ">=4.27"
 
 [package.extras]
-accelerate = ["accelerate (>=0.21.0)"]
-agents = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch"]
-all = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune] (>=2.7.0)", "scipy (<1.13.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm (<=0.9.16)", "tokenizers (>=0.19,<0.20)", "torch", "torchaudio", "torchvision"]
+accelerate = ["accelerate (>=0.26.0)"]
+agents = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch"]
+all = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune] (>=2.7.0)", "scipy (<1.13.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm (<=0.9.16)", "tokenizers (>=0.20,<0.21)", "torch", "torchaudio", "torchvision"]
 audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
-benchmark = ["optimum-benchmark (>=0.2.0)"]
+benchmark = ["optimum-benchmark (>=0.3.0)"]
 codecarbon = ["codecarbon (==1.2.0)"]
-deepspeed = ["accelerate (>=0.21.0)", "deepspeed (>=0.9.3)"]
-deepspeed-testing = ["GitPython (<3.1.19)", "accelerate (>=0.21.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "deepspeed (>=0.9.3)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk", "optuna", "parameterized", "protobuf", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
-dev = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "av (==9.2.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.7.0)", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "scipy (<1.13.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "timm (<=0.9.16)", "tokenizers (>=0.19,<0.20)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
-dev-tensorflow = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "librosa", "nltk", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.19,<0.20)", "urllib3 (<2.0.0)"]
-dev-torch = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "librosa", "nltk", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "timeout-decorator", "timm (<=0.9.16)", "tokenizers (>=0.19,<0.20)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+deepspeed = ["accelerate (>=0.26.0)", "deepspeed (>=0.9.3)"]
+deepspeed-testing = ["GitPython (<3.1.19)", "accelerate (>=0.26.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "deepspeed (>=0.9.3)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk (<=3.8.1)", "optuna", "parameterized", "protobuf", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
+dev = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "av (==9.2.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.7.0)", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "libcst", "librosa", "nltk (<=3.8.1)", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rich", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "scipy (<1.13.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "timm (<=0.9.16)", "tokenizers (>=0.20,<0.21)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+dev-tensorflow = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "libcst", "librosa", "nltk (<=3.8.1)", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rich", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.20,<0.21)", "urllib3 (<2.0.0)"]
+dev-torch = ["GitPython (<3.1.19)", "Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "beautifulsoup4", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "libcst", "librosa", "nltk (<=3.8.1)", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf", "psutil", "pyctcdecode (>=0.4.0)", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "ray[tune] (>=2.7.0)", "rhoknp (>=1.1.0,<1.3.1)", "rich", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorboard", "timeout-decorator", "timm (<=0.9.16)", "tokenizers (>=0.20,<0.21)", "torch", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
 flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)", "scipy (<1.13.0)"]
 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 ftfy = ["ftfy"]
@@ -4616,26 +4601,27 @@ natten = ["natten (>=0.14.6,<0.15.0)"]
 onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"]
 onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
 optuna = ["optuna"]
-quality = ["GitPython (<3.1.19)", "datasets (!=2.5.0)", "isort (>=5.5.4)", "ruff (==0.4.4)", "urllib3 (<2.0.0)"]
+quality = ["GitPython (<3.1.19)", "datasets (!=2.5.0)", "isort (>=5.5.4)", "libcst", "rich", "ruff (==0.5.1)", "urllib3 (<2.0.0)"]
 ray = ["ray[tune] (>=2.7.0)"]
 retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
-ruff = ["ruff (==0.4.4)"]
+ruff = ["ruff (==0.5.1)"]
 sagemaker = ["sagemaker (>=2.31.0)"]
 sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"]
 serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
 speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
-testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk", "parameterized", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.4.4)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
+testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "nltk (<=3.8.1)", "parameterized", "psutil", "pydantic", "pytest (>=7.2.0,<8.0.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.5.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
 tf = ["keras-nlp (>=0.3.1,<0.14.0)", "onnxconverter-common", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx"]
 tf-cpu = ["keras (>2.9,<2.16)", "keras-nlp (>=0.3.1,<0.14.0)", "onnxconverter-common", "tensorflow-cpu (>2.9,<2.16)", "tensorflow-probability (<0.24)", "tensorflow-text (<2.16)", "tf2onnx"]
 tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+tiktoken = ["blobfile", "tiktoken"]
 timm = ["timm (<=0.9.16)"]
-tokenizers = ["tokenizers (>=0.19,<0.20)"]
-torch = ["accelerate (>=0.21.0)", "torch"]
+tokenizers = ["tokenizers (>=0.20,<0.21)"]
+torch = ["accelerate (>=0.26.0)", "torch"]
 torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
 torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.23.2,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.19,<0.20)", "torch", "tqdm (>=4.27)"]
+torchhub = ["filelock", "huggingface-hub (>=0.23.2,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.20,<0.21)", "torch", "tqdm (>=4.27)"]
 video = ["av (==9.2.0)", "decord (==0.6.0)"]
 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
@@ -4674,13 +4660,13 @@ files = [
 
 [[package]]
 name = "tzdata"
-version = "2024.1"
+version = "2024.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
-    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
-    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
+    {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
+    {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
 ]
 
 [[package]]
@@ -4788,13 +4774,13 @@ test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)"
 
 [[package]]
 name = "vllm"
-version = "0.6.1.post2"
+version = "0.6.2"
 description = "A high-throughput and memory-efficient inference and serving engine for LLMs"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "vllm-0.6.1.post2-cp38-abi3-manylinux1_x86_64.whl", hash = "sha256:d99c8102c719f54171ca014d40232dea7d62756e07e4b0993a8ea99bae3b2866"},
-    {file = "vllm-0.6.1.post2.tar.gz", hash = "sha256:1766f99c6a46849124685abd47e4450d6bfd119ca477fa83f16553e213cb8b6a"},
+    {file = "vllm-0.6.2-cp38-abi3-manylinux1_x86_64.whl", hash = "sha256:414e2244a6c3a97175e7659f9a6e10c2e295376d1d1e4bec704da18caa237f0b"},
+    {file = "vllm-0.6.2.tar.gz", hash = "sha256:2fffd856a25d3defa38a539150fccf9126959ce4c6781c1c5a76d5da7216af59"},
 ]
 
 [package.dependencies]
@@ -4802,10 +4788,10 @@ aiohttp = "*"
 einops = "*"
 fastapi = {version = ">=0.114.1", markers = "python_version >= \"3.9\""}
 filelock = ">=3.10.4"
-gguf = "0.9.1"
+gguf = "0.10.0"
 importlib-metadata = "*"
 lm-format-enforcer = "0.10.6"
-mistral-common = ">=1.4.0"
+mistral-common = ">=1.4.3"
 msgspec = "*"
 numpy = "<2.0.0"
 nvidia-ml-py = "*"
@@ -4824,16 +4810,16 @@ pyzmq = "*"
 ray = ">=2.9"
 requests = "*"
 sentencepiece = "*"
+setuptools = {version = ">=74.1.1", markers = "python_version > \"3.11\""}
 six = {version = ">=1.16.0", markers = "python_version > \"3.11\""}
 tiktoken = ">=0.6.0"
 tokenizers = ">=0.19.1"
 torch = "2.4.0"
 torchvision = "0.19"
 tqdm = "*"
-transformers = ">=4.43.2"
+transformers = ">=4.45.0"
 typing-extensions = ">=4.10"
 uvicorn = {version = "*", extras = ["standard"]}
-vllm-flash-attn = {version = "2.6.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 xformers = {version = "0.0.27.post2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 
 [package.extras]
@@ -4841,23 +4827,6 @@ audio = ["librosa", "soundfile"]
 tensorizer = ["tensorizer (>=2.9.0)"]
 video = ["opencv-python"]
 
-[[package]]
-name = "vllm-flash-attn"
-version = "2.6.1"
-description = "Forward-only flash-attn"
-optional = true
-python-versions = ">=3.8"
-files = [
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 ]
 
 [[package]]
@@ -5222,103 +5191,103 @@ files = [
 
 [[package]]
 name = "yarl"
-version = "1.11.1"
+version = "1.13.1"
 description = "Yet another URL library"
 optional = true
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 ]
 
 [package.dependencies]
@@ -5350,4 +5319,4 @@ vllm = ["vllm"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "ea7c35edb6116b28e5c52b27a650daed9aa03dd5ae2cd7fea3fc0aae532bb311"
+content-hash = "cac4200b478b1595de164713c8524d2663f1079b3b16de0e17565002d96cf602"
diff --git a/python/huggingfaceserver/pyproject.toml b/python/huggingfaceserver/pyproject.toml
index 8afa89c365c..15e80040406 100644
--- a/python/huggingfaceserver/pyproject.toml
+++ b/python/huggingfaceserver/pyproject.toml
@@ -12,11 +12,11 @@ packages = [
 [tool.poetry.dependencies]
 python = ">=3.9,<3.13"
 kserve = { path = "../kserve", extras = ["storage"], develop = true }
-transformers = "~4.43.3"
+transformers = ">=4.45.0"
 accelerate = "~0.32.0"
 torch = "~2.4.0"
-vllm = { version = "^0.6.1.post2", optional = true }
-setuptools =  {version = "^70.0.0", python = "3.12"} # setuptools is not part of python 3.12
+vllm = { version = "^0.6.2", optional = true }
+setuptools = {version = ">=70.0.0", python = "3.12"} # setuptools is not part of python 3.12
 
 [tool.poetry.extras]
 vllm = [
diff --git a/python/huggingfaceserver/tests/test_model.py b/python/huggingfaceserver/tests/test_model.py
index 170d6d74d4e..95e0f1c7f7f 100644
--- a/python/huggingfaceserver/tests/test_model.py
+++ b/python/huggingfaceserver/tests/test_model.py
@@ -389,6 +389,9 @@ async def test_bloom_chat_completion(bloom_model: HuggingfaceGenerativeModel):
         messages=messages,
         stream=False,
         max_tokens=20,
+        chat_template="{% for message in messages %}"
+        "{{ message.content }}{{ eos_token }}"
+        "{% endfor %}",
     )
     request = ChatCompletionRequest(params=params, context={})
     response = await bloom_model.create_chat_completion(request)
@@ -416,6 +419,9 @@ async def test_bloom_chat_completion_streaming(bloom_model: HuggingfaceGenerativ
         messages=messages,
         stream=True,
         max_tokens=20,
+        chat_template="{% for message in messages %}"
+        "{{ message.content }}{{ eos_token }}"
+        "{% endfor %}",
     )
     request = ChatCompletionRequest(params=params, context={})
     response = await bloom_model.create_chat_completion(request)
@@ -498,6 +504,6 @@ async def test_input_padding_with_pad_token_not_specified(
     response = await openai_gpt_model.create_completion(request)
     assert (
         response.choices[0].text
-        == "west, and the sun sets in the west. \n the sun rises in the"
+        == "west , and the sun sets in the west . \n the sun rises in the"
     )
-    assert "a member of the royal family." in response.choices[1].text
+    assert "a member of the royal family ." in response.choices[1].text
diff --git a/python/huggingfaceserver/tests/test_vllm_model.py b/python/huggingfaceserver/tests/test_vllm_model.py
index 67af0357c23..1984565f80b 100644
--- a/python/huggingfaceserver/tests/test_vllm_model.py
+++ b/python/huggingfaceserver/tests/test_vllm_model.py
@@ -23,7 +23,11 @@
 from huggingfaceserver.vllm.vllm_completions import OpenAIServingCompletion
 from huggingfaceserver.vllm.vllm_model import VLLMModel
 from kserve.logging import logger
-from kserve.protocol.rest.openai import ChatCompletionRequest, CompletionRequest
+from kserve.protocol.rest.openai import (
+    ChatCompletionRequest,
+    CompletionRequest,
+    ChatPrompt,
+)
 from kserve.protocol.rest.openai.errors import OpenAIError
 from kserve.protocol.rest.openai.types import (
     CreateChatCompletionRequest,
@@ -98,6 +102,54 @@ def mock_load(self) -> bool:
     mp.undo()
 
 
+def compare_chatprompt_to_expected(actual, expected, fields_to_compare=None) -> bool:
+    if fields_to_compare is None:
+        fields_to_compare = [
+            "response_role",
+            "prompt",
+        ]
+    for field in fields_to_compare:
+        if not getattr(actual, field) == getattr(expected, field):
+            logger.error(
+                "expected: %s\n  got: %s",
+                getattr(expected, field),
+                getattr(actual, field),
+            )
+            return False
+    return True
+
+
+@pytest.mark.asyncio()
+class TestChatTemplate:
+    async def test_vllm_chat_completion_tokenization_facebook_opt_model(
+        self, vllm_opt_model
+    ):
+        opt_model, _ = vllm_opt_model
+
+        messages = [
+            {
+                "role": "system",
+                "content": "You are a friendly chatbot who always responds in the style of a pirate",
+            },
+            {
+                "role": "user",
+                "content": "How many helicopters can a human eat in one sitting?",
+            },
+        ]
+        chat_template = (
+            "{% for message in messages %}"
+            "{{ message.content }}{{ eos_token }}"
+            "{% endfor %}"
+        )
+        response = opt_model.apply_chat_template(messages, chat_template)
+
+        expected = ChatPrompt(
+            response_role="assistant",
+            prompt="You are a friendly chatbot who always responds in the style of a pirate</s>How many helicopters can a human eat in one sitting?</s>",
+        )
+        assert compare_chatprompt_to_expected(response, expected) is True
+
+
 def compare_response_to_expected(actual, expected, fields_to_compare=None) -> bool:
     if fields_to_compare is None:
         fields_to_compare = [
@@ -160,6 +212,9 @@ async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]:
             messages=messages,
             stream=False,
             max_tokens=10,
+            chat_template="{% for message in messages %}"
+            "{{ message.content }}{{ eos_token }}"
+            "{% endfor %}",
         )
         request = ChatCompletionRequest(params=params, context={})
         response = await opt_model.create_chat_completion(request)
@@ -216,6 +271,9 @@ async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]:
             messages=messages,
             stream=False,
             max_tokens=10,
+            chat_template="{% for message in messages %}"
+            "{{ message.content }}{{ eos_token }}"
+            "{% endfor %}",
         )
         request = ChatCompletionRequest(
             request_id=request_id, params=params, context={}
@@ -275,6 +333,9 @@ async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]:
             messages=messages,
             stream=True,
             max_tokens=10,
+            chat_template="{% for message in messages %}"
+            "{{ message.content }}{{ eos_token }}"
+            "{% endfor %}",
         )
         request = ChatCompletionRequest(
             request_id=request_id, params=params, context={}
@@ -325,6 +386,9 @@ async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]:
             max_tokens=10,
             log_probs=True,
             top_logprobs=2,
+            chat_template="{% for message in messages %}"
+            "{{ message.content }}{{ eos_token }}"
+            "{% endfor %}",
         )
         request = ChatCompletionRequest(
             request_id=request_id, params=params, context={}
@@ -635,6 +699,9 @@ async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]:
             max_tokens=10,
             log_probs=True,
             top_logprobs=2,
+            chat_template="{% for message in messages %}"
+            "{{ message.content }}{{ eos_token }}"
+            "{% endfor %}",
         )
         request = ChatCompletionRequest(
             request_id=request_id, params=params, context={}
@@ -890,6 +957,9 @@ async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]:
             messages=messages,
             stream=True,
             max_tokens=2048,
+            chat_template="{% for message in messages %}"
+            "{{ message.content }}{{ eos_token }}"
+            "{% endfor %}",
         )
         request = ChatCompletionRequest(
             request_id=request_id, params=params, context={}
@@ -926,6 +996,9 @@ async def mock_generate(*args, **kwargs) -> AsyncIterator[RequestOutput]:
             stream=False,
             max_tokens=10,
             logit_bias={"1527": 50, "27449": 100},
+            chat_template="{% for message in messages %}"
+            "{{ message.content }}{{ eos_token }}"
+            "{% endfor %}",
         )
         request = ChatCompletionRequest(
             request_id=request_id, params=params, context={}
diff --git a/python/kserve/kserve/protocol/rest/openai/openai_chat_adapter_model.py b/python/kserve/kserve/protocol/rest/openai/openai_chat_adapter_model.py
index 6c0fc902e2f..c9583de478f 100644
--- a/python/kserve/kserve/protocol/rest/openai/openai_chat_adapter_model.py
+++ b/python/kserve/kserve/protocol/rest/openai/openai_chat_adapter_model.py
@@ -13,7 +13,7 @@
 # limitations under the License.
 
 from abc import abstractmethod
-from typing import AsyncIterator, Iterable, Union, cast
+from typing import AsyncIterator, Iterable, Union, cast, Optional
 
 from kserve.protocol.rest.openai.types import (
     ChatCompletion,
@@ -53,7 +53,9 @@ class OpenAIChatAdapterModel(OpenAIModel):
 
     @abstractmethod
     def apply_chat_template(
-        self, messages: Iterable[ChatCompletionRequestMessage]
+        self,
+        messages: Iterable[ChatCompletionRequestMessage],
+        chat_template: Optional[str] = None,
     ) -> ChatPrompt:
         """
         Given a list of chat completion messages, convert them to a prompt.
@@ -193,7 +195,8 @@ def completion_to_chat_completion_chunk(
         )
 
     async def create_chat_completion(
-        self, request: ChatCompletionRequest
+        self,
+        request: ChatCompletionRequest,
     ) -> Union[ChatCompletion, AsyncIterator[ChatCompletionChunk]]:
         params = request.params
 
@@ -201,7 +204,7 @@ async def create_chat_completion(
             raise InvalidInput("n != 1 is not supported")
 
         # Convert the messages into a prompt
-        chat_prompt = self.apply_chat_template(params.messages)
+        chat_prompt = self.apply_chat_template(params.messages, params.chat_template)
         # Translate the chat completion request to a completion request
         completion_params = self.chat_completion_params_to_completion_params(
             params, chat_prompt.prompt
diff --git a/python/kserve/kserve/protocol/rest/openai/types/README.md b/python/kserve/kserve/protocol/rest/openai/types/README.md
index f4452921dcc..3de32bf1cc1 100644
--- a/python/kserve/kserve/protocol/rest/openai/types/README.md
+++ b/python/kserve/kserve/protocol/rest/openai/types/README.md
@@ -1,6 +1,7 @@
 # Steps to generate
 
-
 ```bash
 curl https://raw.githubusercontent.com/openai/openai-openapi/master/openapi.yaml -o openapi-2.0.0.yaml
-datamodel-codegen --input openapi-2.0.0.yaml --input-file-type openapi --output openapi.py --output-model-type pydantic_v2.BaseModel --use-double-quotes --collapse-root-models  --enum-field-as-literal all --strict-nullable
\ No newline at end of file
+datamodel-codegen --input openapi-2.0.0.yaml --input-file-type openapi --output openapi.py --output-model-type pydantic_v2.BaseModel --use-double-quotes --collapse-root-models  --enum-field-as-literal all --strict-nullable```
+
+Adapted from the generated `openapi.py`
diff --git a/python/kserve/kserve/protocol/rest/openai/types/openapi.py b/python/kserve/kserve/protocol/rest/openai/types/openapi.py
index 0db1fa5df1b..6eefed9f9b0 100644
--- a/python/kserve/kserve/protocol/rest/openai/types/openapi.py
+++ b/python/kserve/kserve/protocol/rest/openai/types/openapi.py
@@ -2705,6 +2705,19 @@ class CreateChatCompletionRequest(BaseModel):
         max_length=128,
         min_length=1,
     )
+    chat_template: Optional[str] = Field(
+        default=None,
+        description=(
+            "A Jinja template to use for this conversion. "
+            "As of transformers v4.44, default chat template is no longer "
+            "allowed, so you must provide a chat template if the tokenizer "
+            "does not define one."),
+    )
+    chat_template_kwargs: Optional[Dict[str, Any]] = Field(
+        default=None,
+        description=("Additional kwargs to pass to the template renderer. "
+                     "Will be accessible by the chat template."),
+    )
 
 
 class RunStepObject(BaseModel):
diff --git a/python/kserve/test/test_openai.py b/python/kserve/test/test_openai.py
index fab9b3825a0..f3e0fdcba38 100644
--- a/python/kserve/test/test_openai.py
+++ b/python/kserve/test/test_openai.py
@@ -14,7 +14,7 @@
 
 from contextlib import asynccontextmanager
 from pathlib import Path
-from typing import AsyncIterator, Callable, Iterable, List, Tuple, Union, cast
+from typing import AsyncIterator, Callable, Iterable, List, Tuple, Union, cast, Optional
 from unittest.mock import MagicMock, patch
 
 import httpx
@@ -86,6 +86,7 @@ async def create_completion(
     def apply_chat_template(
         self,
         messages: Iterable[ChatCompletionRequestMessage],
+        chat_template: Optional[str] = None,
     ) -> ChatPrompt:
         return ChatPrompt(prompt="hello")
 
diff --git a/test/e2e/data/opt_125m_input_generate.json b/test/e2e/data/opt_125m_input_generate.json
index 304436bfbab..c7dc381aeda 100644
--- a/test/e2e/data/opt_125m_input_generate.json
+++ b/test/e2e/data/opt_125m_input_generate.json
@@ -11,5 +11,6 @@
       }
     ],
     "temperature": 0,
-    "max_tokens": 20
+    "max_tokens": 20,
+    "chat_template": "{% for message in messages %}{{ message.content }}{{ eos_token }}{% endfor %}"
 }

From 158d90176804722fac0897386dae9b3f249468c8 Mon Sep 17 00:00:00 2001
From: hustxiayang <yxia216@bloomberg.net>
Date: Wed, 16 Oct 2024 19:02:12 -0400
Subject: [PATCH 2/9] bump to vllm0.6.3 (#4001)

Signed-off-by: yxia216 <yxia216@bloomberg.net>
---
 python/huggingface_server.Dockerfile    |    2 +-
 python/huggingfaceserver/poetry.lock    | 1722 ++++++++++++-----------
 python/huggingfaceserver/pyproject.toml |    2 +-
 3 files changed, 940 insertions(+), 786 deletions(-)

diff --git a/python/huggingface_server.Dockerfile b/python/huggingface_server.Dockerfile
index 049b584afd3..734a3999dac 100644
--- a/python/huggingface_server.Dockerfile
+++ b/python/huggingface_server.Dockerfile
@@ -9,7 +9,7 @@ ARG POETRY_HOME=/opt/poetry
 ARG POETRY_VERSION=1.8.3
 
 # Install vllm
-ARG VLLM_VERSION=0.6.2
+ARG VLLM_VERSION=0.6.3
 
 RUN apt-get update -y && apt-get install gcc python3.10-venv python3-dev -y && apt-get clean && \
     rm -rf /var/lib/apt/lists/*
diff --git a/python/huggingfaceserver/poetry.lock b/python/huggingfaceserver/poetry.lock
index 7f4ed354ff7..eead28fb0e6 100644
--- a/python/huggingfaceserver/poetry.lock
+++ b/python/huggingfaceserver/poetry.lock
@@ -44,102 +44,102 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.10.9"
+version = "3.10.10"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "aiohttp-3.10.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8b3fb28a9ac8f2558760d8e637dbf27aef1e8b7f1d221e8669a1074d1a266bb2"},
-    {file = "aiohttp-3.10.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:91aa966858593f64c8a65cdefa3d6dc8fe3c2768b159da84c1ddbbb2c01ab4ef"},
-    {file = "aiohttp-3.10.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:63649309da83277f06a15bbdc2a54fbe75efb92caa2c25bb57ca37762789c746"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e3e7fabedb3fe06933f47f1538df7b3a8d78e13d7167195f51ca47ee12690373"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5c070430fda1a550a1c3a4c2d7281d3b8cfc0c6715f616e40e3332201a253067"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:51d0a4901b27272ae54e42067bc4b9a90e619a690b4dc43ea5950eb3070afc32"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fec5fac7aea6c060f317f07494961236434928e6f4374e170ef50b3001e14581"},
-    {file = "aiohttp-3.10.9-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:172ad884bb61ad31ed7beed8be776eb17e7fb423f1c1be836d5cb357a096bf12"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d646fdd74c25bbdd4a055414f0fe32896c400f38ffbdfc78c68e62812a9e0257"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:e86260b76786c28acf0b5fe31c8dca4c2add95098c709b11e8c35b424ebd4f5b"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:c7d7cafc11d70fdd8801abfc2ff276744ae4cb39d8060b6b542c7e44e5f2cfc2"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:fc262c3df78c8ff6020c782d9ce02e4bcffe4900ad71c0ecdad59943cba54442"},
-    {file = "aiohttp-3.10.9-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:482c85cf3d429844396d939b22bc2a03849cb9ad33344689ad1c85697bcba33a"},
-    {file = "aiohttp-3.10.9-cp310-cp310-win32.whl", hash = "sha256:aeebd3061f6f1747c011e1d0b0b5f04f9f54ad1a2ca183e687e7277bef2e0da2"},
-    {file = "aiohttp-3.10.9-cp310-cp310-win_amd64.whl", hash = "sha256:fa430b871220dc62572cef9c69b41e0d70fcb9d486a4a207a5de4c1f25d82593"},
-    {file = "aiohttp-3.10.9-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:16e6a51d8bc96b77f04a6764b4ad03eeef43baa32014fce71e882bd71302c7e4"},
-    {file = "aiohttp-3.10.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8bd9125dd0cc8ebd84bff2be64b10fdba7dc6fd7be431b5eaf67723557de3a31"},
-    {file = "aiohttp-3.10.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:dcf354661f54e6a49193d0b5653a1b011ba856e0b7a76bda2c33e4c6892f34ea"},
-    {file = "aiohttp-3.10.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42775de0ca04f90c10c5c46291535ec08e9bcc4756f1b48f02a0657febe89b10"},
-    {file = "aiohttp-3.10.9-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:87d1e4185c5d7187684d41ebb50c9aeaaaa06ca1875f4c57593071b0409d2444"},
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 ]
 
 [package.dependencies]
@@ -181,13 +181,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.6.0"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
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-    {file = "anyio-4.6.0.tar.gz", hash = "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb"},
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 ]
 
 [package.dependencies]
@@ -198,7 +198,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.21.0b1)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -252,13 +252,13 @@ aio = ["aiohttp (>=3.0)"]
 
 [[package]]
 name = "azure-identity"
-version = "1.18.0"
+version = "1.19.0"
 description = "Microsoft Azure Identity Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -290,13 +290,13 @@ aio = ["azure-core[aio] (>=1.30.0)"]
 
 [[package]]
 name = "azure-storage-file-share"
-version = "12.18.0"
+version = "12.19.0"
 description = "Microsoft Azure Azure File Share Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -357,17 +357,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.35.34"
+version = "1.35.42"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-botocore = ">=1.35.34,<1.36.0"
+botocore = ">=1.35.42,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -376,13 +376,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.34"
+version = "1.35.42"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -499,101 +499,116 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [package.dependencies]
@@ -915,18 +920,18 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "fastapi"
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+version = "0.115.2"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
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 python-versions = ">=3.8"
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 typing-extensions = ">=4.8.0"
 
 [package.extras]
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 [[package]]
 name = "google-api-core"
-version = "2.20.0"
+version = "2.21.0"
 description = "Google API client core library"
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 [package.dependencies]
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 requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
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 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
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 [[package]]
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 python-versions = ">=3.8"
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.66.2)"]
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 [[package]]
 name = "h11"
@@ -1355,51 +1361,58 @@ trio = ["trio (>=0.22.0,<1.0)"]
 
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 [package.extras]
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 [[package]]
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-[package.dependencies]
-six = "*"
-
 [[package]]
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 [[package]]
@@ -1888,6 +1911,7 @@ files = [
 [package.dependencies]
 jsonschema = ">=4.21.1,<5.0.0"
 numpy = {version = ">=1.25", markers = "python_version >= \"3.9\""}
+opencv-python-headless = {version = ">=4.0.0,<5.0.0", optional = true, markers = "extra == \"opencv\""}
 pillow = ">=10.3.0,<11.0.0"
 pydantic = ">=2.6.1,<3.0.0"
 requests = ">=2.0.0,<3.0.0"
@@ -2548,13 +2572,13 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "openai"
-version = "1.51.0"
+version = "1.51.2"
 description = "The official Python library for the openai API"
 optional = true
 python-versions = ">=3.7.1"
 files = [
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 ]
 
 [package.dependencies]
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 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
+[[package]]
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+description = "Wrapper package for OpenCV python bindings."
+optional = true
+python-versions = ">=3.6"
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+
+[package.dependencies]
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+    {version = ">=1.21.0", markers = "python_version == \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""},
+    {version = ">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\" and python_version < \"3.11\""},
+    {version = ">=1.21.2", markers = "platform_system != \"Darwin\" and python_version >= \"3.10\" and python_version < \"3.11\""},
+    {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
+]
+
 [[package]]
 name = "orjson"
 version = "3.10.7"
@@ -2956,6 +3006,113 @@ files = [
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 [package.extras]
+dev = ["Cython (>=3.0,<4.0)", "setuptools (>=60)"]
 docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
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 [[package]]
 name = "vllm"
-version = "0.6.2"
+version = "0.6.3"
 description = "A high-throughput and memory-efficient inference and serving engine for LLMs"
 optional = true
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
 aiohttp = "*"
 einops = "*"
-fastapi = {version = ">=0.114.1", markers = "python_version >= \"3.9\""}
+fastapi = {version = ">=0.107.0,<0.113.dev0 || >0.114.0", markers = "python_version >= \"3.9\""}
 filelock = ">=3.10.4"
 gguf = "0.10.0"
 importlib-metadata = "*"
 lm-format-enforcer = "0.10.6"
-mistral-common = ">=1.4.3"
+mistral-common = {version = ">=1.4.4", extras = ["opencv"]}
 msgspec = "*"
 numpy = "<2.0.0"
 nvidia-ml-py = "*"
@@ -4808,7 +4972,7 @@ pydantic = ">=2.9"
 pyyaml = "*"
 pyzmq = "*"
 ray = ">=2.9"
-requests = "*"
+requests = ">=2.26.0"
 sentencepiece = "*"
 setuptools = {version = ">=74.1.1", markers = "python_version > \"3.11\""}
 six = {version = ">=1.16.0", markers = "python_version > \"3.11\""}
@@ -4825,7 +4989,6 @@ xformers = {version = "0.0.27.post2", markers = "platform_system == \"Linux\" an
 [package.extras]
 audio = ["librosa", "soundfile"]
 tensorizer = ["tensorizer (>=2.9.0)"]
-video = ["opencv-python"]
 
 [[package]]
 name = "watchfiles"
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+    {file = "yarl-1.15.4-cp313-cp313-win_amd64.whl", hash = "sha256:f68025d6ba1816428b7de615c80f61cb03d5b7061158d4ced7696657a64aa59c"},
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+    {file = "yarl-1.15.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:60165b8bc260f453321004b193770a66cc1b1a5c57c07d4b8dcc96839e7ad578"},
+    {file = "yarl-1.15.4-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:65a0168691373e08d869d48b62c8bed0af0cdaef19c76e11ad73b43901bbdb5a"},
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+    {file = "yarl-1.15.4-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:40c18f96696549e73b92dc12619f07019cbf5faefc1612608f967c144816e493"},
+    {file = "yarl-1.15.4-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:46491b3e058de7b484e1c9fb20aa8441f06d6c9a18395d711c1c2a9ad6707d6a"},
+    {file = "yarl-1.15.4-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:faa3dd7f4620ab5e5da7a0789d0aac78a9ad0376f102409d442ec5a4179e200a"},
+    {file = "yarl-1.15.4-cp39-cp39-win32.whl", hash = "sha256:c33ea7c55a73be343f02361795caf52a187357ea07708fb1cae6661ee1d689c8"},
+    {file = "yarl-1.15.4-cp39-cp39-win_amd64.whl", hash = "sha256:11b207061f28b4b6d980239b22ab0ecfadc47846b5a3b8e79f27fcc019d02cf9"},
+    {file = "yarl-1.15.4-py3-none-any.whl", hash = "sha256:e5cc288111c450c0a54a74475591b206d3b1cb47dc71bb6200f6be8b1337184c"},
+    {file = "yarl-1.15.4.tar.gz", hash = "sha256:a0c5e271058d148d730219ca4f33c5d841c6bd46e05b0da60fea7b516906ccd3"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
@@ -5319,4 +5473,4 @@ vllm = ["vllm"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "cac4200b478b1595de164713c8524d2663f1079b3b16de0e17565002d96cf602"
+content-hash = "00714242343a207c5a84e741ee7cc88760f8f6fd80af89cbd05a4a91bcec75b3"
diff --git a/python/huggingfaceserver/pyproject.toml b/python/huggingfaceserver/pyproject.toml
index 15e80040406..4a3e72f6775 100644
--- a/python/huggingfaceserver/pyproject.toml
+++ b/python/huggingfaceserver/pyproject.toml
@@ -15,7 +15,7 @@ kserve = { path = "../kserve", extras = ["storage"], develop = true }
 transformers = ">=4.45.0"
 accelerate = "~0.32.0"
 torch = "~2.4.0"
-vllm = { version = "^0.6.2", optional = true }
+vllm = { version = "^0.6.3", optional = true }
 setuptools = {version = ">=70.0.0", python = "3.12"} # setuptools is not part of python 3.12
 
 [tool.poetry.extras]

From 0bbb72c417c72ac1c1ab170a800265ea94fb9c23 Mon Sep 17 00:00:00 2001
From: tjandy98 <3953059+tjandy98@users.noreply.github.com>
Date: Mon, 21 Oct 2024 12:37:01 +0800
Subject: [PATCH 3/9] Feature: Add hf transfer (#4000)

* Add hf transfer

Signed-off-by: tjandy98 <3953059+tjandy98@users.noreply.github.com>

* Add hf transfer env

Signed-off-by: tjandy98 <3953059+tjandy98@users.noreply.github.com>

---------

Signed-off-by: tjandy98 <3953059+tjandy98@users.noreply.github.com>
---
 pkg/credentials/hf/hf_secret.go | 15 +++++--
 python/kserve/poetry.lock       | 69 ++++++++++++++++++++++++++++++++-
 python/kserve/pyproject.toml    |  2 +-
 3 files changed, 79 insertions(+), 7 deletions(-)

diff --git a/pkg/credentials/hf/hf_secret.go b/pkg/credentials/hf/hf_secret.go
index 209cbeeecec..4db2136243e 100644
--- a/pkg/credentials/hf/hf_secret.go
+++ b/pkg/credentials/hf/hf_secret.go
@@ -22,16 +22,23 @@ import (
 
 const (
 	HFTokenKey = "HF_TOKEN"
+	HFTransfer = "HF_HUB_ENABLE_HF_TRANSFER"
 )
 
 func BuildSecretEnvs(secret *v1.Secret) []v1.EnvVar {
 	envs := make([]v1.EnvVar, 0)
 
 	if token, ok := secret.Data[HFTokenKey]; ok {
-		envs = append(envs, v1.EnvVar{
-			Name:  HFTokenKey,
-			Value: string(token),
-		})
+		envs = append(envs, []v1.EnvVar{
+			{
+				Name:  HFTokenKey,
+				Value: string(token),
+			},
+			{
+				Name:  HFTransfer,
+				Value: "1",
+			},
+		}...)
 	}
 	return envs
 }
diff --git a/python/kserve/poetry.lock b/python/kserve/poetry.lock
index 34d9a9aa523..ea3e4a4c70e 100644
--- a/python/kserve/poetry.lock
+++ b/python/kserve/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -1326,6 +1326,70 @@ files = [
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
 ]
 
+[[package]]
+name = "hf-transfer"
+version = "0.1.8"
+description = "Speed up file transfers with the Hugging Face Hub."
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "hf_transfer-0.1.8-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:70858f9e94286738ed300484a45beb5cfee6a7ddac4c5886f9c6fce7823ac5ab"},
+    {file = "hf_transfer-0.1.8-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:38adc73f0a8526319d90f7cc5dc2d5e4bb66f487a513d94b98aa6725be732e4a"},
+    {file = "hf_transfer-0.1.8-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:44d2f0c08198d8d899fe9d66e86aee2dd844bd7ce33888f261373fcec81d2a54"},
+    {file = "hf_transfer-0.1.8-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:1de2a4ef36f9e60b3d3bec00193c0aafd75771709f2ca51b9b162373f5af3d32"},
+    {file = "hf_transfer-0.1.8-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e319269e3606a5ff2979296841766649ac73598a4a8eee2a968f86c8071fea5a"},
+    {file = "hf_transfer-0.1.8-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0f6026cf3be6a53ea42f92172f60c1c0675baaa9073f865e671b661dde5fd157"},
+    {file = "hf_transfer-0.1.8-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f865c33ada5bd3650c2b46e59979f2d7755c3f517f8d0facc78576a0c7d26406"},
+    {file = "hf_transfer-0.1.8-cp310-none-win32.whl", hash = "sha256:2054730e8d8ed21917c64be7199e06424b2bd08df1c43a72766afaed7992f2d3"},
+    {file = "hf_transfer-0.1.8-cp310-none-win_amd64.whl", hash = "sha256:2b4f1a9446ba31170b5b1eca4e916504d18378a6b5fe959896bdac8a736a5ecb"},
+    {file = "hf_transfer-0.1.8-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:e27c15fcc5869ad7e52bbc0bdec6106b288d1c463f8d2da92f28615a3b181361"},
+    {file = "hf_transfer-0.1.8-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:871a0032d011ebc6409a73a8406b98b84ff2cd3ed7d9e1af8cdf4d660b9fab9b"},
+    {file = "hf_transfer-0.1.8-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:686fa756e1e0214bb6327d33c66732c52274d94a8460beb50604ad988b391cf6"},
+    {file = "hf_transfer-0.1.8-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:36a03b1b2911b0cf15b1b9d971a34b32dadcc4f2fd979aaff5979d6ce4017c34"},
+    {file = "hf_transfer-0.1.8-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:079db90c81f41f4cf3227dfaaa855a9b8e9aef45bc7c2be29ce7232cd83ff881"},
+    {file = "hf_transfer-0.1.8-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ac08a4524127fdd14c234d4bcbe49d1c498acf5335c781714823179bcc8dc039"},
+    {file = "hf_transfer-0.1.8-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:837432e73cb17274a6782b6216e8ce058aa325a475dc44a5a6a753d48b86d18a"},
+    {file = "hf_transfer-0.1.8-cp311-none-win32.whl", hash = "sha256:b180f9823dde35aba9bc0f1d0c04ac8a873baebd3732a7ffe4f11940abc7df0d"},
+    {file = "hf_transfer-0.1.8-cp311-none-win_amd64.whl", hash = "sha256:37907d2135cebcf8b6d419bb575148d89c224f16b69357f027bd29d0e85c6529"},
+    {file = "hf_transfer-0.1.8-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:baf948f4f493949309cbe60529620b9b0aef854a22b6e526753364acc57c09b6"},
+    {file = "hf_transfer-0.1.8-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0bce5c8bdefa478c5d5eaa646cc4ce1df5cfe764d98572ad0c6b8773e98d49f6"},
+    {file = "hf_transfer-0.1.8-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:54d6f8a1a86128d651a3799e1267c343d60f81f2c565d7c5416eb8e674e4cf0e"},
+    {file = "hf_transfer-0.1.8-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f79fd1b0c2ed93efb4c5f684118d7a762ecdd218e170df8208c4e13d3dcd4959"},
+    {file = "hf_transfer-0.1.8-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:414df35692670683bf5623498ef9d88a8df5d77e9516515da6e2b34d1054c11f"},
+    {file = "hf_transfer-0.1.8-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3c9798d5f951f66b96d40a7a53910260cb5874fda56cf5944dddb7c571f37ec3"},
+    {file = "hf_transfer-0.1.8-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:060c661691f85a61392e57579c80eb64b5ee277434e81fb582f605c1c8ff05d5"},
+    {file = "hf_transfer-0.1.8-cp312-none-win32.whl", hash = "sha256:f7840e32379820c3e1571a480238e05ea043e970c99d2e999578004a2eb17788"},
+    {file = "hf_transfer-0.1.8-cp312-none-win_amd64.whl", hash = "sha256:9a3204ec423cc5e659872e8179f8704ad9ce2abb1e6a991f8838aedf1dc07830"},
+    {file = "hf_transfer-0.1.8-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:09949e86ad63ee139e463fd0dfaf401515ae70445854199f61d545514c65f744"},
+    {file = "hf_transfer-0.1.8-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:bf1a74552845b93ea972e6e7131ef54e56056aa54137e93a40faf3fbcb2442ff"},
+    {file = "hf_transfer-0.1.8-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:959bcb3afb4ee6f2a07031a947dba98ec0b64c001bc914fbd8fc32e13a287162"},
+    {file = "hf_transfer-0.1.8-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e01eecdb8162bd61dab9090fbd9f8034dd8b5755ef727a21ca8a057f80cb91ee"},
+    {file = "hf_transfer-0.1.8-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:50650a38e9d31f5ad8f010e4598bf304ecd99c17162e7d93f67e031571b864ee"},
+    {file = "hf_transfer-0.1.8-cp37-none-win32.whl", hash = "sha256:e29b9d1d378138f2f4eae0e93ca94af3b5d45f4532eef69f1ab97fe06f9c9d9e"},
+    {file = "hf_transfer-0.1.8-cp37-none-win_amd64.whl", hash = "sha256:cfd6cef43ae883103117a371f8ebae4e7f9637bc6fb480f1be5568e2fe22a8a7"},
+    {file = "hf_transfer-0.1.8-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:92a68f7a0043cca8a0de4decc760dca177530944cbab502afac503bd1b2fa01a"},
+    {file = "hf_transfer-0.1.8-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e3138e408179f80a5480598e32f8e1abb564915cbde4d3bc8da52811c75dc3ea"},
+    {file = "hf_transfer-0.1.8-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4544d148930ad34442d43b8fa911c8479c04a95b858b1d1f91e0b7da77082fad"},
+    {file = "hf_transfer-0.1.8-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a851794b9f029965664f8c3002c957fccf21685e9397ceb4f9f19c986dee8ad3"},
+    {file = "hf_transfer-0.1.8-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:791aaf87c5319ac83edb6ab2994b3db19924c49d6ff667dd3d8a610b455ff70a"},
+    {file = "hf_transfer-0.1.8-cp38-none-win32.whl", hash = "sha256:8f71e5d35d3a3160dcca12fdcc8119033aeacaa6a32838a7ad9f9cb1008bbe58"},
+    {file = "hf_transfer-0.1.8-cp38-none-win_amd64.whl", hash = "sha256:543287b4ceb1e25501580b99690f7f0df9d3631d29306f37cbd97e918c732944"},
+    {file = "hf_transfer-0.1.8-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:7ce02a18bd0bb2343e707ac85b68c946bc37623ee24150c69158f6b2b2c7a98f"},
+    {file = "hf_transfer-0.1.8-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:64d7f8dbd64ba183ed1df75d47c84e075ff666ceaa335bff1de16b09eaac5b80"},
+    {file = "hf_transfer-0.1.8-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1e7858694e11419ae27e542fb8fc0d0e54d46ff7768fe73bc359d70b8f5aa578"},
+    {file = "hf_transfer-0.1.8-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:bed116cd9d1edfa32c0136d7cb8e5f1afd2b32df43c49085d428f108fc8e1c8f"},
+    {file = "hf_transfer-0.1.8-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6e385d0da9c6b3472ab29285d2d46c9f9903205b8d108f88a82f3f85aafae0ab"},
+    {file = "hf_transfer-0.1.8-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:98f75fa4b86ef15433cd907807ac77d1fb39d7e7b790bfd39c7ae9c385bf0200"},
+    {file = "hf_transfer-0.1.8-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d1a63ad947d2901425ac0a3ed70c3696dfde27fadb0482ed763bdd5cc946b278"},
+    {file = "hf_transfer-0.1.8-cp39-none-win32.whl", hash = "sha256:3e74096915813ae842ea6a5bdf10c0fef960aa51a35a560955b3e61cdfe3db57"},
+    {file = "hf_transfer-0.1.8-cp39-none-win_amd64.whl", hash = "sha256:05ea16307bf4a5eb097cbc6e5057e4eb5e080a138af23ef639fd38857723c288"},
+    {file = "hf_transfer-0.1.8-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:928ff036c3e98e10dcfbdb4fcdfc4592d37a5cc8e365a7ba8dfd4337e849d675"},
+    {file = "hf_transfer-0.1.8-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d49ba3ce67035f460ae1924fe2feafec155cb535eec7f31ed5109c19064cd294"},
+    {file = "hf_transfer-0.1.8-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b01f5872c62cfee3ec9ca5c738818296f69f8adf84b4d8d15f2a5601d9dda339"},
+    {file = "hf_transfer-0.1.8-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:659d4212d50847a5165666bf43d67727679b4f694ef9c413613cc27093136527"},
+    {file = "hf_transfer-0.1.8.tar.gz", hash = "sha256:26d229468152e7a3ec12664cac86b8c2800695fd85f9c9a96677a775cc04f0b3"},
+]
+
 [[package]]
 name = "httpcore"
 version = "1.0.5"
@@ -1434,6 +1498,7 @@ files = [
 [package.dependencies]
 filelock = "*"
 fsspec = ">=2023.5.0"
+hf-transfer = {version = ">=0.1.4", optional = true, markers = "extra == \"hf-transfer\""}
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -3922,4 +3987,4 @@ storage = ["azure-identity", "azure-storage-blob", "azure-storage-file-share", "
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "20788951da79ec1c3f842d2b7db2fa9e2c80aa6392098e9b36aa6d33b698af38"
+content-hash = "2d7d4278641bbb5200ff6f36d01e46c5024c8ff3fc05967d893ac755305906f0"
diff --git a/python/kserve/pyproject.toml b/python/kserve/pyproject.toml
index bf57de87e2b..719f4b8e99a 100644
--- a/python/kserve/pyproject.toml
+++ b/python/kserve/pyproject.toml
@@ -60,7 +60,7 @@ azure-storage-blob = { version = "^12.20.0", optional = true }
 azure-storage-file-share = { version = "^12.16.0", optional = true }
 azure-identity = { version = "^1.15.0", optional = true }
 boto3 = { version = "^1.29.0", optional = true }
-huggingface-hub = { version = "^0.24.5", optional = true }
+huggingface-hub = { version = "^0.24.5", extras = ["hf-transfer"], optional = true }
 
 # Logging dependencies. They can be opted into by apps.
 asgi-logger = { version = "^0.1.0", optional = true }

From 959f3b84b83a9e30bf1ac608d2508650f8db222d Mon Sep 17 00:00:00 2001
From: Sivanantham <90966311+sivanantha321@users.noreply.github.com>
Date: Mon, 21 Oct 2024 10:10:00 +0530
Subject: [PATCH 4/9] Fix snyk scan null error (#3974)

Signed-off-by: Sivanantham Chinnaiyan <sivanantham.chinnaiyan@ideas2it.com>
---
 .github/workflows/scheduled-image-scan.yml | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/scheduled-image-scan.yml b/.github/workflows/scheduled-image-scan.yml
index a8550541d2b..1ad2ff3672c 100644
--- a/.github/workflows/scheduled-image-scan.yml
+++ b/.github/workflows/scheduled-image-scan.yml
@@ -43,13 +43,14 @@ jobs:
             --sarif-file-output=./application/${{ matrix.image.name }}/docker.snyk.sarif
           sarif: false
 
-      # Replace any "undefined" security severity values with 0. The undefined value is used in the case
+      # Replace any "undefined" or "null" security severity values with 0. The undefined value is used in the case
       # of license-related findings, which do not indicate a security vulnerability.
       # See https://github.com/github/codeql-action/issues/2187 for more context.
       # This can be removed once https://github.com/snyk/cli/pull/5409 is merged.
       - name: Replace security-severity undefined for license-related findings
         run: |
           sudo sed -i 's/"security-severity": "undefined"/"security-severity": "0"/g' ./application/${{ matrix.image.name }}/docker.snyk.sarif
+          sudo sed -i 's/"security-severity": "null"/"security-severity": "0"/g' ./application/${{ matrix.image.name }}/docker.snyk.sarif
 
       - name: Upload sarif file to Github Code Scanning
         if: always()
@@ -88,13 +89,14 @@ jobs:
             --sarif-file-output=./application/${{ matrix.image.name }}/docker.snyk.sarif
           sarif: false
 
-      # Replace any "undefined" security severity values with 0. The undefined value is used in the case
+      # Replace any "undefined" or "null" security severity values with 0. The undefined value is used in the case
       # of license-related findings, which do not indicate a security vulnerability.
       # See https://github.com/github/codeql-action/issues/2187 for more context.
       # This can be removed once https://github.com/snyk/cli/pull/5409 is merged.
       - name: Replace security-severity undefined for license-related findings
         run: |
           sudo sed -i 's/"security-severity": "undefined"/"security-severity": "0"/g' ./application/${{ matrix.image.name }}/docker.snyk.sarif
+          sudo sed -i 's/"security-severity": "null"/"security-severity": "0"/g' ./application/${{ matrix.image.name }}/docker.snyk.sarif
 
       - name: Upload sarif file to Github Code Scanning
         if: always()
@@ -129,13 +131,14 @@ jobs:
             --sarif-file-output=./application/${{ matrix.image.name }}/docker.snyk.sarif
           sarif: false
 
-      # Replace any "undefined" security severity values with 0. The undefined value is used in the case
+      # Replace any "undefined" or "null" security severity values with 0. The undefined value is used in the case
       # of license-related findings, which do not indicate a security vulnerability.
       # See https://github.com/github/codeql-action/issues/2187 for more context.
       # This can be removed once https://github.com/snyk/cli/pull/5409 is merged.
       - name: Replace security-severity undefined for license-related findings
         run: |
           sudo sed -i 's/"security-severity": "undefined"/"security-severity": "0"/g' ./application/${{ matrix.image.name }}/docker.snyk.sarif
+          sudo sed -i 's/"security-severity": "null"/"security-severity": "0"/g' ./application/${{ matrix.image.name }}/docker.snyk.sarif
 
       - name: Upload sarif file to Github Code Scanning
         if: always()

From 13b294c0cb3607a8cf4386cd0823f4d9f3f4110a Mon Sep 17 00:00:00 2001
From: Johnu George <johnugeorge109@gmail.com>
Date: Mon, 21 Oct 2024 10:11:24 +0530
Subject: [PATCH 5/9] Update quick install script (#4005)

Signed-off-by: Johnu George <johnugeorge109@gmail.com>
---
 hack/quick_install.sh | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/hack/quick_install.sh b/hack/quick_install.sh
index e7a68900c81..71f78c87df7 100755
--- a/hack/quick_install.sh
+++ b/hack/quick_install.sh
@@ -17,11 +17,11 @@ Help() {
    echo
 }
 
-export ISTIO_VERSION=1.20.4
-export KNATIVE_OPERATOR_VERSION=v1.14.5
-export KNATIVE_SERVING_VERSION=1.13.1
+export ISTIO_VERSION=1.23.2
+export KNATIVE_OPERATOR_VERSION=v1.15.7
+export KNATIVE_SERVING_VERSION=1.15.2
 export KSERVE_VERSION=v0.14.0
-export CERT_MANAGER_VERSION=v1.15.1
+export CERT_MANAGER_VERSION=v1.16.1
 SCRIPT_DIR="$(dirname -- "${BASH_SOURCE[0]}")"
 export SCRIPT_DIR
 

From b8d6569b1c02773708816c1f52cb50c14b5f35fd Mon Sep 17 00:00:00 2001
From: Gavin Li <yueqi.li.usa@gmail.com>
Date: Mon, 21 Oct 2024 00:53:11 -0400
Subject: [PATCH 6/9] Local Model Node CR (#3978)

* init CR

Signed-off-by: Gavin Li <yli1109@bloomberg.net>

* make generate

Signed-off-by: Gavin Li <yli1109@bloomberg.net>

* make manifests

Signed-off-by: Gavin Li <yli1109@bloomberg.net>

* black format

Signed-off-by: Gavin Li <yli1109@bloomberg.net>

* fix generated python code

Signed-off-by: Gavin Li <yli1109@bloomberg.net>

* feedback

Signed-off-by: Gavin Li <yli1109@bloomberg.net>

* more feedback

Signed-off-by: Gavin Li <yli1109@bloomberg.net>

* black format

Signed-off-by: Gavin Li <yli1109@bloomberg.net>

* make manifests

Signed-off-by: Gavin Li <yli1109@bloomberg.net>

---------

Signed-off-by: Gavin Li <yli1109@bloomberg.net>
---
 .../serving.kserve.io_localmodelnodes.yaml    |  38 +++
 .../serving.kserve.io_localmodelnodes.yaml    |  61 +++++
 .../serving.kserve.io_localmodelnodes.yaml    |  38 +++
 hack/violation_exceptions.list                |   1 +
 .../v1alpha1/local_model_node_status.go       |  34 +++
 .../v1alpha1/local_model_node_types.go        |  59 +++++
 .../serving/v1alpha1/zz_generated.deepcopy.go | 116 +++++++++
 .../v1alpha1/fake/fake_localmodelnode.go      | 141 ++++++++++
 .../v1alpha1/fake/fake_serving_client.go      |   4 +
 .../serving/v1alpha1/generated_expansion.go   |   2 +
 .../typed/serving/v1alpha1/localmodelnode.go  | 195 ++++++++++++++
 .../typed/serving/v1alpha1/serving_client.go  |   5 +
 .../informers/externalversions/generic.go     |   2 +
 .../serving/v1alpha1/interface.go             |   7 +
 .../serving/v1alpha1/localmodelnode.go        |  90 +++++++
 .../serving/v1alpha1/expansion_generated.go   |   8 +
 .../serving/v1alpha1/localmodelnode.go        |  99 +++++++
 pkg/openapi/openapi_generated.go              | 126 +++++++++
 pkg/openapi/swagger.json                      |  68 +++++
 python/kserve/docs/V1alpha1LocalModelNode.md  |  14 +
 .../kserve/docs/V1alpha1LocalModelNodeList.md |  13 +
 .../kserve/docs/V1alpha1LocalModelNodeSpec.md |  10 +
 python/kserve/kserve/models/__init__.py       |   3 +
 .../models/v1alpha1_local_model_node.py       | 242 ++++++++++++++++++
 .../models/v1alpha1_local_model_node_list.py  | 217 ++++++++++++++++
 .../models/v1alpha1_local_model_node_spec.py  | 137 ++++++++++
 .../test/test_v1alpha1_local_model_node.py    |  72 ++++++
 .../test_v1alpha1_local_model_node_list.py    |  93 +++++++
 .../test_v1alpha1_local_model_node_spec.py    |  68 +++++
 29 files changed, 1963 insertions(+)
 create mode 100644 charts/kserve-crd-minimal/templates/serving.kserve.io_localmodelnodes.yaml
 create mode 100644 config/crd/full/serving.kserve.io_localmodelnodes.yaml
 create mode 100644 config/crd/minimal/serving.kserve.io_localmodelnodes.yaml
 create mode 100644 pkg/apis/serving/v1alpha1/local_model_node_status.go
 create mode 100644 pkg/apis/serving/v1alpha1/local_model_node_types.go
 create mode 100644 pkg/client/clientset/versioned/typed/serving/v1alpha1/fake/fake_localmodelnode.go
 create mode 100644 pkg/client/clientset/versioned/typed/serving/v1alpha1/localmodelnode.go
 create mode 100644 pkg/client/informers/externalversions/serving/v1alpha1/localmodelnode.go
 create mode 100644 pkg/client/listers/serving/v1alpha1/localmodelnode.go
 create mode 100644 python/kserve/docs/V1alpha1LocalModelNode.md
 create mode 100644 python/kserve/docs/V1alpha1LocalModelNodeList.md
 create mode 100644 python/kserve/docs/V1alpha1LocalModelNodeSpec.md
 create mode 100644 python/kserve/kserve/models/v1alpha1_local_model_node.py
 create mode 100644 python/kserve/kserve/models/v1alpha1_local_model_node_list.py
 create mode 100644 python/kserve/kserve/models/v1alpha1_local_model_node_spec.py
 create mode 100644 python/kserve/test/test_v1alpha1_local_model_node.py
 create mode 100644 python/kserve/test/test_v1alpha1_local_model_node_list.py
 create mode 100644 python/kserve/test/test_v1alpha1_local_model_node_spec.py

diff --git a/charts/kserve-crd-minimal/templates/serving.kserve.io_localmodelnodes.yaml b/charts/kserve-crd-minimal/templates/serving.kserve.io_localmodelnodes.yaml
new file mode 100644
index 00000000000..dbc46f365f7
--- /dev/null
+++ b/charts/kserve-crd-minimal/templates/serving.kserve.io_localmodelnodes.yaml
@@ -0,0 +1,38 @@
+apiVersion: apiextensions.k8s.io/v1
+kind: CustomResourceDefinition
+metadata:
+  annotations:
+    controller-gen.kubebuilder.io/version: v0.16.2
+  name: localmodelnodes.serving.kserve.io
+spec:
+  group: serving.kserve.io
+  names:
+    kind: LocalModelNode
+    listKind: LocalModelNodeList
+    plural: localmodelnodes
+    singular: localmodelnode
+  scope: Cluster
+  versions:
+  - name: v1alpha1
+    schema:
+      openAPIV3Schema:
+        properties:
+          apiVersion:
+            type: string
+          kind:
+            type: string
+          metadata:
+            type: object
+          spec:
+            type: object
+            x-kubernetes-map-type: atomic
+            x-kubernetes-preserve-unknown-fields: true
+          status:
+            type: object
+            x-kubernetes-map-type: atomic
+            x-kubernetes-preserve-unknown-fields: true
+        type: object
+    served: true
+    storage: true
+    subresources:
+      status: {}
diff --git a/config/crd/full/serving.kserve.io_localmodelnodes.yaml b/config/crd/full/serving.kserve.io_localmodelnodes.yaml
new file mode 100644
index 00000000000..f130f6e7a3b
--- /dev/null
+++ b/config/crd/full/serving.kserve.io_localmodelnodes.yaml
@@ -0,0 +1,61 @@
+---
+apiVersion: apiextensions.k8s.io/v1
+kind: CustomResourceDefinition
+metadata:
+  annotations:
+    controller-gen.kubebuilder.io/version: v0.16.2
+  name: localmodelnodes.serving.kserve.io
+spec:
+  group: serving.kserve.io
+  names:
+    kind: LocalModelNode
+    listKind: LocalModelNodeList
+    plural: localmodelnodes
+    singular: localmodelnode
+  scope: Cluster
+  versions:
+  - name: v1alpha1
+    schema:
+      openAPIV3Schema:
+        properties:
+          apiVersion:
+            type: string
+          kind:
+            type: string
+          metadata:
+            type: object
+          spec:
+            properties:
+              localModels:
+                items:
+                  properties:
+                    modelName:
+                      type: string
+                    sourceModelUri:
+                      type: string
+                  required:
+                  - modelName
+                  - sourceModelUri
+                  type: object
+                type: array
+            required:
+            - localModels
+            type: object
+          status:
+            properties:
+              modelStatus:
+                additionalProperties:
+                  enum:
+                  - ""
+                  - ModelDownloadPending
+                  - ModelDownloading
+                  - ModelDownloaded
+                  - ModelDownloadError
+                  type: string
+                type: object
+            type: object
+        type: object
+    served: true
+    storage: true
+    subresources:
+      status: {}
diff --git a/config/crd/minimal/serving.kserve.io_localmodelnodes.yaml b/config/crd/minimal/serving.kserve.io_localmodelnodes.yaml
new file mode 100644
index 00000000000..dbc46f365f7
--- /dev/null
+++ b/config/crd/minimal/serving.kserve.io_localmodelnodes.yaml
@@ -0,0 +1,38 @@
+apiVersion: apiextensions.k8s.io/v1
+kind: CustomResourceDefinition
+metadata:
+  annotations:
+    controller-gen.kubebuilder.io/version: v0.16.2
+  name: localmodelnodes.serving.kserve.io
+spec:
+  group: serving.kserve.io
+  names:
+    kind: LocalModelNode
+    listKind: LocalModelNodeList
+    plural: localmodelnodes
+    singular: localmodelnode
+  scope: Cluster
+  versions:
+  - name: v1alpha1
+    schema:
+      openAPIV3Schema:
+        properties:
+          apiVersion:
+            type: string
+          kind:
+            type: string
+          metadata:
+            type: object
+          spec:
+            type: object
+            x-kubernetes-map-type: atomic
+            x-kubernetes-preserve-unknown-fields: true
+          status:
+            type: object
+            x-kubernetes-map-type: atomic
+            x-kubernetes-preserve-unknown-fields: true
+        type: object
+    served: true
+    storage: true
+    subresources:
+      status: {}
diff --git a/hack/violation_exceptions.list b/hack/violation_exceptions.list
index bfe9c612034..cdb2b85bfb6 100644
--- a/hack/violation_exceptions.list
+++ b/hack/violation_exceptions.list
@@ -1,6 +1,7 @@
 API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1alpha1,BuiltInAdapter,Env
 API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1alpha1,InferenceGraphList,Items
 API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1alpha1,InferenceRouter,Steps
+API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1alpha1,LocalModelNodeSpec,LocalModels
 API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1alpha1,ServingRuntimePodSpec,Containers
 API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1alpha1,ServingRuntimePodSpec,ImagePullSecrets
 API rule violation: list_type_missing,github.com/kserve/kserve/pkg/apis/serving/v1alpha1,ServingRuntimePodSpec,Tolerations
diff --git a/pkg/apis/serving/v1alpha1/local_model_node_status.go b/pkg/apis/serving/v1alpha1/local_model_node_status.go
new file mode 100644
index 00000000000..087883a985c
--- /dev/null
+++ b/pkg/apis/serving/v1alpha1/local_model_node_status.go
@@ -0,0 +1,34 @@
+/*
+Copyright 2024 The KServe Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package v1alpha1
+
+type LocalModelNodeStatus struct {
+	// Status of each local model
+	ModelStatus map[string]ModelStatus `json:"modelStatus,omitempty"`
+}
+
+// ModelStatus enum
+// +kubebuilder:validation:Enum="";ModelDownloadPending;ModelDownloading;ModelDownloaded;ModelDownloadError
+type ModelStatus string
+
+// ModelStatus Enum values
+const (
+	ModelDownloadPending ModelStatus = "ModelDownloadPending"
+	ModelDownloading     ModelStatus = "ModelDownloading"
+	ModelDownloaded      ModelStatus = "ModelDownloaded"
+	ModelDownloadError   ModelStatus = "ModelDownloadError"
+)
diff --git a/pkg/apis/serving/v1alpha1/local_model_node_types.go b/pkg/apis/serving/v1alpha1/local_model_node_types.go
new file mode 100644
index 00000000000..0b4a42f3bf6
--- /dev/null
+++ b/pkg/apis/serving/v1alpha1/local_model_node_types.go
@@ -0,0 +1,59 @@
+/*
+Copyright 2024 The KServe Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package v1alpha1
+
+import metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+
+type LocalModelInfo struct {
+	// Original StorageUri
+	SourceModelUri string `json:"sourceModelUri" validate:"required"`
+	// Model name. Used as the subdirectory name to store this model on local file system
+	ModelName string `json:"modelName" validate:"required"`
+}
+
+// +k8s:openapi-gen=true
+type LocalModelNodeSpec struct {
+	// List of model source URI and their names
+	LocalModels []LocalModelInfo `json:"localModels" validate:"required"`
+}
+
+// +k8s:openapi-gen=true
+// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object
+// +genclient
+// +kubebuilder:object:root=true
+// +kubebuilder:subresource:status
+// +kubebuilder:resource:scope="Cluster"
+type LocalModelNode struct {
+	metav1.TypeMeta   `json:",inline"`
+	metav1.ObjectMeta `json:"metadata,omitempty"`
+
+	Spec   LocalModelNodeSpec   `json:"spec,omitempty"`
+	Status LocalModelNodeStatus `json:"status,omitempty"`
+}
+
+// +k8s:openapi-gen=true
+// +kubebuilder:object:root=true
+// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object
+type LocalModelNodeList struct {
+	metav1.TypeMeta `json:",inline"`
+	metav1.ListMeta `json:"metadata,omitempty"`
+	Items           []LocalModelNode `json:"items" validate:"required"`
+}
+
+func init() {
+	SchemeBuilder.Register(&LocalModelNode{}, &LocalModelNodeList{})
+}
diff --git a/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go b/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go
index dbcc91a0261..3ab88c8a099 100644
--- a/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go
+++ b/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go
@@ -465,6 +465,48 @@ func (in *InferenceTarget) DeepCopy() *InferenceTarget {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *LocalModelInfo) DeepCopyInto(out *LocalModelInfo) {
+	*out = *in
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new LocalModelInfo.
+func (in *LocalModelInfo) DeepCopy() *LocalModelInfo {
+	if in == nil {
+		return nil
+	}
+	out := new(LocalModelInfo)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *LocalModelNode) DeepCopyInto(out *LocalModelNode) {
+	*out = *in
+	out.TypeMeta = in.TypeMeta
+	in.ObjectMeta.DeepCopyInto(&out.ObjectMeta)
+	in.Spec.DeepCopyInto(&out.Spec)
+	in.Status.DeepCopyInto(&out.Status)
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new LocalModelNode.
+func (in *LocalModelNode) DeepCopy() *LocalModelNode {
+	if in == nil {
+		return nil
+	}
+	out := new(LocalModelNode)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.
+func (in *LocalModelNode) DeepCopyObject() runtime.Object {
+	if c := in.DeepCopy(); c != nil {
+		return c
+	}
+	return nil
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *LocalModelNodeGroup) DeepCopyInto(out *LocalModelNodeGroup) {
 	*out = *in
@@ -559,6 +601,80 @@ func (in *LocalModelNodeGroupStatus) DeepCopy() *LocalModelNodeGroupStatus {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *LocalModelNodeList) DeepCopyInto(out *LocalModelNodeList) {
+	*out = *in
+	out.TypeMeta = in.TypeMeta
+	in.ListMeta.DeepCopyInto(&out.ListMeta)
+	if in.Items != nil {
+		in, out := &in.Items, &out.Items
+		*out = make([]LocalModelNode, len(*in))
+		for i := range *in {
+			(*in)[i].DeepCopyInto(&(*out)[i])
+		}
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new LocalModelNodeList.
+func (in *LocalModelNodeList) DeepCopy() *LocalModelNodeList {
+	if in == nil {
+		return nil
+	}
+	out := new(LocalModelNodeList)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.
+func (in *LocalModelNodeList) DeepCopyObject() runtime.Object {
+	if c := in.DeepCopy(); c != nil {
+		return c
+	}
+	return nil
+}
+
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *LocalModelNodeSpec) DeepCopyInto(out *LocalModelNodeSpec) {
+	*out = *in
+	if in.LocalModels != nil {
+		in, out := &in.LocalModels, &out.LocalModels
+		*out = make([]LocalModelInfo, len(*in))
+		copy(*out, *in)
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new LocalModelNodeSpec.
+func (in *LocalModelNodeSpec) DeepCopy() *LocalModelNodeSpec {
+	if in == nil {
+		return nil
+	}
+	out := new(LocalModelNodeSpec)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *LocalModelNodeStatus) DeepCopyInto(out *LocalModelNodeStatus) {
+	*out = *in
+	if in.ModelStatus != nil {
+		in, out := &in.ModelStatus, &out.ModelStatus
+		*out = make(map[string]ModelStatus, len(*in))
+		for key, val := range *in {
+			(*out)[key] = val
+		}
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new LocalModelNodeStatus.
+func (in *LocalModelNodeStatus) DeepCopy() *LocalModelNodeStatus {
+	if in == nil {
+		return nil
+	}
+	out := new(LocalModelNodeStatus)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *ModelCopies) DeepCopyInto(out *ModelCopies) {
 	*out = *in
diff --git a/pkg/client/clientset/versioned/typed/serving/v1alpha1/fake/fake_localmodelnode.go b/pkg/client/clientset/versioned/typed/serving/v1alpha1/fake/fake_localmodelnode.go
new file mode 100644
index 00000000000..c0a64c469dc
--- /dev/null
+++ b/pkg/client/clientset/versioned/typed/serving/v1alpha1/fake/fake_localmodelnode.go
@@ -0,0 +1,141 @@
+/*
+Copyright 2023 The KServe Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+// Code generated by client-gen. DO NOT EDIT.
+
+package fake
+
+import (
+	"context"
+
+	v1alpha1 "github.com/kserve/kserve/pkg/apis/serving/v1alpha1"
+	v1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	labels "k8s.io/apimachinery/pkg/labels"
+	types "k8s.io/apimachinery/pkg/types"
+	watch "k8s.io/apimachinery/pkg/watch"
+	testing "k8s.io/client-go/testing"
+)
+
+// FakeLocalModelNodes implements LocalModelNodeInterface
+type FakeLocalModelNodes struct {
+	Fake *FakeServingV1alpha1
+	ns   string
+}
+
+var localmodelnodesResource = v1alpha1.SchemeGroupVersion.WithResource("localmodelnodes")
+
+var localmodelnodesKind = v1alpha1.SchemeGroupVersion.WithKind("LocalModelNode")
+
+// Get takes name of the localModelNode, and returns the corresponding localModelNode object, and an error if there is any.
+func (c *FakeLocalModelNodes) Get(ctx context.Context, name string, options v1.GetOptions) (result *v1alpha1.LocalModelNode, err error) {
+	obj, err := c.Fake.
+		Invokes(testing.NewGetAction(localmodelnodesResource, c.ns, name), &v1alpha1.LocalModelNode{})
+
+	if obj == nil {
+		return nil, err
+	}
+	return obj.(*v1alpha1.LocalModelNode), err
+}
+
+// List takes label and field selectors, and returns the list of LocalModelNodes that match those selectors.
+func (c *FakeLocalModelNodes) List(ctx context.Context, opts v1.ListOptions) (result *v1alpha1.LocalModelNodeList, err error) {
+	obj, err := c.Fake.
+		Invokes(testing.NewListAction(localmodelnodesResource, localmodelnodesKind, c.ns, opts), &v1alpha1.LocalModelNodeList{})
+
+	if obj == nil {
+		return nil, err
+	}
+
+	label, _, _ := testing.ExtractFromListOptions(opts)
+	if label == nil {
+		label = labels.Everything()
+	}
+	list := &v1alpha1.LocalModelNodeList{ListMeta: obj.(*v1alpha1.LocalModelNodeList).ListMeta}
+	for _, item := range obj.(*v1alpha1.LocalModelNodeList).Items {
+		if label.Matches(labels.Set(item.Labels)) {
+			list.Items = append(list.Items, item)
+		}
+	}
+	return list, err
+}
+
+// Watch returns a watch.Interface that watches the requested localModelNodes.
+func (c *FakeLocalModelNodes) Watch(ctx context.Context, opts v1.ListOptions) (watch.Interface, error) {
+	return c.Fake.
+		InvokesWatch(testing.NewWatchAction(localmodelnodesResource, c.ns, opts))
+
+}
+
+// Create takes the representation of a localModelNode and creates it.  Returns the server's representation of the localModelNode, and an error, if there is any.
+func (c *FakeLocalModelNodes) Create(ctx context.Context, localModelNode *v1alpha1.LocalModelNode, opts v1.CreateOptions) (result *v1alpha1.LocalModelNode, err error) {
+	obj, err := c.Fake.
+		Invokes(testing.NewCreateAction(localmodelnodesResource, c.ns, localModelNode), &v1alpha1.LocalModelNode{})
+
+	if obj == nil {
+		return nil, err
+	}
+	return obj.(*v1alpha1.LocalModelNode), err
+}
+
+// Update takes the representation of a localModelNode and updates it. Returns the server's representation of the localModelNode, and an error, if there is any.
+func (c *FakeLocalModelNodes) Update(ctx context.Context, localModelNode *v1alpha1.LocalModelNode, opts v1.UpdateOptions) (result *v1alpha1.LocalModelNode, err error) {
+	obj, err := c.Fake.
+		Invokes(testing.NewUpdateAction(localmodelnodesResource, c.ns, localModelNode), &v1alpha1.LocalModelNode{})
+
+	if obj == nil {
+		return nil, err
+	}
+	return obj.(*v1alpha1.LocalModelNode), err
+}
+
+// UpdateStatus was generated because the type contains a Status member.
+// Add a +genclient:noStatus comment above the type to avoid generating UpdateStatus().
+func (c *FakeLocalModelNodes) UpdateStatus(ctx context.Context, localModelNode *v1alpha1.LocalModelNode, opts v1.UpdateOptions) (*v1alpha1.LocalModelNode, error) {
+	obj, err := c.Fake.
+		Invokes(testing.NewUpdateSubresourceAction(localmodelnodesResource, "status", c.ns, localModelNode), &v1alpha1.LocalModelNode{})
+
+	if obj == nil {
+		return nil, err
+	}
+	return obj.(*v1alpha1.LocalModelNode), err
+}
+
+// Delete takes name of the localModelNode and deletes it. Returns an error if one occurs.
+func (c *FakeLocalModelNodes) Delete(ctx context.Context, name string, opts v1.DeleteOptions) error {
+	_, err := c.Fake.
+		Invokes(testing.NewDeleteActionWithOptions(localmodelnodesResource, c.ns, name, opts), &v1alpha1.LocalModelNode{})
+
+	return err
+}
+
+// DeleteCollection deletes a collection of objects.
+func (c *FakeLocalModelNodes) DeleteCollection(ctx context.Context, opts v1.DeleteOptions, listOpts v1.ListOptions) error {
+	action := testing.NewDeleteCollectionAction(localmodelnodesResource, c.ns, listOpts)
+
+	_, err := c.Fake.Invokes(action, &v1alpha1.LocalModelNodeList{})
+	return err
+}
+
+// Patch applies the patch and returns the patched localModelNode.
+func (c *FakeLocalModelNodes) Patch(ctx context.Context, name string, pt types.PatchType, data []byte, opts v1.PatchOptions, subresources ...string) (result *v1alpha1.LocalModelNode, err error) {
+	obj, err := c.Fake.
+		Invokes(testing.NewPatchSubresourceAction(localmodelnodesResource, c.ns, name, pt, data, subresources...), &v1alpha1.LocalModelNode{})
+
+	if obj == nil {
+		return nil, err
+	}
+	return obj.(*v1alpha1.LocalModelNode), err
+}
diff --git a/pkg/client/clientset/versioned/typed/serving/v1alpha1/fake/fake_serving_client.go b/pkg/client/clientset/versioned/typed/serving/v1alpha1/fake/fake_serving_client.go
index 643dfa6f620..b73780fda44 100644
--- a/pkg/client/clientset/versioned/typed/serving/v1alpha1/fake/fake_serving_client.go
+++ b/pkg/client/clientset/versioned/typed/serving/v1alpha1/fake/fake_serving_client.go
@@ -44,6 +44,10 @@ func (c *FakeServingV1alpha1) InferenceGraphs(namespace string) v1alpha1.Inferen
 	return &FakeInferenceGraphs{c, namespace}
 }
 
+func (c *FakeServingV1alpha1) LocalModelNodes(namespace string) v1alpha1.LocalModelNodeInterface {
+	return &FakeLocalModelNodes{c, namespace}
+}
+
 func (c *FakeServingV1alpha1) LocalModelNodeGroups(namespace string) v1alpha1.LocalModelNodeGroupInterface {
 	return &FakeLocalModelNodeGroups{c, namespace}
 }
diff --git a/pkg/client/clientset/versioned/typed/serving/v1alpha1/generated_expansion.go b/pkg/client/clientset/versioned/typed/serving/v1alpha1/generated_expansion.go
index b9ae8e7677a..47ca170d629 100644
--- a/pkg/client/clientset/versioned/typed/serving/v1alpha1/generated_expansion.go
+++ b/pkg/client/clientset/versioned/typed/serving/v1alpha1/generated_expansion.go
@@ -26,6 +26,8 @@ type ClusterStorageContainerExpansion interface{}
 
 type InferenceGraphExpansion interface{}
 
+type LocalModelNodeExpansion interface{}
+
 type LocalModelNodeGroupExpansion interface{}
 
 type ServingRuntimeExpansion interface{}
diff --git a/pkg/client/clientset/versioned/typed/serving/v1alpha1/localmodelnode.go b/pkg/client/clientset/versioned/typed/serving/v1alpha1/localmodelnode.go
new file mode 100644
index 00000000000..03fef113abb
--- /dev/null
+++ b/pkg/client/clientset/versioned/typed/serving/v1alpha1/localmodelnode.go
@@ -0,0 +1,195 @@
+/*
+Copyright 2023 The KServe Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+// Code generated by client-gen. DO NOT EDIT.
+
+package v1alpha1
+
+import (
+	"context"
+	"time"
+
+	v1alpha1 "github.com/kserve/kserve/pkg/apis/serving/v1alpha1"
+	scheme "github.com/kserve/kserve/pkg/client/clientset/versioned/scheme"
+	v1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	types "k8s.io/apimachinery/pkg/types"
+	watch "k8s.io/apimachinery/pkg/watch"
+	rest "k8s.io/client-go/rest"
+)
+
+// LocalModelNodesGetter has a method to return a LocalModelNodeInterface.
+// A group's client should implement this interface.
+type LocalModelNodesGetter interface {
+	LocalModelNodes(namespace string) LocalModelNodeInterface
+}
+
+// LocalModelNodeInterface has methods to work with LocalModelNode resources.
+type LocalModelNodeInterface interface {
+	Create(ctx context.Context, localModelNode *v1alpha1.LocalModelNode, opts v1.CreateOptions) (*v1alpha1.LocalModelNode, error)
+	Update(ctx context.Context, localModelNode *v1alpha1.LocalModelNode, opts v1.UpdateOptions) (*v1alpha1.LocalModelNode, error)
+	UpdateStatus(ctx context.Context, localModelNode *v1alpha1.LocalModelNode, opts v1.UpdateOptions) (*v1alpha1.LocalModelNode, error)
+	Delete(ctx context.Context, name string, opts v1.DeleteOptions) error
+	DeleteCollection(ctx context.Context, opts v1.DeleteOptions, listOpts v1.ListOptions) error
+	Get(ctx context.Context, name string, opts v1.GetOptions) (*v1alpha1.LocalModelNode, error)
+	List(ctx context.Context, opts v1.ListOptions) (*v1alpha1.LocalModelNodeList, error)
+	Watch(ctx context.Context, opts v1.ListOptions) (watch.Interface, error)
+	Patch(ctx context.Context, name string, pt types.PatchType, data []byte, opts v1.PatchOptions, subresources ...string) (result *v1alpha1.LocalModelNode, err error)
+	LocalModelNodeExpansion
+}
+
+// localModelNodes implements LocalModelNodeInterface
+type localModelNodes struct {
+	client rest.Interface
+	ns     string
+}
+
+// newLocalModelNodes returns a LocalModelNodes
+func newLocalModelNodes(c *ServingV1alpha1Client, namespace string) *localModelNodes {
+	return &localModelNodes{
+		client: c.RESTClient(),
+		ns:     namespace,
+	}
+}
+
+// Get takes name of the localModelNode, and returns the corresponding localModelNode object, and an error if there is any.
+func (c *localModelNodes) Get(ctx context.Context, name string, options v1.GetOptions) (result *v1alpha1.LocalModelNode, err error) {
+	result = &v1alpha1.LocalModelNode{}
+	err = c.client.Get().
+		Namespace(c.ns).
+		Resource("localmodelnodes").
+		Name(name).
+		VersionedParams(&options, scheme.ParameterCodec).
+		Do(ctx).
+		Into(result)
+	return
+}
+
+// List takes label and field selectors, and returns the list of LocalModelNodes that match those selectors.
+func (c *localModelNodes) List(ctx context.Context, opts v1.ListOptions) (result *v1alpha1.LocalModelNodeList, err error) {
+	var timeout time.Duration
+	if opts.TimeoutSeconds != nil {
+		timeout = time.Duration(*opts.TimeoutSeconds) * time.Second
+	}
+	result = &v1alpha1.LocalModelNodeList{}
+	err = c.client.Get().
+		Namespace(c.ns).
+		Resource("localmodelnodes").
+		VersionedParams(&opts, scheme.ParameterCodec).
+		Timeout(timeout).
+		Do(ctx).
+		Into(result)
+	return
+}
+
+// Watch returns a watch.Interface that watches the requested localModelNodes.
+func (c *localModelNodes) Watch(ctx context.Context, opts v1.ListOptions) (watch.Interface, error) {
+	var timeout time.Duration
+	if opts.TimeoutSeconds != nil {
+		timeout = time.Duration(*opts.TimeoutSeconds) * time.Second
+	}
+	opts.Watch = true
+	return c.client.Get().
+		Namespace(c.ns).
+		Resource("localmodelnodes").
+		VersionedParams(&opts, scheme.ParameterCodec).
+		Timeout(timeout).
+		Watch(ctx)
+}
+
+// Create takes the representation of a localModelNode and creates it.  Returns the server's representation of the localModelNode, and an error, if there is any.
+func (c *localModelNodes) Create(ctx context.Context, localModelNode *v1alpha1.LocalModelNode, opts v1.CreateOptions) (result *v1alpha1.LocalModelNode, err error) {
+	result = &v1alpha1.LocalModelNode{}
+	err = c.client.Post().
+		Namespace(c.ns).
+		Resource("localmodelnodes").
+		VersionedParams(&opts, scheme.ParameterCodec).
+		Body(localModelNode).
+		Do(ctx).
+		Into(result)
+	return
+}
+
+// Update takes the representation of a localModelNode and updates it. Returns the server's representation of the localModelNode, and an error, if there is any.
+func (c *localModelNodes) Update(ctx context.Context, localModelNode *v1alpha1.LocalModelNode, opts v1.UpdateOptions) (result *v1alpha1.LocalModelNode, err error) {
+	result = &v1alpha1.LocalModelNode{}
+	err = c.client.Put().
+		Namespace(c.ns).
+		Resource("localmodelnodes").
+		Name(localModelNode.Name).
+		VersionedParams(&opts, scheme.ParameterCodec).
+		Body(localModelNode).
+		Do(ctx).
+		Into(result)
+	return
+}
+
+// UpdateStatus was generated because the type contains a Status member.
+// Add a +genclient:noStatus comment above the type to avoid generating UpdateStatus().
+func (c *localModelNodes) UpdateStatus(ctx context.Context, localModelNode *v1alpha1.LocalModelNode, opts v1.UpdateOptions) (result *v1alpha1.LocalModelNode, err error) {
+	result = &v1alpha1.LocalModelNode{}
+	err = c.client.Put().
+		Namespace(c.ns).
+		Resource("localmodelnodes").
+		Name(localModelNode.Name).
+		SubResource("status").
+		VersionedParams(&opts, scheme.ParameterCodec).
+		Body(localModelNode).
+		Do(ctx).
+		Into(result)
+	return
+}
+
+// Delete takes name of the localModelNode and deletes it. Returns an error if one occurs.
+func (c *localModelNodes) Delete(ctx context.Context, name string, opts v1.DeleteOptions) error {
+	return c.client.Delete().
+		Namespace(c.ns).
+		Resource("localmodelnodes").
+		Name(name).
+		Body(&opts).
+		Do(ctx).
+		Error()
+}
+
+// DeleteCollection deletes a collection of objects.
+func (c *localModelNodes) DeleteCollection(ctx context.Context, opts v1.DeleteOptions, listOpts v1.ListOptions) error {
+	var timeout time.Duration
+	if listOpts.TimeoutSeconds != nil {
+		timeout = time.Duration(*listOpts.TimeoutSeconds) * time.Second
+	}
+	return c.client.Delete().
+		Namespace(c.ns).
+		Resource("localmodelnodes").
+		VersionedParams(&listOpts, scheme.ParameterCodec).
+		Timeout(timeout).
+		Body(&opts).
+		Do(ctx).
+		Error()
+}
+
+// Patch applies the patch and returns the patched localModelNode.
+func (c *localModelNodes) Patch(ctx context.Context, name string, pt types.PatchType, data []byte, opts v1.PatchOptions, subresources ...string) (result *v1alpha1.LocalModelNode, err error) {
+	result = &v1alpha1.LocalModelNode{}
+	err = c.client.Patch(pt).
+		Namespace(c.ns).
+		Resource("localmodelnodes").
+		Name(name).
+		SubResource(subresources...).
+		VersionedParams(&opts, scheme.ParameterCodec).
+		Body(data).
+		Do(ctx).
+		Into(result)
+	return
+}
diff --git a/pkg/client/clientset/versioned/typed/serving/v1alpha1/serving_client.go b/pkg/client/clientset/versioned/typed/serving/v1alpha1/serving_client.go
index d0ebfd141ce..59e5a640a60 100644
--- a/pkg/client/clientset/versioned/typed/serving/v1alpha1/serving_client.go
+++ b/pkg/client/clientset/versioned/typed/serving/v1alpha1/serving_client.go
@@ -32,6 +32,7 @@ type ServingV1alpha1Interface interface {
 	ClusterServingRuntimesGetter
 	ClusterStorageContainersGetter
 	InferenceGraphsGetter
+	LocalModelNodesGetter
 	LocalModelNodeGroupsGetter
 	ServingRuntimesGetter
 	TrainedModelsGetter
@@ -58,6 +59,10 @@ func (c *ServingV1alpha1Client) InferenceGraphs(namespace string) InferenceGraph
 	return newInferenceGraphs(c, namespace)
 }
 
+func (c *ServingV1alpha1Client) LocalModelNodes(namespace string) LocalModelNodeInterface {
+	return newLocalModelNodes(c, namespace)
+}
+
 func (c *ServingV1alpha1Client) LocalModelNodeGroups(namespace string) LocalModelNodeGroupInterface {
 	return newLocalModelNodeGroups(c, namespace)
 }
diff --git a/pkg/client/informers/externalversions/generic.go b/pkg/client/informers/externalversions/generic.go
index 7a1d25d8666..8e313702d9e 100644
--- a/pkg/client/informers/externalversions/generic.go
+++ b/pkg/client/informers/externalversions/generic.go
@@ -62,6 +62,8 @@ func (f *sharedInformerFactory) ForResource(resource schema.GroupVersionResource
 		return &genericInformer{resource: resource.GroupResource(), informer: f.Serving().V1alpha1().ClusterStorageContainers().Informer()}, nil
 	case v1alpha1.SchemeGroupVersion.WithResource("inferencegraphs"):
 		return &genericInformer{resource: resource.GroupResource(), informer: f.Serving().V1alpha1().InferenceGraphs().Informer()}, nil
+	case v1alpha1.SchemeGroupVersion.WithResource("localmodelnodes"):
+		return &genericInformer{resource: resource.GroupResource(), informer: f.Serving().V1alpha1().LocalModelNodes().Informer()}, nil
 	case v1alpha1.SchemeGroupVersion.WithResource("localmodelnodegroups"):
 		return &genericInformer{resource: resource.GroupResource(), informer: f.Serving().V1alpha1().LocalModelNodeGroups().Informer()}, nil
 	case v1alpha1.SchemeGroupVersion.WithResource("servingruntimes"):
diff --git a/pkg/client/informers/externalversions/serving/v1alpha1/interface.go b/pkg/client/informers/externalversions/serving/v1alpha1/interface.go
index ca993f1b94f..95206573abe 100644
--- a/pkg/client/informers/externalversions/serving/v1alpha1/interface.go
+++ b/pkg/client/informers/externalversions/serving/v1alpha1/interface.go
@@ -32,6 +32,8 @@ type Interface interface {
 	ClusterStorageContainers() ClusterStorageContainerInformer
 	// InferenceGraphs returns a InferenceGraphInformer.
 	InferenceGraphs() InferenceGraphInformer
+	// LocalModelNodes returns a LocalModelNodeInformer.
+	LocalModelNodes() LocalModelNodeInformer
 	// LocalModelNodeGroups returns a LocalModelNodeGroupInformer.
 	LocalModelNodeGroups() LocalModelNodeGroupInformer
 	// ServingRuntimes returns a ServingRuntimeInformer.
@@ -71,6 +73,11 @@ func (v *version) InferenceGraphs() InferenceGraphInformer {
 	return &inferenceGraphInformer{factory: v.factory, namespace: v.namespace, tweakListOptions: v.tweakListOptions}
 }
 
+// LocalModelNodes returns a LocalModelNodeInformer.
+func (v *version) LocalModelNodes() LocalModelNodeInformer {
+	return &localModelNodeInformer{factory: v.factory, namespace: v.namespace, tweakListOptions: v.tweakListOptions}
+}
+
 // LocalModelNodeGroups returns a LocalModelNodeGroupInformer.
 func (v *version) LocalModelNodeGroups() LocalModelNodeGroupInformer {
 	return &localModelNodeGroupInformer{factory: v.factory, namespace: v.namespace, tweakListOptions: v.tweakListOptions}
diff --git a/pkg/client/informers/externalversions/serving/v1alpha1/localmodelnode.go b/pkg/client/informers/externalversions/serving/v1alpha1/localmodelnode.go
new file mode 100644
index 00000000000..11b347f7c5f
--- /dev/null
+++ b/pkg/client/informers/externalversions/serving/v1alpha1/localmodelnode.go
@@ -0,0 +1,90 @@
+/*
+Copyright 2023 The KServe Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+// Code generated by informer-gen. DO NOT EDIT.
+
+package v1alpha1
+
+import (
+	"context"
+	time "time"
+
+	servingv1alpha1 "github.com/kserve/kserve/pkg/apis/serving/v1alpha1"
+	versioned "github.com/kserve/kserve/pkg/client/clientset/versioned"
+	internalinterfaces "github.com/kserve/kserve/pkg/client/informers/externalversions/internalinterfaces"
+	v1alpha1 "github.com/kserve/kserve/pkg/client/listers/serving/v1alpha1"
+	v1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	runtime "k8s.io/apimachinery/pkg/runtime"
+	watch "k8s.io/apimachinery/pkg/watch"
+	cache "k8s.io/client-go/tools/cache"
+)
+
+// LocalModelNodeInformer provides access to a shared informer and lister for
+// LocalModelNodes.
+type LocalModelNodeInformer interface {
+	Informer() cache.SharedIndexInformer
+	Lister() v1alpha1.LocalModelNodeLister
+}
+
+type localModelNodeInformer struct {
+	factory          internalinterfaces.SharedInformerFactory
+	tweakListOptions internalinterfaces.TweakListOptionsFunc
+	namespace        string
+}
+
+// NewLocalModelNodeInformer constructs a new informer for LocalModelNode type.
+// Always prefer using an informer factory to get a shared informer instead of getting an independent
+// one. This reduces memory footprint and number of connections to the server.
+func NewLocalModelNodeInformer(client versioned.Interface, namespace string, resyncPeriod time.Duration, indexers cache.Indexers) cache.SharedIndexInformer {
+	return NewFilteredLocalModelNodeInformer(client, namespace, resyncPeriod, indexers, nil)
+}
+
+// NewFilteredLocalModelNodeInformer constructs a new informer for LocalModelNode type.
+// Always prefer using an informer factory to get a shared informer instead of getting an independent
+// one. This reduces memory footprint and number of connections to the server.
+func NewFilteredLocalModelNodeInformer(client versioned.Interface, namespace string, resyncPeriod time.Duration, indexers cache.Indexers, tweakListOptions internalinterfaces.TweakListOptionsFunc) cache.SharedIndexInformer {
+	return cache.NewSharedIndexInformer(
+		&cache.ListWatch{
+			ListFunc: func(options v1.ListOptions) (runtime.Object, error) {
+				if tweakListOptions != nil {
+					tweakListOptions(&options)
+				}
+				return client.ServingV1alpha1().LocalModelNodes(namespace).List(context.TODO(), options)
+			},
+			WatchFunc: func(options v1.ListOptions) (watch.Interface, error) {
+				if tweakListOptions != nil {
+					tweakListOptions(&options)
+				}
+				return client.ServingV1alpha1().LocalModelNodes(namespace).Watch(context.TODO(), options)
+			},
+		},
+		&servingv1alpha1.LocalModelNode{},
+		resyncPeriod,
+		indexers,
+	)
+}
+
+func (f *localModelNodeInformer) defaultInformer(client versioned.Interface, resyncPeriod time.Duration) cache.SharedIndexInformer {
+	return NewFilteredLocalModelNodeInformer(client, f.namespace, resyncPeriod, cache.Indexers{cache.NamespaceIndex: cache.MetaNamespaceIndexFunc}, f.tweakListOptions)
+}
+
+func (f *localModelNodeInformer) Informer() cache.SharedIndexInformer {
+	return f.factory.InformerFor(&servingv1alpha1.LocalModelNode{}, f.defaultInformer)
+}
+
+func (f *localModelNodeInformer) Lister() v1alpha1.LocalModelNodeLister {
+	return v1alpha1.NewLocalModelNodeLister(f.Informer().GetIndexer())
+}
diff --git a/pkg/client/listers/serving/v1alpha1/expansion_generated.go b/pkg/client/listers/serving/v1alpha1/expansion_generated.go
index df8ea22e335..6fbaeadbf04 100644
--- a/pkg/client/listers/serving/v1alpha1/expansion_generated.go
+++ b/pkg/client/listers/serving/v1alpha1/expansion_generated.go
@@ -50,6 +50,14 @@ type InferenceGraphListerExpansion interface{}
 // InferenceGraphNamespaceLister.
 type InferenceGraphNamespaceListerExpansion interface{}
 
+// LocalModelNodeListerExpansion allows custom methods to be added to
+// LocalModelNodeLister.
+type LocalModelNodeListerExpansion interface{}
+
+// LocalModelNodeNamespaceListerExpansion allows custom methods to be added to
+// LocalModelNodeNamespaceLister.
+type LocalModelNodeNamespaceListerExpansion interface{}
+
 // LocalModelNodeGroupListerExpansion allows custom methods to be added to
 // LocalModelNodeGroupLister.
 type LocalModelNodeGroupListerExpansion interface{}
diff --git a/pkg/client/listers/serving/v1alpha1/localmodelnode.go b/pkg/client/listers/serving/v1alpha1/localmodelnode.go
new file mode 100644
index 00000000000..ace902f1489
--- /dev/null
+++ b/pkg/client/listers/serving/v1alpha1/localmodelnode.go
@@ -0,0 +1,99 @@
+/*
+Copyright 2023 The KServe Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+// Code generated by lister-gen. DO NOT EDIT.
+
+package v1alpha1
+
+import (
+	v1alpha1 "github.com/kserve/kserve/pkg/apis/serving/v1alpha1"
+	"k8s.io/apimachinery/pkg/api/errors"
+	"k8s.io/apimachinery/pkg/labels"
+	"k8s.io/client-go/tools/cache"
+)
+
+// LocalModelNodeLister helps list LocalModelNodes.
+// All objects returned here must be treated as read-only.
+type LocalModelNodeLister interface {
+	// List lists all LocalModelNodes in the indexer.
+	// Objects returned here must be treated as read-only.
+	List(selector labels.Selector) (ret []*v1alpha1.LocalModelNode, err error)
+	// LocalModelNodes returns an object that can list and get LocalModelNodes.
+	LocalModelNodes(namespace string) LocalModelNodeNamespaceLister
+	LocalModelNodeListerExpansion
+}
+
+// localModelNodeLister implements the LocalModelNodeLister interface.
+type localModelNodeLister struct {
+	indexer cache.Indexer
+}
+
+// NewLocalModelNodeLister returns a new LocalModelNodeLister.
+func NewLocalModelNodeLister(indexer cache.Indexer) LocalModelNodeLister {
+	return &localModelNodeLister{indexer: indexer}
+}
+
+// List lists all LocalModelNodes in the indexer.
+func (s *localModelNodeLister) List(selector labels.Selector) (ret []*v1alpha1.LocalModelNode, err error) {
+	err = cache.ListAll(s.indexer, selector, func(m interface{}) {
+		ret = append(ret, m.(*v1alpha1.LocalModelNode))
+	})
+	return ret, err
+}
+
+// LocalModelNodes returns an object that can list and get LocalModelNodes.
+func (s *localModelNodeLister) LocalModelNodes(namespace string) LocalModelNodeNamespaceLister {
+	return localModelNodeNamespaceLister{indexer: s.indexer, namespace: namespace}
+}
+
+// LocalModelNodeNamespaceLister helps list and get LocalModelNodes.
+// All objects returned here must be treated as read-only.
+type LocalModelNodeNamespaceLister interface {
+	// List lists all LocalModelNodes in the indexer for a given namespace.
+	// Objects returned here must be treated as read-only.
+	List(selector labels.Selector) (ret []*v1alpha1.LocalModelNode, err error)
+	// Get retrieves the LocalModelNode from the indexer for a given namespace and name.
+	// Objects returned here must be treated as read-only.
+	Get(name string) (*v1alpha1.LocalModelNode, error)
+	LocalModelNodeNamespaceListerExpansion
+}
+
+// localModelNodeNamespaceLister implements the LocalModelNodeNamespaceLister
+// interface.
+type localModelNodeNamespaceLister struct {
+	indexer   cache.Indexer
+	namespace string
+}
+
+// List lists all LocalModelNodes in the indexer for a given namespace.
+func (s localModelNodeNamespaceLister) List(selector labels.Selector) (ret []*v1alpha1.LocalModelNode, err error) {
+	err = cache.ListAllByNamespace(s.indexer, s.namespace, selector, func(m interface{}) {
+		ret = append(ret, m.(*v1alpha1.LocalModelNode))
+	})
+	return ret, err
+}
+
+// Get retrieves the LocalModelNode from the indexer for a given namespace and name.
+func (s localModelNodeNamespaceLister) Get(name string) (*v1alpha1.LocalModelNode, error) {
+	obj, exists, err := s.indexer.GetByKey(s.namespace + "/" + name)
+	if err != nil {
+		return nil, err
+	}
+	if !exists {
+		return nil, errors.NewNotFound(v1alpha1.Resource("localmodelnode"), name)
+	}
+	return obj.(*v1alpha1.LocalModelNode), nil
+}
diff --git a/pkg/openapi/openapi_generated.go b/pkg/openapi/openapi_generated.go
index 4259093cb56..abb36578e8f 100644
--- a/pkg/openapi/openapi_generated.go
+++ b/pkg/openapi/openapi_generated.go
@@ -43,9 +43,12 @@ func GetOpenAPIDefinitions(ref common.ReferenceCallback) map[string]common.OpenA
 		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceRouter":             schema_pkg_apis_serving_v1alpha1_InferenceRouter(ref),
 		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceStep":               schema_pkg_apis_serving_v1alpha1_InferenceStep(ref),
 		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceTarget":             schema_pkg_apis_serving_v1alpha1_InferenceTarget(ref),
+		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNode":              schema_pkg_apis_serving_v1alpha1_LocalModelNode(ref),
 		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNodeGroup":         schema_pkg_apis_serving_v1alpha1_LocalModelNodeGroup(ref),
 		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNodeGroupList":     schema_pkg_apis_serving_v1alpha1_LocalModelNodeGroupList(ref),
 		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNodeGroupSpec":     schema_pkg_apis_serving_v1alpha1_LocalModelNodeGroupSpec(ref),
+		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNodeList":          schema_pkg_apis_serving_v1alpha1_LocalModelNodeList(ref),
+		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNodeSpec":          schema_pkg_apis_serving_v1alpha1_LocalModelNodeSpec(ref),
 		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ModelSpec":                   schema_pkg_apis_serving_v1alpha1_ModelSpec(ref),
 		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntime":              schema_pkg_apis_serving_v1alpha1_ServingRuntime(ref),
 		"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeList":          schema_pkg_apis_serving_v1alpha1_ServingRuntimeList(ref),
@@ -865,6 +868,52 @@ func schema_pkg_apis_serving_v1alpha1_InferenceTarget(ref common.ReferenceCallba
 	}
 }
 
+func schema_pkg_apis_serving_v1alpha1_LocalModelNode(ref common.ReferenceCallback) common.OpenAPIDefinition {
+	return common.OpenAPIDefinition{
+		Schema: spec.Schema{
+			SchemaProps: spec.SchemaProps{
+				Type: []string{"object"},
+				Properties: map[string]spec.Schema{
+					"kind": {
+						SchemaProps: spec.SchemaProps{
+							Description: "Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds",
+							Type:        []string{"string"},
+							Format:      "",
+						},
+					},
+					"apiVersion": {
+						SchemaProps: spec.SchemaProps{
+							Description: "APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources",
+							Type:        []string{"string"},
+							Format:      "",
+						},
+					},
+					"metadata": {
+						SchemaProps: spec.SchemaProps{
+							Default: map[string]interface{}{},
+							Ref:     ref("k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"),
+						},
+					},
+					"spec": {
+						SchemaProps: spec.SchemaProps{
+							Default: map[string]interface{}{},
+							Ref:     ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNodeSpec"),
+						},
+					},
+					"status": {
+						SchemaProps: spec.SchemaProps{
+							Default: map[string]interface{}{},
+							Ref:     ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNodeStatus"),
+						},
+					},
+				},
+			},
+		},
+		Dependencies: []string{
+			"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNodeSpec", "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNodeStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"},
+	}
+}
+
 func schema_pkg_apis_serving_v1alpha1_LocalModelNodeGroup(ref common.ReferenceCallback) common.OpenAPIDefinition {
 	return common.OpenAPIDefinition{
 		Schema: spec.Schema{
@@ -995,6 +1044,83 @@ func schema_pkg_apis_serving_v1alpha1_LocalModelNodeGroupSpec(ref common.Referen
 	}
 }
 
+func schema_pkg_apis_serving_v1alpha1_LocalModelNodeList(ref common.ReferenceCallback) common.OpenAPIDefinition {
+	return common.OpenAPIDefinition{
+		Schema: spec.Schema{
+			SchemaProps: spec.SchemaProps{
+				Type: []string{"object"},
+				Properties: map[string]spec.Schema{
+					"kind": {
+						SchemaProps: spec.SchemaProps{
+							Description: "Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds",
+							Type:        []string{"string"},
+							Format:      "",
+						},
+					},
+					"apiVersion": {
+						SchemaProps: spec.SchemaProps{
+							Description: "APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources",
+							Type:        []string{"string"},
+							Format:      "",
+						},
+					},
+					"metadata": {
+						SchemaProps: spec.SchemaProps{
+							Default: map[string]interface{}{},
+							Ref:     ref("k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"),
+						},
+					},
+					"items": {
+						SchemaProps: spec.SchemaProps{
+							Type: []string{"array"},
+							Items: &spec.SchemaOrArray{
+								Schema: &spec.Schema{
+									SchemaProps: spec.SchemaProps{
+										Default: map[string]interface{}{},
+										Ref:     ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNode"),
+									},
+								},
+							},
+						},
+					},
+				},
+				Required: []string{"items"},
+			},
+		},
+		Dependencies: []string{
+			"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelNode", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"},
+	}
+}
+
+func schema_pkg_apis_serving_v1alpha1_LocalModelNodeSpec(ref common.ReferenceCallback) common.OpenAPIDefinition {
+	return common.OpenAPIDefinition{
+		Schema: spec.Schema{
+			SchemaProps: spec.SchemaProps{
+				Type: []string{"object"},
+				Properties: map[string]spec.Schema{
+					"localModels": {
+						SchemaProps: spec.SchemaProps{
+							Description: "List of model source URI and their names",
+							Type:        []string{"array"},
+							Items: &spec.SchemaOrArray{
+								Schema: &spec.Schema{
+									SchemaProps: spec.SchemaProps{
+										Default: map[string]interface{}{},
+										Ref:     ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelInfo"),
+									},
+								},
+							},
+						},
+					},
+				},
+				Required: []string{"localModels"},
+			},
+		},
+		Dependencies: []string{
+			"github.com/kserve/kserve/pkg/apis/serving/v1alpha1.LocalModelInfo"},
+	}
+}
+
 func schema_pkg_apis_serving_v1alpha1_ModelSpec(ref common.ReferenceCallback) common.OpenAPIDefinition {
 	return common.OpenAPIDefinition{
 		Schema: spec.Schema{
diff --git a/pkg/openapi/swagger.json b/pkg/openapi/swagger.json
index 43286b9b3af..4079e66cbe5 100644
--- a/pkg/openapi/swagger.json
+++ b/pkg/openapi/swagger.json
@@ -435,6 +435,31 @@
         }
       }
     },
+    "v1alpha1.LocalModelNode": {
+      "type": "object",
+      "properties": {
+        "apiVersion": {
+          "description": "APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources",
+          "type": "string"
+        },
+        "kind": {
+          "description": "Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds",
+          "type": "string"
+        },
+        "metadata": {
+          "default": {},
+          "$ref": "#/definitions/v1.ObjectMeta"
+        },
+        "spec": {
+          "default": {},
+          "$ref": "#/definitions/v1alpha1.LocalModelNodeSpec"
+        },
+        "status": {
+          "default": {},
+          "$ref": "#/definitions/v1alpha1.LocalModelNodeStatus"
+        }
+      }
+    },
     "v1alpha1.LocalModelNodeGroup": {
       "type": "object",
       "properties": {
@@ -512,6 +537,49 @@
         }
       }
     },
+    "v1alpha1.LocalModelNodeList": {
+      "type": "object",
+      "required": [
+        "items"
+      ],
+      "properties": {
+        "apiVersion": {
+          "description": "APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources",
+          "type": "string"
+        },
+        "items": {
+          "type": "array",
+          "items": {
+            "default": {},
+            "$ref": "#/definitions/v1alpha1.LocalModelNode"
+          }
+        },
+        "kind": {
+          "description": "Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds",
+          "type": "string"
+        },
+        "metadata": {
+          "default": {},
+          "$ref": "#/definitions/v1.ListMeta"
+        }
+      }
+    },
+    "v1alpha1.LocalModelNodeSpec": {
+      "type": "object",
+      "required": [
+        "localModels"
+      ],
+      "properties": {
+        "localModels": {
+          "description": "List of model source URI and their names",
+          "type": "array",
+          "items": {
+            "default": {},
+            "$ref": "#/definitions/v1alpha1.LocalModelInfo"
+          }
+        }
+      }
+    },
     "v1alpha1.ModelSpec": {
       "description": "ModelSpec describes a TrainedModel",
       "type": "object",
diff --git a/python/kserve/docs/V1alpha1LocalModelNode.md b/python/kserve/docs/V1alpha1LocalModelNode.md
new file mode 100644
index 00000000000..59d4b84cd0c
--- /dev/null
+++ b/python/kserve/docs/V1alpha1LocalModelNode.md
@@ -0,0 +1,14 @@
+# V1alpha1LocalModelNode
+
+## Properties
+Name | Type | Description | Notes
+------------ | ------------- | ------------- | -------------
+**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] 
+**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] 
+**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) |  | [optional] 
+**spec** | [**V1alpha1LocalModelNodeSpec**](V1alpha1LocalModelNodeSpec.md) |  | [optional] 
+**status** | [**V1alpha1LocalModelNodeStatus**](V1alpha1LocalModelNodeStatus.md) |  | [optional] 
+
+[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md)
+
+
diff --git a/python/kserve/docs/V1alpha1LocalModelNodeList.md b/python/kserve/docs/V1alpha1LocalModelNodeList.md
new file mode 100644
index 00000000000..917e247d791
--- /dev/null
+++ b/python/kserve/docs/V1alpha1LocalModelNodeList.md
@@ -0,0 +1,13 @@
+# V1alpha1LocalModelNodeList
+
+## Properties
+Name | Type | Description | Notes
+------------ | ------------- | ------------- | -------------
+**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] 
+**items** | [**list[V1alpha1LocalModelNode]**](V1alpha1LocalModelNode.md) |  | 
+**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] 
+**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) |  | [optional] 
+
+[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md)
+
+
diff --git a/python/kserve/docs/V1alpha1LocalModelNodeSpec.md b/python/kserve/docs/V1alpha1LocalModelNodeSpec.md
new file mode 100644
index 00000000000..b2f1b16db40
--- /dev/null
+++ b/python/kserve/docs/V1alpha1LocalModelNodeSpec.md
@@ -0,0 +1,10 @@
+# V1alpha1LocalModelNodeSpec
+
+## Properties
+Name | Type | Description | Notes
+------------ | ------------- | ------------- | -------------
+**local_models** | [**list[V1alpha1LocalModelInfo]**](V1alpha1LocalModelInfo.md) | List of model source URI and their names | 
+
+[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md)
+
+
diff --git a/python/kserve/kserve/models/__init__.py b/python/kserve/kserve/models/__init__.py
index 71cb32c8eac..9736a67606b 100644
--- a/python/kserve/kserve/models/__init__.py
+++ b/python/kserve/kserve/models/__init__.py
@@ -43,9 +43,12 @@
 from kserve.models.v1alpha1_inference_router import V1alpha1InferenceRouter
 from kserve.models.v1alpha1_inference_step import V1alpha1InferenceStep
 from kserve.models.v1alpha1_inference_target import V1alpha1InferenceTarget
+from kserve.models.v1alpha1_local_model_node import V1alpha1LocalModelNode
 from kserve.models.v1alpha1_local_model_node_group import V1alpha1LocalModelNodeGroup
 from kserve.models.v1alpha1_local_model_node_group_list import V1alpha1LocalModelNodeGroupList
 from kserve.models.v1alpha1_local_model_node_group_spec import V1alpha1LocalModelNodeGroupSpec
+from kserve.models.v1alpha1_local_model_node_list import V1alpha1LocalModelNodeList
+from kserve.models.v1alpha1_local_model_node_spec import V1alpha1LocalModelNodeSpec
 from kserve.models.v1alpha1_model_spec import V1alpha1ModelSpec
 from kserve.models.v1alpha1_serving_runtime import V1alpha1ServingRuntime
 from kserve.models.v1alpha1_serving_runtime_list import V1alpha1ServingRuntimeList
diff --git a/python/kserve/kserve/models/v1alpha1_local_model_node.py b/python/kserve/kserve/models/v1alpha1_local_model_node.py
new file mode 100644
index 00000000000..de78157e79d
--- /dev/null
+++ b/python/kserve/kserve/models/v1alpha1_local_model_node.py
@@ -0,0 +1,242 @@
+# Copyright 2023 The KServe Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# coding: utf-8
+
+"""
+    KServe
+
+    Python SDK for KServe  # noqa: E501
+
+    The version of the OpenAPI document: v0.1
+    Generated by: https://openapi-generator.tech
+"""
+
+
+import pprint
+import re  # noqa: F401
+
+import six
+
+from kserve.configuration import Configuration
+
+
+class V1alpha1LocalModelNode(object):
+    """NOTE: This class is auto generated by OpenAPI Generator.
+    Ref: https://openapi-generator.tech
+
+    Do not edit the class manually.
+    """
+
+    """
+    Attributes:
+      openapi_types (dict): The key is attribute name
+                            and the value is attribute type.
+      attribute_map (dict): The key is attribute name
+                            and the value is json key in definition.
+    """
+    openapi_types = {
+        'api_version': 'str',
+        'kind': 'str',
+        'metadata': 'V1ObjectMeta',
+        'spec': 'V1alpha1LocalModelNodeSpec',
+        'status': 'V1alpha1LocalModelNodeStatus'
+    }
+
+    attribute_map = {
+        'api_version': 'apiVersion',
+        'kind': 'kind',
+        'metadata': 'metadata',
+        'spec': 'spec',
+        'status': 'status'
+    }
+
+    def __init__(self, api_version=None, kind=None, metadata=None, spec=None, status=None, local_vars_configuration=None):  # noqa: E501
+        """V1alpha1LocalModelNode - a model defined in OpenAPI"""  # noqa: E501
+        if local_vars_configuration is None:
+            local_vars_configuration = Configuration()
+        self.local_vars_configuration = local_vars_configuration
+
+        self._api_version = None
+        self._kind = None
+        self._metadata = None
+        self._spec = None
+        self._status = None
+        self.discriminator = None
+
+        if api_version is not None:
+            self.api_version = api_version
+        if kind is not None:
+            self.kind = kind
+        if metadata is not None:
+            self.metadata = metadata
+        if spec is not None:
+            self.spec = spec
+        if status is not None:
+            self.status = status
+
+    @property
+    def api_version(self):
+        """Gets the api_version of this V1alpha1LocalModelNode.  # noqa: E501
+
+        APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources  # noqa: E501
+
+        :return: The api_version of this V1alpha1LocalModelNode.  # noqa: E501
+        :rtype: str
+        """
+        return self._api_version
+
+    @api_version.setter
+    def api_version(self, api_version):
+        """Sets the api_version of this V1alpha1LocalModelNode.
+
+        APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources  # noqa: E501
+
+        :param api_version: The api_version of this V1alpha1LocalModelNode.  # noqa: E501
+        :type: str
+        """
+
+        self._api_version = api_version
+
+    @property
+    def kind(self):
+        """Gets the kind of this V1alpha1LocalModelNode.  # noqa: E501
+
+        Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds  # noqa: E501
+
+        :return: The kind of this V1alpha1LocalModelNode.  # noqa: E501
+        :rtype: str
+        """
+        return self._kind
+
+    @kind.setter
+    def kind(self, kind):
+        """Sets the kind of this V1alpha1LocalModelNode.
+
+        Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds  # noqa: E501
+
+        :param kind: The kind of this V1alpha1LocalModelNode.  # noqa: E501
+        :type: str
+        """
+
+        self._kind = kind
+
+    @property
+    def metadata(self):
+        """Gets the metadata of this V1alpha1LocalModelNode.  # noqa: E501
+
+
+        :return: The metadata of this V1alpha1LocalModelNode.  # noqa: E501
+        :rtype: V1ObjectMeta
+        """
+        return self._metadata
+
+    @metadata.setter
+    def metadata(self, metadata):
+        """Sets the metadata of this V1alpha1LocalModelNode.
+
+
+        :param metadata: The metadata of this V1alpha1LocalModelNode.  # noqa: E501
+        :type: V1ObjectMeta
+        """
+
+        self._metadata = metadata
+
+    @property
+    def spec(self):
+        """Gets the spec of this V1alpha1LocalModelNode.  # noqa: E501
+
+
+        :return: The spec of this V1alpha1LocalModelNode.  # noqa: E501
+        :rtype: V1alpha1LocalModelNodeSpec
+        """
+        return self._spec
+
+    @spec.setter
+    def spec(self, spec):
+        """Sets the spec of this V1alpha1LocalModelNode.
+
+
+        :param spec: The spec of this V1alpha1LocalModelNode.  # noqa: E501
+        :type: V1alpha1LocalModelNodeSpec
+        """
+
+        self._spec = spec
+
+    @property
+    def status(self):
+        """Gets the status of this V1alpha1LocalModelNode.  # noqa: E501
+
+
+        :return: The status of this V1alpha1LocalModelNode.  # noqa: E501
+        :rtype: V1alpha1LocalModelNodeStatus
+        """
+        return self._status
+
+    @status.setter
+    def status(self, status):
+        """Sets the status of this V1alpha1LocalModelNode.
+
+
+        :param status: The status of this V1alpha1LocalModelNode.  # noqa: E501
+        :type: V1alpha1LocalModelNodeStatus
+        """
+
+        self._status = status
+
+    def to_dict(self):
+        """Returns the model properties as a dict"""
+        result = {}
+
+        for attr, _ in six.iteritems(self.openapi_types):
+            value = getattr(self, attr)
+            if isinstance(value, list):
+                result[attr] = list(map(
+                    lambda x: x.to_dict() if hasattr(x, "to_dict") else x,
+                    value
+                ))
+            elif hasattr(value, "to_dict"):
+                result[attr] = value.to_dict()
+            elif isinstance(value, dict):
+                result[attr] = dict(map(
+                    lambda item: (item[0], item[1].to_dict())
+                    if hasattr(item[1], "to_dict") else item,
+                    value.items()
+                ))
+            else:
+                result[attr] = value
+
+        return result
+
+    def to_str(self):
+        """Returns the string representation of the model"""
+        return pprint.pformat(self.to_dict())
+
+    def __repr__(self):
+        """For `print` and `pprint`"""
+        return self.to_str()
+
+    def __eq__(self, other):
+        """Returns true if both objects are equal"""
+        if not isinstance(other, V1alpha1LocalModelNode):
+            return False
+
+        return self.to_dict() == other.to_dict()
+
+    def __ne__(self, other):
+        """Returns true if both objects are not equal"""
+        if not isinstance(other, V1alpha1LocalModelNode):
+            return True
+
+        return self.to_dict() != other.to_dict()
diff --git a/python/kserve/kserve/models/v1alpha1_local_model_node_list.py b/python/kserve/kserve/models/v1alpha1_local_model_node_list.py
new file mode 100644
index 00000000000..0ba3810ffb7
--- /dev/null
+++ b/python/kserve/kserve/models/v1alpha1_local_model_node_list.py
@@ -0,0 +1,217 @@
+# Copyright 2023 The KServe Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# coding: utf-8
+
+"""
+    KServe
+
+    Python SDK for KServe  # noqa: E501
+
+    The version of the OpenAPI document: v0.1
+    Generated by: https://openapi-generator.tech
+"""
+
+
+import pprint
+import re  # noqa: F401
+
+import six
+
+from kserve.configuration import Configuration
+
+
+class V1alpha1LocalModelNodeList(object):
+    """NOTE: This class is auto generated by OpenAPI Generator.
+    Ref: https://openapi-generator.tech
+
+    Do not edit the class manually.
+    """
+
+    """
+    Attributes:
+      openapi_types (dict): The key is attribute name
+                            and the value is attribute type.
+      attribute_map (dict): The key is attribute name
+                            and the value is json key in definition.
+    """
+    openapi_types = {
+        'api_version': 'str',
+        'items': 'list[V1alpha1LocalModelNode]',
+        'kind': 'str',
+        'metadata': 'V1ListMeta'
+    }
+
+    attribute_map = {
+        'api_version': 'apiVersion',
+        'items': 'items',
+        'kind': 'kind',
+        'metadata': 'metadata'
+    }
+
+    def __init__(self, api_version=None, items=None, kind=None, metadata=None, local_vars_configuration=None):  # noqa: E501
+        """V1alpha1LocalModelNodeList - a model defined in OpenAPI"""  # noqa: E501
+        if local_vars_configuration is None:
+            local_vars_configuration = Configuration()
+        self.local_vars_configuration = local_vars_configuration
+
+        self._api_version = None
+        self._items = None
+        self._kind = None
+        self._metadata = None
+        self.discriminator = None
+
+        if api_version is not None:
+            self.api_version = api_version
+        self.items = items
+        if kind is not None:
+            self.kind = kind
+        if metadata is not None:
+            self.metadata = metadata
+
+    @property
+    def api_version(self):
+        """Gets the api_version of this V1alpha1LocalModelNodeList.  # noqa: E501
+
+        APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources  # noqa: E501
+
+        :return: The api_version of this V1alpha1LocalModelNodeList.  # noqa: E501
+        :rtype: str
+        """
+        return self._api_version
+
+    @api_version.setter
+    def api_version(self, api_version):
+        """Sets the api_version of this V1alpha1LocalModelNodeList.
+
+        APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources  # noqa: E501
+
+        :param api_version: The api_version of this V1alpha1LocalModelNodeList.  # noqa: E501
+        :type: str
+        """
+
+        self._api_version = api_version
+
+    @property
+    def items(self):
+        """Gets the items of this V1alpha1LocalModelNodeList.  # noqa: E501
+
+
+        :return: The items of this V1alpha1LocalModelNodeList.  # noqa: E501
+        :rtype: list[V1alpha1LocalModelNode]
+        """
+        return self._items
+
+    @items.setter
+    def items(self, items):
+        """Sets the items of this V1alpha1LocalModelNodeList.
+
+
+        :param items: The items of this V1alpha1LocalModelNodeList.  # noqa: E501
+        :type: list[V1alpha1LocalModelNode]
+        """
+        if self.local_vars_configuration.client_side_validation and items is None:  # noqa: E501
+            raise ValueError("Invalid value for `items`, must not be `None`")  # noqa: E501
+
+        self._items = items
+
+    @property
+    def kind(self):
+        """Gets the kind of this V1alpha1LocalModelNodeList.  # noqa: E501
+
+        Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds  # noqa: E501
+
+        :return: The kind of this V1alpha1LocalModelNodeList.  # noqa: E501
+        :rtype: str
+        """
+        return self._kind
+
+    @kind.setter
+    def kind(self, kind):
+        """Sets the kind of this V1alpha1LocalModelNodeList.
+
+        Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds  # noqa: E501
+
+        :param kind: The kind of this V1alpha1LocalModelNodeList.  # noqa: E501
+        :type: str
+        """
+
+        self._kind = kind
+
+    @property
+    def metadata(self):
+        """Gets the metadata of this V1alpha1LocalModelNodeList.  # noqa: E501
+
+
+        :return: The metadata of this V1alpha1LocalModelNodeList.  # noqa: E501
+        :rtype: V1ListMeta
+        """
+        return self._metadata
+
+    @metadata.setter
+    def metadata(self, metadata):
+        """Sets the metadata of this V1alpha1LocalModelNodeList.
+
+
+        :param metadata: The metadata of this V1alpha1LocalModelNodeList.  # noqa: E501
+        :type: V1ListMeta
+        """
+
+        self._metadata = metadata
+
+    def to_dict(self):
+        """Returns the model properties as a dict"""
+        result = {}
+
+        for attr, _ in six.iteritems(self.openapi_types):
+            value = getattr(self, attr)
+            if isinstance(value, list):
+                result[attr] = list(map(
+                    lambda x: x.to_dict() if hasattr(x, "to_dict") else x,
+                    value
+                ))
+            elif hasattr(value, "to_dict"):
+                result[attr] = value.to_dict()
+            elif isinstance(value, dict):
+                result[attr] = dict(map(
+                    lambda item: (item[0], item[1].to_dict())
+                    if hasattr(item[1], "to_dict") else item,
+                    value.items()
+                ))
+            else:
+                result[attr] = value
+
+        return result
+
+    def to_str(self):
+        """Returns the string representation of the model"""
+        return pprint.pformat(self.to_dict())
+
+    def __repr__(self):
+        """For `print` and `pprint`"""
+        return self.to_str()
+
+    def __eq__(self, other):
+        """Returns true if both objects are equal"""
+        if not isinstance(other, V1alpha1LocalModelNodeList):
+            return False
+
+        return self.to_dict() == other.to_dict()
+
+    def __ne__(self, other):
+        """Returns true if both objects are not equal"""
+        if not isinstance(other, V1alpha1LocalModelNodeList):
+            return True
+
+        return self.to_dict() != other.to_dict()
diff --git a/python/kserve/kserve/models/v1alpha1_local_model_node_spec.py b/python/kserve/kserve/models/v1alpha1_local_model_node_spec.py
new file mode 100644
index 00000000000..d5130ae7924
--- /dev/null
+++ b/python/kserve/kserve/models/v1alpha1_local_model_node_spec.py
@@ -0,0 +1,137 @@
+# Copyright 2023 The KServe Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# coding: utf-8
+
+"""
+    KServe
+
+    Python SDK for KServe  # noqa: E501
+
+    The version of the OpenAPI document: v0.1
+    Generated by: https://openapi-generator.tech
+"""
+
+
+import pprint
+import re  # noqa: F401
+
+import six
+
+from kserve.configuration import Configuration
+
+
+class V1alpha1LocalModelNodeSpec(object):
+    """NOTE: This class is auto generated by OpenAPI Generator.
+    Ref: https://openapi-generator.tech
+
+    Do not edit the class manually.
+    """
+
+    """
+    Attributes:
+      openapi_types (dict): The key is attribute name
+                            and the value is attribute type.
+      attribute_map (dict): The key is attribute name
+                            and the value is json key in definition.
+    """
+    openapi_types = {
+        'local_models': 'list[V1alpha1LocalModelInfo]'
+    }
+
+    attribute_map = {
+        'local_models': 'localModels'
+    }
+
+    def __init__(self, local_models=None, local_vars_configuration=None):  # noqa: E501
+        """V1alpha1LocalModelNodeSpec - a model defined in OpenAPI"""  # noqa: E501
+        if local_vars_configuration is None:
+            local_vars_configuration = Configuration()
+        self.local_vars_configuration = local_vars_configuration
+
+        self._local_models = None
+        self.discriminator = None
+
+        self.local_models = local_models
+
+    @property
+    def local_models(self):
+        """Gets the local_models of this V1alpha1LocalModelNodeSpec.  # noqa: E501
+
+        List of model source URI and their names  # noqa: E501
+
+        :return: The local_models of this V1alpha1LocalModelNodeSpec.  # noqa: E501
+        :rtype: list[V1alpha1LocalModelInfo]
+        """
+        return self._local_models
+
+    @local_models.setter
+    def local_models(self, local_models):
+        """Sets the local_models of this V1alpha1LocalModelNodeSpec.
+
+        List of model source URI and their names  # noqa: E501
+
+        :param local_models: The local_models of this V1alpha1LocalModelNodeSpec.  # noqa: E501
+        :type: list[V1alpha1LocalModelInfo]
+        """
+        if self.local_vars_configuration.client_side_validation and local_models is None:  # noqa: E501
+            raise ValueError("Invalid value for `local_models`, must not be `None`")  # noqa: E501
+
+        self._local_models = local_models
+
+    def to_dict(self):
+        """Returns the model properties as a dict"""
+        result = {}
+
+        for attr, _ in six.iteritems(self.openapi_types):
+            value = getattr(self, attr)
+            if isinstance(value, list):
+                result[attr] = list(map(
+                    lambda x: x.to_dict() if hasattr(x, "to_dict") else x,
+                    value
+                ))
+            elif hasattr(value, "to_dict"):
+                result[attr] = value.to_dict()
+            elif isinstance(value, dict):
+                result[attr] = dict(map(
+                    lambda item: (item[0], item[1].to_dict())
+                    if hasattr(item[1], "to_dict") else item,
+                    value.items()
+                ))
+            else:
+                result[attr] = value
+
+        return result
+
+    def to_str(self):
+        """Returns the string representation of the model"""
+        return pprint.pformat(self.to_dict())
+
+    def __repr__(self):
+        """For `print` and `pprint`"""
+        return self.to_str()
+
+    def __eq__(self, other):
+        """Returns true if both objects are equal"""
+        if not isinstance(other, V1alpha1LocalModelNodeSpec):
+            return False
+
+        return self.to_dict() == other.to_dict()
+
+    def __ne__(self, other):
+        """Returns true if both objects are not equal"""
+        if not isinstance(other, V1alpha1LocalModelNodeSpec):
+            return True
+
+        return self.to_dict() != other.to_dict()
diff --git a/python/kserve/test/test_v1alpha1_local_model_node.py b/python/kserve/test/test_v1alpha1_local_model_node.py
new file mode 100644
index 00000000000..31491e9103a
--- /dev/null
+++ b/python/kserve/test/test_v1alpha1_local_model_node.py
@@ -0,0 +1,72 @@
+# Copyright 2023 The KServe Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# coding: utf-8
+
+"""
+    KServe
+
+    Python SDK for KServe  # noqa: E501
+
+    The version of the OpenAPI document: v0.1
+    Generated by: https://openapi-generator.tech
+"""
+
+
+from __future__ import absolute_import
+
+import unittest
+import datetime
+
+import kserve
+from kserve.models.v1alpha1_local_model_node import V1alpha1LocalModelNode  # noqa: E501
+from kserve.rest import ApiException
+
+
+class TestV1alpha1LocalModelNode(unittest.TestCase):
+    """V1alpha1LocalModelNode unit test stubs"""
+
+    def setUp(self):
+        pass
+
+    def tearDown(self):
+        pass
+
+    def make_instance(self, include_optional):
+        """Test V1alpha1LocalModelNode
+        include_option is a boolean, when False only required
+        params are included, when True both required and
+        optional params are included"""
+        # model = kserve.models.v1alpha1_local_model_node.V1alpha1LocalModelNode()  # noqa: E501
+        if include_optional:
+            return V1alpha1LocalModelNode(
+                api_version="0",
+                kind="0",
+                metadata=None,
+                spec=kserve.models.v1alpha1_local_model_node_spec.V1alpha1LocalModelNodeSpec(
+                    local_models=[None],
+                ),
+                status=None,
+            )
+        else:
+            return V1alpha1LocalModelNode()
+
+    def testV1alpha1LocalModelNode(self):
+        """Test V1alpha1LocalModelNode"""
+        inst_req_only = self.make_instance(include_optional=False)
+        inst_req_and_optional = self.make_instance(include_optional=True)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/python/kserve/test/test_v1alpha1_local_model_node_list.py b/python/kserve/test/test_v1alpha1_local_model_node_list.py
new file mode 100644
index 00000000000..d90b705c5c6
--- /dev/null
+++ b/python/kserve/test/test_v1alpha1_local_model_node_list.py
@@ -0,0 +1,93 @@
+# Copyright 2023 The KServe Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# coding: utf-8
+
+"""
+    KServe
+
+    Python SDK for KServe  # noqa: E501
+
+    The version of the OpenAPI document: v0.1
+    Generated by: https://openapi-generator.tech
+"""
+
+
+from __future__ import absolute_import
+
+import unittest
+import datetime
+
+import kserve
+from kserve.models.v1alpha1_local_model_node_list import (
+    V1alpha1LocalModelNodeList,
+)  # noqa: E501
+from kserve.rest import ApiException
+
+
+class TestV1alpha1LocalModelNodeList(unittest.TestCase):
+    """V1alpha1LocalModelNodeList unit test stubs"""
+
+    def setUp(self):
+        pass
+
+    def tearDown(self):
+        pass
+
+    def make_instance(self, include_optional):
+        """Test V1alpha1LocalModelNodeList
+        include_option is a boolean, when False only required
+        params are included, when True both required and
+        optional params are included"""
+        # model = kserve.models.v1alpha1_local_model_node_list.V1alpha1LocalModelNodeList()  # noqa: E501
+        if include_optional:
+            return V1alpha1LocalModelNodeList(
+                api_version="0",
+                items=[
+                    kserve.models.v1alpha1_local_model_node.V1alpha1LocalModelNode(
+                        api_version="0",
+                        kind="0",
+                        metadata=None,
+                        spec=kserve.models.v1alpha1_local_model_node_spec.V1alpha1LocalModelNodeSpec(
+                            local_models=[None],
+                        ),
+                        status=None,
+                    )
+                ],
+                kind="0",
+                metadata=None,
+            )
+        else:
+            return V1alpha1LocalModelNodeList(
+                items=[
+                    kserve.models.v1alpha1_local_model_node.V1alpha1LocalModelNode(
+                        api_version="0",
+                        kind="0",
+                        metadata=None,
+                        spec=kserve.models.v1alpha1_local_model_node_spec.V1alpha1LocalModelNodeSpec(
+                            local_models=[None],
+                        ),
+                        status=None,
+                    )
+                ],
+            )
+
+    def testV1alpha1LocalModelNodeList(self):
+        """Test V1alpha1LocalModelNodeList"""
+        inst_req_only = self.make_instance(include_optional=False)
+        inst_req_and_optional = self.make_instance(include_optional=True)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/python/kserve/test/test_v1alpha1_local_model_node_spec.py b/python/kserve/test/test_v1alpha1_local_model_node_spec.py
new file mode 100644
index 00000000000..43b654ddcb8
--- /dev/null
+++ b/python/kserve/test/test_v1alpha1_local_model_node_spec.py
@@ -0,0 +1,68 @@
+# Copyright 2023 The KServe Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# coding: utf-8
+
+"""
+    KServe
+
+    Python SDK for KServe  # noqa: E501
+
+    The version of the OpenAPI document: v0.1
+    Generated by: https://openapi-generator.tech
+"""
+
+
+from __future__ import absolute_import
+
+import unittest
+import datetime
+
+import kserve
+from kserve.models.v1alpha1_local_model_node_spec import (
+    V1alpha1LocalModelNodeSpec,
+)  # noqa: E501
+from kserve.rest import ApiException
+
+
+class TestV1alpha1LocalModelNodeSpec(unittest.TestCase):
+    """V1alpha1LocalModelNodeSpec unit test stubs"""
+
+    def setUp(self):
+        pass
+
+    def tearDown(self):
+        pass
+
+    def make_instance(self, include_optional):
+        """Test V1alpha1LocalModelNodeSpec
+        include_option is a boolean, when False only required
+        params are included, when True both required and
+        optional params are included"""
+        # model = kserve.models.v1alpha1_local_model_node_spec.V1alpha1LocalModelNodeSpec()  # noqa: E501
+        if include_optional:
+            return V1alpha1LocalModelNodeSpec(local_models=[None])
+        else:
+            return V1alpha1LocalModelNodeSpec(
+                local_models=[None],
+            )
+
+    def testV1alpha1LocalModelNodeSpec(self):
+        """Test V1alpha1LocalModelNodeSpec"""
+        inst_req_only = self.make_instance(include_optional=False)
+        inst_req_and_optional = self.make_instance(include_optional=True)
+
+
+if __name__ == "__main__":
+    unittest.main()

From 37be2411b462687026686abac8d7bdb7c79c9cd2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Edgar=20Hern=C3=A1ndez?= <ehernand@redhat.com>
Date: Mon, 21 Oct 2024 05:07:54 -0600
Subject: [PATCH 7/9] Reduce E2Es dependency on CI environment (2) (#4008)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Reduce E2Es dependency on CI environment

Some code of the E2Es assume the environment is GitHub, because it is referring to GitHub-specific variables. This PR focuses on the `kserve/custom-model-grpc` container image, so that no Python code of the E2Es using this image is referencing the `github_sha` variable.

Also, a small improvement on the `get_isvc_endpoint` utility function is done to use the schema in the endpoint specified in the status of the InferenceService, rather than hard-coding to plain-text HTTP. This adds compatibility for CI environments where KServe ConfigMap has been configured with `urlScheme: https` for the Ingress.

Signed-off-by: Edgar Hernández <23639005+israel-hdez@users.noreply.github.com>
---
 .github/workflows/e2e-test.yml              |  1 +
 test/e2e/common/utils.py                    | 23 +++++++++++----------
 test/e2e/custom/test_custom_model_grpc.py   |  6 +++---
 test/e2e/custom/test_ray.py                 |  2 +-
 test/e2e/predictor/test_grpc.py             |  2 +-
 test/e2e/predictor/test_raw_deployment.py   |  2 +-
 test/e2e/predictor/test_response_headers.py | 12 +++++------
 7 files changed, 25 insertions(+), 23 deletions(-)

diff --git a/.github/workflows/e2e-test.yml b/.github/workflows/e2e-test.yml
index 573b589dc47..2647f8e5a6b 100644
--- a/.github/workflows/e2e-test.yml
+++ b/.github/workflows/e2e-test.yml
@@ -34,6 +34,7 @@ env:
   PMML_IMG: "pmmlserver"
   PADDLE_IMG: "paddleserver"
   CUSTOM_MODEL_GRPC_IMG: "custom-model-grpc"
+  CUSTOM_MODEL_GRPC_IMG_TAG: "kserve/custom-model-grpc:${{ github.sha }}"
   HUGGINGFACE_IMG: "huggingfaceserver"
   # Explainer images
   ART_IMG: "art-explainer"
diff --git a/test/e2e/common/utils.py b/test/e2e/common/utils.py
index d72490d7e2c..08fe08d812a 100644
--- a/test/e2e/common/utils.py
+++ b/test/e2e/common/utils.py
@@ -71,10 +71,10 @@ async def predict_isvc(
         namespace=KSERVE_TEST_NAMESPACE,
         version=version,
     )
-    cluster_ip, host, path = get_isvc_endpoint(isvc)
+    scheme, cluster_ip, host, path = get_isvc_endpoint(isvc)
     if model_name is None:
         model_name = service_name
-    base_url = f"http://{cluster_ip}{path}"
+    base_url = f"{scheme}://{cluster_ip}{path}"
     return await predict(
         client,
         base_url,
@@ -167,8 +167,8 @@ async def predict_ig(
         namespace=KSERVE_TEST_NAMESPACE,
         version=version,
     )
-    cluster_ip, host, _ = get_isvc_endpoint(ig)
-    url = f"http://{cluster_ip}"
+    scheme, cluster_ip, host, _ = get_isvc_endpoint(ig)
+    url = f"{scheme}://{cluster_ip}"
     return await predict(client, url, host, input_path, is_graph=True)
 
 
@@ -191,8 +191,8 @@ async def explain_response(client, service_name, input_path) -> Dict:
         namespace=KSERVE_TEST_NAMESPACE,
         version=constants.KSERVE_V1BETA1_VERSION,
     )
-    cluster_ip, host, path = get_isvc_endpoint(isvc)
-    url = f"http://{cluster_ip}{path}"
+    scheme, cluster_ip, host, path = get_isvc_endpoint(isvc)
+    url = f"{scheme}://{cluster_ip}{path}"
     headers = {"Host": host}
     with open(input_path) as json_file:
         data = json.load(json_file)
@@ -257,7 +257,7 @@ async def predict_grpc(
         namespace=KSERVE_TEST_NAMESPACE,
         version=version,
     )
-    _, host, _ = get_isvc_endpoint(isvc)
+    _, _, host, _ = get_isvc_endpoint(isvc)
 
     if model_name is None:
         model_name = service_name
@@ -293,13 +293,14 @@ async def predict_modelmesh(
 
 
 def get_isvc_endpoint(isvc):
+    scheme = urlparse(isvc["status"]["url"]).scheme
     host = urlparse(isvc["status"]["url"]).netloc
     path = urlparse(isvc["status"]["url"]).path
     if os.environ.get("CI_USE_ISVC_HOST") == "1":
         cluster_ip = host
     else:
         cluster_ip = get_cluster_ip()
-    return cluster_ip, host, path
+    return scheme, cluster_ip, host, path
 
 
 def generate(
@@ -319,13 +320,13 @@ def generate(
             namespace=KSERVE_TEST_NAMESPACE,
             version=version,
         )
-        cluster_ip, host, path = get_isvc_endpoint(isvc)
+        scheme, cluster_ip, host, path = get_isvc_endpoint(isvc)
         headers = {"Host": host, "Content-Type": "application/json"}
 
         if chat_completions:
-            url = f"http://{cluster_ip}{path}/openai/v1/chat/completions"
+            url = f"{scheme}://{cluster_ip}{path}/openai/v1/chat/completions"
         else:
-            url = f"http://{cluster_ip}{path}/openai/v1/completions"
+            url = f"{scheme}://{cluster_ip}{path}/openai/v1/completions"
         logger.info("Sending Header = %s", headers)
         logger.info("Sending url = %s", url)
         logger.info("Sending request data: %s", data)
diff --git a/test/e2e/custom/test_custom_model_grpc.py b/test/e2e/custom/test_custom_model_grpc.py
index 8456ae7b679..a25e187e4fa 100644
--- a/test/e2e/custom/test_custom_model_grpc.py
+++ b/test/e2e/custom/test_custom_model_grpc.py
@@ -44,7 +44,7 @@ async def test_custom_model_grpc():
         containers=[
             V1Container(
                 name="kserve-container",
-                image="kserve/custom-model-grpc:" + os.environ.get("GITHUB_SHA"),
+                image=os.environ.get("CUSTOM_MODEL_GRPC_IMG_TAG"),
                 resources=V1ResourceRequirements(
                     requests={"cpu": "50m", "memory": "128Mi"},
                     limits={"cpu": "100m", "memory": "1Gi"},
@@ -106,7 +106,7 @@ async def test_predictor_grpc_with_transformer_grpc():
         containers=[
             V1Container(
                 name="kserve-container",
-                image="kserve/custom-model-grpc:" + os.environ.get("GITHUB_SHA"),
+                image=os.environ.get("CUSTOM_MODEL_GRPC_IMG_TAG"),
                 resources=V1ResourceRequirements(
                     requests={"cpu": "50m", "memory": "128Mi"},
                     limits={"cpu": "100m", "memory": "1Gi"},
@@ -186,7 +186,7 @@ async def test_predictor_grpc_with_transformer_http(rest_v2_client):
         containers=[
             V1Container(
                 name="kserve-container",
-                image="kserve/custom-model-grpc:" + os.environ.get("GITHUB_SHA"),
+                image=os.environ.get("CUSTOM_MODEL_GRPC_IMG_TAG"),
                 resources=V1ResourceRequirements(
                     requests={"cpu": "50m", "memory": "128Mi"},
                     limits={"cpu": "100m", "memory": "1Gi"},
diff --git a/test/e2e/custom/test_ray.py b/test/e2e/custom/test_ray.py
index c3bc16fe027..6e243982c24 100644
--- a/test/e2e/custom/test_ray.py
+++ b/test/e2e/custom/test_ray.py
@@ -37,7 +37,7 @@ async def test_custom_model_http_ray(rest_v1_client):
         containers=[
             V1Container(
                 name="kserve-container",
-                image="kserve/custom-model-grpc:" + os.environ.get("GITHUB_SHA"),
+                image=os.environ.get("CUSTOM_MODEL_GRPC_IMG_TAG"),
                 # Override the entrypoint to run the model using ray
                 command=["python", "-m", "custom_model.model_remote"],
                 resources=V1ResourceRequirements(
diff --git a/test/e2e/predictor/test_grpc.py b/test/e2e/predictor/test_grpc.py
index 655e3e7210f..b173f136340 100644
--- a/test/e2e/predictor/test_grpc.py
+++ b/test/e2e/predictor/test_grpc.py
@@ -75,7 +75,7 @@ async def test_custom_model_grpc():
         containers=[
             V1Container(
                 name="kserve-container",
-                image="kserve/custom-model-grpc:" + os.environ.get("GITHUB_SHA"),
+                image=os.environ.get("CUSTOM_MODEL_GRPC_IMG_TAG"),
                 resources=V1ResourceRequirements(
                     requests={"cpu": "50m", "memory": "128Mi"},
                     limits={"cpu": "100m", "memory": "1Gi"},
diff --git a/test/e2e/predictor/test_raw_deployment.py b/test/e2e/predictor/test_raw_deployment.py
index 88241acb018..89cda1ef818 100644
--- a/test/e2e/predictor/test_raw_deployment.py
+++ b/test/e2e/predictor/test_raw_deployment.py
@@ -131,7 +131,7 @@ async def test_isvc_with_multiple_container_port():
         containers=[
             V1Container(
                 name="kserve-container",
-                image="kserve/custom-model-grpc:" + os.environ.get("GITHUB_SHA"),
+                image=os.environ.get("CUSTOM_MODEL_GRPC_IMG_TAG"),
                 resources=V1ResourceRequirements(
                     requests={"cpu": "50m", "memory": "128Mi"},
                     limits={"cpu": "100m", "memory": "1Gi"},
diff --git a/test/e2e/predictor/test_response_headers.py b/test/e2e/predictor/test_response_headers.py
index 6892f8ce914..8a9c05dbac1 100644
--- a/test/e2e/predictor/test_response_headers.py
+++ b/test/e2e/predictor/test_response_headers.py
@@ -30,7 +30,7 @@ def test_predictor_headers_v1():
         containers=[
             V1Container(
                 name="kserve-container",
-                image="kserve/custom-model-grpc:" + os.environ.get("GITHUB_SHA"),
+                image=os.environ.get("CUSTOM_MODEL_GRPC_IMG_TAG"),
                 # Override the entrypoint to run the custom model rest server
                 command=["python", "-m", "custom_model.model"],
                 resources=V1ResourceRequirements(
@@ -80,13 +80,13 @@ def test_predictor_headers_v1():
         namespace=KSERVE_TEST_NAMESPACE,
         version=constants.KSERVE_V1BETA1_VERSION,
     )
-    cluster_ip, host, path = get_isvc_endpoint(isvc)
+    scheme, cluster_ip, host, path = get_isvc_endpoint(isvc)
     headers = {"Host": host, "Content-Type": "application/json"}
 
     if model_name is None:
         model_name = service_name
 
-    url = f"http://{cluster_ip}{path}/v1/models/{model_name}:predict"
+    url = f"{scheme}://{cluster_ip}{path}/v1/models/{model_name}:predict"
 
     time.sleep(10)
     with open(input_json) as json_file:
@@ -116,7 +116,7 @@ def test_predictor_headers_v2():
         containers=[
             V1Container(
                 name="kserve-container",
-                image="kserve/custom-model-grpc:" + os.environ.get("GITHUB_SHA"),
+                image=os.environ.get("CUSTOM_MODEL_GRPC_IMG_TAG"),
                 # Override the entrypoint to run the custom model rest server
                 command=["python", "-m", "custom_model.model"],
                 resources=V1ResourceRequirements(
@@ -165,13 +165,13 @@ def test_predictor_headers_v2():
         namespace=KSERVE_TEST_NAMESPACE,
         version=constants.KSERVE_V1BETA1_VERSION,
     )
-    cluster_ip, host, path = get_isvc_endpoint(isvc)
+    scheme, cluster_ip, host, path = get_isvc_endpoint(isvc)
     headers = {"Host": host, "Content-Type": "application/json"}
 
     if model_name is None:
         model_name = service_name
 
-    url = f"http://{cluster_ip}{path}/v2/models/{model_name}/infer"
+    url = f"{scheme}://{cluster_ip}{path}/v2/models/{model_name}/infer"
 
     time.sleep(10)
     with open(input_json) as json_file:

From b4ce5d6ec506bd064fda87b230b25b23f21397c5 Mon Sep 17 00:00:00 2001
From: Filippe Spolti <fspolti@redhat.com>
Date: Tue, 29 Oct 2024 00:08:15 -0300
Subject: [PATCH 8/9] Allow GCS to download single file (#4015)

allow gcs to download single file

fixes 	https://github.com/kserve/kserve/issues/4013

Signed-off-by: Spolti <fspolti@redhat.com>
---
 python/kserve/kserve/storage/storage.py       |  45 ++++++++++------
 .../kserve/storage/test/test_gcs_storage.py   |  16 ++++++
 .../storage-initializer/scripts/model.joblib  | Bin 5408 -> 0 bytes
 test/e2e/predictor/test_xgboost.py            |  51 ++++++++++++++++++
 4 files changed, 97 insertions(+), 15 deletions(-)
 delete mode 100644 python/storage-initializer/scripts/model.joblib

diff --git a/python/kserve/kserve/storage/storage.py b/python/kserve/kserve/storage/storage.py
index 15088995a56..441b7018a4e 100644
--- a/python/kserve/kserve/storage/storage.py
+++ b/python/kserve/kserve/storage/storage.py
@@ -319,6 +319,7 @@ def _download_hf(uri, temp_dir: str) -> str:
     def _download_gcs(uri, temp_dir: str) -> str:
         from google.auth import exceptions
         from google.cloud import storage
+        import copy
 
         try:
             storage_client = storage.Client()
@@ -333,22 +334,36 @@ def _download_gcs(uri, temp_dir: str) -> str:
             prefix = prefix + "/"
         blobs = bucket.list_blobs(prefix=prefix)
         file_count = 0
-        for blob in blobs:
-            # Replace any prefix from the object key with temp_dir
-            subdir_object_key = blob.name.replace(bucket_path, "", 1).lstrip("/")
 
-            # Create necessary subdirectory to store the object locally
-            if "/" in subdir_object_key:
-                local_object_dir = os.path.join(
-                    temp_dir, subdir_object_key.rsplit("/", 1)[0]
-                )
-                if not os.path.isdir(local_object_dir):
-                    os.makedirs(local_object_dir, exist_ok=True)
-            if subdir_object_key.strip() != "" and not subdir_object_key.endswith("/"):
-                dest_path = os.path.join(temp_dir, subdir_object_key)
-                logger.info("Downloading: %s", dest_path)
-                blob.download_to_filename(dest_path)
-                file_count += 1
+        # Shallow copy, otherwise Iterator has already started
+        shallow_blobs = copy.copy(blobs)
+        blob = bucket.blob(bucket_path)
+        # checks if the blob is a file or a directory
+        if blob.name == bucket_path and len(list(shallow_blobs)) == 0:
+            dest_path = os.path.join(temp_dir, os.path.basename(bucket_path))
+            logger.info("Downloading single file to: %s", dest_path)
+            blob.download_to_filename(dest_path)
+            file_count = 1
+
+        else:
+            for blob in blobs:
+                # Replace any prefix from the object key with temp_dir
+                subdir_object_key = blob.name.replace(bucket_path, "", 1).lstrip("/")
+                # Create necessary subdirectory to store the object locally
+                if "/" in subdir_object_key:
+                    local_object_dir = os.path.join(
+                        temp_dir, subdir_object_key.rsplit("/", 1)[0]
+                    )
+                    if not os.path.isdir(local_object_dir):
+                        os.makedirs(local_object_dir, exist_ok=True)
+                if subdir_object_key.strip() != "" and not subdir_object_key.endswith(
+                    "/"
+                ):
+                    dest_path = os.path.join(temp_dir, subdir_object_key)
+                    logger.info("Downloading: %s", dest_path)
+                    blob.download_to_filename(dest_path)
+                    file_count += 1
+
         if file_count == 0:
             raise RuntimeError("Failed to fetch model. No model found in %s." % uri)
 
diff --git a/python/kserve/kserve/storage/test/test_gcs_storage.py b/python/kserve/kserve/storage/test/test_gcs_storage.py
index e4be592c5da..04aed10cc25 100644
--- a/python/kserve/kserve/storage/test/test_gcs_storage.py
+++ b/python/kserve/kserve/storage/test/test_gcs_storage.py
@@ -105,6 +105,22 @@ def test_download_model_from_gcs(mock_client):
     assert "/mock.object" in arg_list[0][0]
 
 
+@mock.patch("google.cloud.storage.Client")
+def test_download_model_from_gcs_as_single_file(mock_client):
+    gcs_path = "gs://foo/bar/mock.object"
+    mock_file = create_mock_dir_with_file("bar", "mock.object")
+
+    mock_bucket = mock.MagicMock()
+    mock_bucket.blob.return_value = mock_file
+    mock_file.exists.return_value = True
+    mock_client.return_value.bucket.return_value = mock_bucket
+
+    Storage.download(gcs_path)
+    arg_list = get_call_args(mock_file.download_to_filename.call_args_list)
+
+    assert "/mock.object" in arg_list[0][0]
+
+
 @mock.patch("os.remove")
 @mock.patch("os.mkdir")
 @mock.patch("zipfile.ZipFile")
diff --git a/python/storage-initializer/scripts/model.joblib b/python/storage-initializer/scripts/model.joblib
deleted file mode 100644
index 179d5f5d200ba20252b69610ebd9ffeaf5e8f8bb..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/test/e2e/predictor/test_xgboost.py b/test/e2e/predictor/test_xgboost.py
index 21f89032081..50acc102d81 100644
--- a/test/e2e/predictor/test_xgboost.py
+++ b/test/e2e/predictor/test_xgboost.py
@@ -119,6 +119,57 @@ async def test_xgboost_v2_mlserver(rest_v2_client):
     kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE)
 
 
+@pytest.mark.predictor
+@pytest.mark.path_based_routing
+@pytest.mark.asyncio(scope="session")
+async def test_xgboost_single_model_file(rest_v2_client):
+    service_name = "isvc-xgboost-v2-mlserver"
+    protocol_version = "v2"
+
+    predictor = V1beta1PredictorSpec(
+        min_replicas=1,
+        xgboost=V1beta1XGBoostSpec(
+            storage_uri="gs://kfserving-examples/models/xgboost/iris/model.bst",
+            env=[V1EnvVar(name="MLSERVER_MODEL_PARALLEL_WORKERS", value="0")],
+            protocol_version=protocol_version,
+            resources=V1ResourceRequirements(
+                requests={"cpu": "50m", "memory": "128Mi"},
+                limits={"cpu": "100m", "memory": "1024Mi"},
+            ),
+            readiness_probe=client.V1Probe(
+                http_get=client.V1HTTPGetAction(
+                    path=f"/v2/models/{service_name}/ready", port=8080
+                ),
+                initial_delay_seconds=30,
+            ),
+        ),
+    )
+
+    isvc = V1beta1InferenceService(
+        api_version=constants.KSERVE_V1BETA1,
+        kind=constants.KSERVE_KIND,
+        metadata=client.V1ObjectMeta(
+            name=service_name, namespace=KSERVE_TEST_NAMESPACE
+        ),
+        spec=V1beta1InferenceServiceSpec(predictor=predictor),
+    )
+
+    kserve_client = KServeClient(
+        config_file=os.environ.get("KUBECONFIG", "~/.kube/config")
+    )
+    kserve_client.create(isvc)
+    kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE)
+
+    res = await predict_isvc(
+        rest_v2_client,
+        service_name,
+        "./data/iris_input_v2.json",
+    )
+    assert res.outputs[0].data == [1.0, 1.0]
+
+    kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE)
+
+
 @pytest.mark.predictor
 @pytest.mark.path_based_routing
 @pytest.mark.asyncio(scope="session")

From ee7a6c57ab0dd16da61f03d4a32aa3951979bbe1 Mon Sep 17 00:00:00 2001
From: jooho lee <jlee@redhat.com>
Date: Fri, 1 Nov 2024 15:47:48 -0400
Subject: [PATCH 9/9] update kserve poetry.lock

Signed-off-by: jooho lee <jlee@redhat.com>
---
 python/kserve/poetry.lock | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/python/kserve/poetry.lock b/python/kserve/poetry.lock
index ea3e4a4c70e..aeaf702e882 100644
--- a/python/kserve/poetry.lock
+++ b/python/kserve/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -3987,4 +3987,4 @@ storage = ["azure-identity", "azure-storage-blob", "azure-storage-file-share", "
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "2d7d4278641bbb5200ff6f36d01e46c5024c8ff3fc05967d893ac755305906f0"
+content-hash = "b73631e5bbf750490d0bed303ea2428340e082443ed74199c048dd6e4bde720a"