From eff5eed719b9508001191e2e4ce1538f77c60101 Mon Sep 17 00:00:00 2001
From: Harrison Chase <hw.chase.17@gmail.com>
Date: Tue, 28 Mar 2023 08:16:17 -0700
Subject: [PATCH] Harrison/jina (#2043)

Co-authored-by: numb3r3 <wangfelix87@gmail.com>
Co-authored-by: felix-wang <35718120+numb3r3@users.noreply.github.com>
---
 docs/ecosystem/jina.md                        |   18 +
 .../models/text_embedding/examples/jina.ipynb |  101 ++
 langchain/embeddings/__init__.py              |    2 +
 langchain/embeddings/jina.py                  |   98 ++
 poetry.lock                                   | 1146 +++++++++++++++--
 pyproject.toml                                |    3 +-
 .../integration_tests/embeddings/test_jina.py |   19 +
 7 files changed, 1272 insertions(+), 115 deletions(-)
 create mode 100644 docs/ecosystem/jina.md
 create mode 100644 docs/modules/models/text_embedding/examples/jina.ipynb
 create mode 100644 langchain/embeddings/jina.py
 create mode 100644 tests/integration_tests/embeddings/test_jina.py

diff --git a/docs/ecosystem/jina.md b/docs/ecosystem/jina.md
new file mode 100644
index 00000000..86bd31d8
--- /dev/null
+++ b/docs/ecosystem/jina.md
@@ -0,0 +1,18 @@
+# Jina
+
+This page covers how to use the Jina ecosystem within LangChain.
+It is broken into two parts: installation and setup, and then references to specific Jina wrappers.
+
+## Installation and Setup
+- Install the Python SDK with `pip install jina`
+- Get a Jina AI Cloud auth token from [here](https://cloud.jina.ai/settings/tokens) and set it as an environment variable (`JINA_AUTH_TOKEN`)
+
+## Wrappers
+
+### Embeddings
+
+There exists a Jina Embeddings wrapper, which you can access with 
+```python
+from langchain.embeddings import JinaEmbeddings
+```
+For a more detailed walkthrough of this, see [this notebook](../modules/indexes/examples/embeddings.ipynb)
diff --git a/docs/modules/models/text_embedding/examples/jina.ipynb b/docs/modules/models/text_embedding/examples/jina.ipynb
new file mode 100644
index 00000000..df0b6a70
--- /dev/null
+++ b/docs/modules/models/text_embedding/examples/jina.ipynb
@@ -0,0 +1,101 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "1c0cf975",
+   "metadata": {},
+   "source": [
+    "# Jina\n",
+    "\n",
+    "Let's load the Jina Embedding class."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "d94c62b4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain.embeddings import JinaEmbeddings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "523a09e3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "embeddings = JinaEmbeddings(jina_auth_token=jina_auth_token, model_name=\"ViT-B-32::openai\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b212bd5a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "text = \"This is a test document.\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "57db66bd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "query_result = embeddings.embed_query(text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b790fd09",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "doc_result = embeddings.embed_documents([text])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f3607a0",
+   "metadata": {},
+   "source": [
+    "In the above example, `ViT-B-32::openai`, OpenAI's pretrained `ViT-B-32` model is used. For a full list of models, see [here](https://cloud.jina.ai/user/inference/model/63dca9df5a0da83009d519cd)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cd5f148e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/langchain/embeddings/__init__.py b/langchain/embeddings/__init__.py
index acfdb141..20e3e296 100644
--- a/langchain/embeddings/__init__.py
+++ b/langchain/embeddings/__init__.py
@@ -9,6 +9,7 @@ from langchain.embeddings.huggingface import (
     HuggingFaceInstructEmbeddings,
 )
 from langchain.embeddings.huggingface_hub import HuggingFaceHubEmbeddings
+from langchain.embeddings.jina import JinaEmbeddings
 from langchain.embeddings.openai import OpenAIEmbeddings
 from langchain.embeddings.sagemaker_endpoint import SagemakerEndpointEmbeddings
 from langchain.embeddings.self_hosted import SelfHostedEmbeddings
@@ -24,6 +25,7 @@ __all__ = [
     "OpenAIEmbeddings",
     "HuggingFaceEmbeddings",
     "CohereEmbeddings",
+    "JinaEmbeddings",
     "HuggingFaceHubEmbeddings",
     "TensorflowHubEmbeddings",
     "SagemakerEndpointEmbeddings",
diff --git a/langchain/embeddings/jina.py b/langchain/embeddings/jina.py
new file mode 100644
index 00000000..b75a831f
--- /dev/null
+++ b/langchain/embeddings/jina.py
@@ -0,0 +1,98 @@
+"""Wrapper around Jina embedding models."""
+
+import os
+from typing import Any, Dict, List, Optional
+
+import requests
+from pydantic import BaseModel, root_validator
+
+from langchain.embeddings.base import Embeddings
+from langchain.utils import get_from_dict_or_env
+
+
+class JinaEmbeddings(BaseModel, Embeddings):
+    client: Any  #: :meta private:
+
+    model_name: str = "ViT-B-32::openai"
+    """Model name to use."""
+
+    jina_auth_token: Optional[str] = None
+    jina_api_url: str = "https://api.clip.jina.ai/api/v1/models/"
+    request_headers: Optional[dict] = None
+
+    @root_validator()
+    def validate_environment(cls, values: Dict) -> Dict:
+        """Validate that auth token exists in environment."""
+        # Set Auth
+        jina_auth_token = get_from_dict_or_env(
+            values, "jina_auth_token", "JINA_AUTH_TOKEN"
+        )
+        values["jina_auth_token"] = jina_auth_token
+        values["request_headers"] = (("authorization", jina_auth_token),)
+
+        # Test that package is installed
+        try:
+            import jina
+        except ImportError:
+            raise ValueError(
+                "Could not import `jina` python package. "
+                "Please it install it with `pip install jina`."
+            )
+
+        # Setup client
+        jina_api_url = os.environ.get("JINA_API_URL", values["jina_api_url"])
+        model_name = values["model_name"]
+        try:
+            resp = requests.get(
+                jina_api_url + f"?model_name={model_name}",
+                headers={"Authorization": jina_auth_token},
+            )
+
+            if resp.status_code == 401:
+                raise ValueError(
+                    "The given Jina auth token is invalid. "
+                    "Please check your Jina auth token."
+                )
+            elif resp.status_code == 404:
+                raise ValueError(
+                    f"The given model name `{model_name}` is not valid. "
+                    f"Please go to https://cloud.jina.ai/user/inference "
+                    f"and create a model with the given model name."
+                )
+            resp.raise_for_status()
+
+            endpoint = resp.json()["endpoints"]["grpc"]
+            values["client"] = jina.Client(host=endpoint)
+        except requests.exceptions.HTTPError as err:
+            raise ValueError(f"Error: {err!r}")
+        return values
+
+    def _post(self, docs: List[Any], **kwargs: Any) -> Any:
+        payload = dict(inputs=docs, metadata=self.request_headers, **kwargs)
+        return self.client.post(on="/encode", **payload)
+
+    def embed_documents(self, texts: List[str]) -> List[List[float]]:
+        """Call out to Jina's embedding endpoint.
+        Args:
+            texts: The list of texts to embed.
+        Returns:
+            List of embeddings, one for each text.
+        """
+        from docarray import Document, DocumentArray
+
+        embeddings = self._post(
+            docs=DocumentArray([Document(text=t) for t in texts])
+        ).embeddings
+        return [list(map(float, e)) for e in embeddings]
+
+    def embed_query(self, text: str) -> List[float]:
+        """Call out to Jina's embedding endpoint.
+        Args:
+            text: The text to embed.
+        Returns:
+            Embeddings for the text.
+        """
+        from docarray import Document, DocumentArray
+
+        embedding = self._post(docs=DocumentArray([Document(text=text)])).embeddings[0]
+        return list(map(float, embedding))
diff --git a/poetry.lock b/poetry.lock
index c5b930b2..199d2750 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.4.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -69,6 +69,18 @@ files = [
 [package.dependencies]
 pycares = ">=4.0.0"
 
+[[package]]
+name = "aiofiles"
+version = "23.1.0"
+description = "File support for asyncio."
+category = "main"
+optional = true
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "aiofiles-23.1.0-py3-none-any.whl", hash = "sha256:9312414ae06472eb6f1d163f555e466a23aed1c8f60c30cccf7121dba2e53eb2"},
+    {file = "aiofiles-23.1.0.tar.gz", hash = "sha256:edd247df9a19e0db16534d4baaf536d6609a43e1de5401d7a4c1c148753a1635"},
+]
+
 [[package]]
 name = "aiohttp"
 version = "3.8.4"
@@ -223,6 +235,18 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "aiostream"
+version = "0.4.5"
+description = "Generator-based operators for asynchronous iteration"
+category = "main"
+optional = true
+python-versions = "*"
+files = [
+    {file = "aiostream-0.4.5-py3-none-any.whl", hash = "sha256:25b7c2d9c83570d78c0ef5a20e949b7d0b8ea3b0b0a4f22c49d3f721105a6057"},
+    {file = "aiostream-0.4.5.tar.gz", hash = "sha256:3ecbf87085230fbcd9605c32ca20c4fb41af02c71d076eab246ea22e35947d88"},
+]
+
 [[package]]
 name = "alabaster"
 version = "0.7.13"
@@ -387,6 +411,21 @@ files = [
 [package.dependencies]
 python-dateutil = ">=2.7.0"
 
+[[package]]
+name = "asgiref"
+version = "3.6.0"
+description = "ASGI specs, helper code, and adapters"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "asgiref-3.6.0-py3-none-any.whl", hash = "sha256:71e68008da809b957b7ee4b43dbccff33d1b23519fb8344e33f049897077afac"},
+    {file = "asgiref-3.6.0.tar.gz", hash = "sha256:9567dfe7bd8d3c8c892227827c41cce860b368104c3431da67a0c5a65a949506"},
+]
+
+[package.extras]
+tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
+
 [[package]]
 name = "asttokens"
 version = "2.2.1"
@@ -515,6 +554,18 @@ files = [
     {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
 ]
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+description = "Function decoration for backoff and retry"
+category = "main"
+optional = true
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
+    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.0"
@@ -1215,6 +1266,24 @@ files = [
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
 ]
 
+[[package]]
+name = "deprecated"
+version = "1.2.13"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+category = "main"
+optional = true
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "Deprecated-1.2.13-py2.py3-none-any.whl", hash = "sha256:64756e3e14c8c5eea9795d93c524551432a0be75629f8f29e67ab8caf076c76d"},
+    {file = "Deprecated-1.2.13.tar.gz", hash = "sha256:43ac5335da90c31c24ba028af536a91d41d53f9e6901ddb021bcc572ce44e38d"},
+]
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["PyTest", "PyTest (<5)", "PyTest-Cov", "PyTest-Cov (<2.6)", "bump2version (<1)", "configparser (<5)", "importlib-metadata (<3)", "importlib-resources (<4)", "sphinx (<2)", "sphinxcontrib-websupport (<2)", "tox", "zipp (<2)"]
+
 [[package]]
 name = "dill"
 version = "0.3.6"
@@ -1251,6 +1320,57 @@ idna = ["idna (>=2.1,<4.0)"]
 trio = ["trio (>=0.14,<0.23)"]
 wmi = ["wmi (>=1.5.1,<2.0.0)"]
 
+[[package]]
+name = "docarray"
+version = "0.21.0"
+description = "The data structure for unstructured data"
+category = "main"
+optional = true
+python-versions = "*"
+files = [
+    {file = "docarray-0.21.0.tar.gz", hash = "sha256:3c9f605123800c1b0cdf8c458be3fb19c05e9a81f723e51200ef531b02e689ee"},
+]
+
+[package.dependencies]
+jina-hubble-sdk = ">=0.24.0"
+numpy = "*"
+rich = ">=12.0.0"
+
+[package.extras]
+annlite = ["annlite"]
+benchmark = ["h5py", "matplotlib", "pandas", "seaborn"]
+common = ["Pillow", "fastapi", "lz4", "matplotlib", "protobuf (>=3.13.0)", "pydantic (>=1.9.0)", "requests", "uvicorn"]
+elasticsearch = ["elasticsearch (>=8.2.0)"]
+full = ["Pillow", "av", "fastapi", "grpcio (>=1.46.0,<1.48.1)", "grpcio-health-checking (>=1.46.0,<1.48.1)", "grpcio-reflection (>=1.46.0,<1.48.1)", "ipython", "lz4", "matplotlib", "protobuf (>=3.13.0)", "pydantic (>=1.9.0)", "requests", "scipy", "strawberry-graphql", "trimesh[easy]", "uvicorn"]
+milvus = ["pymilvus (>=2.1.0,<2.2.0)"]
+opensearch = ["opensearch-py (==2.0.1)"]
+qdrant = ["qdrant-client (>=0.10.3,<0.11.0)"]
+redis = ["redis (>=4.3.0)"]
+test = ["annlite", "black (==22.3.0)", "datasets", "elasticsearch (>=8.2.0)", "jina", "jupyterlab", "mock", "onnx", "onnxruntime", "opensearch-py (==2.0.1)", "paddlepaddle", "protobuf (>=3.13.0,<=3.20.0)", "pymilvus (==2.1.3)", "pytest", "pytest-cov (==3.0.0)", "pytest-custom_exit_code", "pytest-mock", "pytest-mock", "pytest-repeat", "pytest-reraise", "pytest-timeout", "redis (>=4.3.0)", "tensorflow (==2.7.0)", "torch (==1.9.0)", "torchvision (==0.10.0)", "transformers (>=4.16.2)", "weaviate-client (>=3.9.0,<3.10.0)"]
+weaviate = ["weaviate-client (>=3.9.0,<3.10.0)"]
+
+[[package]]
+name = "docker"
+version = "6.0.1"
+description = "A Python library for the Docker Engine API."
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "docker-6.0.1-py3-none-any.whl", hash = "sha256:dbcb3bd2fa80dca0788ed908218bf43972772009b881ed1e20dfc29a65e49782"},
+    {file = "docker-6.0.1.tar.gz", hash = "sha256:896c4282e5c7af5c45e8b683b0b0c33932974fe6e50fc6906a0a83616ab3da97"},
+]
+
+[package.dependencies]
+packaging = ">=14.0"
+pywin32 = {version = ">=304", markers = "sys_platform == \"win32\""}
+requests = ">=2.26.0"
+urllib3 = ">=1.26.0"
+websocket-client = ">=0.32.0"
+
+[package.extras]
+ssh = ["paramiko (>=2.4.3)"]
+
 [[package]]
 name = "docutils"
 version = "0.17.1"
@@ -1337,6 +1457,25 @@ duckdb = ">=0.4.0"
 numpy = "*"
 sqlalchemy = ">=1.3.19"
 
+[[package]]
+name = "ecdsa"
+version = "0.18.0"
+description = "ECDSA cryptographic signature library (pure python)"
+category = "main"
+optional = true
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "ecdsa-0.18.0-py2.py3-none-any.whl", hash = "sha256:80600258e7ed2f16b9aa1d7c295bd70194109ad5a30fdee0eaeefef1d4c559dd"},
+    {file = "ecdsa-0.18.0.tar.gz", hash = "sha256:190348041559e21b22a1d65cee485282ca11a6f81d503fddb84d5017e9ed1e49"},
+]
+
+[package.dependencies]
+six = ">=1.9.0"
+
+[package.extras]
+gmpy = ["gmpy"]
+gmpy2 = ["gmpy2"]
+
 [[package]]
 name = "elastic-transport"
 version = "8.4.0"
@@ -1452,6 +1591,28 @@ files = [
     {file = "faiss_cpu-1.7.3-cp39-cp39-win_amd64.whl", hash = "sha256:52df8895c5e59d1c9eda368a63790381a6f7fceddb22bed08f9c90a706d8a148"},
 ]
 
+[[package]]
+name = "fastapi"
+version = "0.95.0"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "fastapi-0.95.0-py3-none-any.whl", hash = "sha256:daf73bbe844180200be7966f68e8ec9fd8be57079dff1bacb366db32729e6eb5"},
+    {file = "fastapi-0.95.0.tar.gz", hash = "sha256:99d4fdb10e9dd9a24027ac1d0bd4b56702652056ca17a6c8721eec4ad2f14e18"},
+]
+
+[package.dependencies]
+pydantic = ">=1.6.2,<1.7 || >1.7,<1.7.1 || >1.7.1,<1.7.2 || >1.7.2,<1.7.3 || >1.7.3,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0"
+starlette = ">=0.26.1,<0.27.0"
+
+[package.extras]
+all = ["email-validator (>=1.1.1)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "python-multipart (>=0.0.5)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+dev = ["pre-commit (>=2.17.0,<3.0.0)", "ruff (==0.0.138)", "uvicorn[standard] (>=0.12.0,<0.21.0)"]
+doc = ["mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-markdownextradata-plugin (>=0.1.7,<0.3.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pyyaml (>=5.3.1,<7.0.0)", "typer-cli (>=0.0.13,<0.0.14)", "typer[all] (>=0.6.1,<0.8.0)"]
+test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==23.1.0)", "coverage[toml] (>=6.5.0,<8.0)", "databases[sqlite] (>=0.3.2,<0.7.0)", "email-validator (>=1.1.1,<2.0.0)", "flask (>=1.1.2,<3.0.0)", "httpx (>=0.23.0,<0.24.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.982)", "orjson (>=3.2.1,<4.0.0)", "passlib[bcrypt] (>=1.7.2,<2.0.0)", "peewee (>=3.13.3,<4.0.0)", "pytest (>=7.1.3,<8.0.0)", "python-jose[cryptography] (>=3.3.0,<4.0.0)", "python-multipart (>=0.0.5,<0.0.7)", "pyyaml (>=5.3.1,<7.0.0)", "ruff (==0.0.138)", "sqlalchemy (>=1.3.18,<1.4.43)", "types-orjson (==3.6.2)", "types-ujson (==5.7.0.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,<6.0.0)"]
+
 [[package]]
 name = "fastjsonschema"
 version = "2.16.3"
@@ -1845,120 +2006,156 @@ test = ["faulthandler", "objgraph", "psutil"]
 
 [[package]]
 name = "grpcio"
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+[package.dependencies]
+grpcio = ">=1.47.5"
 protobuf = ">=3.12.0,<4.0dev"
 setuptools = "*"
 
@@ -2077,6 +2274,60 @@ files = [
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+[[package]]
+name = "httptools"
+version = "0.5.0"
+description = "A collection of framework independent HTTP protocol utils."
+category = "main"
+optional = true
+python-versions = ">=3.5.0"
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+]
+
+[package.extras]
+test = ["Cython (>=0.29.24,<0.30.0)"]
+
 [[package]]
 name = "httpx"
 version = "0.23.3"
@@ -2193,7 +2444,7 @@ files = [
 name = "importlib-metadata"
 version = "6.1.0"
 description = "Read metadata from Python packages"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2377,6 +2628,29 @@ files = [
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
+[[package]]
+name = "jcloud"
+version = "0.2.5"
+description = "Simplify deploying and managing Jina projects on Jina Cloud"
+category = "main"
+optional = true
+python-versions = "*"
+files = [
+    {file = "jcloud-0.2.5.tar.gz", hash = "sha256:ef145c1af269947e6591ad928e1e6739f4cd48732a17c2d0fc9c013b19ea9228"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.8.0"
+jina-hubble-sdk = ">=0.26.10"
+packaging = "*"
+python-dateutil = "*"
+python-dotenv = "*"
+pyyaml = "*"
+rich = ">=12.0.0"
+
+[package.extras]
+test = ["black (==22.3.0)", "jina (>=3.7.0)", "mock", "pytest", "pytest-asyncio", "pytest-cov", "pytest-custom_exit_code", "pytest-env", "pytest-mock", "pytest-repeat", "pytest-reraise", "pytest-timeout"]
+
 [[package]]
 name = "jedi"
 version = "0.18.2"
@@ -2397,6 +2671,148 @@ docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alab
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
 testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
+[[package]]
+name = "jina"
+version = "3.14.1"
+description = "Build multimodal AI services via cloud native technologies · Neural Search · Generative AI · MLOps"
+category = "main"
+optional = true
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
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+aiohttp = "*"
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+docarray = ">=0.16.4"
+docker = "*"
+fastapi = ">=0.76.0"
+filelock = "*"
+grpcio = ">=1.46.0,<1.48.1"
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+jcloud = ">=0.0.35"
+jina-hubble-sdk = ">=0.30.4"
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+pathspec = "*"
+prometheus_client = ">=0.12.0"
+protobuf = ">=3.19.0"
+pydantic = "*"
+python-multipart = "*"
+pyyaml = ">=5.3.1"
+requests = "*"
+uvicorn = {version = "*", extras = ["standard"]}
+uvloop = "*"
+websockets = "*"
+
+[package.extras]
+aiofiles = ["aiofiles"]
+aiohttp = ["aiohttp"]
+aiostream = ["aiostream"]
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+"uvicorn[standard" = ["uvicorn[standard]"]
+uvloop = ["uvloop"]
+watchfiles = ["watchfiles (>=0.18.0)"]
+websockets = ["websockets"]
+
+[[package]]
+name = "jina-hubble-sdk"
+version = "0.35.0"
+description = "SDK for Hubble API at Jina AI."
+category = "main"
+optional = true
+python-versions = ">=3.7.0"
+files = [
+    {file = "jina-hubble-sdk-0.35.0.tar.gz", hash = "sha256:f0826dc6d22aa8da983e4f67af8fa5b78dd852274da71adea7a38d9620438b37"},
+    {file = "jina_hubble_sdk-0.35.0-py3-none-any.whl", hash = "sha256:957e4ce5e9400ee27aad7a6e728172cdcffb8bb6667e430fa3c97f000650beb3"},
+]
+
+[package.dependencies]
+aiohttp = "*"
+docker = "*"
+filelock = "*"
+importlib-metadata = "*"
+pathspec = "*"
+python-jose = "*"
+pyyaml = "*"
+requests = "*"
+rich = "*"
+
+[package.extras]
+full = ["aiohttp", "black (==22.3.0)", "docker", "filelock", "flake8 (==4.0.1)", "importlib-metadata", "isort (==5.10.1)", "mock (==4.0.3)", "pathspec", "pytest (==7.0.0)", "pytest-asyncio (==0.19.0)", "pytest-cov (==3.0.0)", "pytest-mock (==3.7.0)", "python-jose", "pyyaml", "requests", "rich"]
+
 [[package]]
 name = "jinja2"
 version = "3.1.2"
@@ -3807,6 +4223,267 @@ develop = ["black", "botocore", "coverage (<7.0.0)", "jinja2", "mock", "myst-par
 docs = ["myst-parser", "sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
 kerberos = ["requests-kerberos"]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.16.0"
+description = "OpenTelemetry Python API"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_api-1.16.0-py3-none-any.whl", hash = "sha256:79e8f0cf88dbdd36b6abf175d2092af1efcaa2e71552d0d2b3b181a9707bf4bc"},
+    {file = "opentelemetry_api-1.16.0.tar.gz", hash = "sha256:4b0e895a3b1f5e1908043ebe492d33e33f9ccdbe6d02d3994c2f8721a63ddddb"},
+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+setuptools = ">=16.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp"
+version = "1.16.0"
+description = "OpenTelemetry Collector Exporters"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_exporter_otlp-1.16.0-py3-none-any.whl", hash = "sha256:e1a91a267afb7ae0196cb25ed0bc0a991ff5d9f3d6b3a7ff7c0bce57be2d72d5"},
+    {file = "opentelemetry_exporter_otlp-1.16.0.tar.gz", hash = "sha256:5d76b4a44aa5c11e93b9280eaf93ae497557cf01046485ec1c7bfb2c492dabc4"},
+]
+
+[package.dependencies]
+opentelemetry-exporter-otlp-proto-grpc = "1.16.0"
+opentelemetry-exporter-otlp-proto-http = "1.16.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-grpc"
+version = "1.16.0"
+description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.16.0-py3-none-any.whl", hash = "sha256:ace2cedc43bc30e1b2475b14f72acf1a1528716965209d31fb0a72c59f0f4fe4"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.16.0.tar.gz", hash = "sha256:0853ea1e566c1fab5633e7f7bca2a650ba445b04ba02f93173920b0f5c561f63"},
+]
+
+[package.dependencies]
+backoff = {version = ">=1.10.0,<3.0.0", markers = "python_version >= \"3.7\""}
+googleapis-common-protos = ">=1.52,<2.0"
+grpcio = ">=1.0.0,<2.0.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-proto = "1.16.0"
+opentelemetry-sdk = ">=1.16.0,<1.17.0"
+
+[package.extras]
+test = ["pytest-grpc"]
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-http"
+version = "1.16.0"
+description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_http-1.16.0-py3-none-any.whl", hash = "sha256:f27cabd0e071fb8cc258bcaaad51b0c228fef1156bf6e6b1f9ae738881d9bf51"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.16.0.tar.gz", hash = "sha256:d7f14ae8b41b3606ee3e4ab12d42cb48610d8419f1d8b92c7d3ff5813c7a10d7"},
+]
+
+[package.dependencies]
+backoff = {version = ">=1.10.0,<3.0.0", markers = "python_version >= \"3.7\""}
+googleapis-common-protos = ">=1.52,<2.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-proto = "1.16.0"
+opentelemetry-sdk = ">=1.16.0,<1.17.0"
+requests = ">=2.7,<3.0"
+
+[package.extras]
+test = ["responses (==0.22.0)"]
+
+[[package]]
+name = "opentelemetry-exporter-prometheus"
+version = "1.12.0rc1"
+description = "Prometheus Metric Exporter for OpenTelemetry"
+category = "main"
+optional = true
+python-versions = ">=3.6"
+files = [
+    {file = "opentelemetry-exporter-prometheus-1.12.0rc1.tar.gz", hash = "sha256:f10c6c243d69d5b63f755885b36a4ce8ef2cdf3e737c4e6bf00f32e87668f0a9"},
+    {file = "opentelemetry_exporter_prometheus-1.12.0rc1-py3-none-any.whl", hash = "sha256:1f0c8f93d62e1575313966ceb8abf11e9a46e1839fda9ee4269b06d40494280f"},
+]
+
+[package.dependencies]
+opentelemetry-api = ">=1.10.0"
+opentelemetry-sdk = ">=1.10.0"
+prometheus-client = ">=0.5.0,<1.0.0"
+
+[[package]]
+name = "opentelemetry-instrumentation"
+version = "0.37b0"
+description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_instrumentation-0.37b0-py3-none-any.whl", hash = "sha256:0dbd4d869608667b9dfaf39914312c5979370d5fc5faa36678f5e25fa54f045b"},
+    {file = "opentelemetry_instrumentation-0.37b0.tar.gz", hash = "sha256:2a172a7ef8d35332f24a97caf6b7b62fe418a48cf841ae2bcdaed338fea37b41"},
+]
+
+[package.dependencies]
+opentelemetry-api = ">=1.4,<2.0"
+setuptools = ">=16.0"
+wrapt = ">=1.0.0,<2.0.0"
+
+[[package]]
+name = "opentelemetry-instrumentation-aiohttp-client"
+version = "0.37b0"
+description = "OpenTelemetry aiohttp client instrumentation"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_instrumentation_aiohttp_client-0.37b0-py3-none-any.whl", hash = "sha256:d047c711dff98e35b31ed5b6c801fc59ee5f79cb3d2a6217761a366894d73269"},
+    {file = "opentelemetry_instrumentation_aiohttp_client-0.37b0.tar.gz", hash = "sha256:eb21d618aa810ad72764d02b5a6da3d578116ddcb5213c84feba721f0dff7060"},
+]
+
+[package.dependencies]
+opentelemetry-api = ">=1.12,<2.0"
+opentelemetry-instrumentation = "0.37b0"
+opentelemetry-semantic-conventions = "0.37b0"
+opentelemetry-util-http = "0.37b0"
+wrapt = ">=1.0.0,<2.0.0"
+
+[package.extras]
+instruments = ["aiohttp (>=3.0,<4.0)"]
+test = ["opentelemetry-instrumentation-aiohttp-client[instruments]"]
+
+[[package]]
+name = "opentelemetry-instrumentation-asgi"
+version = "0.37b0"
+description = "ASGI instrumentation for OpenTelemetry"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_instrumentation_asgi-0.37b0-py3-none-any.whl", hash = "sha256:71ded26c8425b2f44573a2a1ef0b41941436e0b4d1e91067d84ef6ebc1bba49f"},
+    {file = "opentelemetry_instrumentation_asgi-0.37b0.tar.gz", hash = "sha256:b8557d8823a04e083aae18f285a4c2ed75746acf9f2e63e44778f2aa8942af02"},
+]
+
+[package.dependencies]
+asgiref = ">=3.0,<4.0"
+opentelemetry-api = ">=1.12,<2.0"
+opentelemetry-instrumentation = "0.37b0"
+opentelemetry-semantic-conventions = "0.37b0"
+opentelemetry-util-http = "0.37b0"
+
+[package.extras]
+instruments = ["asgiref (>=3.0,<4.0)"]
+test = ["opentelemetry-instrumentation-asgi[instruments]", "opentelemetry-test-utils (==0.37b0)"]
+
+[[package]]
+name = "opentelemetry-instrumentation-fastapi"
+version = "0.37b0"
+description = "OpenTelemetry FastAPI Instrumentation"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_instrumentation_fastapi-0.37b0-py3-none-any.whl", hash = "sha256:dc983910d9c582addb934f051848158cf0155f4ccca83b5cc10904991c4d429c"},
+    {file = "opentelemetry_instrumentation_fastapi-0.37b0.tar.gz", hash = "sha256:84e50dc92b3ae65f4e18d0cad6538db267690361a55644553a5f3b32f64e2de9"},
+]
+
+[package.dependencies]
+opentelemetry-api = ">=1.12,<2.0"
+opentelemetry-instrumentation = "0.37b0"
+opentelemetry-instrumentation-asgi = "0.37b0"
+opentelemetry-semantic-conventions = "0.37b0"
+opentelemetry-util-http = "0.37b0"
+
+[package.extras]
+instruments = ["fastapi (<=0.90.1)"]
+test = ["httpx (>=0.22,<1.0)", "opentelemetry-instrumentation-fastapi[instruments]", "opentelemetry-test-utils (==0.37b0)", "requests (>=2.23,<3.0)"]
+
+[[package]]
+name = "opentelemetry-instrumentation-grpc"
+version = "0.37b0"
+description = "OpenTelemetry gRPC instrumentation"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_instrumentation_grpc-0.37b0-py3-none-any.whl", hash = "sha256:a40ceb2b744b182b9956dd365f9978b2ec24ad01a3ee3945ae000ff5119215d8"},
+    {file = "opentelemetry_instrumentation_grpc-0.37b0.tar.gz", hash = "sha256:80d6d3084e0402849a2f5a1fc9bbbcc6821c3dc12b05834765bf4882aa36fe67"},
+]
+
+[package.dependencies]
+opentelemetry-api = ">=1.12,<2.0"
+opentelemetry-instrumentation = "0.37b0"
+opentelemetry-sdk = ">=1.12,<2.0"
+opentelemetry-semantic-conventions = "0.37b0"
+wrapt = ">=1.0.0,<2.0.0"
+
+[package.extras]
+instruments = ["grpcio (>=1.27,<2.0)"]
+test = ["opentelemetry-instrumentation-grpc[instruments]", "opentelemetry-sdk (>=1.12,<2.0)", "opentelemetry-test-utils (==0.37b0)", "protobuf (>=3.13,<4.0)"]
+
+[[package]]
+name = "opentelemetry-proto"
+version = "1.16.0"
+description = "OpenTelemetry Python Proto"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_proto-1.16.0-py3-none-any.whl", hash = "sha256:160326d300faf43c3f72c4a916516ee5b63289ceb9828294b698ef943697cbd5"},
+    {file = "opentelemetry_proto-1.16.0.tar.gz", hash = "sha256:e58832dfec64621972a9836f8ae163fb3063946eb02bdf43fae0f76f8cf46d0a"},
+]
+
+[package.dependencies]
+protobuf = ">=3.19,<5.0"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.16.0"
+description = "OpenTelemetry Python SDK"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_sdk-1.16.0-py3-none-any.whl", hash = "sha256:15f03915eec4839f885a5e6ed959cde59b8690c8c012d07c95b4b138c98dc43f"},
+    {file = "opentelemetry_sdk-1.16.0.tar.gz", hash = "sha256:4d3bb91e9e209dbeea773b5565d901da4f76a29bf9dbc1c9500be3cabb239a4e"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.16.0"
+opentelemetry-semantic-conventions = "0.37b0"
+setuptools = ">=16.0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.37b0"
+description = "OpenTelemetry Semantic Conventions"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_semantic_conventions-0.37b0-py3-none-any.whl", hash = "sha256:462982278a42dab01f68641cd89f8460fe1f93e87c68a012a76fb426dcdba5ee"},
+    {file = "opentelemetry_semantic_conventions-0.37b0.tar.gz", hash = "sha256:087ce2e248e42f3ffe4d9fa2303111de72bb93baa06a0f4655980bc1557c4228"},
+]
+
+[[package]]
+name = "opentelemetry-util-http"
+version = "0.37b0"
+description = "Web util for OpenTelemetry"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_util_http-0.37b0-py3-none-any.whl", hash = "sha256:6d3ddba5429918dc3a3e250858a819dad617a4a415f16b6ca6531065501f342a"},
+    {file = "opentelemetry_util_http-0.37b0.tar.gz", hash = "sha256:591a5332db31bb6056ef2741c435e38ad4979d3c595b20b4c4dd62cbf1693524"},
+]
+
 [[package]]
 name = "opt-einsum"
 version = "3.3.0"
@@ -3937,7 +4614,7 @@ ppft = ">=1.7.6.6"
 name = "pathspec"
 version = "0.11.1"
 description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4265,7 +4942,7 @@ murmurhash = ">=0.28.0,<1.1.0"
 name = "prometheus-client"
 version = "0.16.0"
 description = "Python client for the Prometheus monitoring system."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -4917,7 +5594,7 @@ six = ">=1.5"
 name = "python-dotenv"
 version = "1.0.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4928,6 +5605,28 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-jose"
+version = "3.3.0"
+description = "JOSE implementation in Python"
+category = "main"
+optional = true
+python-versions = "*"
+files = [
+    {file = "python-jose-3.3.0.tar.gz", hash = "sha256:55779b5e6ad599c6336191246e95eb2293a9ddebd555f796a65f838f07e5d78a"},
+    {file = "python_jose-3.3.0-py2.py3-none-any.whl", hash = "sha256:9b1376b023f8b298536eedd47ae1089bcdb848f1535ab30555cd92002d78923a"},
+]
+
+[package.dependencies]
+ecdsa = "!=0.15"
+pyasn1 = "*"
+rsa = "*"
+
+[package.extras]
+cryptography = ["cryptography (>=3.4.0)"]
+pycrypto = ["pyasn1", "pycrypto (>=2.6.0,<2.7.0)"]
+pycryptodome = ["pyasn1", "pycryptodome (>=3.3.1,<4.0.0)"]
+
 [[package]]
 name = "python-json-logger"
 version = "2.0.7"
@@ -4940,6 +5639,21 @@ files = [
     {file = "python_json_logger-2.0.7-py3-none-any.whl", hash = "sha256:f380b826a991ebbe3de4d897aeec42760035ac760345e57b812938dc8b35e2bd"},
 ]
 
+[[package]]
+name = "python-multipart"
+version = "0.0.6"
+description = "A streaming multipart parser for Python"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "python_multipart-0.0.6-py3-none-any.whl", hash = "sha256:ee698bab5ef148b0a760751c261902cd096e57e10558e11aca17646b74ee1c18"},
+    {file = "python_multipart-0.0.6.tar.gz", hash = "sha256:e9925a80bb668529f1b67c7fdb0a5dacdd7cbfc6fb0bff3ea443fe22bdd62132"},
+]
+
+[package.extras]
+dev = ["atomicwrites (==1.2.1)", "attrs (==19.2.0)", "coverage (==6.5.0)", "hatch", "invoke (==1.7.3)", "more-itertools (==4.3.0)", "pbr (==4.3.0)", "pluggy (==1.0.0)", "py (==1.11.0)", "pytest (==7.2.0)", "pytest-cov (==4.0.0)", "pytest-timeout (==2.1.0)", "pyyaml (==5.1)"]
+
 [[package]]
 name = "pytz"
 version = "2022.7.1"
@@ -4956,7 +5670,7 @@ files = [
 name = "pywin32"
 version = "305"
 description = "Python for Window Extensions"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -6157,7 +6871,7 @@ files = [
 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and platform_machine == \"aarch64\" or python_version >= \"3\" and platform_machine == \"ppc64le\" or python_version >= \"3\" and platform_machine == \"x86_64\" or python_version >= \"3\" and platform_machine == \"amd64\" or python_version >= \"3\" and platform_machine == \"AMD64\" or python_version >= \"3\" and platform_machine == \"win32\" or python_version >= \"3\" and platform_machine == \"WIN32\""}
+greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
 
 [package.extras]
 aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
@@ -6252,6 +6966,25 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
+[[package]]
+name = "starlette"
+version = "0.26.1"
+description = "The little ASGI library that shines."
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "starlette-0.26.1-py3-none-any.whl", hash = "sha256:e87fce5d7cbdde34b76f0ac69013fd9d190d581d80681493016666e6f96c6d5e"},
+    {file = "starlette-0.26.1.tar.gz", hash = "sha256:41da799057ea8620e4667a3e69a5b1923ebd32b1819c8fa75634bbe8d8bea9bd"},
+]
+
+[package.dependencies]
+anyio = ">=3.4.0,<5"
+typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
+
 [[package]]
 name = "tabulate"
 version = "0.9.0"
@@ -7157,6 +7890,77 @@ brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
+[[package]]
+name = "uvicorn"
+version = "0.21.1"
+description = "The lightning-fast ASGI server."
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "uvicorn-0.21.1-py3-none-any.whl", hash = "sha256:e47cac98a6da10cd41e6fd036d472c6f58ede6c5dbee3dbee3ef7a100ed97742"},
+    {file = "uvicorn-0.21.1.tar.gz", hash = "sha256:0fac9cb342ba099e0d582966005f3fdba5b0290579fed4a6266dc702ca7bb032"},
+]
+
+[package.dependencies]
+click = ">=7.0"
+colorama = {version = ">=0.4", optional = true, markers = "sys_platform == \"win32\" and extra == \"standard\""}
+h11 = ">=0.8"
+httptools = {version = ">=0.5.0", optional = true, markers = "extra == \"standard\""}
+python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
+pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
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 [[package]]
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 version = "0.19.0"
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 watchmedo = ["PyYAML (>=3.10)"]
 
+[[package]]
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 version = "0.2.6"
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 version = "1.5.1"
 description = "WebSocket client for Python with low level API options"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
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+    {file = "websockets-10.4.tar.gz", hash = "sha256:eef610b23933c54d5d921c92578ae5f89813438fded840c2e9809d378dc765d3"},
+]
+
 [[package]]
 name = "werkzeug"
 version = "2.2.3"
@@ -7600,7 +8518,7 @@ multidict = ">=4.0"
 name = "zipp"
 version = "3.15.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -7613,10 +8531,10 @@ docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker
 testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [extras]
-all = ["aleph-alpha-client", "anthropic", "beautifulsoup4", "cohere", "deeplake", "elasticsearch", "faiss-cpu", "google-api-python-client", "google-search-results", "huggingface_hub", "jinja2", "manifest-ml", "networkx", "nlpcloud", "nltk", "nomic", "openai", "opensearch-py", "pgvector", "pinecone-client", "psycopg2-binary", "pypdf", "qdrant-client", "redis", "sentence-transformers", "spacy", "tensorflow-text", "tiktoken", "torch", "transformers", "weaviate-client", "wikipedia", "wolframalpha"]
-llms = ["anthropic", "cohere", "huggingface_hub", "manifest-ml", "nlpcloud", "openai", "torch", "transformers"]
+all = ["anthropic", "cohere", "openai", "nlpcloud", "huggingface_hub", "jina", "manifest-ml", "elasticsearch", "opensearch-py", "google-search-results", "faiss-cpu", "sentence-transformers", "transformers", "spacy", "nltk", "wikipedia", "beautifulsoup4", "tiktoken", "torch", "jinja2", "pinecone-client", "weaviate-client", "redis", "google-api-python-client", "wolframalpha", "qdrant-client", "tensorflow-text", "pypdf", "networkx", "nomic", "aleph-alpha-client", "deeplake", "pgvector", "psycopg2-binary"]
+llms = ["anthropic", "cohere", "openai", "nlpcloud", "huggingface_hub", "manifest-ml", "torch", "transformers"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8.1,<4.0"
-content-hash = "aa39daaadadca5d5536cbeb854e0011663d101865e1ef1124e1f037f96d93fa4"
+content-hash = "cf918ff1bc768cf1ef9bc611f00f278ada91d23d1d574dfeba4d1f3f7b5bdb4a"
diff --git a/pyproject.toml b/pyproject.toml
index 6c086154..15ca7b8c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,6 +45,7 @@ openai = {version = "^0", optional = true}
 nlpcloud = {version = "^1", optional = true}
 nomic = {version = "^1.0.43", optional = true}
 huggingface_hub = {version = "^0", optional = true}
+jina = {version = "^3.14", optional = true}
 google-search-results = {version = "^2", optional = true}
 sentence-transformers = {version = "^2", optional = true}
 aiohttp = "^3.8.3"
@@ -101,7 +102,7 @@ playwright = "^1.28.0"
 
 [tool.poetry.extras]
 llms = ["anthropic", "cohere", "openai", "nlpcloud", "huggingface_hub", "manifest-ml", "torch", "transformers"]
-all = ["anthropic", "cohere", "openai", "nlpcloud", "huggingface_hub", "manifest-ml", "elasticsearch", "opensearch-py", "google-search-results", "faiss-cpu", "sentence_transformers", "transformers", "spacy", "nltk", "wikipedia", "beautifulsoup4", "tiktoken", "torch", "jinja2", "pinecone-client", "weaviate-client", "redis", "google-api-python-client", "wolframalpha", "qdrant-client", "tensorflow-text", "pypdf", "networkx", "nomic", "aleph-alpha-client", "deeplake", "pgvector", "psycopg2-binary"]
+all = ["anthropic", "cohere", "openai", "nlpcloud", "huggingface_hub", "jina", "manifest-ml", "elasticsearch", "opensearch-py", "google-search-results", "faiss-cpu", "sentence_transformers", "transformers", "spacy", "nltk", "wikipedia", "beautifulsoup4", "tiktoken", "torch", "jinja2", "pinecone-client", "weaviate-client", "redis", "google-api-python-client", "wolframalpha", "qdrant-client", "tensorflow-text", "pypdf", "networkx", "nomic", "aleph-alpha-client", "deeplake", "pgvector", "psycopg2-binary"]
 
 [tool.ruff]
 select = [
diff --git a/tests/integration_tests/embeddings/test_jina.py b/tests/integration_tests/embeddings/test_jina.py
new file mode 100644
index 00000000..668c258f
--- /dev/null
+++ b/tests/integration_tests/embeddings/test_jina.py
@@ -0,0 +1,19 @@
+"""Test jina embeddings."""
+from langchain.embeddings.jina import JinaEmbeddings
+
+
+def test_jina_embedding_documents() -> None:
+    """Test jina embeddings for documents."""
+    documents = ["foo bar", "bar foo"]
+    embedding = JinaEmbeddings()
+    output = embedding.embed_documents(documents)
+    assert len(output) == 2
+    assert len(output[0]) == 512
+
+
+def test_jina_embedding_query() -> None:
+    """Test jina embeddings for query."""
+    document = "foo bar"
+    embedding = JinaEmbeddings()
+    output = embedding.embed_query(document)
+    assert len(output) == 512