From b05de32de114ca35bb90720f6788927f9e2e3b45 Mon Sep 17 00:00:00 2001
From: Sauyon Lee <git@sjle.co>
Date: Mon, 9 Oct 2023 18:34:49 -0700
Subject: [PATCH 1/9] add httpx dependency

---
 pdm.lock       | 4733 ++++++++++++++++++++++++------------------------
 pyproject.toml |    1 +
 2 files changed, 2353 insertions(+), 2381 deletions(-)

diff --git a/pdm.lock b/pdm.lock
index 074174bbcea..6938b94106b 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -2,25 +2,25 @@
 # It is not intended for manual editing.
 
 [metadata]
-groups = ["default", "aws", "docs", "frameworks", "grpc", "grpc-channelz", "grpc-reflection", "io", "monitor-otlp", "testing", "tooling", "tracing", "triton"]
+groups = ["default", "docs", "frameworks", "testing", "tooling"]
 cross_platform = true
 static_urls = false
 lock_version = "4.3"
-content_hash = "sha256:48fc86271b086227995eaf1308f68577fbb57a45f77b0144be955183be155f67"
+content_hash = "sha256:65a4fa2b55bd2eea5feab86892af0a70dcb259263caf9a02d1a6ea1cddfdf378"
 
 [[package]]
 name = "absl-py"
-version = "1.4.0"
-requires_python = ">=3.6"
+version = "2.0.0"
+requires_python = ">=3.7"
 summary = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
 files = [
-    {file = "absl-py-1.4.0.tar.gz", hash = "sha256:d2c244d01048ba476e7c080bd2c6df5e141d211de80223460d5b3b8a2a58433d"},
-    {file = "absl_py-1.4.0-py3-none-any.whl", hash = "sha256:0d3fe606adfa4f7db64792dd4c7aee4ee0c38ab75dfd353b7a83ed3e957fcb47"},
+    {file = "absl-py-2.0.0.tar.gz", hash = "sha256:d9690211c5fcfefcdd1a45470ac2b5c5acd45241c3af71eed96bc5441746c0d5"},
+    {file = "absl_py-2.0.0-py3-none-any.whl", hash = "sha256:9a28abb62774ae4e8edbe2dd4c49ffcd45a6a848952a5eccc6a49f3f0fc1e2f3"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.8.5"
+version = "3.8.6"
 requires_python = ">=3.6"
 summary = "Async http client/server framework (asyncio)"
 dependencies = [
@@ -33,67 +33,67 @@ dependencies = [
     "yarl<2.0,>=1.0",
 ]
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 dependencies = [
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+version = "0.18.0"
+requires_python = ">=3.8"
+summary = "A minimal low-level HTTP client."
+dependencies = [
+    "anyio<5.0,>=3.0",
+    "certifi",
+    "h11<0.15,>=0.13",
+    "sniffio==1.*",
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+[[package]]
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+version = "0.25.0"
+requires_python = ">=3.8"
+summary = "The next generation HTTP client."
+dependencies = [
+    "certifi",
+    "httpcore<0.19.0,>=0.18.0",
+    "idna",
+    "sniffio",
+]
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-version = "0.16.4"
-requires_python = ">=3.7.0"
+version = "0.17.3"
+requires_python = ">=3.8.0"
 summary = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 dependencies = [
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@@ -2067,8 +1927,8 @@ dependencies = [
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 ]
 files = [
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 [[package]]
@@ -2086,12 +1946,12 @@ files = [
 
 [[package]]
 name = "identify"
-version = "2.5.24"
-requires_python = ">=3.7"
+version = "2.5.30"
+requires_python = ">=3.8"
 summary = "File identification library for Python"
 files = [
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 ]
 
 [[package]]
@@ -2106,16 +1966,16 @@ files = [
 
 [[package]]
 name = "imageio"
-version = "2.31.1"
-requires_python = ">=3.7"
+version = "2.31.5"
+requires_python = ">=3.8"
 summary = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 dependencies = [
     "numpy",
     "pillow>=8.3.2",
 ]
 files = [
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 ]
 
 [[package]]
@@ -2143,15 +2003,15 @@ files = [
 
 [[package]]
 name = "importlib-resources"
-version = "6.0.0"
+version = "6.1.0"
 requires_python = ">=3.8"
 summary = "Read resources from Python packages"
 dependencies = [
     "zipp>=3.1.0; python_version < \"3.10\"",
 ]
 files = [
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 [[package]]
@@ -2268,29 +2128,19 @@ files = [
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-[[package]]
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-version = "1.0.1"
-requires_python = ">=3.7"
-summary = "JSON Matching Expressions"
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-
 [[package]]
 name = "joblib"
-version = "1.3.1"
+version = "1.3.2"
 requires_python = ">=3.7"
 summary = "Lightweight pipelining with Python functions"
 files = [
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 ]
 
 [[package]]
 name = "jsonschema"
-version = "4.18.4"
+version = "4.19.1"
 requires_python = ">=3.8"
 summary = "An implementation of JSON Schema validation for Python"
 dependencies = [
@@ -2302,8 +2152,8 @@ dependencies = [
     "rpds-py>=0.7.1",
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 ]
 
 [[package]]
@@ -2332,70 +2182,101 @@ files = [
 
 [[package]]
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+version = "4.1.0"
 requires_python = ">=3.6"
 summary = "LightGBM Python Package"
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 summary = "The Deep Learning framework to train, deploy, and ship AI products Lightning fast."
 dependencies = [
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 summary = "Lightning Cloud"
 dependencies = [
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 ]
 
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+version = "17.0.2"
+summary = "A Software Testing Tool"
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+
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@@ -2633,15 +2522,15 @@ files = [
 
 [[package]]
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-requires_python = ">=3.7"
+version = "3.5"
+requires_python = ">=3.8"
 summary = "Python implementation of John Gruber's Markdown."
 dependencies = [
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-version = "1.18.0"
-requires_python = ">=3.7"
-summary = "OpenTelemetry Collector Protobuf over HTTP Exporter"
+name = "opencensus"
+version = "0.11.3"
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 dependencies = [
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-    "opentelemetry-sdk~=1.18.0",
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+    "opencensus-context>=0.1.3",
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 files = [
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 [[package]]
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-summary = "Zipkin Span Exporters for OpenTelemetry"
-dependencies = [
-    "opentelemetry-exporter-zipkin-json==1.18.0",
-    "opentelemetry-exporter-zipkin-proto-http==1.18.0",
-]
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+version = "0.1.3"
+summary = "OpenCensus Runtime Context"
 files = [
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 [[package]]
-name = "opentelemetry-exporter-zipkin-json"
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-requires_python = ">=3.7"
-summary = "Zipkin Span JSON Exporter for OpenTelemetry"
+name = "opencv-python-headless"
+version = "4.8.1.78"
+requires_python = ">=3.6"
+summary = "Wrapper package for OpenCV python bindings."
 dependencies = [
-    "opentelemetry-api~=1.3",
-    "opentelemetry-sdk~=1.11",
-    "requests~=2.7",
+    "numpy>=1.17.0; python_version >= \"3.7\"",
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+    "numpy>=1.19.3; python_version >= \"3.9\"",
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+    "numpy>=1.21.2; python_version >= \"3.10\"",
+    "numpy>=1.21.4; python_version >= \"3.10\" and platform_system == \"Darwin\"",
+    "numpy>=1.23.5; python_version >= \"3.11\"",
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 files = [
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 ]
 
 [[package]]
-name = "opentelemetry-exporter-zipkin-proto-http"
+name = "opentelemetry-api"
 version = "1.18.0"
 requires_python = ">=3.7"
-summary = "Zipkin Span Protobuf Exporter for OpenTelemetry"
+summary = "OpenTelemetry Python API"
 dependencies = [
-    "opentelemetry-api~=1.3",
-    "opentelemetry-exporter-zipkin-json==1.18.0",
-    "opentelemetry-sdk~=1.11",
-    "protobuf~=3.12",
-    "requests~=2.7",
+    "deprecated>=1.2.6",
+    "importlib-metadata~=6.0.0",
+    "setuptools>=16.0",
 ]
 files = [
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 [[package]]
@@ -3533,36 +3438,6 @@ files = [
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 ]
 
-[[package]]
-name = "opentelemetry-instrumentation-grpc"
-version = "0.39b0"
-requires_python = ">=3.7"
-summary = "OpenTelemetry gRPC instrumentation"
-dependencies = [
-    "opentelemetry-api~=1.12",
-    "opentelemetry-instrumentation==0.39b0",
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     "cffi; implementation_name == \"pypy\"",
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 requires_python = ">=3.7.0"
 summary = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 dependencies = [
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 ]
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 summary = "the blessed package to manage your versions by scm tags"
 dependencies = [
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+    "packaging>=20",
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 requires_python = ">=3.6,<4.0"
 summary = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
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+requires_python = ">=3.7"
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 files = [
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+requires_python = ">=3.7"
 summary = "Industrial-strength Natural Language Processing (NLP) in Python"
 dependencies = [
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 [[package]]
@@ -5439,12 +5361,12 @@ files = [
 
 [[package]]
 name = "spacy-loggers"
-version = "1.0.4"
+version = "1.0.5"
 requires_python = ">=3.6"
 summary = "Logging utilities for SpaCy"
 files = [
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 [[package]]
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-    {file = "zope.interface-6.0-cp38-cp38-win_amd64.whl", hash = "sha256:b3f543ae9d3408549a9900720f18c0194ac0fe810cecda2a584fd4dca2eb3bb8"},
-    {file = "zope.interface-6.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d0583b75f2e70ec93f100931660328965bb9ff65ae54695fb3fa0a1255daa6f2"},
-    {file = "zope.interface-6.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:23ac41d52fd15dd8be77e3257bc51bbb82469cf7f5e9a30b75e903e21439d16c"},
-    {file = "zope.interface-6.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:99856d6c98a326abbcc2363827e16bd6044f70f2ef42f453c0bd5440c4ce24e5"},
-    {file = "zope.interface-6.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1592f68ae11e557b9ff2bc96ac8fc30b187e77c45a3c9cd876e3368c53dc5ba8"},
-    {file = "zope.interface-6.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4407b1435572e3e1610797c9203ad2753666c62883b921318c5403fb7139dec2"},
-    {file = "zope.interface-6.0-cp39-cp39-win_amd64.whl", hash = "sha256:5171eb073474a5038321409a630904fd61f12dd1856dd7e9d19cd6fe092cbbc5"},
-    {file = "zope.interface-6.0.tar.gz", hash = "sha256:aab584725afd10c710b8f1e6e208dbee2d0ad009f57d674cb9d1b3964037275d"},
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index f5d888233dc..0a070853ee8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,6 +34,7 @@ dependencies = [
     "cloudpickle>=2.0.0",
     "deepmerge",
     "fs",
+    "httpx",
     "inflection",
     "numpy",
     # OpenTelemetry is the server dependencies, rather than SDK

From 3de5ff503ff726efa514533f5d670cd05cbc9632 Mon Sep 17 00:00:00 2001
From: Sauyon Lee <git@sjle.co>
Date: Mon, 9 Oct 2023 19:16:23 -0700
Subject: [PATCH 2/9] separate sync and async clients

Co-Authored-By: Judah Rand <17158624+judahrand@users.noreply.github.com>
---
 src/bentoml/_internal/client/__init__.py | 305 ++++++++++--
 src/bentoml/_internal/client/grpc.py     | 585 +++++++++++++++++++----
 src/bentoml/_internal/client/http.py     | 262 +++++++---
 src/bentoml/client.py                    |  16 +-
 4 files changed, 975 insertions(+), 193 deletions(-)

diff --git a/src/bentoml/_internal/client/__init__.py b/src/bentoml/_internal/client/__init__.py
index 81d3a9b850b..66ad4c41323 100644
--- a/src/bentoml/_internal/client/__init__.py
+++ b/src/bentoml/_internal/client/__init__.py
@@ -1,6 +1,5 @@
 from __future__ import annotations
 
-import asyncio
 import functools
 import logging
 import typing as t
@@ -17,8 +16,12 @@
     from types import TracebackType
 
     from ..service import Service
+    from .grpc import AsyncGrpcClient
     from .grpc import GrpcClient
+    from .grpc import SyncGrpcClient
+    from .http import AsyncHTTPClient
     from .http import HTTPClient
+    from .http import SyncHTTPClient
 
 
 class Client(ABC):
@@ -26,65 +29,65 @@ class Client(ABC):
     _svc: Service
     endpoints: list[str]
 
+    _sync_client: SyncClient
+    _async_client: AsyncClient
+
     def __init__(self, svc: Service, server_url: str):
+        logger.warning("Client is deprecated and will be removed in BentoML 2.0, please use AsyncClient or SyncClient instead.")
         self._svc = svc
         self.server_url = server_url
 
-        if svc is not None and len(svc.apis) == 0:
+        if len(svc.apis) == 0:
             raise BentoMLException("No APIs were found when constructing client.")
 
         self.endpoints = []
-        for name, api in self._svc.apis.items():
+        for name in self._svc.apis.keys():
             self.endpoints.append(name)
 
             if not hasattr(self, name):
-                setattr(
-                    self, name, functools.partial(self._sync_call, _bentoml_api=api)
-                )
+                setattr(self, name, functools.partial(self.call, bentoml_api_name=name))
 
             if not hasattr(self, f"async_{name}"):
                 setattr(
                     self,
                     f"async_{name}",
-                    functools.partial(self._call, _bentoml_api=api),
+                    functools.partial(self.async_call, bentoml_api_name=name),
                 )
 
-    def call(self, bentoml_api_name: str, inp: t.Any = None, **kwargs: t.Any) -> t.Any:
-        return self._sync_call(
-            inp, _bentoml_api=self._svc.apis[bentoml_api_name], **kwargs
+    def call(
+        self,
+        bentoml_api_name: str,
+        inp: t.Any = None,
+        **kwargs: t.Any,
+    ) -> t.Any:
+        return self._sync_client.call(
+            inp=inp, bentoml_api_name=bentoml_api_name, **kwargs
         )
 
     async def async_call(
         self, bentoml_api_name: str, inp: t.Any = None, **kwargs: t.Any
     ) -> t.Any:
-        return await self._call(
-            inp, _bentoml_api=self._svc.apis[bentoml_api_name], **kwargs
+        return await self._async_client.call(
+            inp=inp, bentoml_api_name=bentoml_api_name, **kwargs
         )
 
     @staticmethod
     def wait_until_server_ready(
         host: str, port: int, timeout: float = 30, **kwargs: t.Any
     ) -> None:
-        try:
-            from .http import HTTPClient
+        SyncClient.wait_until_server_ready(host, port, timeout, **kwargs)
 
-            HTTPClient.wait_until_server_ready(host, port, timeout, **kwargs)
-        except BadStatusLine:
-            # when address is a RPC
-            from .grpc import GrpcClient
-
-            GrpcClient.wait_until_server_ready(host, port, timeout, **kwargs)
-        except Exception as err:
-            # caught all other exceptions
-            logger.error("Failed to connect to server %s:%s", host, port)
-            logger.error(err)
-            raise
+    @staticmethod
+    async def async_wait_until_server_ready(
+        host: str, port: int, timeout: float = 30, **kwargs: t.Any
+    ) -> None:
+        await AsyncClient.wait_until_server_ready(host, port, timeout, **kwargs)
 
     @t.overload
     @staticmethod
     def from_url(
         server_url: str, *, kind: None | t.Literal["auto"] = ...
-    ) -> GrpcClient | HTTPClient:
+    ) -> Client:
         ...
 
     @t.overload
@@ -99,7 +102,7 @@ def from_url(server_url: str, *, kind: t.Literal["grpc"] = ...) -> GrpcClient:
 
     @staticmethod
     def from_url(
-        server_url: str, *, kind: str | None = None, **kwargs: t.Any
+        server_url: str, *, kind: t.Literal["auto", "http", "grpc"] | None = None, **kwargs: t.Any
     ) -> Client:
         if kind is None or kind == "auto":
             try:
@@ -127,35 +130,263 @@ def from_url(
                 f"Invalid client kind '{kind}'. Must be one of 'http', 'grpc', or 'auto'."
             )
 
-    def _sync_call(
-        self, inp: t.Any = None, *, _bentoml_api: InferenceAPI[t.Any], **kwargs: t.Any
-    ):
-        return asyncio.run(self._call(inp, _bentoml_api=_bentoml_api, **kwargs))
+    def __enter__(self):
+        return self
+
+    def __exit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc_value: BaseException | None,
+        traceback: TracebackType | None,
+    ) -> bool | None:
+        return self._sync_client.close()
+
+    async def __aenter__(self):
+        return self
+
+    async def __aexit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc_value: BaseException | None,
+        traceback: TracebackType | None,
+    ) -> bool | None:
+        return await self._async_client.close()
+
+
+class AsyncClient(ABC):
+    server_url: str
+    _svc: Service
+    endpoints: list[str]
+
+    def __init__(self, svc: Service, server_url: str):
+        self._svc = svc
+        self.server_url = server_url
+
+        if len(svc.apis) == 0:
+            raise BentoMLException("No APIs were found when constructing client.")
+
+        self.endpoints = []
+        self.endpoints = []
+        for name, api in self._svc.apis.items():
+            self.endpoints.append(name)
+
+            if not hasattr(self, name):
+                setattr(
+                    self,
+                    name,
+                    functools.partial(self.call, _bentoml_api=api),
+                )
+
+    async def call(
+        self, bentoml_api_name: str, inp: t.Any = None, **kwargs: t.Any
+    ) -> t.Any:
+        return await self._call(
+            inp, _bentoml_api=self._svc.apis[bentoml_api_name], **kwargs
+        )
 
     @abstractmethod
     async def _call(
         self, inp: t.Any = None, *, _bentoml_api: InferenceAPI[t.Any], **kwargs: t.Any
     ) -> t.Any:
-        raise NotImplementedError
+        raise NotImplementedError()
 
-    def __enter__(self):
+    async def close(self):
+        pass
+
+    async def __aenter__(self):
         return self
 
-    def __exit__(
+    async def __aexit__(
         self,
         exc_type: type[BaseException] | None,
         exc_value: BaseException | None,
         traceback: TracebackType | None,
     ) -> bool | None:
+        await self.close()
+
+    @staticmethod
+    async def wait_until_server_ready(
+        host: str, port: int, timeout: float = 30, **kwargs: t.Any
+    ) -> None:
+        try:
+            from .http import AsyncHTTPClient
+
+            await AsyncHTTPClient.wait_until_server_ready(host, port, timeout, **kwargs)
+        except BadStatusLine:
+            # when address is a RPC
+            from .grpc import AsyncGrpcClient
+
+            await AsyncGrpcClient.wait_until_server_ready(host, port, timeout, **kwargs)
+        except Exception as err:
+            # caught all other exceptions
+            logger.error("Failed to connect to server %s:%s", host, port)
+            logger.error(err)
+            raise
+
+    @t.overload
+    @classmethod
+    async def from_url(
+        cls, server_url: str, *, kind: None | t.Literal["auto"] = ...
+    ) -> AsyncGrpcClient | AsyncHTTPClient:
+        ...
+
+    @t.overload
+    @classmethod
+    async def from_url(
+        cls, server_url: str, *, kind: t.Literal["http"] = ...
+    ) -> AsyncHTTPClient:
+        ...
+
+    @t.overload
+    @classmethod
+    async def from_url(
+        cls, server_url: str, *, kind: t.Literal["grpc"] = ...
+    ) -> AsyncGrpcClient:
+        ...
+
+    @classmethod
+    async def from_url(
+        cls, server_url: str, *, kind: t.Literal["auto", "http", "grpc"] | None = None, **kwargs: t.Any
+    ) -> AsyncClient:
+        if kind is None or kind == "auto":
+            try:
+                from .http import AsyncHTTPClient
+
+                return await AsyncHTTPClient.from_url(server_url, **kwargs)
+            except BadStatusLine:
+                from .grpc import AsyncGrpcClient
+
+                return await AsyncGrpcClient.from_url(server_url, **kwargs)
+            except Exception as e:  # pylint: disable=broad-except
+                raise BentoMLException(
+                    f"Failed to create a BentoML client from given URL '{server_url}': {e} ({e.__class__.__name__})"
+                ) from e
+        elif kind == "http":
+            from .http import AsyncHTTPClient
+
+            return await AsyncHTTPClient.from_url(server_url, **kwargs)
+        elif kind == "grpc":
+            from .grpc import AsyncGrpcClient
+
+            return await AsyncGrpcClient.from_url(server_url, **kwargs)
+        else:
+            raise BentoMLException(
+                f"Invalid client kind '{kind}'. Must be one of 'http', 'grpc', or 'auto'."
+            )
+
+
+class SyncClient(ABC):
+    server_url: str
+    _svc: Service
+    endpoints: list[str]
+
+    def __init__(self, svc: Service, server_url: str):
+        self._svc = svc
+        self.server_url = server_url
+
+        if len(svc.apis) == 0:
+            raise BentoMLException("No APIs were found when constructing client.")
+
+        self.endpoints = []
+        for name, api in self._svc.apis.items():
+            self.endpoints.append(name)
+
+            if not hasattr(self, name):
+                setattr(
+                    self,
+                    name,
+                    functools.partial(self.call, _bentoml_api=api),
+                )
+
+    def call(self, bentoml_api_name: str, inp: t.Any = None, **kwargs: t.Any) -> t.Any:
+        return self._call(inp, _bentoml_api=self._svc.apis[bentoml_api_name], **kwargs)
+
+    @abstractmethod
+    def _call(
+        self, inp: t.Any = None, *, _bentoml_api: InferenceAPI[t.Any], **kwargs: t.Any
+    ) -> t.Any:
+        raise NotImplementedError()
+
+    def close(self) -> None:
         pass
 
-    async def __aenter__(self):
+    def __enter__(self):
         return self
 
-    async def __aexit__(
+    def __exit__(
         self,
         exc_type: type[BaseException] | None,
         exc_value: BaseException | None,
         traceback: TracebackType | None,
     ) -> bool | None:
-        pass
+        self.close()
+
+    @staticmethod
+    def wait_until_server_ready(
+        host: str, port: int, timeout: float = 30, **kwargs: t.Any
+    ) -> None:
+        try:
+            from .http import SyncHTTPClient
+
+            SyncHTTPClient.wait_until_server_ready(host, port, timeout, **kwargs)
+        except BadStatusLine:
+            # when address is a RPC
+            from .grpc import SyncGrpcClient
+
+            SyncGrpcClient.wait_until_server_ready(host, port, timeout, **kwargs)
+        except Exception as err:
+            # caught all other exceptions
+            logger.error("Failed to connect to server %s:%s", host, port)
+            logger.error(err)
+            raise
+
+    @t.overload
+    @classmethod
+    def from_url(
+        cls, server_url: str, *, kind: None | t.Literal["auto"] = ...
+    ) -> SyncGrpcClient | SyncHTTPClient:
+        ...
+
+    @t.overload
+    @classmethod
+    def from_url(
+        cls, server_url: str, *, kind: t.Literal["http"] = ...
+    ) -> SyncHTTPClient:
+        ...
+
+    @t.overload
+    @classmethod
+    def from_url(
+        cls, server_url: str, *, kind: t.Literal["grpc"] = ...
+    ) -> SyncGrpcClient:
+        ...
+
+    @classmethod
+    def from_url(
+        cls, server_url: str, *, kind: str | None = None, **kwargs: t.Any
+    ) -> SyncClient:
+        if kind is None or kind == "auto":
+            try:
+                from .http import SyncHTTPClient
+
+                return SyncHTTPClient.from_url(server_url, **kwargs)
+            except BadStatusLine:
+                from .grpc import SyncGrpcClient
+
+                return SyncGrpcClient.from_url(server_url, **kwargs)
+            except Exception as e:  # pylint: disable=broad-except
+                raise BentoMLException(
+                    f"Failed to create a BentoML client from given URL '{server_url}': {e} ({e.__class__.__name__})"
+                ) from e
+        elif kind == "http":
+            from .http import SyncHTTPClient
+
+            return SyncHTTPClient.from_url(server_url, **kwargs)
+        elif kind == "grpc":
+            from .grpc import SyncGrpcClient
+
+            return SyncGrpcClient.from_url(server_url, **kwargs)
+        else:
+            raise BentoMLException(
+                f"Invalid client kind '{kind}'. Must be one of 'http', 'grpc', or 'auto'."
+            )
diff --git a/src/bentoml/_internal/client/grpc.py b/src/bentoml/_internal/client/grpc.py
index 17f939b0977..75fed0ac465 100644
--- a/src/bentoml/_internal/client/grpc.py
+++ b/src/bentoml/_internal/client/grpc.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-import functools
+import asyncio
 import logging
 import time
 import typing as t
@@ -18,7 +18,9 @@
 from ..service import Service
 from ..service.inference_api import InferenceAPI
 from ..utils import LazyLoader
+from . import AsyncClient
 from . import Client
+from . import SyncClient
 
 logger = logging.getLogger(__name__)
 
@@ -30,6 +32,7 @@
     from google.protobuf import json_format as _json_format
     from grpc import aio
     from grpc._channel import Channel as GrpcSyncChannel
+    from grpc.aio._channel import Channel as GrpcAsyncChannel
     from grpc_health.v1 import health_pb2 as pb_health
 
     from ...grpc.v1.service_pb2 import Response
@@ -52,8 +55,15 @@ class ClientCredentials(t.TypedDict):
     )
 
 
-# TODO: xDS support
 class GrpcClient(Client):
+    def __init__(self, svc: Service, server_url: str):
+        self._sync_client = SyncGrpcClient(svc=svc, server_url=server_url)
+        self._async_client = AsyncGrpcClient(svc=svc, server_url=server_url)
+        super().__init__(svc, server_url)
+
+
+# TODO: xDS support
+class AsyncGrpcClient(AsyncClient):
     def __init__(
         self,
         server_url: str,
@@ -88,8 +98,8 @@ def __init__(
         self._call_rpc = f"/bentoml.grpc.{protocol_version}.BentoService/Call"
         super().__init__(svc, server_url)
 
-    @property
-    def channel(self):
+    @cached_property
+    def channel(self) -> GrpcAsyncChannel:
         if self._credentials is not None:
             return aio.secure_channel(
                 self.server_url,
@@ -98,27 +108,26 @@ def channel(self):
                 compression=self._compression,
                 interceptors=self._interceptors,
             )
-        else:
-            return aio.insecure_channel(
-                self.server_url,
-                options=self._options,
-                compression=self._compression,
-                interceptors=self._interceptors,
-            )
+        return aio.insecure_channel(
+            self.server_url,
+            options=self._options,
+            compression=self._compression,
+            interceptors=self._interceptors,
+        )
 
     @staticmethod
-    def _create_sync_channel(
+    def _create_channel(
         server_url: str,
         ssl: bool = False,
         ssl_client_credentials: ClientCredentials | None = None,
         channel_options: t.Any | None = None,
         compression: grpc.Compression | None = None,
-    ) -> GrpcSyncChannel:
+    ) -> GrpcAsyncChannel:
         if ssl:
             assert (
                 ssl_client_credentials is not None
             ), "'ssl=True' requires 'ssl_client_credentials'"
-            return grpc.secure_channel(
+            return aio.secure_channel(
                 server_url,
                 credentials=grpc.ssl_channel_credentials(
                     **{
@@ -129,12 +138,12 @@ def _create_sync_channel(
                 options=channel_options,
                 compression=compression,
             )
-        return grpc.insecure_channel(
+        return aio.insecure_channel(
             server_url, options=channel_options, compression=compression
         )
 
     @staticmethod
-    def wait_until_server_ready(
+    async def wait_until_server_ready(
         host: str,
         port: int,
         timeout: float = 30,
@@ -144,21 +153,38 @@ def wait_until_server_ready(
     ) -> None:
         protocol_version = kwargs.get("protocol_version", LATEST_PROTOCOL_VERSION)
 
-        channel = GrpcClient._create_sync_channel(
+        async with AsyncGrpcClient._create_channel(
             f"{host}:{port}",
             ssl=kwargs.get("ssl", False),
             ssl_client_credentials=kwargs.get("ssl_client_credentials", None),
             channel_options=kwargs.get("channel_options", None),
             compression=kwargs.get("compression", None),
-        )
-        rpc = channel.unary_unary(
-            "/grpc.health.v1.Health/Check",
-            request_serializer=pb_health.HealthCheckRequest.SerializeToString,
-            response_deserializer=pb_health.HealthCheckResponse.FromString,
-        )
+        ) as channel:
+            rpc = channel.unary_unary(
+                "/grpc.health.v1.Health/Check",
+                request_serializer=pb_health.HealthCheckRequest.SerializeToString,
+                response_deserializer=pb_health.HealthCheckResponse.FromString,
+            )
+
+            start_time = time.time()
+            while time.time() - start_time < timeout:
+                try:
+                    response = t.cast(
+                        pb_health.HealthCheckResponse,
+                        rpc(
+                            pb_health.HealthCheckRequest(
+                                service=f"bentoml.grpc.{protocol_version}.BentoService"
+                            )
+                        ),
+                    )
+                    if response.status == pb_health.HealthCheckResponse.SERVING:
+                        break
+                    else:
+                        asyncio.sleep(check_interval)
+                except grpc.RpcError:
+                    logger.debug("Server is not ready. Retrying...")
+                    await asyncio.sleep(check_interval)
 
-        start_time = time.time()
-        while time.time() - start_time < timeout:
             try:
                 response = t.cast(
                     pb_health.HealthCheckResponse,
@@ -168,33 +194,14 @@ def wait_until_server_ready(
                         )
                     ),
                 )
-                if response.status == pb_health.HealthCheckResponse.SERVING:
-                    break
-                else:
-                    time.sleep(check_interval)
-            except grpc.RpcError:
-                logger.debug("Server is not ready. Retrying...")
-                time.sleep(check_interval)
-
-        try:
-            response = t.cast(
-                pb_health.HealthCheckResponse,
-                rpc(
-                    pb_health.HealthCheckRequest(
-                        service=f"bentoml.grpc.{protocol_version}.BentoService"
+                if response.status != pb_health.HealthCheckResponse.SERVING:
+                    raise TimeoutError(
+                        f"Timed out waiting {timeout} seconds for server at '{host}:{port}' to be ready."
                     )
-                ),
-            )
-            if response.status != pb_health.HealthCheckResponse.SERVING:
-                raise TimeoutError(
-                    f"Timed out waiting {timeout} seconds for server at '{host}:{port}' to be ready."
-                )
-        except (grpc.RpcError, TimeoutError) as err:
-            logger.error("Caught exception while connecting to %s:%s:", host, port)
-            logger.error(err)
-            raise
-        finally:
-            channel.close()
+            except (grpc.RpcError, TimeoutError) as err:
+                logger.error("Caught exception while connecting to %s:%s:", host, port)
+                logger.error(err)
+                raise
 
     @cached_property
     def _rpc_metadata(self) -> dict[str, dict[str, t.Any]]:
@@ -221,41 +228,66 @@ def _rpc_metadata(self) -> dict[str, dict[str, t.Any]]:
             )
         }
 
-    async def health(self, service_name: str, *, timeout: int = 30) -> t.Any:
-        return await self._invoke(
-            method_name="/grpc.health.v1.Health/Check",
-            service=service_name,
-            _grpc_channel_timeout=timeout,
-        )
+    @cached_property
+    def _rpc_methods(
+        self,
+    ) -> dict[str, t.Callable[..., t.Awaitable["Response"]]]:
+        def make_async_fn(
+            method_name: str,
+            input_type: t.Any,
+            output_type: t.Any,
+        ) -> t.Callable[..., t.Awaitable["Response"]]:
+            rpc = self.channel.unary_unary(
+                method_name,
+                request_serializer=input_type.SerializeToString,
+                response_deserializer=output_type.FromString,
+            )
 
-    async def _invoke(self, method_name: str, **attrs: t.Any):
-        # channel kwargs include timeout, metadata, credentials, wait_for_ready and compression
-        # to pass it in kwargs add prefix _grpc_channel_<args>
-        channel_kwargs = {
-            k: attrs.pop(f"_grpc_channel_{k}", None)
-            for k in {
-                "timeout",
-                "metadata",
-                "credentials",
-                "wait_for_ready",
-                "compression",
-            }
-        }
-        if method_name not in self._rpc_metadata:
-            raise ValueError(
-                f"'{method_name}' is a yet supported rpc. Current supported are: {self._rpc_metadata}"
+            def fn(
+                channel_kwargs: t.Dict[str, t.Any],
+                method_kwargs: t.Dict[str, t.Any],
+            ) -> t.Awaitable["Response"]:
+                return t.cast(
+                    t.Awaitable["Response"],
+                    rpc(input_type(**method_kwargs), **channel_kwargs),
+                )
+
+            return fn
+
+        return {
+            method_name: make_async_fn(
+                method_name,
+                input_type=metadata["input_type"],
+                output_type=metadata["output_type"],
             )
-        metadata = self._rpc_metadata[method_name]
-        rpc = self.channel.unary_unary(
-            method_name,
-            request_serializer=metadata["input_type"].SerializeToString,
-            response_deserializer=metadata["output_type"].FromString,
+            for method_name, metadata in self._rpc_metadata.items()
+        }
+
+    async def health(self, service_name: str, *, timeout: int = 30) -> t.Any:
+        return await self._rpc_methods["/grpc.health.v1.Health/Check"](
+            method_kwargs={"service": service_name},
+            channel_kwargs={"timeout": timeout},
         )
 
-        return await t.cast(
-            "t.Awaitable[Response]",
-            rpc(metadata["input_type"](**attrs), **channel_kwargs),
+    @staticmethod
+    def _split_channel_args(
+        **kwargs: t.Any,
+    ) -> tuple[t.Dict[str, t.Any], t.Dict[str, t.Any]]:
+        channel_kwarg_names = (
+            "timeout",
+            "metadata",
+            "credentials",
+            "wait_for_ready",
+            "compression",
         )
+        channel_kwargs: t.Dict[str, t.Any] = {}
+        other_kwargs: t.Dict[str, t.Any] = {}
+        for k, v in kwargs.items():
+            if k in channel_kwarg_names:
+                channel_kwargs[k] = v
+            else:
+                other_kwargs[k] = v
+        return other_kwargs, channel_kwargs
 
     async def _call(
         self,
@@ -269,41 +301,392 @@ async def _call(
             # create a blocking call to wait til channel is ready.
             await self.channel.channel_ready()
 
-        fn = functools.partial(
-            self._invoke,
-            method_name=f"/bentoml.grpc.{self._protocol_version}.BentoService/Call",
-            **{
-                f"_grpc_channel_{k}": attrs.pop(f"_grpc_channel_{k}", None)
-                for k in {
-                    "timeout",
-                    "metadata",
-                    "credentials",
-                    "wait_for_ready",
-                    "compression",
-                }
+        if _bentoml_api.multi_input:
+            if inp is not None:
+                raise BentoMLException(
+                    f"'{_bentoml_api.name}' takes multiple inputs; all inputs must be passed as keyword arguments."
+                )
+            serialized_req = await _bentoml_api.input.to_proto(attrs)
+        else:
+            serialized_req = await _bentoml_api.input.to_proto(inp)
+
+        # A call includes api_name and given proto_fields
+        api_fn = {v: k for k, v in self._svc.apis.items()}
+        kwargs, channel_kwargs = self._split_channel_args(**attrs)
+        kwargs.update(
+            {
+                "api_name": api_fn[_bentoml_api],
+                _bentoml_api.input.proto_fields[0]: serialized_req,
             },
         )
 
+        if self._call_rpc not in self._rpc_methods:
+            raise ValueError(
+                f"'{self._call_rpc}' is a yet supported rpc. Current supported are: {self._rpc_metadata}"
+            )
+        proto = await self._rpc_methods[self._call_rpc](
+            channel_kwargs=channel_kwargs,
+            method_kwargs=kwargs,
+        )
+        return await _bentoml_api.output.from_proto(
+            getattr(proto, proto.WhichOneof("content"))
+        )
+
+    @classmethod
+    async def from_url(cls, server_url: str, **kwargs: t.Any) -> AsyncGrpcClient:
+        protocol_version = kwargs.get("protocol_version", LATEST_PROTOCOL_VERSION)
+
+        # Since v1, we introduce a ServiceMetadata rpc to retrieve bentoml.Service metadata.
+        # then `client.predict` or `client.classify` won't be available.
+        # client.Call will still persist for both protocol version.
+        if parse(protocol_version) < parse("v1"):
+            exception_message = [
+                f"Using protocol version {protocol_version} older than v1. 'bentoml.client.Client' will only support protocol version v1 onwards. To create client with protocol version '{protocol_version}', do the following:\n"
+                f"""\
+
+from bentoml.grpc.utils import import_generated_stubs, import_grpc
+
+pb, services = import_generated_stubs("{protocol_version}")
+
+grpc, _ = import_grpc()
+
+def run():
+    with grpc.insecure_channel("localhost:3000") as channel:
+        stubs = services.BentoServiceStub(channel)
+        req = stubs.Call(
+            request=pb.Request(
+                api_name="predict",
+                ndarray=pb.NDArray(
+                    dtype=pb.NDArray.DTYPE_FLOAT,
+                    shape=(1, 4),
+                    float_values=[5.9, 3, 5.1, 1.8],
+                    ),
+                )
+            )
+            print(req)
+
+if __name__ == '__main__':
+    run()
+"""
+            ]
+            raise BentoMLException("\n".join(exception_message))
+        pb, _ = import_generated_stubs(protocol_version)
+
+        async with AsyncGrpcClient._create_channel(
+            server_url.replace(r"localhost", "0.0.0.0"),
+            ssl=kwargs.get("ssl", False),
+            ssl_client_credentials=kwargs.get("ssl_client_credentials", None),
+            channel_options=kwargs.get("channel_options", None),
+            compression=kwargs.get("compression", None),
+        ) as channel:
+            # create an insecure channel to invoke ServiceMetadata rpc
+            metadata = t.cast(
+                "ServiceMetadataResponse",
+                channel.unary_unary(
+                    f"/bentoml.grpc.{protocol_version}.BentoService/ServiceMetadata",
+                    request_serializer=pb.ServiceMetadataRequest.SerializeToString,
+                    response_deserializer=pb.ServiceMetadataResponse.FromString,
+                )(pb.ServiceMetadataRequest()),
+            )
+        dummy_service = Service(metadata.name)
+
+        for api in metadata.apis:
+            try:
+                dummy_service.apis[api.name] = InferenceAPI[t.Any](
+                    None,
+                    io_descriptors.from_spec(
+                        {
+                            "id": api.input.descriptor_id,
+                            "args": _json_format.MessageToDict(
+                                api.input.attributes
+                            ).get("args", None),
+                        }
+                    ),
+                    io_descriptors.from_spec(
+                        {
+                            "id": api.output.descriptor_id,
+                            "args": _json_format.MessageToDict(
+                                api.output.attributes
+                            ).get("args", None),
+                        }
+                    ),
+                    name=api.name,
+                    doc=api.docs,
+                )
+            except BentoMLException as e:
+                logger.error("Failed to instantiate client for API %s: ", api.name, e)
+
+        return cls(server_url, dummy_service, **kwargs)
+
+    async def close(self):
+        await self.channel.close()
+        return await super().close()
+
+
+# TODO: xDS support
+class SyncGrpcClient(SyncClient):
+    def __init__(
+        self,
+        server_url: str,
+        svc: Service,
+        # gRPC specific options
+        ssl: bool = False,
+        channel_options: aio.ChannelArgumentType | None = None,
+        interceptors: t.Sequence[aio.ClientInterceptor] | None = None,
+        compression: grpc.Compression | None = None,
+        ssl_client_credentials: ClientCredentials | None = None,
+        *,
+        protocol_version: str = LATEST_PROTOCOL_VERSION,
+        **kwargs: t.Any,
+    ):
+        self._pb, _ = import_generated_stubs(protocol_version)
+
+        self._protocol_version = protocol_version
+        self._compression = compression
+        self._options = channel_options
+        self._interceptors = interceptors
+        self._credentials = None
+        if ssl:
+            assert (
+                ssl_client_credentials is not None
+            ), "'ssl=True' requires 'ssl_client_credentials'"
+            self._credentials = grpc.ssl_channel_credentials(
+                **{
+                    k: load_from_file(v) if isinstance(v, str) else v
+                    for k, v in ssl_client_credentials.items()
+                }
+            )
+        self._call_rpc = f"/bentoml.grpc.{protocol_version}.BentoService/Call"
+        super().__init__(svc, server_url)
+
+    @cached_property
+    def channel(self) -> GrpcSyncChannel:
+        if self._credentials is not None:
+            return grpc.secure_channel(
+                self.server_url,
+                credentials=self._credentials,
+                options=self._options,
+                compression=self._compression,
+            )
+        return grpc.insecure_channel(
+            self.server_url,
+            options=self._options,
+            compression=self._compression,
+        )
+
+    @staticmethod
+    def _create_channel(
+        server_url: str,
+        ssl: bool = False,
+        ssl_client_credentials: ClientCredentials | None = None,
+        channel_options: t.Any | None = None,
+        compression: grpc.Compression | None = None,
+    ) -> GrpcSyncChannel:
+        if ssl:
+            assert (
+                ssl_client_credentials is not None
+            ), "'ssl=True' requires 'ssl_client_credentials'"
+            return grpc.secure_channel(
+                server_url,
+                credentials=grpc.ssl_channel_credentials(
+                    **{
+                        k: load_from_file(v) if isinstance(v, str) else v
+                        for k, v in ssl_client_credentials.items()
+                    }
+                ),
+                options=channel_options,
+                compression=compression,
+            )
+        return grpc.insecure_channel(
+            server_url, options=channel_options, compression=compression
+        )
+
+    @staticmethod
+    def wait_until_server_ready(
+        host: str,
+        port: int,
+        timeout: float = 30,
+        check_interval: int = 1,
+        # set kwargs here to omit gRPC kwargs
+        **kwargs: t.Any,
+    ) -> None:
+        protocol_version = kwargs.get("protocol_version", LATEST_PROTOCOL_VERSION)
+
+        with GrpcClient._create_channel(
+            f"{host}:{port}",
+            ssl=kwargs.get("ssl", False),
+            ssl_client_credentials=kwargs.get("ssl_client_credentials", None),
+            channel_options=kwargs.get("channel_options", None),
+            compression=kwargs.get("compression", None),
+        ) as channel:
+            rpc = channel.unary_unary(
+                "/grpc.health.v1.Health/Check",
+                request_serializer=pb_health.HealthCheckRequest.SerializeToString,
+                response_deserializer=pb_health.HealthCheckResponse.FromString,
+            )
+
+            start_time = time.time()
+            while time.time() - start_time < timeout:
+                try:
+                    response = t.cast(
+                        pb_health.HealthCheckResponse,
+                        rpc(
+                            pb_health.HealthCheckRequest(
+                                service=f"bentoml.grpc.{protocol_version}.BentoService"
+                            )
+                        ),
+                    )
+                    if response.status == pb_health.HealthCheckResponse.SERVING:
+                        break
+                    else:
+                        time.sleep(check_interval)
+                except grpc.RpcError:
+                    logger.debug("Server is not ready. Retrying...")
+                    time.sleep(check_interval)
+
+            try:
+                response = t.cast(
+                    pb_health.HealthCheckResponse,
+                    rpc(
+                        pb_health.HealthCheckRequest(
+                            service=f"bentoml.grpc.{protocol_version}.BentoService"
+                        )
+                    ),
+                )
+                if response.status != pb_health.HealthCheckResponse.SERVING:
+                    raise TimeoutError(
+                        f"Timed out waiting {timeout} seconds for server at '{host}:{port}' to be ready."
+                    )
+            except (grpc.RpcError, TimeoutError) as err:
+                logger.error("Caught exception while connecting to %s:%s:", host, port)
+                logger.error(err)
+                raise
+
+    @cached_property
+    def _rpc_metadata(self) -> dict[str, dict[str, t.Any]]:
+        # Currently all RPCs in BentoService are unary-unary
+        # NOTE: we will set the types of the stubs to be Any.
+        return {
+            method: {"input_type": input_type, "output_type": output_type}
+            for method, input_type, output_type in (
+                (
+                    self._call_rpc,
+                    self._pb.Request,
+                    self._pb.Response,
+                ),
+                (
+                    f"/bentoml.grpc.{self._protocol_version}.BentoService/ServiceMetadata",
+                    self._pb.ServiceMetadataRequest,
+                    self._pb.ServiceMetadataResponse,
+                ),
+                (
+                    "/grpc.health.v1.Health/Check",
+                    pb_health.HealthCheckRequest,
+                    pb_health.HealthCheckResponse,
+                ),
+            )
+        }
+
+    @cached_property
+    def _rpc_methods(self) -> dict[str, t.Callable[..., "Response"]]:
+        def make_sync_fn(
+            method_name: str,
+            input_type: t.Any,
+            output_type: t.Any,
+        ) -> t.Callable[..., "Response"]:
+            rpc = self.channel.unary_unary(
+                method_name,
+                request_serializer=input_type.SerializeToString,
+                response_deserializer=output_type.FromString,
+            )
+
+            def fn(
+                channel_kwargs: t.Dict[str, t.Any],
+                method_kwargs: t.Dict[str, t.Any],
+            ) -> Response:
+                return t.cast(
+                    "Response",
+                    rpc(input_type(**method_kwargs), **channel_kwargs),
+                )
+
+            return fn
+
+        return {
+            method_name: make_sync_fn(
+                method_name,
+                input_type=metadata["input_type"],
+                output_type=metadata["output_type"],
+            )
+            for method_name, metadata in self._rpc_metadata.items()
+        }
+
+    def health(self, service_name: str, *, timeout: int = 30) -> t.Any:
+        return self._rpc_methods["/grpc.health.v1.Health/Check"](
+            method_kwargs={"service": service_name},
+            channel_kwargs={"timeout": timeout},
+        )
+
+    @staticmethod
+    def _split_channel_args(
+        **kwargs: t.Any,
+    ) -> tuple[t.Dict[str, t.Any], t.Dict[str, t.Any]]:
+        channel_kwarg_names = (
+            "timeout",
+            "metadata",
+            "credentials",
+            "wait_for_ready",
+            "compression",
+        )
+        channel_kwargs: t.Dict[str, t.Any] = {}
+        other_kwargs: t.Dict[str, t.Any] = {}
+        for k, v in kwargs.items():
+            if k in channel_kwarg_names:
+                channel_kwargs[k] = v
+            else:
+                other_kwargs[k] = v
+        return other_kwargs, channel_kwargs
+
+    def _call(
+        self,
+        inp: t.Any = None,
+        *,
+        _bentoml_api: InferenceAPI[t.Any],
+        **attrs: t.Any,
+    ):
         if _bentoml_api.multi_input:
             if inp is not None:
                 raise BentoMLException(
                     f"'{_bentoml_api.name}' takes multiple inputs; all inputs must be passed as keyword arguments."
                 )
-            serialized_req = await _bentoml_api.input.to_proto(attrs)
+            serialized_req = asyncio.run(_bentoml_api.input.to_proto(attrs))
         else:
-            serialized_req = await _bentoml_api.input.to_proto(inp)
+            serialized_req = asyncio.run(_bentoml_api.input.to_proto(inp))
 
         # A call includes api_name and given proto_fields
         api_fn = {v: k for k, v in self._svc.apis.items()}
-        return await fn(
-            **{
+        kwargs, channel_kwargs = self._split_channel_args(**attrs)
+        kwargs.update(
+            {
                 "api_name": api_fn[_bentoml_api],
                 _bentoml_api.input.proto_fields[0]: serialized_req,
             },
         )
 
+        if self._call_rpc not in self._rpc_methods:
+            raise ValueError(
+                f"'{self._call_rpc}' is a yet supported rpc. Current supported are: {self._rpc_metadata}"
+            )
+        proto = self._rpc_methods[self._call_rpc](
+            channel_kwargs=channel_kwargs,
+            method_kwargs=kwargs,
+        )
+
+        return asyncio.run(
+            _bentoml_api.output.from_proto(getattr(proto, proto.WhichOneof("content")))
+        )
+
     @classmethod
-    def from_url(cls, server_url: str, **kwargs: t.Any) -> GrpcClient:
+    def from_url(cls, server_url: str, **kwargs: t.Any) -> SyncGrpcClient:
         protocol_version = kwargs.get("protocol_version", LATEST_PROTOCOL_VERSION)
 
         # Since v1, we introduce a ServiceMetadata rpc to retrieve bentoml.Service metadata.
@@ -342,7 +725,7 @@ def run():
             raise BentoMLException("\n".join(exception_message))
         pb, _ = import_generated_stubs(protocol_version)
 
-        with GrpcClient._create_sync_channel(
+        with GrpcClient._create_channel(
             server_url.replace(r"localhost", "0.0.0.0"),
             ssl=kwargs.get("ssl", False),
             ssl_client_credentials=kwargs.get("ssl_client_credentials", None),
@@ -387,3 +770,7 @@ def run():
                 logger.error("Failed to instantiate client for API %s: ", api.name, e)
 
         return cls(server_url, dummy_service, **kwargs)
+
+    def close(self):
+        self.channel.close()
+        return super().close()
diff --git a/src/bentoml/_internal/client/http.py b/src/bentoml/_internal/client/http.py
index 307095c77e9..d04494298f8 100644
--- a/src/bentoml/_internal/client/http.py
+++ b/src/bentoml/_internal/client/http.py
@@ -8,27 +8,39 @@
 import typing as t
 import urllib.error
 import urllib.request
-from http.client import HTTPConnection
+from functools import cached_property
 from urllib.parse import urlparse
 
-import aiohttp
+import httpx
 import starlette.datastructures
 import starlette.requests
 
 from ...exceptions import BentoMLException
 from ...exceptions import RemoteException
 from .. import io_descriptors as io
-from ..configuration import get_debug_mode
 from ..service import Service
 from ..service.inference_api import InferenceAPI
+from . import AsyncClient
 from . import Client
+from . import SyncClient
 
 logger = logging.getLogger(__name__)
 
 
 class HTTPClient(Client):
+    def __init__(self, svc: Service, server_url: str):
+        self._sync_client = SyncHTTPClient(svc=svc, server_url=server_url)
+        self._async_client = AsyncHTTPClient(svc=svc, server_url=server_url)
+        super().__init__(svc, server_url)
+
+
+class AsyncHTTPClient(AsyncClient):
+    @cached_property
+    def client(self) -> httpx.AsyncClient:
+        return httpx.AsyncClient(base_url=self.server_url)
+
     @staticmethod
-    def wait_until_server_ready(
+    async def wait_until_server_ready(
         host: str,
         port: int,
         timeout: float = 30,
@@ -37,61 +49,49 @@ def wait_until_server_ready(
         **kwargs: t.Any,
     ) -> None:
         start_time = time.time()
-        status = None
 
         logger.debug("Waiting for host %s to be ready.", f"{host}:{port}")
         while time.time() - start_time < timeout:
             try:
-                conn = HTTPConnection(host, port)
-                conn.request("GET", "/readyz")
-                status = conn.getresponse().status
-                if status == 200:
-                    break
-                else:
-                    time.sleep(check_interval)
+                async with httpx.AsyncClient(base_url=f"{host}:{port}") as session:
+                    resp = await session.get("/readyz")
+                    if resp.status_code == 200:
+                        break
+                    else:
+                        await asyncio.sleep(check_interval)
             except (
                 ConnectionError,
                 urllib.error.URLError,
                 socket.timeout,
-                ConnectionRefusedError,
             ):
                 logger.debug("Server is not ready. Retrying...")
-                time.sleep(check_interval)
+                await asyncio.sleep(check_interval)
 
         # try to connect one more time and raise exception.
         try:
-            conn = HTTPConnection(host, port)
-            conn.request("GET", "/readyz")
-            status = conn.getresponse().status
-            if status != 200:
-                raise TimeoutError(
-                    f"Timed out waiting {timeout} seconds for server at '{host}:{port}' to be ready."
-                )
+            async with httpx.AsyncClient(base_url=f"{host}:{port}") as session:
+                resp = await session.get("/readyz")
+                if resp.status_code != 200:
+                    raise TimeoutError(
+                        f"Timed out waiting {timeout} seconds for server at '{host}:{port}' to be ready."
+                    )
         except (
             ConnectionError,
             urllib.error.URLError,
             socket.timeout,
-            ConnectionRefusedError,
             TimeoutError,
         ) as err:
             logger.error("Timed out while connecting to %s:%s:", host, port)
             logger.error(err)
             raise
 
-    async def async_health(self) -> t.Any:
-        async with aiohttp.ClientSession(self.server_url) as sess:
-            async with sess.get("/readyz") as resp:
-                return resp
-
-    def health(self) -> t.Any:
-        return asyncio.run(self.async_health())
+    async def health(self) -> httpx.Response:
+        return await self.client.get("/readyz")
 
     @classmethod
-    def from_url(cls, server_url: str, **kwargs: t.Any) -> HTTPClient:
+    async def from_url(cls, server_url: str, **kwargs: t.Any) -> AsyncHTTPClient:
         server_url = server_url if "://" in server_url else "http://" + server_url
-        url_parts = urlparse(server_url)
 
-        # TODO: SSL support
         conn = HTTPConnection(url_parts.netloc)
         conn.set_debuglevel(logging.DEBUG if get_debug_mode() else 0)
 
@@ -102,14 +102,13 @@ def from_url(cls, server_url: str, **kwargs: t.Any) -> HTTPClient:
         else:
             path = url_parts.path + "/docs.json"
 
-        conn.request("GET", path)
-        resp = conn.getresponse()
-        if resp.status != 200:
-            raise RemoteException(
-                f"Failed to get OpenAPI schema from the server: {resp.status} {resp.reason}:\n{resp.read()}"
-            )
-        openapi_spec = json.load(resp)
-        conn.close()
+        async with httpx.AsyncClient(base_url=server_url) as session:
+            resp = await session.get("/docs.json")
+            if resp.status_code != 200:
+                raise RemoteException(
+                    f"Failed to get OpenAPI schema from the server: {resp.status_code} {resp.reason_phrase}:\n{await resp.aread()}"
+                )
+            openapi_spec = json.loads(await resp.aread())
 
         dummy_service = Service(openapi_spec["info"]["title"])
 
@@ -174,22 +173,173 @@ async def _call(
         else:
             req_body = fake_resp.body
 
-        async with aiohttp.ClientSession(self.server_url) as sess:
-            async with sess.post(
-                "/" + api.route if not api.route.startswith("/") else api.route,
-                data=req_body,
-                headers={"content-type": fake_resp.headers["content-type"]},
-            ) as resp:
-                if resp.status != 200:
-                    raise BentoMLException(
-                        f"Error making request: {resp.status}: {str(await resp.read())}"
-                    )
+        resp = await self.client.post(
+            "/" + api.route if not api.route.startswith("/") else api.route,
+            data=req_body,
+            headers={"content-type": fake_resp.headers["content-type"]},
+        )
+        if resp.status_code != 200:
+            raise BentoMLException(
+                f"Error making request: {resp.status_code}: {str(await resp.aread())}"
+            )
 
-                fake_req = starlette.requests.Request(scope={"type": "http"})
-                headers = starlette.datastructures.Headers(headers=resp.headers)
-                fake_req._body = await resp.read()
-                # Request.headers sets a _headers variable. We will need to set this
-                # value to our fake request object.
-                fake_req._headers = headers  # type: ignore (request._headers is property)
+        fake_req = starlette.requests.Request(scope={"type": "http"})
+        headers = starlette.datastructures.Headers(headers=resp.headers)
+        fake_req._body = await resp.aread()
+        # Request.headers sets a _headers variable. We will need to set this
+        # value to our fake request object.
+        fake_req._headers = headers  # type: ignore (request._headers is property)
 
         return await api.output.from_http_request(fake_req)
+
+    async def close(self):
+        await self.client.aclose()
+        return await super().close()
+
+
+class SyncHTTPClient(SyncClient):
+    @cached_property
+    def client(self) -> httpx.Client:
+        server_url = urlparse(self.server_url)
+        if not server_url.netloc:
+            raise BentoMLException("Invalid API server URL: {self.server_url}. ")
+        return httpx.Client(base_url=self.server_url)
+
+    @staticmethod
+    def wait_until_server_ready(
+        host: str,
+        port: int,
+        timeout: float = 30,
+        check_interval: int = 1,
+        # set kwargs here to omit gRPC kwargs
+        **kwargs: t.Any,
+    ) -> None:
+        start_time = time.time()
+
+        logger.debug("Waiting for host %s to be ready.", f"{host}:{port}")
+        while time.time() - start_time < timeout:
+            try:
+                status = httpx.get(f"{host}:{port}/readyz").status_code
+                if status == 200:
+                    break
+                else:
+                    time.sleep(check_interval)
+            except (
+                ConnectionError,
+                urllib.error.URLError,
+                socket.timeout,
+            ):
+                logger.debug("Server is not ready. Retrying...")
+
+        # try to connect one more time and raise exception.
+        try:
+            status = httpx.get(f"{host}:{port}/readyz").status_code
+            if status != 200:
+                raise TimeoutError(
+                    f"Timed out waiting {timeout} seconds for server at '{host}:{port}' to be ready."
+                )
+        except (
+            ConnectionError,
+            urllib.error.URLError,
+            socket.timeout,
+            TimeoutError,
+        ) as err:
+            logger.error("Timed out while connecting to %s:%s:", host, port)
+            logger.error(err)
+            raise
+
+    def health(self) -> httpx.Response:
+        return self.client.get("/readyz")
+
+    @classmethod
+    def from_url(cls, server_url: str, **kwargs: t.Any) -> SyncHTTPClient:
+        server_url = server_url if "://" in server_url else "http://" + server_url
+        resp = httpx.get(f"{server_url}/docs.json")
+        if resp.status_code != 200:
+            raise RemoteException(
+                f"Failed to get OpenAPI schema from the server: {resp.status_code} {resp.reason_phrase}:\n{resp.content}"
+            )
+        openapi_spec = json.loads(resp.content)
+
+        dummy_service = Service(openapi_spec["info"]["title"])
+
+        for route, spec in openapi_spec["paths"].items():
+            for meth_spec in spec.values():
+                if "tags" in meth_spec and "Service APIs" in meth_spec["tags"]:
+                    if "x-bentoml-io-descriptor" not in meth_spec["requestBody"]:
+                        # TODO: better message stating min version for from_url to work
+                        raise BentoMLException(
+                            f"Malformed BentoML spec received from BentoML server {server_url}"
+                        )
+                    if "x-bentoml-io-descriptor" not in meth_spec["responses"]["200"]:
+                        raise BentoMLException(
+                            f"Malformed BentoML spec received from BentoML server {server_url}"
+                        )
+                    if "x-bentoml-name" not in meth_spec:
+                        raise BentoMLException(
+                            f"Malformed BentoML spec received from BentoML server {server_url}"
+                        )
+                    try:
+                        api = InferenceAPI[t.Any](
+                            None,
+                            io.from_spec(
+                                meth_spec["requestBody"]["x-bentoml-io-descriptor"]
+                            ),
+                            io.from_spec(
+                                meth_spec["responses"]["200"]["x-bentoml-io-descriptor"]
+                            ),
+                            name=meth_spec["x-bentoml-name"],
+                            doc=meth_spec["description"],
+                            route=route.lstrip("/"),
+                        )
+                        dummy_service.apis[meth_spec["x-bentoml-name"]] = api
+                    except BentoMLException as e:
+                        logger.error(
+                            "Failed to instantiate client for API %s: ",
+                            meth_spec["x-bentoml-name"],
+                            e,
+                        )
+
+        return cls(dummy_service, server_url)
+
+    def _call(
+        self, inp: t.Any = None, *, _bentoml_api: InferenceAPI[t.Any], **kwargs: t.Any
+    ) -> t.Any:
+        # All gRPC kwargs should be poped out.
+        kwargs = {k: v for k, v in kwargs.items() if not k.startswith("_grpc_")}
+        api = _bentoml_api
+
+        if api.multi_input:
+            if inp is not None:
+                raise BentoMLException(
+                    f"'{api.name}' takes multiple inputs; all inputs must be passed as keyword arguments."
+                )
+            fake_resp = asyncio.run(api.input.to_http_response(kwargs, None))
+        else:
+            fake_resp = asyncio.run(api.input.to_http_response(inp, None))
+        req_body = fake_resp.body
+
+        resp = self.client.post(
+            self.server_url + "/" + api.route
+            if not api.route.startswith("/")
+            else api.route,
+            data=req_body,
+            headers={"content-type": fake_resp.headers["content-type"]},
+        )
+        if resp.status_code != 200:
+            raise BentoMLException(
+                f"Error making request: {resp.status_code}: {str(resp.content)}"
+            )
+
+        fake_req = starlette.requests.Request(scope={"type": "http"})
+        headers = starlette.datastructures.Headers(headers=resp.headers)
+        fake_req._body = resp.content
+        # Request.headers sets a _headers variable. We will need to set this
+        # value to our fake request object.
+        fake_req._headers = headers  # type: ignore (request._headers is property)
+
+        return asyncio.run(api.output.from_http_request(fake_req))
+
+    def close(self):
+        self.client.close()
+        return super().close()
diff --git a/src/bentoml/client.py b/src/bentoml/client.py
index 29185094f82..f067ba68060 100644
--- a/src/bentoml/client.py
+++ b/src/bentoml/client.py
@@ -14,8 +14,22 @@
 """
 from __future__ import annotations
 
+from ._internal.client import AsyncClient
 from ._internal.client import Client
+from ._internal.client.grpc import AsyncGrpcClient
 from ._internal.client.grpc import GrpcClient
+from ._internal.client.grpc import SyncGrpcClient
+from ._internal.client.http import AsyncHTTPClient
 from ._internal.client.http import HTTPClient
+from ._internal.client.http import SyncHTTPClient
 
-__all__ = ["Client", "HTTPClient", "GrpcClient"]
+__all__ = [
+    "AsyncClient",
+    "Client",
+    "AsyncHTTPClient",
+    "SyncHTTPClient",
+    "HTTPClient",
+    "AsyncGrpcClient",
+    "SyncGrpcClient",
+    "GrpcClient",
+]

From 07ed947663dd9c6d94358109d797246e6a1e77b3 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 10 Oct 2023 02:23:16 +0000
Subject: [PATCH 3/9] ci: auto fixes from pre-commit.ci

For more information, see https://pre-commit.ci
---
 src/bentoml/_internal/client/__init__.py | 19 +++++++++++++------
 src/bentoml/_internal/client/http.py     |  4 ++--
 2 files changed, 15 insertions(+), 8 deletions(-)

diff --git a/src/bentoml/_internal/client/__init__.py b/src/bentoml/_internal/client/__init__.py
index 66ad4c41323..2f64714cc5e 100644
--- a/src/bentoml/_internal/client/__init__.py
+++ b/src/bentoml/_internal/client/__init__.py
@@ -33,7 +33,9 @@ class Client(ABC):
     _async_client: AsyncClient
 
     def __init__(self, svc: Service, server_url: str):
-        logger.warning("Client is deprecated and will be removed in BentoML 2.0, please use AsyncClient or SyncClient instead.")
+        logger.warning(
+            "Client is deprecated and will be removed in BentoML 2.0, please use AsyncClient or SyncClient instead."
+        )
         self._svc = svc
         self.server_url = server_url
 
@@ -85,9 +87,7 @@ async def async_wait_until_server_ready(
 
     @t.overload
     @staticmethod
-    def from_url(
-        server_url: str, *, kind: None | t.Literal["auto"] = ...
-    ) -> Client:
+    def from_url(server_url: str, *, kind: None | t.Literal["auto"] = ...) -> Client:
         ...
 
     @t.overload
@@ -102,7 +102,10 @@ def from_url(server_url: str, *, kind: t.Literal["grpc"] = ...) -> GrpcClient:
 
     @staticmethod
     def from_url(
-        server_url: str, *, kind: t.Literal["auto", "http", "grpc"] | None = None, **kwargs: t.Any
+        server_url: str,
+        *,
+        kind: t.Literal["auto", "http", "grpc"] | None = None,
+        **kwargs: t.Any,
     ) -> Client:
         if kind is None or kind == "auto":
             try:
@@ -246,7 +249,11 @@ async def from_url(
 
     @classmethod
     async def from_url(
-        cls, server_url: str, *, kind: t.Literal["auto", "http", "grpc"] | None = None, **kwargs: t.Any
+        cls,
+        server_url: str,
+        *,
+        kind: t.Literal["auto", "http", "grpc"] | None = None,
+        **kwargs: t.Any,
     ) -> AsyncClient:
         if kind is None or kind == "auto":
             try:
diff --git a/src/bentoml/_internal/client/http.py b/src/bentoml/_internal/client/http.py
index d04494298f8..2db9abc3d16 100644
--- a/src/bentoml/_internal/client/http.py
+++ b/src/bentoml/_internal/client/http.py
@@ -98,9 +98,9 @@ async def from_url(cls, server_url: str, **kwargs: t.Any) -> AsyncHTTPClient:
         # we want to preserve as much of the user path as possible, so we don't really want to use
         # a path join here.
         if url_parts.path.endswith("/"):
-            path = url_parts.path + "docs.json"
+            url_parts.path + "docs.json"
         else:
-            path = url_parts.path + "/docs.json"
+            url_parts.path + "/docs.json"
 
         async with httpx.AsyncClient(base_url=server_url) as session:
             resp = await session.get("/docs.json")

From d8a1d7125e42278e379632b5b689b76652447e7b Mon Sep 17 00:00:00 2001
From: Sauyon Lee <git@sjle.co>
Date: Mon, 9 Oct 2023 20:53:51 -0700
Subject: [PATCH 4/9] address review comments and some other fixes

---
 src/bentoml/_internal/client/__init__.py | 35 ++------------
 src/bentoml/_internal/client/http.py     | 61 +++++++++---------------
 2 files changed, 27 insertions(+), 69 deletions(-)

diff --git a/src/bentoml/_internal/client/__init__.py b/src/bentoml/_internal/client/__init__.py
index 2f64714cc5e..7d7b00dd368 100644
--- a/src/bentoml/_internal/client/__init__.py
+++ b/src/bentoml/_internal/client/__init__.py
@@ -107,31 +107,7 @@ def from_url(
         kind: t.Literal["auto", "http", "grpc"] | None = None,
         **kwargs: t.Any,
     ) -> Client:
-        if kind is None or kind == "auto":
-            try:
-                from .http import HTTPClient
-
-                return HTTPClient.from_url(server_url, **kwargs)
-            except BadStatusLine:
-                from .grpc import GrpcClient
-
-                return GrpcClient.from_url(server_url, **kwargs)
-            except Exception as e:  # pylint: disable=broad-except
-                raise BentoMLException(
-                    f"Failed to create a BentoML client from given URL '{server_url}': {e} ({e.__class__.__name__})"
-                ) from e
-        elif kind == "http":
-            from .http import HTTPClient
-
-            return HTTPClient.from_url(server_url, **kwargs)
-        elif kind == "grpc":
-            from .grpc import GrpcClient
-
-            return GrpcClient.from_url(server_url, **kwargs)
-        else:
-            raise BentoMLException(
-                f"Invalid client kind '{kind}'. Must be one of 'http', 'grpc', or 'auto'."
-            )
+        return SyncClient.from_url(server_url, kind=kind, **kwargs)
 
     def __enter__(self):
         return self
@@ -168,7 +144,6 @@ def __init__(self, svc: Service, server_url: str):
         if len(svc.apis) == 0:
             raise BentoMLException("No APIs were found when constructing client.")
 
-        self.endpoints = []
         self.endpoints = []
         for name, api in self._svc.apis.items():
             self.endpoints.append(name)
@@ -177,7 +152,7 @@ def __init__(self, svc: Service, server_url: str):
                 setattr(
                     self,
                     name,
-                    functools.partial(self.call, _bentoml_api=api),
+                    functools.partial(self._call, _bentoml_api=api),
                 )
 
     async def call(
@@ -282,7 +257,7 @@ async def from_url(
             )
 
 
-class SyncClient(ABC):
+class SyncClient(Client):
     server_url: str
     _svc: Service
     endpoints: list[str]
@@ -302,7 +277,7 @@ def __init__(self, svc: Service, server_url: str):
                 setattr(
                     self,
                     name,
-                    functools.partial(self.call, _bentoml_api=api),
+                    functools.partial(self._call, _bentoml_api=api),
                 )
 
     def call(self, bentoml_api_name: str, inp: t.Any = None, **kwargs: t.Any) -> t.Any:
@@ -370,7 +345,7 @@ def from_url(
 
     @classmethod
     def from_url(
-        cls, server_url: str, *, kind: str | None = None, **kwargs: t.Any
+        cls, server_url: str, *, kind: t.Literal["auto", "http", "grpc"] | None = None, **kwargs: t.Any
     ) -> SyncClient:
         if kind is None or kind == "auto":
             try:
diff --git a/src/bentoml/_internal/client/http.py b/src/bentoml/_internal/client/http.py
index 2db9abc3d16..bf02bcb6623 100644
--- a/src/bentoml/_internal/client/http.py
+++ b/src/bentoml/_internal/client/http.py
@@ -3,13 +3,9 @@
 import asyncio
 import json
 import logging
-import socket
 import time
 import typing as t
-import urllib.error
-import urllib.request
 from functools import cached_property
-from urllib.parse import urlparse
 
 import httpx
 import starlette.datastructures
@@ -60,9 +56,9 @@ async def wait_until_server_ready(
                     else:
                         await asyncio.sleep(check_interval)
             except (
-                ConnectionError,
-                urllib.error.URLError,
-                socket.timeout,
+                httpx.TimeoutException,
+                httpx.NetworkError,
+                httpx.HTTPStatusError,
             ):
                 logger.debug("Server is not ready. Retrying...")
                 await asyncio.sleep(check_interval)
@@ -76,10 +72,9 @@ async def wait_until_server_ready(
                         f"Timed out waiting {timeout} seconds for server at '{host}:{port}' to be ready."
                     )
         except (
-            ConnectionError,
-            urllib.error.URLError,
-            socket.timeout,
-            TimeoutError,
+            httpx.TimeoutException,
+            httpx.NetworkError,
+            httpx.HTTPStatusError,
         ) as err:
             logger.error("Timed out while connecting to %s:%s:", host, port)
             logger.error(err)
@@ -92,16 +87,6 @@ async def health(self) -> httpx.Response:
     async def from_url(cls, server_url: str, **kwargs: t.Any) -> AsyncHTTPClient:
         server_url = server_url if "://" in server_url else "http://" + server_url
 
-        conn = HTTPConnection(url_parts.netloc)
-        conn.set_debuglevel(logging.DEBUG if get_debug_mode() else 0)
-
-        # we want to preserve as much of the user path as possible, so we don't really want to use
-        # a path join here.
-        if url_parts.path.endswith("/"):
-            url_parts.path + "docs.json"
-        else:
-            url_parts.path + "/docs.json"
-
         async with httpx.AsyncClient(base_url=server_url) as session:
             resp = await session.get("/docs.json")
             if resp.status_code != 200:
@@ -175,7 +160,7 @@ async def _call(
 
         resp = await self.client.post(
             "/" + api.route if not api.route.startswith("/") else api.route,
-            data=req_body,
+            content=req_body,
             headers={"content-type": fake_resp.headers["content-type"]},
         )
         if resp.status_code != 200:
@@ -200,9 +185,6 @@ async def close(self):
 class SyncHTTPClient(SyncClient):
     @cached_property
     def client(self) -> httpx.Client:
-        server_url = urlparse(self.server_url)
-        if not server_url.netloc:
-            raise BentoMLException("Invalid API server URL: {self.server_url}. ")
         return httpx.Client(base_url=self.server_url)
 
     @staticmethod
@@ -225,9 +207,9 @@ def wait_until_server_ready(
                 else:
                     time.sleep(check_interval)
             except (
-                ConnectionError,
-                urllib.error.URLError,
-                socket.timeout,
+                httpx.TimeoutException,
+                httpx.NetworkError,
+                httpx.HTTPStatusError,
             ):
                 logger.debug("Server is not ready. Retrying...")
 
@@ -239,10 +221,9 @@ def wait_until_server_ready(
                     f"Timed out waiting {timeout} seconds for server at '{host}:{port}' to be ready."
                 )
         except (
-            ConnectionError,
-            urllib.error.URLError,
-            socket.timeout,
-            TimeoutError,
+            httpx.TimeoutException,
+            httpx.NetworkError,
+            httpx.HTTPStatusError,
         ) as err:
             logger.error("Timed out while connecting to %s:%s:", host, port)
             logger.error(err)
@@ -254,12 +235,14 @@ def health(self) -> httpx.Response:
     @classmethod
     def from_url(cls, server_url: str, **kwargs: t.Any) -> SyncHTTPClient:
         server_url = server_url if "://" in server_url else "http://" + server_url
-        resp = httpx.get(f"{server_url}/docs.json")
-        if resp.status_code != 200:
-            raise RemoteException(
-                f"Failed to get OpenAPI schema from the server: {resp.status_code} {resp.reason_phrase}:\n{resp.content}"
-            )
-        openapi_spec = json.loads(resp.content)
+
+        with httpx.Client(base_url=server_url) as session:
+            resp = session.get("docs.json")
+            if resp.status_code != 200:
+                raise RemoteException(
+                    f"Failed to get OpenAPI schema from the server: {resp.status_code} {resp.reason_phrase}:\n{resp.content}"
+                )
+            openapi_spec = json.loads(resp.content)
 
         dummy_service = Service(openapi_spec["info"]["title"])
 
@@ -323,7 +306,7 @@ def _call(
             self.server_url + "/" + api.route
             if not api.route.startswith("/")
             else api.route,
-            data=req_body,
+            content=req_body,
             headers={"content-type": fake_resp.headers["content-type"]},
         )
         if resp.status_code != 200:

From a464a04a9f07afde1aa2c4a41401b81d0163bb2c Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 10 Oct 2023 03:54:34 +0000
Subject: [PATCH 5/9] ci: auto fixes from pre-commit.ci

For more information, see https://pre-commit.ci
---
 src/bentoml/_internal/client/__init__.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/src/bentoml/_internal/client/__init__.py b/src/bentoml/_internal/client/__init__.py
index 7d7b00dd368..2be587975b4 100644
--- a/src/bentoml/_internal/client/__init__.py
+++ b/src/bentoml/_internal/client/__init__.py
@@ -345,7 +345,11 @@ def from_url(
 
     @classmethod
     def from_url(
-        cls, server_url: str, *, kind: t.Literal["auto", "http", "grpc"] | None = None, **kwargs: t.Any
+        cls,
+        server_url: str,
+        *,
+        kind: t.Literal["auto", "http", "grpc"] | None = None,
+        **kwargs: t.Any,
     ) -> SyncClient:
         if kind is None or kind == "auto":
             try:

From 3e1cd6b9dffce4bc8fd5eb49f8263e6c58a05341 Mon Sep 17 00:00:00 2001
From: Sauyon Lee <git@sjle.co>
Date: Mon, 9 Oct 2023 21:10:36 -0700
Subject: [PATCH 6/9] set default timeout to 300s

---
 src/bentoml/_internal/client/http.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/bentoml/_internal/client/http.py b/src/bentoml/_internal/client/http.py
index bf02bcb6623..4bb69977339 100644
--- a/src/bentoml/_internal/client/http.py
+++ b/src/bentoml/_internal/client/http.py
@@ -33,7 +33,7 @@ def __init__(self, svc: Service, server_url: str):
 class AsyncHTTPClient(AsyncClient):
     @cached_property
     def client(self) -> httpx.AsyncClient:
-        return httpx.AsyncClient(base_url=self.server_url)
+        return httpx.AsyncClient(base_url=self.server_url, timeout=300)
 
     @staticmethod
     async def wait_until_server_ready(
@@ -185,7 +185,7 @@ async def close(self):
 class SyncHTTPClient(SyncClient):
     @cached_property
     def client(self) -> httpx.Client:
-        return httpx.Client(base_url=self.server_url)
+        return httpx.Client(base_url=self.server_url, timeout=300)
 
     @staticmethod
     def wait_until_server_ready(

From fc8b726759d81904e562cfd0f6e49808dd54521f Mon Sep 17 00:00:00 2001
From: Sauyon Lee <git@sjle.co>
Date: Mon, 9 Oct 2023 21:15:13 -0700
Subject: [PATCH 7/9] minor fixes

---
 src/bentoml/_internal/client/http.py | 13 +++++++++----
 src/bentoml/client.py                |  2 ++
 2 files changed, 11 insertions(+), 4 deletions(-)

diff --git a/src/bentoml/_internal/client/http.py b/src/bentoml/_internal/client/http.py
index 4bb69977339..1c2f05ab73b 100644
--- a/src/bentoml/_internal/client/http.py
+++ b/src/bentoml/_internal/client/http.py
@@ -151,6 +151,7 @@ async def _call(
             fake_resp = await api.input.to_http_response(kwargs, None)
         else:
             fake_resp = await api.input.to_http_response(inp, None)
+        req_body = fake_resp.body
 
         # TODO: Temporary workaround before moving everything to StreamingResponse
         if isinstance(fake_resp, starlette.responses.StreamingResponse):
@@ -159,7 +160,7 @@ async def _call(
             req_body = fake_resp.body
 
         resp = await self.client.post(
-            "/" + api.route if not api.route.startswith("/") else api.route,
+            api.route,
             content=req_body,
             headers={"content-type": fake_resp.headers["content-type"]},
         )
@@ -302,10 +303,14 @@ def _call(
             fake_resp = asyncio.run(api.input.to_http_response(inp, None))
         req_body = fake_resp.body
 
+        # TODO: Temporary workaround before moving everything to StreamingResponse
+        if isinstance(fake_resp, starlette.responses.StreamingResponse):
+            req_body = "".join([s async for s in fake_resp.body_iterator])
+        else:
+            req_body = fake_resp.body
+
         resp = self.client.post(
-            self.server_url + "/" + api.route
-            if not api.route.startswith("/")
-            else api.route,
+            api.route,
             content=req_body,
             headers={"content-type": fake_resp.headers["content-type"]},
         )
diff --git a/src/bentoml/client.py b/src/bentoml/client.py
index f067ba68060..1ce97dafda7 100644
--- a/src/bentoml/client.py
+++ b/src/bentoml/client.py
@@ -16,6 +16,7 @@
 
 from ._internal.client import AsyncClient
 from ._internal.client import Client
+from ._internal.client import SyncClient
 from ._internal.client.grpc import AsyncGrpcClient
 from ._internal.client.grpc import GrpcClient
 from ._internal.client.grpc import SyncGrpcClient
@@ -25,6 +26,7 @@
 
 __all__ = [
     "AsyncClient",
+    "SyncClient",
     "Client",
     "AsyncHTTPClient",
     "SyncHTTPClient",

From 059bb07ee7e658529411168a64e62b9bc89763be Mon Sep 17 00:00:00 2001
From: Sauyon Lee <git@sjle.co>
Date: Mon, 9 Oct 2023 21:38:04 -0700
Subject: [PATCH 8/9] fix sync client

---
 src/bentoml/_internal/client/http.py | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/src/bentoml/_internal/client/http.py b/src/bentoml/_internal/client/http.py
index 1c2f05ab73b..edc293f73a2 100644
--- a/src/bentoml/_internal/client/http.py
+++ b/src/bentoml/_internal/client/http.py
@@ -151,11 +151,10 @@ async def _call(
             fake_resp = await api.input.to_http_response(kwargs, None)
         else:
             fake_resp = await api.input.to_http_response(inp, None)
-        req_body = fake_resp.body
 
         # TODO: Temporary workaround before moving everything to StreamingResponse
         if isinstance(fake_resp, starlette.responses.StreamingResponse):
-            req_body = "".join([s async for s in fake_resp.body_iterator])
+            req_body = fake_resp.body
         else:
             req_body = fake_resp.body
 
@@ -298,14 +297,16 @@ def _call(
                 raise BentoMLException(
                     f"'{api.name}' takes multiple inputs; all inputs must be passed as keyword arguments."
                 )
+            # TODO: remove asyncio run after descriptor rework
             fake_resp = asyncio.run(api.input.to_http_response(kwargs, None))
         else:
             fake_resp = asyncio.run(api.input.to_http_response(inp, None))
-        req_body = fake_resp.body
 
         # TODO: Temporary workaround before moving everything to StreamingResponse
         if isinstance(fake_resp, starlette.responses.StreamingResponse):
-            req_body = "".join([s async for s in fake_resp.body_iterator])
+            async def get_body():
+                return "".join([s async for s in fake_resp.body_iterator])
+            req_body = asyncio.run(get_body)
         else:
             req_body = fake_resp.body
 

From dd3139cedc546105323383f0597a8c22d97e22e6 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 10 Oct 2023 04:38:29 +0000
Subject: [PATCH 9/9] ci: auto fixes from pre-commit.ci

For more information, see https://pre-commit.ci
---
 src/bentoml/_internal/client/http.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/src/bentoml/_internal/client/http.py b/src/bentoml/_internal/client/http.py
index edc293f73a2..042f9ce58f6 100644
--- a/src/bentoml/_internal/client/http.py
+++ b/src/bentoml/_internal/client/http.py
@@ -304,8 +304,10 @@ def _call(
 
         # TODO: Temporary workaround before moving everything to StreamingResponse
         if isinstance(fake_resp, starlette.responses.StreamingResponse):
+
             async def get_body():
                 return "".join([s async for s in fake_resp.body_iterator])
+
             req_body = asyncio.run(get_body)
         else:
             req_body = fake_resp.body