jina-ai · numb3r3 · Dec 20, 2023 · Dec 18, 2023 · Dec 19, 2023 · Dec 19, 2023
diff --git a/client/setup.py b/client/setup.py
@@ -5,85 +5,89 @@
 from setuptools import setup
 
 if sys.version_info < (3, 7, 0):
-    raise OSError(f'CLIP-as-service requires Python >=3.7, but yours is {sys.version}')
+    raise OSError(f"CLIP-as-service requires Python >=3.7, but yours is {sys.version}")
 
 try:
-    pkg_name = 'clip-client'
+    pkg_name = "clip-client"
     libinfo_py = path.join(
-        path.dirname(__file__), pkg_name.replace('-', '_'), '__init__.py'
+        path.dirname(__file__), pkg_name.replace("-", "_"), "__init__.py"
     )
-    libinfo_content = open(libinfo_py, 'r', encoding='utf8').readlines()
-    version_line = [l.strip() for l in libinfo_content if l.startswith('__version__')][
+    libinfo_content = open(libinfo_py, "r", encoding="utf8").readlines()
+    version_line = [l.strip() for l in libinfo_content if l.startswith("__version__")][
         0
     ]
     exec(version_line)  # gives __version__
 except FileNotFoundError as ex:
-    __version__ = '0.0.0'
+    __version__ = "0.0.0"
 
 try:
-    with open('../README.md', encoding='utf8') as fp:
+    with open("../README.md", encoding="utf8") as fp:
         _long_description = fp.read()
 except FileNotFoundError:
-    _long_description = ''
+    _long_description = ""
 
 setup(
     name=pkg_name,
     packages=find_packages(),
     version=__version__,
     include_package_data=True,
-    description='Embed images and sentences into fixed-length vectors via CLIP',
-    author='Jina AI',
-    author_email='[email protected]',
-    license='Apache 2.0',
-    url='https://github.com/jina-ai/clip-as-service',
-    download_url='https://github.com/jina-ai/clip-as-service/tags',
+    description="Embed images and sentences into fixed-length vectors via CLIP",
+    author="Jina AI",
+    author_email="[email protected]",
+    license="Apache 2.0",
+    url="https://github.com/jina-ai/clip-as-service",
+    download_url="https://github.com/jina-ai/clip-as-service/tags",
     long_description=_long_description,
-    long_description_content_type='text/markdown',
+    long_description_content_type="text/markdown",
     zip_safe=False,
-    setup_requires=['setuptools>=18.0', 'wheel'],
-    install_requires=['jina>=3.12.0', 'docarray[common]>=0.19.0,<0.30.0', 'packaging'],
+    setup_requires=["setuptools>=18.0", "wheel"],
+    install_requires=[
+        "jina>=3.12.0",
+        "docarray[common]>=0.19.0,<0.30.0",
+        "packaging",
+    ],
     extras_require={
-        'test': [
-            'pytest',
-            'pytest-timeout',
-            'pytest-mock',
-            'pytest-asyncio',
-            'pytest-cov',
-            'pytest-repeat',
-            'pytest-reraise',
-            'mock',
-            'pytest-custom_exit_code',
-            'black',
+        "test": [
+            "pytest",
+            "pytest-timeout",
+            "pytest-mock",
+            "pytest-asyncio",
+            "pytest-cov",
+            "pytest-repeat",
+            "pytest-reraise",
+            "mock",
+            "pytest-custom_exit_code",
+            "black",
         ],
     },
     classifiers=[
-        'Development Status :: 5 - Production/Stable',
-        'Intended Audience :: Developers',
-        'Intended Audience :: Education',
-        'Intended Audience :: Science/Research',
-        'Programming Language :: Python :: 3.7',
-        'Programming Language :: Python :: 3.8',
-        'Programming Language :: Python :: 3.9',
-        'Programming Language :: Python :: 3.10',
-        'Programming Language :: Unix Shell',
-        'Environment :: Console',
-        'License :: OSI Approved :: Apache Software License',
-        'Operating System :: OS Independent',
-        'Topic :: Database :: Database Engines/Servers',
-        'Topic :: Scientific/Engineering :: Artificial Intelligence',
-        'Topic :: Internet :: WWW/HTTP :: Indexing/Search',
-        'Topic :: Scientific/Engineering :: Image Recognition',
-        'Topic :: Multimedia :: Video',
-        'Topic :: Scientific/Engineering',
-        'Topic :: Scientific/Engineering :: Mathematics',
-        'Topic :: Software Development',
-        'Topic :: Software Development :: Libraries',
-        'Topic :: Software Development :: Libraries :: Python Modules',
+        "Development Status :: 5 - Production/Stable",
+        "Intended Audience :: Developers",
+        "Intended Audience :: Education",
+        "Intended Audience :: Science/Research",
+        "Programming Language :: Python :: 3.7",
+        "Programming Language :: Python :: 3.8",
+        "Programming Language :: Python :: 3.9",
+        "Programming Language :: Python :: 3.10",
+        "Programming Language :: Unix Shell",
+        "Environment :: Console",
+        "License :: OSI Approved :: Apache Software License",
+        "Operating System :: OS Independent",
+        "Topic :: Database :: Database Engines/Servers",
+        "Topic :: Scientific/Engineering :: Artificial Intelligence",
+        "Topic :: Internet :: WWW/HTTP :: Indexing/Search",
+        "Topic :: Scientific/Engineering :: Image Recognition",
+        "Topic :: Multimedia :: Video",
+        "Topic :: Scientific/Engineering",
+        "Topic :: Scientific/Engineering :: Mathematics",
+        "Topic :: Software Development",
+        "Topic :: Software Development :: Libraries",
+        "Topic :: Software Development :: Libraries :: Python Modules",
     ],
     project_urls={
-        'Documentation': 'https://clip-as-service.jina.ai',
-        'Source': 'https://github.com/jina-ai/clip-as-service/',
-        'Tracker': 'https://github.com/jina-ai/clip-as-service/issues',
+        "Documentation": "https://clip-as-service.jina.ai",
+        "Source": "https://github.com/jina-ai/clip-as-service/",
+        "Tracker": "https://github.com/jina-ai/clip-as-service/issues",
     },
-    keywords='jina openai clip deep-learning cross-modal multi-modal neural-search',
+    keywords="jina openai clip deep-learning cross-modal multi-modal neural-search",
 )
diff --git a/docs/hosting/colab.md b/docs/hosting/colab.md
@@ -30,7 +30,7 @@ Please follow the walk-through there. Enjoy the free GPU/TPU to build your aweso
 
 
 ```{tip}
-Hosing service on Google Colab is not recommended if you server aims to be long-live or permanent. It is often used for quick experiment, demonstration or leveraging its free GPU/TPU. For stable, secure and free hosting of Jina apps, please check out [Jcloud](https://docs.jina.ai/fundamentals/jcloud/).
+Hosing service on Google Colab is not recommended if you server aims to be long-live or permanent. It is often used for quick experiment, demonstration or leveraging its free GPU/TPU. For stable, please deploy the CLIP model on your own server.
 ```
 
 

diff --git a/docs/index.md b/docs/index.md
@@ -1,9 +1,5 @@
 # Welcome to CLIP-as-service!
 
-```{include} ../README.md
-:start-after: <!-- start inference-banner -->
-:end-before: <!-- end inference-banner -->
-```
 
 ```{include} ../README.md
 :start-after: <!-- start elevator-pitch -->
@@ -12,60 +8,6 @@
 
 ## Try it!
 
-You can access to the hosted CLIP service at [Jina AI's Inference](https://cloud.jina.ai/user/inference) with free credits.
-Inference provides a selection of AI models for common tasks, such as visual reasoning, question answering, or embedding modalities like texts and images. 
-All the available models are accessible via simple API calls - HTTPS or gRPC.
-Read this [Inference Guide](https://clip-as-service.jina.ai/hosting/by-jina/) to learn more.
-
-````{tab} via gRPC ⚡⚡
-
-```bash
-pip install clip-client
-```
-
-```{code-block} python
----
-emphasize-lines: 5
----
-from clip_client import Client
-
-c = Client(
-    'grpcs://<your-inference-address>-grpc.wolf.jina.ai', 
-    credential={'Authorization': '<your access token>'}
-)
-
-r = c.encode(
-    [
-        'First do it',
-        'then do it right',
-        'then do it better',
-        'https://picsum.photos/200',
-    ]
-)
-print(r)
-```
-
-````
-
-````{tab} via HTTPS 🔐
-
-```{code-block} bash
----
-emphasize-lines: 4
----
-curl \
--X POST https://<your-inference-address>-http.wolf.jina.ai/post \
--H 'Content-Type: application/json' \
--H 'Authorization: <your access token>' \
--d '{"data":[{"text": "First do it"}, 
-    {"text": "then do it right"}, 
-    {"text": "then do it better"}, 
-    {"uri": "https://picsum.photos/200"}], 
-    "execEndpoint":"/"}'
-```
-
-````
-
 ## Install
 
 ![PyPI](https://img.shields.io/pypi/v/clip_client?color=%23ffffff&label=%20) is the latest version.
@@ -206,8 +148,6 @@ user-guides/faq
 :caption: Hosting
 :hidden:
 
-hosting/by-jina
-hosting/on-jcloud
 hosting/colab
 ```
 

diff --git a/docs/user-guides/client.md b/docs/user-guides/client.md
@@ -35,7 +35,6 @@ The URL-like scheme `grpc://0.0.0.0:23456` is what you get after {ref}`running t
 | `port`   | The public port of the server                                                                                                                                                               | `51234`       |
 
 
-Jina AI provides a hosted service for CLIP models. Refer [here](hosting/by-jina#by-jina-python) for more details on how to connect to the hosted service.
 
 ## Encoding
 
@@ -629,5 +628,3 @@ curl -X POST http://0.0.0.0:51000/post \
 [-0.022064208984375,0.1044921875,...]
 [-0.0750732421875,-0.166015625,...]
 ```
-
-To connect to the CLIP server hosted by Jina AI, please refer to [this page](/hosting/by-jina#by-jina-curl).
-Original file line number
+Diff line change
@@ Expand Up @@
     ```{tip}
-    Hosing service on Google Colab is not recommended if you server aims to be long-live or permanent. It is often used for quick experiment, demonstration or leveraging its free GPU/TPU. For stable, secure and free hosting of Jina apps, please check out [Jcloud](https://docs.jina.ai/fundamentals/jcloud/).
+    Hosing service on Google Colab is not recommended if you server aims to be long-live or permanent. It is often used for quick experiment, demonstration or leveraging its free GPU/TPU. For stable, please deploy the CLIP model on your own server.
     ```
@@ Expand Down @@