From feb45efee255c9d3587f4babd8660c2994553c1a Mon Sep 17 00:00:00 2001
From: David Riccitelli <david@wordlift.io>
Date: Tue, 21 May 2024 23:28:14 +0300
Subject: [PATCH] Contribute the WordLift Vector Store (#13028)
---
.pre-commit-config.yaml | 2 +
.../.gitignore | 153 +
.../llama-index-vector-stores-wordlift/BUILD | 3 +
.../Makefile | 17 +
.../README.md | 24 +
.../data/paul_graham/paul_graham_essay.txt | 5 +
.../examples/wordlift_vector_store_demo.ipynb | 231 +
.../llama_index/vector_stores/wordlift/BUILD | 1 +
.../vector_stores/wordlift/__init__.py | 4 +
.../vector_stores/wordlift/base.py | 160 +
.../manager_client/BUILD | 1 +
.../manager_client/__init__.py | 40 +
.../manager_client/api/BUILD | 1 +
.../manager_client/api/__init__.py | 6 +
.../api/vector_search_nodes_api.py | 307 ++
.../api/vector_search_queries_api.py | 312 ++
.../manager_client/api_client.py | 762 +++
.../manager_client/api_response.py | 21 +
.../manager_client/configuration.py | 492 ++
.../manager_client/docs/Filter.md | 32 +
.../manager_client/docs/NodeRequest.md | 34 +
.../docs/PageVectorSearchQueryResponseItem.md | 35 +
.../docs/VectorSearchNodesApi.md | 86 +
.../docs/VectorSearchQueriesApi.md | 89 +
.../docs/VectorSearchQueryRequest.md | 33 +
.../docs/VectorSearchQueryResponseItem.md | 35 +
.../manager_client/exceptions.py | 200 +
.../manager_client/models/BUILD | 1 +
.../manager_client/models/__init__.py | 22 +
.../manager_client/models/filter.py | 99 +
.../manager_client/models/node_request.py | 96 +
.../page_vector_search_query_response_item.py | 131 +
.../models/vector_search_query_request.py | 103 +
.../vector_search_query_response_item.py | 98 +
.../manager_client/rest.py | 216 +
.../manager_client/test/BUILD | 3 +
.../manager_client/test/__init__.py | 0
.../manager_client/test/test_filter.py | 57 +
.../manager_client/test/test_node_request.py | 62 +
..._page_vector_search_query_response_item.py | 87 +
.../test/test_vector_search_nodes_api.py | 39 +
.../test/test_vector_search_queries_api.py | 39 +
.../test/test_vector_search_query_request.py | 62 +
.../test_vector_search_query_response_item.py | 64 +
.../poetry.lock | 4506 +++++++++++++++++
.../pyproject.toml | 62 +
.../tests/BUILD | 1 +
.../tests/__init__.py | 0
.../tests/test_wordlift.py | 140 +
.../utils/BUILD | 1 +
.../utils/__init__.py | 12 +
.../utils/utils.py | 58 +
52 files changed, 9045 insertions(+)
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/.gitignore
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/BUILD
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/Makefile
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/README.md
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/examples/data/paul_graham/paul_graham_essay.txt
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/examples/wordlift_vector_store_demo.ipynb
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/BUILD
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/__init__.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/base.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/BUILD
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/__init__.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/BUILD
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/__init__.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/vector_search_nodes_api.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/vector_search_queries_api.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api_client.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api_response.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/configuration.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/Filter.md
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/NodeRequest.md
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/PageVectorSearchQueryResponseItem.md
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchNodesApi.md
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueriesApi.md
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueryRequest.md
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueryResponseItem.md
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/exceptions.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/BUILD
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/__init__.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/filter.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/node_request.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/page_vector_search_query_response_item.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/vector_search_query_request.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/vector_search_query_response_item.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/rest.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/BUILD
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/__init__.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_filter.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_node_request.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_page_vector_search_query_response_item.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_nodes_api.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_queries_api.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_query_request.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_query_response_item.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/poetry.lock
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/pyproject.toml
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/BUILD
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/__init__.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/test_wordlift.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/BUILD
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/__init__.py
create mode 100644 llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/utils.py
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 00e24aca83..347de42a56 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,6 +2,8 @@
default_language_version:
python: python3
+exclude: "llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/.*"
+
repos:
- repo: https://github.com/pre-commit/pre-commit-hooks
rev: v4.5.0
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/.gitignore b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/.gitignore
new file mode 100644
index 0000000000..990c18de22
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/.gitignore
@@ -0,0 +1,153 @@
+llama_index/_static
+.DS_Store
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+bin/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+etc/
+include/
+lib/
+lib64/
+parts/
+sdist/
+share/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+# Usually these files are written by a python script from a template
+# before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+.ruff_cache
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+notebooks/
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+# However, in case of collaboration, if having platform-specific dependencies or dependencies
+# having no cross-platform support, pipenv may install dependencies that don't work, or not
+# install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+pyvenv.cfg
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Jetbrains
+.idea
+modules/
+*.swp
+
+# VsCode
+.vscode
+
+# pipenv
+Pipfile
+Pipfile.lock
+
+# pyright
+pyrightconfig.json
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/BUILD b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/BUILD
new file mode 100644
index 0000000000..0896ca890d
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/BUILD
@@ -0,0 +1,3 @@
+poetry_requirements(
+ name="poetry",
+)
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/Makefile b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/Makefile
new file mode 100644
index 0000000000..b9eab05aa3
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/Makefile
@@ -0,0 +1,17 @@
+GIT_ROOT ?= $(shell git rev-parse --show-toplevel)
+
+help: ## Show all Makefile targets.
+ @grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[33m%-30s\033[0m %s\n", $$1, $$2}'
+
+format: ## Run code autoformatters (black).
+ pre-commit install
+ git ls-files | xargs pre-commit run black --files
+
+lint: ## Run linters: pre-commit (black, ruff, codespell) and mypy
+ pre-commit install && git ls-files | xargs pre-commit run --show-diff-on-failure --files
+
+test: ## Run tests via pytest.
+ pytest tests
+
+watch-docs: ## Build and watch documentation.
+ sphinx-autobuild docs/ docs/_build/html --open-browser --watch $(GIT_ROOT)/llama_index/
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/README.md b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/README.md
new file mode 100644
index 0000000000..58a1fccd83
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/README.md
@@ -0,0 +1,24 @@
+<picture>
+ <img alt="#WordLift" width="200" src="https://wordlift.io/wp-content/uploads/2022/12/logo.svg" style="margin-bottom: 25px;">
+</picture>
+
+# LlamaIndex Vector_Stores Integration: WordLift
+
+WordLift is an AI-powered SEO platform. With our AI we build your own knowledge graph for your business with entities marked up by the different topics, categories and regions. Using this graph, search engines will be able to understand the structure of your content faster and more precisely. To access a WordLift key and unlock our AI-powered SEO tools, visit [WordLift](https://wordlift.io/).
+
+This integration enables the use of WordLift as a vector store for LlamaIndex, allowing you to work with your knowledge graph directly from your codebase.
+
+## Features
+
+- Perform retrieval-augmented generation (RAG) using your knowledge graph data directly in your codebase.
+- Add new nodes and search within your knowledge graph effortlessly.
+
+## Usage
+
+Please refer to the [notebook](./examples/wordlift_vector_store_demo.ipynb) for usage of WordLift as vector store in LlamaIndex.
+
+WordLift Knowledge Graphs are built on the principles of fully Linked Data, where each entity is assigned a permanent dereferentiable URI.\
+When adding nodes to an existing Knowledge Graph, it's essential to include an "entity_id" in the metadata of each loaded document.\
+For further insights into Fully Linked Data, explore these resources:
+[W3C Linked Data](https://www.w3.org/DesignIssues/LinkedData.html),
+[5 Star Data](https://5stardata.info/en/).
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/examples/data/paul_graham/paul_graham_essay.txt b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/examples/data/paul_graham/paul_graham_essay.txt
new file mode 100644
index 0000000000..01e801ccbf
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/examples/data/paul_graham/paul_graham_essay.txt
@@ -0,0 +1,5 @@
+What I Worked On
+
+February 2021
+
+Before college the two main things I worked on, outside of school, were writing and programming. I didn't write essays. I wrote what beginning writers were supposed to write then, and probably still are: short stories. My stories were awful. They had hardly any plot, just characters with strong feelings, which I imagined made them deep.
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/examples/wordlift_vector_store_demo.ipynb b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/examples/wordlift_vector_store_demo.ipynb
new file mode 100644
index 0000000000..e10590f660
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/examples/wordlift_vector_store_demo.ipynb
@@ -0,0 +1,231 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Wordlift Vector Store"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In this notebook, we'll illustrate how to leverage Wordlift as a Vector store for seamless integration with LlamaIndex. To access a Wordlift key and unlock our AI-powered SEO tools, visit [Wordlift](https://wordlift.io/)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Setting up environments\n",
+ "\n",
+ "Install Llamaindex and Wordlift vector store using pip "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%pip install llama-index\n",
+ "%pip install llama-index-vector-stores-wordlift\n",
+ "%pip install nest_asyncio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from llama_index.core import SimpleDirectoryReader, StorageContext\n",
+ "from llama_index.core import VectorStoreIndex\n",
+ "from llama_index.vector_stores.wordlift import WordliftVectorStore\n",
+ "from llama_index.core.embeddings.utils import get_cache_dir\n",
+ "from llama_index.embeddings.huggingface import HuggingFaceEmbedding\n",
+ "from llama_index.core import Settings\n",
+ "from llama_index.core import Document\n",
+ "import nest_asyncio"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Since we made use of async loops for the implementation of the Wordlift Vector Store, nest_asyncio is needed to use it in a Jupyter Notebook"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "nest_asyncio.apply()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Setup OpenAI API"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import openai\n",
+ "\n",
+ "openai.api_key = os.environ[\"your_openAI_key\"]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Download and prepare the sample dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!mkdir 'data\\paul_graham\\'\n",
+ "!curl 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "documents = SimpleDirectoryReader(\"./data/paul_graham\").load_data()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Wordlift Knowledge Graphs are built on the principles of fully Linked Data, where each entity is assigned a permanent dereferentiable URI. \n",
+ "\n",
+ "When adding nodes to an existing Knowledge Graph, it's essential to include an \"entity_id\" in the metadata of each loaded document. \n",
+ "\n",
+ "For further insights into Fully Linked Data, explore these resources: \n",
+ "[W3C Linked Data](https://www.w3.org/DesignIssues/LinkedData.html), \n",
+ "[5 Star Data](https://5stardata.info/en/).\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To retrieve the URI of your Knowledge Graph, execute the following command and locate the \"datasetURI\" parameter. Ensure to substitute \"your_key\" with your Wordlift Key. Keep in mind that there is a unique key assigned to each Knowledge Graph."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!curl https://api.wordlift.io/accounts/me -H 'Authorization: Key your_key' | jq ."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To generate the entity_id, concatenate the datasetURI with the normalized filename. \n",
+ "\n",
+ "For instance, if your datasetURI is `https://data.wordlift.io/wl0000000/` and your text file is named `sample-file.txt`, the entity_id can be constructed as follows: \n",
+ "\n",
+ "`entity_id = datasetURI + normalize(filename)` \n",
+ "\n",
+ "which results in `https://data.wordlift.io/wl0000000/sample-file-txt`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataset_uri = \"your_dataset_uri\"\n",
+ "\n",
+ "for document in documents:\n",
+ " norm_filename = document.metadata[\"file_name\"].replace(\".\", \"-\")\n",
+ " entity_id = dataset_uri + norm_filename\n",
+ " document.metadata[\"entity_id\"] = entity_id"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Create Wordlift Vectore Store"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To create a Wordlift vector store instance you just need the key of your Wordlift Knowledge Graph. Remember that there is a key for each Knowledge Graph"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "vector_store = WordliftVectorStore.create(\"your_key\")\n",
+ "\n",
+ "# set Wordlift vector store instance as the vector store\n",
+ "storage_context = StorageContext.from_defaults(vector_store=vector_store)\n",
+ "\n",
+ "index = VectorStoreIndex.from_documents(documents, storage_context=storage_context)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# test the vector store query\n",
+ "query_engine = index.as_query_engine()\n",
+ "response = query_engine.query(\"What did the author do growing up?\")\n",
+ "print(response)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/BUILD b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/BUILD
new file mode 100644
index 0000000000..db46e8d6c9
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/BUILD
@@ -0,0 +1 @@
+python_sources()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/__init__.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/__init__.py
new file mode 100644
index 0000000000..ff02fe9570
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/__init__.py
@@ -0,0 +1,4 @@
+from llama_index.vector_stores.wordlift.base import WordliftVectorStore
+
+
+__all__ = ["WordliftVectorStore"]
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/base.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/base.py
new file mode 100644
index 0000000000..9d46999eda
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/vector_stores/wordlift/base.py
@@ -0,0 +1,160 @@
+import asyncio
+import logging
+import traceback
+from typing import Any, List, Dict
+
+from llama_index.core.schema import BaseNode, MetadataMode, TextNode
+from llama_index.core.vector_stores import VectorStoreQuery, VectorStoreQueryResult
+from llama_index.core.vector_stores.types import (
+ VectorStore,
+)
+
+from manager_client import NodeRequest, VectorSearchQueryRequest
+from manager_client.exceptions import ServiceException
+from utils import (
+ VectorSearchService,
+ WordliftVectorStoreException,
+ WordliftVectorQueryServiceException,
+)
+
+log = logging.getLogger("global")
+
+
+class KeyProvider:
+ key: str
+
+ def __init__(self, key: str):
+ self.key = key
+
+ async def for_add(self, nodes: List[BaseNode]) -> str:
+ return self.key
+
+ async def for_delete(self, ref_doc_id: str) -> str:
+ return self.key
+
+ async def for_query(self, query: VectorStoreQuery) -> str:
+ return self.key
+
+
+class WordliftVectorStore(VectorStore):
+ stores_text = True
+
+ vector_search_service: VectorSearchService
+
+ @staticmethod
+ def create(key: str):
+ return WordliftVectorStore(KeyProvider(key), VectorSearchService())
+
+ def __init__(
+ self,
+ key_provider: KeyProvider,
+ vector_search_service: VectorSearchService,
+ ):
+ super(WordliftVectorStore, self).__init__(use_async=True)
+
+ self.vector_search_service = vector_search_service
+ self.key_provider = key_provider
+
+ def add(self, nodes: List[BaseNode], **add_kwargs: Any) -> List[str]:
+ log.debug("Add node(s)\n")
+ loop = asyncio.new_event_loop()
+ asyncio.set_event_loop(loop)
+ task = loop.create_task(self.async_add(nodes, **add_kwargs))
+ add = loop.run_until_complete(task)
+ loop.close()
+ return add
+
+ async def async_add(
+ self,
+ nodes: List[BaseNode],
+ **kwargs: Any,
+ ) -> List[str]:
+ # Empty nodes, return empty list
+ if not nodes:
+ return []
+
+ log.debug("{0} node(s) received\n".format(len(nodes)))
+
+ # Get the key to use for the operation.
+ key = await self.key_provider.for_add(nodes)
+
+ requests = []
+ for node in nodes:
+ node_dict = node.dict()
+ metadata: Dict[str, Any] = node_dict.get("metadata", {})
+ entity_id = metadata.get("entity_id", None)
+
+ entry = NodeRequest(
+ entity_id=entity_id,
+ node_id=node.node_id,
+ embeddings=node.get_embedding(),
+ text=node.get_content(metadata_mode=MetadataMode.NONE) or "",
+ metadata=metadata,
+ )
+ requests.append(entry)
+
+ log.debug("Inserting data, using key {0}: {1}".format(key, requests))
+
+ try:
+ await self.vector_search_service.update_nodes_collection(
+ node_request=requests, key=key
+ )
+ except Exception:
+ print(traceback.format_exc())
+ return []
+
+ return [node.node_id for node in nodes]
+
+ def delete(self, ref_doc_id: str, **delete_kwargs: Any) -> None:
+ raise NotImplementedError
+
+ def query(self, query: VectorStoreQuery, **kwargs: Any) -> VectorStoreQueryResult:
+ log.debug("Running in NON async mode")
+ loop = asyncio.new_event_loop()
+ asyncio.set_event_loop(loop)
+ task = loop.create_task(self.aquery(query, **kwargs))
+ query = loop.run_until_complete(task)
+ loop.close()
+ return query
+
+ async def aquery(
+ self, query: VectorStoreQuery, **kwargs: Any
+ ) -> VectorStoreQueryResult:
+ request = VectorSearchQueryRequest(
+ query_embedding=query.query_embedding,
+ similarity_top_k=query.similarity_top_k,
+ )
+
+ # Get the key to use for the operation.
+ key = await self.key_provider.for_query(query)
+
+ try:
+ page = await self.vector_search_service.query_nodes_collection(
+ vector_search_query_request=request, key=key
+ )
+ except ServiceException as exception:
+ raise WordliftVectorQueryServiceException(
+ exception=exception, msg=exception.body
+ )
+ except Exception as exception:
+ print(traceback.format_exc())
+ raise WordliftVectorStoreException(
+ exception=exception, msg="Failed to fetch query results"
+ )
+
+ nodes: List[TextNode] = []
+ similarities: List[float] = []
+ ids: List[str] = []
+
+ for item in page.items:
+ nodes.append(
+ TextNode(
+ text=item.text,
+ id_=item.node_id,
+ embedding=item.embeddings,
+ metadata=item.metadata,
+ )
+ )
+ similarities.append(item.score)
+ ids.append(item.node_id)
+ return VectorStoreQueryResult(nodes=nodes, similarities=similarities, ids=ids)
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/BUILD b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/BUILD
new file mode 100644
index 0000000000..db46e8d6c9
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/BUILD
@@ -0,0 +1 @@
+python_sources()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/__init__.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/__init__.py
new file mode 100644
index 0000000000..92dfa4fc4b
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/__init__.py
@@ -0,0 +1,40 @@
+# coding: utf-8
+
+# flake8: noqa
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+__version__ = "1.0.0"
+
+# import apis into sdk package
+from manager_client.api.vector_search_nodes_api import VectorSearchNodesApi
+from manager_client.api.vector_search_queries_api import VectorSearchQueriesApi
+
+# import ApiClient
+from manager_client.api_response import ApiResponse
+from manager_client.api_client import ApiClient
+from manager_client.configuration import Configuration
+from manager_client.exceptions import OpenApiException
+from manager_client.exceptions import ApiTypeError
+from manager_client.exceptions import ApiValueError
+from manager_client.exceptions import ApiKeyError
+from manager_client.exceptions import ApiAttributeError
+from manager_client.exceptions import ApiException
+
+# import models into sdk package
+from manager_client.models.filter import Filter
+from manager_client.models.node_request import NodeRequest
+from manager_client.models.page_vector_search_query_response_item import PageVectorSearchQueryResponseItem
+from manager_client.models.vector_search_query_request import VectorSearchQueryRequest
+from manager_client.models.vector_search_query_response_item import VectorSearchQueryResponseItem
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/BUILD b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/BUILD
new file mode 100644
index 0000000000..db46e8d6c9
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/BUILD
@@ -0,0 +1 @@
+python_sources()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/__init__.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/__init__.py
new file mode 100644
index 0000000000..cd39440db5
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/__init__.py
@@ -0,0 +1,6 @@
+# flake8: noqa
+
+# import apis into api package
+from manager_client.api.vector_search_nodes_api import VectorSearchNodesApi
+from manager_client.api.vector_search_queries_api import VectorSearchQueriesApi
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/vector_search_nodes_api.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/vector_search_nodes_api.py
new file mode 100644
index 0000000000..b2df3f6355
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/vector_search_nodes_api.py
@@ -0,0 +1,307 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+import warnings
+from pydantic import validate_call, Field, StrictFloat, StrictStr, StrictInt
+from typing import Any, Dict, List, Optional, Tuple, Union
+from typing_extensions import Annotated
+
+from typing import List
+from manager_client.models.node_request import NodeRequest
+
+from manager_client.api_client import ApiClient, RequestSerialized
+from manager_client.api_response import ApiResponse
+from manager_client.rest import RESTResponseType
+
+
+class VectorSearchNodesApi:
+ """NOTE: This class is auto generated by OpenAPI Generator
+ Ref: https://openapi-generator.tech
+
+ Do not edit the class manually.
+ """
+
+ def __init__(self, api_client=None) -> None:
+ if api_client is None:
+ api_client = ApiClient.get_default()
+ self.api_client = api_client
+
+
+ @validate_call
+ async def update_nodes_collection(
+ self,
+ node_request: List[NodeRequest],
+ _request_timeout: Union[
+ None,
+ Annotated[StrictFloat, Field(gt=0)],
+ Tuple[
+ Annotated[StrictFloat, Field(gt=0)],
+ Annotated[StrictFloat, Field(gt=0)]
+ ]
+ ] = None,
+ _request_auth: Optional[Dict[StrictStr, Any]] = None,
+ _content_type: Optional[StrictStr] = None,
+ _headers: Optional[Dict[StrictStr, Any]] = None,
+ _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
+ ) -> None:
+ """Update
+
+
+ :param node_request: (required)
+ :type node_request: List[NodeRequest]
+ :param _request_timeout: timeout setting for this request. If one
+ number provided, it will be total request
+ timeout. It can also be a pair (tuple) of
+ (connection, read) timeouts.
+ :type _request_timeout: int, tuple(int, int), optional
+ :param _request_auth: set to override the auth_settings for an a single
+ request; this effectively ignores the
+ authentication in the spec for a single request.
+ :type _request_auth: dict, optional
+ :param _content_type: force content-type for the request.
+ :type _content_type: str, Optional
+ :param _headers: set to override the headers for a single
+ request; this effectively ignores the headers
+ in the spec for a single request.
+ :type _headers: dict, optional
+ :param _host_index: set to override the host_index for a single
+ request; this effectively ignores the host_index
+ in the spec for a single request.
+ :type _host_index: int, optional
+ :return: Returns the result object.
+ """ # noqa: E501
+
+ _param = self._update_nodes_collection_serialize(
+ node_request=node_request,
+ _request_auth=_request_auth,
+ _content_type=_content_type,
+ _headers=_headers,
+ _host_index=_host_index
+ )
+
+ _response_types_map: Dict[str, Optional[str]] = {
+ '200': None,
+ '401': None,
+ '404': None,
+ }
+ response_data = await self.api_client.call_api(
+ *_param,
+ _request_timeout=_request_timeout
+ )
+ await response_data.read()
+ return self.api_client.response_deserialize(
+ response_data=response_data,
+ response_types_map=_response_types_map,
+ ).data
+
+
+ @validate_call
+ async def update_nodes_collection_with_http_info(
+ self,
+ node_request: List[NodeRequest],
+ _request_timeout: Union[
+ None,
+ Annotated[StrictFloat, Field(gt=0)],
+ Tuple[
+ Annotated[StrictFloat, Field(gt=0)],
+ Annotated[StrictFloat, Field(gt=0)]
+ ]
+ ] = None,
+ _request_auth: Optional[Dict[StrictStr, Any]] = None,
+ _content_type: Optional[StrictStr] = None,
+ _headers: Optional[Dict[StrictStr, Any]] = None,
+ _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
+ ) -> ApiResponse[None]:
+ """Update
+
+
+ :param node_request: (required)
+ :type node_request: List[NodeRequest]
+ :param _request_timeout: timeout setting for this request. If one
+ number provided, it will be total request
+ timeout. It can also be a pair (tuple) of
+ (connection, read) timeouts.
+ :type _request_timeout: int, tuple(int, int), optional
+ :param _request_auth: set to override the auth_settings for an a single
+ request; this effectively ignores the
+ authentication in the spec for a single request.
+ :type _request_auth: dict, optional
+ :param _content_type: force content-type for the request.
+ :type _content_type: str, Optional
+ :param _headers: set to override the headers for a single
+ request; this effectively ignores the headers
+ in the spec for a single request.
+ :type _headers: dict, optional
+ :param _host_index: set to override the host_index for a single
+ request; this effectively ignores the host_index
+ in the spec for a single request.
+ :type _host_index: int, optional
+ :return: Returns the result object.
+ """ # noqa: E501
+
+ _param = self._update_nodes_collection_serialize(
+ node_request=node_request,
+ _request_auth=_request_auth,
+ _content_type=_content_type,
+ _headers=_headers,
+ _host_index=_host_index
+ )
+
+ _response_types_map: Dict[str, Optional[str]] = {
+ '200': None,
+ '401': None,
+ '404': None,
+ }
+ response_data = await self.api_client.call_api(
+ *_param,
+ _request_timeout=_request_timeout
+ )
+ await response_data.read()
+ return self.api_client.response_deserialize(
+ response_data=response_data,
+ response_types_map=_response_types_map,
+ )
+
+
+ @validate_call
+ async def update_nodes_collection_without_preload_content(
+ self,
+ node_request: List[NodeRequest],
+ _request_timeout: Union[
+ None,
+ Annotated[StrictFloat, Field(gt=0)],
+ Tuple[
+ Annotated[StrictFloat, Field(gt=0)],
+ Annotated[StrictFloat, Field(gt=0)]
+ ]
+ ] = None,
+ _request_auth: Optional[Dict[StrictStr, Any]] = None,
+ _content_type: Optional[StrictStr] = None,
+ _headers: Optional[Dict[StrictStr, Any]] = None,
+ _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
+ ) -> RESTResponseType:
+ """Update
+
+
+ :param node_request: (required)
+ :type node_request: List[NodeRequest]
+ :param _request_timeout: timeout setting for this request. If one
+ number provided, it will be total request
+ timeout. It can also be a pair (tuple) of
+ (connection, read) timeouts.
+ :type _request_timeout: int, tuple(int, int), optional
+ :param _request_auth: set to override the auth_settings for an a single
+ request; this effectively ignores the
+ authentication in the spec for a single request.
+ :type _request_auth: dict, optional
+ :param _content_type: force content-type for the request.
+ :type _content_type: str, Optional
+ :param _headers: set to override the headers for a single
+ request; this effectively ignores the headers
+ in the spec for a single request.
+ :type _headers: dict, optional
+ :param _host_index: set to override the host_index for a single
+ request; this effectively ignores the host_index
+ in the spec for a single request.
+ :type _host_index: int, optional
+ :return: Returns the result object.
+ """ # noqa: E501
+
+ _param = self._update_nodes_collection_serialize(
+ node_request=node_request,
+ _request_auth=_request_auth,
+ _content_type=_content_type,
+ _headers=_headers,
+ _host_index=_host_index
+ )
+
+ _response_types_map: Dict[str, Optional[str]] = {
+ '200': None,
+ '401': None,
+ '404': None,
+ }
+ response_data = await self.api_client.call_api(
+ *_param,
+ _request_timeout=_request_timeout
+ )
+ return response_data.response
+
+
+ def _update_nodes_collection_serialize(
+ self,
+ node_request,
+ _request_auth,
+ _content_type,
+ _headers,
+ _host_index,
+ ) -> RequestSerialized:
+
+ _host = None
+
+ _collection_formats: Dict[str, str] = {
+ 'NodeRequest': '',
+ }
+
+ _path_params: Dict[str, str] = {}
+ _query_params: List[Tuple[str, str]] = []
+ _header_params: Dict[str, Optional[str]] = _headers or {}
+ _form_params: List[Tuple[str, str]] = []
+ _files: Dict[str, str] = {}
+ _body_params: Optional[bytes] = None
+
+ # process the path parameters
+ # process the query parameters
+ # process the header parameters
+ # process the form parameters
+ # process the body parameter
+ if node_request is not None:
+ _body_params = node_request
+
+
+
+ # set the HTTP header `Content-Type`
+ if _content_type:
+ _header_params['Content-Type'] = _content_type
+ else:
+ _default_content_type = (
+ self.api_client.select_header_content_type(
+ [
+ 'application/json'
+ ]
+ )
+ )
+ if _default_content_type is not None:
+ _header_params['Content-Type'] = _default_content_type
+
+ # authentication setting
+ _auth_settings: List[str] = [
+ 'ApiKey'
+ ]
+
+ return self.api_client.param_serialize(
+ method='PUT',
+ resource_path='/vector-search/nodes-collection',
+ path_params=_path_params,
+ query_params=_query_params,
+ header_params=_header_params,
+ body=_body_params,
+ post_params=_form_params,
+ files=_files,
+ auth_settings=_auth_settings,
+ collection_formats=_collection_formats,
+ _host=_host,
+ _request_auth=_request_auth
+ )
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/vector_search_queries_api.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/vector_search_queries_api.py
new file mode 100644
index 0000000000..4c3a33f263
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api/vector_search_queries_api.py
@@ -0,0 +1,312 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+import warnings
+from pydantic import validate_call, Field, StrictFloat, StrictStr, StrictInt
+from typing import Any, Dict, List, Optional, Tuple, Union
+from typing_extensions import Annotated
+
+from manager_client.models.page_vector_search_query_response_item import PageVectorSearchQueryResponseItem
+from manager_client.models.vector_search_query_request import VectorSearchQueryRequest
+
+from manager_client.api_client import ApiClient, RequestSerialized
+from manager_client.api_response import ApiResponse
+from manager_client.rest import RESTResponseType
+
+
+class VectorSearchQueriesApi:
+ """NOTE: This class is auto generated by OpenAPI Generator
+ Ref: https://openapi-generator.tech
+
+ Do not edit the class manually.
+ """
+
+ def __init__(self, api_client=None) -> None:
+ if api_client is None:
+ api_client = ApiClient.get_default()
+ self.api_client = api_client
+
+
+ @validate_call
+ async def create_query(
+ self,
+ vector_search_query_request: VectorSearchQueryRequest,
+ _request_timeout: Union[
+ None,
+ Annotated[StrictFloat, Field(gt=0)],
+ Tuple[
+ Annotated[StrictFloat, Field(gt=0)],
+ Annotated[StrictFloat, Field(gt=0)]
+ ]
+ ] = None,
+ _request_auth: Optional[Dict[StrictStr, Any]] = None,
+ _content_type: Optional[StrictStr] = None,
+ _headers: Optional[Dict[StrictStr, Any]] = None,
+ _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
+ ) -> PageVectorSearchQueryResponseItem:
+ """Create
+
+
+ :param vector_search_query_request: (required)
+ :type vector_search_query_request: VectorSearchQueryRequest
+ :param _request_timeout: timeout setting for this request. If one
+ number provided, it will be total request
+ timeout. It can also be a pair (tuple) of
+ (connection, read) timeouts.
+ :type _request_timeout: int, tuple(int, int), optional
+ :param _request_auth: set to override the auth_settings for an a single
+ request; this effectively ignores the
+ authentication in the spec for a single request.
+ :type _request_auth: dict, optional
+ :param _content_type: force content-type for the request.
+ :type _content_type: str, Optional
+ :param _headers: set to override the headers for a single
+ request; this effectively ignores the headers
+ in the spec for a single request.
+ :type _headers: dict, optional
+ :param _host_index: set to override the host_index for a single
+ request; this effectively ignores the host_index
+ in the spec for a single request.
+ :type _host_index: int, optional
+ :return: Returns the result object.
+ """ # noqa: E501
+
+ _param = self._create_query_serialize(
+ vector_search_query_request=vector_search_query_request,
+ _request_auth=_request_auth,
+ _content_type=_content_type,
+ _headers=_headers,
+ _host_index=_host_index
+ )
+
+ _response_types_map: Dict[str, Optional[str]] = {
+ '200': "PageVectorSearchQueryResponseItem",
+ '401': None,
+ '404': None,
+ }
+ response_data = await self.api_client.call_api(
+ *_param,
+ _request_timeout=_request_timeout
+ )
+ await response_data.read()
+ return self.api_client.response_deserialize(
+ response_data=response_data,
+ response_types_map=_response_types_map,
+ ).data
+
+
+ @validate_call
+ async def create_query_with_http_info(
+ self,
+ vector_search_query_request: VectorSearchQueryRequest,
+ _request_timeout: Union[
+ None,
+ Annotated[StrictFloat, Field(gt=0)],
+ Tuple[
+ Annotated[StrictFloat, Field(gt=0)],
+ Annotated[StrictFloat, Field(gt=0)]
+ ]
+ ] = None,
+ _request_auth: Optional[Dict[StrictStr, Any]] = None,
+ _content_type: Optional[StrictStr] = None,
+ _headers: Optional[Dict[StrictStr, Any]] = None,
+ _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
+ ) -> ApiResponse[PageVectorSearchQueryResponseItem]:
+ """Create
+
+
+ :param vector_search_query_request: (required)
+ :type vector_search_query_request: VectorSearchQueryRequest
+ :param _request_timeout: timeout setting for this request. If one
+ number provided, it will be total request
+ timeout. It can also be a pair (tuple) of
+ (connection, read) timeouts.
+ :type _request_timeout: int, tuple(int, int), optional
+ :param _request_auth: set to override the auth_settings for an a single
+ request; this effectively ignores the
+ authentication in the spec for a single request.
+ :type _request_auth: dict, optional
+ :param _content_type: force content-type for the request.
+ :type _content_type: str, Optional
+ :param _headers: set to override the headers for a single
+ request; this effectively ignores the headers
+ in the spec for a single request.
+ :type _headers: dict, optional
+ :param _host_index: set to override the host_index for a single
+ request; this effectively ignores the host_index
+ in the spec for a single request.
+ :type _host_index: int, optional
+ :return: Returns the result object.
+ """ # noqa: E501
+
+ _param = self._create_query_serialize(
+ vector_search_query_request=vector_search_query_request,
+ _request_auth=_request_auth,
+ _content_type=_content_type,
+ _headers=_headers,
+ _host_index=_host_index
+ )
+
+ _response_types_map: Dict[str, Optional[str]] = {
+ '200': "PageVectorSearchQueryResponseItem",
+ '401': None,
+ '404': None,
+ }
+ response_data = await self.api_client.call_api(
+ *_param,
+ _request_timeout=_request_timeout
+ )
+ await response_data.read()
+ return self.api_client.response_deserialize(
+ response_data=response_data,
+ response_types_map=_response_types_map,
+ )
+
+
+ @validate_call
+ async def create_query_without_preload_content(
+ self,
+ vector_search_query_request: VectorSearchQueryRequest,
+ _request_timeout: Union[
+ None,
+ Annotated[StrictFloat, Field(gt=0)],
+ Tuple[
+ Annotated[StrictFloat, Field(gt=0)],
+ Annotated[StrictFloat, Field(gt=0)]
+ ]
+ ] = None,
+ _request_auth: Optional[Dict[StrictStr, Any]] = None,
+ _content_type: Optional[StrictStr] = None,
+ _headers: Optional[Dict[StrictStr, Any]] = None,
+ _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
+ ) -> RESTResponseType:
+ """Create
+
+
+ :param vector_search_query_request: (required)
+ :type vector_search_query_request: VectorSearchQueryRequest
+ :param _request_timeout: timeout setting for this request. If one
+ number provided, it will be total request
+ timeout. It can also be a pair (tuple) of
+ (connection, read) timeouts.
+ :type _request_timeout: int, tuple(int, int), optional
+ :param _request_auth: set to override the auth_settings for an a single
+ request; this effectively ignores the
+ authentication in the spec for a single request.
+ :type _request_auth: dict, optional
+ :param _content_type: force content-type for the request.
+ :type _content_type: str, Optional
+ :param _headers: set to override the headers for a single
+ request; this effectively ignores the headers
+ in the spec for a single request.
+ :type _headers: dict, optional
+ :param _host_index: set to override the host_index for a single
+ request; this effectively ignores the host_index
+ in the spec for a single request.
+ :type _host_index: int, optional
+ :return: Returns the result object.
+ """ # noqa: E501
+
+ _param = self._create_query_serialize(
+ vector_search_query_request=vector_search_query_request,
+ _request_auth=_request_auth,
+ _content_type=_content_type,
+ _headers=_headers,
+ _host_index=_host_index
+ )
+
+ _response_types_map: Dict[str, Optional[str]] = {
+ '200': "PageVectorSearchQueryResponseItem",
+ '401': None,
+ '404': None,
+ }
+ response_data = await self.api_client.call_api(
+ *_param,
+ _request_timeout=_request_timeout
+ )
+ return response_data.response
+
+
+ def _create_query_serialize(
+ self,
+ vector_search_query_request,
+ _request_auth,
+ _content_type,
+ _headers,
+ _host_index,
+ ) -> RequestSerialized:
+
+ _host = None
+
+ _collection_formats: Dict[str, str] = {
+ }
+
+ _path_params: Dict[str, str] = {}
+ _query_params: List[Tuple[str, str]] = []
+ _header_params: Dict[str, Optional[str]] = _headers or {}
+ _form_params: List[Tuple[str, str]] = []
+ _files: Dict[str, str] = {}
+ _body_params: Optional[bytes] = None
+
+ # process the path parameters
+ # process the query parameters
+ # process the header parameters
+ # process the form parameters
+ # process the body parameter
+ if vector_search_query_request is not None:
+ _body_params = vector_search_query_request
+
+
+ # set the HTTP header `Accept`
+ _header_params['Accept'] = self.api_client.select_header_accept(
+ [
+ 'application/json'
+ ]
+ )
+
+ # set the HTTP header `Content-Type`
+ if _content_type:
+ _header_params['Content-Type'] = _content_type
+ else:
+ _default_content_type = (
+ self.api_client.select_header_content_type(
+ [
+ 'application/json'
+ ]
+ )
+ )
+ if _default_content_type is not None:
+ _header_params['Content-Type'] = _default_content_type
+
+ # authentication setting
+ _auth_settings: List[str] = [
+ 'ApiKey'
+ ]
+
+ return self.api_client.param_serialize(
+ method='POST',
+ resource_path='/vector-search/queries',
+ path_params=_path_params,
+ query_params=_query_params,
+ header_params=_header_params,
+ body=_body_params,
+ post_params=_form_params,
+ files=_files,
+ auth_settings=_auth_settings,
+ collection_formats=_collection_formats,
+ _host=_host,
+ _request_auth=_request_auth
+ )
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api_client.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api_client.py
new file mode 100644
index 0000000000..dd869b20df
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api_client.py
@@ -0,0 +1,762 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import datetime
+from dateutil.parser import parse
+from enum import Enum
+import json
+import mimetypes
+import os
+import re
+import tempfile
+
+from urllib.parse import quote
+from typing import Tuple, Optional, List, Dict
+
+from manager_client.configuration import Configuration
+from manager_client.api_response import ApiResponse, T as ApiResponseT
+import manager_client.models
+from manager_client import rest
+from manager_client.exceptions import (
+ ApiValueError,
+ ApiException,
+ BadRequestException,
+ UnauthorizedException,
+ ForbiddenException,
+ NotFoundException,
+ ServiceException
+)
+
+RequestSerialized = Tuple[str, str, Dict[str, str], Optional[str], List[str]]
+
+class ApiClient:
+ """Generic API client for OpenAPI client library builds.
+
+ OpenAPI generic API client. This client handles the client-
+ server communication, and is invariant across implementations. Specifics of
+ the methods and models for each application are generated from the OpenAPI
+ templates.
+
+ :param configuration: .Configuration object for this client
+ :param header_name: a header to pass when making calls to the API.
+ :param header_value: a header value to pass when making calls to
+ the API.
+ :param cookie: a cookie to include in the header when making calls
+ to the API
+ """
+
+ PRIMITIVE_TYPES = (float, bool, bytes, str, int)
+ NATIVE_TYPES_MAPPING = {
+ 'int': int,
+ 'long': int, # TODO remove as only py3 is supported?
+ 'float': float,
+ 'str': str,
+ 'bool': bool,
+ 'date': datetime.date,
+ 'datetime': datetime.datetime,
+ 'object': object,
+ }
+ _pool = None
+
+ def __init__(
+ self,
+ configuration=None,
+ header_name=None,
+ header_value=None,
+ cookie=None
+ ) -> None:
+ # use default configuration if none is provided
+ if configuration is None:
+ configuration = Configuration.get_default()
+ self.configuration = configuration
+
+ self.rest_client = rest.RESTClientObject(configuration)
+ self.default_headers = {}
+ if header_name is not None:
+ self.default_headers[header_name] = header_value
+ self.cookie = cookie
+ # Set default User-Agent.
+ self.user_agent = 'OpenAPI-Generator/1.0.0/python'
+ self.client_side_validation = configuration.client_side_validation
+
+ async def __aenter__(self):
+ return self
+
+ async def __aexit__(self, exc_type, exc_value, traceback):
+ await self.close()
+
+ async def close(self):
+ await self.rest_client.close()
+
+ @property
+ def user_agent(self):
+ """User agent for this API client"""
+ return self.default_headers['User-Agent']
+
+ @user_agent.setter
+ def user_agent(self, value):
+ self.default_headers['User-Agent'] = value
+
+ def set_default_header(self, header_name, header_value):
+ self.default_headers[header_name] = header_value
+
+
+ _default = None
+
+ @classmethod
+ def get_default(cls):
+ """Return new instance of ApiClient.
+
+ This method returns newly created, based on default constructor,
+ object of ApiClient class or returns a copy of default
+ ApiClient.
+
+ :return: The ApiClient object.
+ """
+ if cls._default is None:
+ cls._default = ApiClient()
+ return cls._default
+
+ @classmethod
+ def set_default(cls, default):
+ """Set default instance of ApiClient.
+
+ It stores default ApiClient.
+
+ :param default: object of ApiClient.
+ """
+ cls._default = default
+
+ def param_serialize(
+ self,
+ method,
+ resource_path,
+ path_params=None,
+ query_params=None,
+ header_params=None,
+ body=None,
+ post_params=None,
+ files=None, auth_settings=None,
+ collection_formats=None,
+ _host=None,
+ _request_auth=None
+ ) -> RequestSerialized:
+
+ """Builds the HTTP request params needed by the request.
+ :param method: Method to call.
+ :param resource_path: Path to method endpoint.
+ :param path_params: Path parameters in the url.
+ :param query_params: Query parameters in the url.
+ :param header_params: Header parameters to be
+ placed in the request header.
+ :param body: Request body.
+ :param post_params dict: Request post form parameters,
+ for `application/x-www-form-urlencoded`, `multipart/form-data`.
+ :param auth_settings list: Auth Settings names for the request.
+ :param files dict: key -> filename, value -> filepath,
+ for `multipart/form-data`.
+ :param collection_formats: dict of collection formats for path, query,
+ header, and post parameters.
+ :param _request_auth: set to override the auth_settings for an a single
+ request; this effectively ignores the authentication
+ in the spec for a single request.
+ :return: tuple of form (path, http_method, query_params, header_params,
+ body, post_params, files)
+ """
+
+ config = self.configuration
+
+ # header parameters
+ header_params = header_params or {}
+ header_params.update(self.default_headers)
+ if self.cookie:
+ header_params['Cookie'] = self.cookie
+ if header_params:
+ header_params = self.sanitize_for_serialization(header_params)
+ header_params = dict(
+ self.parameters_to_tuples(header_params,collection_formats)
+ )
+
+ # path parameters
+ if path_params:
+ path_params = self.sanitize_for_serialization(path_params)
+ path_params = self.parameters_to_tuples(
+ path_params,
+ collection_formats
+ )
+ for k, v in path_params:
+ # specified safe chars, encode everything
+ resource_path = resource_path.replace(
+ '{%s}' % k,
+ quote(str(v), safe=config.safe_chars_for_path_param)
+ )
+
+ # post parameters
+ if post_params or files:
+ post_params = post_params if post_params else []
+ post_params = self.sanitize_for_serialization(post_params)
+ post_params = self.parameters_to_tuples(
+ post_params,
+ collection_formats
+ )
+ post_params.extend(self.files_parameters(files))
+
+ # auth setting
+ self.update_params_for_auth(
+ header_params,
+ query_params,
+ auth_settings,
+ resource_path,
+ method,
+ body,
+ request_auth=_request_auth
+ )
+
+ # body
+ if body:
+ body = self.sanitize_for_serialization(body)
+
+ # request url
+ if _host is None:
+ url = self.configuration.host + resource_path
+ else:
+ # use server/host defined in path or operation instead
+ url = _host + resource_path
+
+ # query parameters
+ if query_params:
+ query_params = self.sanitize_for_serialization(query_params)
+ url_query = self.parameters_to_url_query(
+ query_params,
+ collection_formats
+ )
+ url += "?" + url_query
+
+ return method, url, header_params, body, post_params
+
+
+ async def call_api(
+ self,
+ method,
+ url,
+ header_params=None,
+ body=None,
+ post_params=None,
+ _request_timeout=None
+ ) -> rest.RESTResponse:
+ """Makes the HTTP request (synchronous)
+ :param method: Method to call.
+ :param url: Path to method endpoint.
+ :param header_params: Header parameters to be
+ placed in the request header.
+ :param body: Request body.
+ :param post_params dict: Request post form parameters,
+ for `application/x-www-form-urlencoded`, `multipart/form-data`.
+ :param _request_timeout: timeout setting for this request.
+ :return: RESTResponse
+ """
+
+ try:
+ # perform request and return response
+ response_data = await self.rest_client.request(
+ method, url,
+ headers=header_params,
+ body=body, post_params=post_params,
+ _request_timeout=_request_timeout
+ )
+
+ except ApiException as e:
+ raise e
+
+ return response_data
+
+ def response_deserialize(
+ self,
+ response_data: rest.RESTResponse,
+ response_types_map: Optional[Dict[str, ApiResponseT]]=None
+ ) -> ApiResponse[ApiResponseT]:
+ """Deserializes response into an object.
+ :param response_data: RESTResponse object to be deserialized.
+ :param response_types_map: dict of response types.
+ :return: ApiResponse
+ """
+
+ msg = "RESTResponse.read() must be called before passing it to response_deserialize()"
+ assert response_data.data is not None, msg
+
+ response_type = response_types_map.get(str(response_data.status), None)
+ if not response_type and isinstance(response_data.status, int) and 100 <= response_data.status <= 599:
+ # if not found, look for '1XX', '2XX', etc.
+ response_type = response_types_map.get(str(response_data.status)[0] + "XX", None)
+
+ # deserialize response data
+ response_text = None
+ return_data = None
+ try:
+ if response_type == "bytearray":
+ return_data = response_data.data
+ elif response_type == "file":
+ return_data = self.__deserialize_file(response_data)
+ elif response_type is not None:
+ match = None
+ content_type = response_data.getheader('content-type')
+ if content_type is not None:
+ match = re.search(r"charset=([a-zA-Z\-\d]+)[\s;]?", content_type)
+ encoding = match.group(1) if match else "utf-8"
+ response_text = response_data.data.decode(encoding)
+ return_data = self.deserialize(response_text, response_type)
+ finally:
+ if not 200 <= response_data.status <= 299:
+ raise ApiException.from_response(
+ http_resp=response_data,
+ body=response_text,
+ data=return_data,
+ )
+
+ return ApiResponse(
+ status_code = response_data.status,
+ data = return_data,
+ headers = response_data.getheaders(),
+ raw_data = response_data.data
+ )
+
+ def sanitize_for_serialization(self, obj):
+ """Builds a JSON POST object.
+
+ If obj is None, return None.
+ If obj is str, int, long, float, bool, return directly.
+ If obj is datetime.datetime, datetime.date
+ convert to string in iso8601 format.
+ If obj is list, sanitize each element in the list.
+ If obj is dict, return the dict.
+ If obj is OpenAPI model, return the properties dict.
+
+ :param obj: The data to serialize.
+ :return: The serialized form of data.
+ """
+ if obj is None:
+ return None
+ elif isinstance(obj, self.PRIMITIVE_TYPES):
+ return obj
+ elif isinstance(obj, list):
+ return [
+ self.sanitize_for_serialization(sub_obj) for sub_obj in obj
+ ]
+ elif isinstance(obj, tuple):
+ return tuple(
+ self.sanitize_for_serialization(sub_obj) for sub_obj in obj
+ )
+ elif isinstance(obj, (datetime.datetime, datetime.date)):
+ return obj.isoformat()
+
+ elif isinstance(obj, dict):
+ obj_dict = obj
+ else:
+ # Convert model obj to dict except
+ # attributes `openapi_types`, `attribute_map`
+ # and attributes which value is not None.
+ # Convert attribute name to json key in
+ # model definition for request.
+ obj_dict = obj.to_dict()
+
+ return {
+ key: self.sanitize_for_serialization(val)
+ for key, val in obj_dict.items()
+ }
+
+ def deserialize(self, response_text, response_type):
+ """Deserializes response into an object.
+
+ :param response: RESTResponse object to be deserialized.
+ :param response_type: class literal for
+ deserialized object, or string of class name.
+
+ :return: deserialized object.
+ """
+
+ # fetch data from response object
+ try:
+ data = json.loads(response_text)
+ except ValueError:
+ data = response_text
+
+ return self.__deserialize(data, response_type)
+
+ def __deserialize(self, data, klass):
+ """Deserializes dict, list, str into an object.
+
+ :param data: dict, list or str.
+ :param klass: class literal, or string of class name.
+
+ :return: object.
+ """
+ if data is None:
+ return None
+
+ if isinstance(klass, str):
+ if klass.startswith('List['):
+ m = re.match(r'List\[(.*)]', klass)
+ assert m is not None, "Malformed List type definition"
+ sub_kls = m.group(1)
+ return [self.__deserialize(sub_data, sub_kls)
+ for sub_data in data]
+
+ if klass.startswith('Dict['):
+ m = re.match(r'Dict\[([^,]*), (.*)]', klass)
+ assert m is not None, "Malformed Dict type definition"
+ sub_kls = m.group(2)
+ return {k: self.__deserialize(v, sub_kls)
+ for k, v in data.items()}
+
+ # convert str to class
+ if klass in self.NATIVE_TYPES_MAPPING:
+ klass = self.NATIVE_TYPES_MAPPING[klass]
+ else:
+ klass = getattr(manager_client.models, klass)
+
+ if klass in self.PRIMITIVE_TYPES:
+ return self.__deserialize_primitive(data, klass)
+ elif klass == object:
+ return self.__deserialize_object(data)
+ elif klass == datetime.date:
+ return self.__deserialize_date(data)
+ elif klass == datetime.datetime:
+ return self.__deserialize_datetime(data)
+ elif issubclass(klass, Enum):
+ return self.__deserialize_enum(data, klass)
+ else:
+ return self.__deserialize_model(data, klass)
+
+ def parameters_to_tuples(self, params, collection_formats):
+ """Get parameters as list of tuples, formatting collections.
+
+ :param params: Parameters as dict or list of two-tuples
+ :param dict collection_formats: Parameter collection formats
+ :return: Parameters as list of tuples, collections formatted
+ """
+ new_params: List[Tuple[str, str]] = []
+ if collection_formats is None:
+ collection_formats = {}
+ for k, v in params.items() if isinstance(params, dict) else params:
+ if k in collection_formats:
+ collection_format = collection_formats[k]
+ if collection_format == 'multi':
+ new_params.extend((k, value) for value in v)
+ else:
+ if collection_format == 'ssv':
+ delimiter = ' '
+ elif collection_format == 'tsv':
+ delimiter = '\t'
+ elif collection_format == 'pipes':
+ delimiter = '|'
+ else: # csv is the default
+ delimiter = ','
+ new_params.append(
+ (k, delimiter.join(str(value) for value in v)))
+ else:
+ new_params.append((k, v))
+ return new_params
+
+ def parameters_to_url_query(self, params, collection_formats):
+ """Get parameters as list of tuples, formatting collections.
+
+ :param params: Parameters as dict or list of two-tuples
+ :param dict collection_formats: Parameter collection formats
+ :return: URL query string (e.g. a=Hello%20World&b=123)
+ """
+ new_params: List[Tuple[str, str]] = []
+ if collection_formats is None:
+ collection_formats = {}
+ for k, v in params.items() if isinstance(params, dict) else params:
+ if isinstance(v, bool):
+ v = str(v).lower()
+ if isinstance(v, (int, float)):
+ v = str(v)
+ if isinstance(v, dict):
+ v = json.dumps(v)
+
+ if k in collection_formats:
+ collection_format = collection_formats[k]
+ if collection_format == 'multi':
+ new_params.extend((k, str(value)) for value in v)
+ else:
+ if collection_format == 'ssv':
+ delimiter = ' '
+ elif collection_format == 'tsv':
+ delimiter = '\t'
+ elif collection_format == 'pipes':
+ delimiter = '|'
+ else: # csv is the default
+ delimiter = ','
+ new_params.append(
+ (k, delimiter.join(quote(str(value)) for value in v))
+ )
+ else:
+ new_params.append((k, quote(str(v))))
+
+ return "&".join(["=".join(map(str, item)) for item in new_params])
+
+ def files_parameters(self, files=None):
+ """Builds form parameters.
+
+ :param files: File parameters.
+ :return: Form parameters with files.
+ """
+ params = []
+
+ if files:
+ for k, v in files.items():
+ if not v:
+ continue
+ file_names = v if type(v) is list else [v]
+ for n in file_names:
+ with open(n, 'rb') as f:
+ filename = os.path.basename(f.name)
+ filedata = f.read()
+ mimetype = (
+ mimetypes.guess_type(filename)[0]
+ or 'application/octet-stream'
+ )
+ params.append(
+ tuple([k, tuple([filename, filedata, mimetype])])
+ )
+
+ return params
+
+ def select_header_accept(self, accepts: List[str]) -> Optional[str]:
+ """Returns `Accept` based on an array of accepts provided.
+
+ :param accepts: List of headers.
+ :return: Accept (e.g. application/json).
+ """
+ if not accepts:
+ return None
+
+ for accept in accepts:
+ if re.search('json', accept, re.IGNORECASE):
+ return accept
+
+ return accepts[0]
+
+ def select_header_content_type(self, content_types):
+ """Returns `Content-Type` based on an array of content_types provided.
+
+ :param content_types: List of content-types.
+ :return: Content-Type (e.g. application/json).
+ """
+ if not content_types:
+ return None
+
+ for content_type in content_types:
+ if re.search('json', content_type, re.IGNORECASE):
+ return content_type
+
+ return content_types[0]
+
+ def update_params_for_auth(
+ self,
+ headers,
+ queries,
+ auth_settings,
+ resource_path,
+ method,
+ body,
+ request_auth=None
+ ) -> None:
+ """Updates header and query params based on authentication setting.
+
+ :param headers: Header parameters dict to be updated.
+ :param queries: Query parameters tuple list to be updated.
+ :param auth_settings: Authentication setting identifiers list.
+ :resource_path: A string representation of the HTTP request resource path.
+ :method: A string representation of the HTTP request method.
+ :body: A object representing the body of the HTTP request.
+ The object type is the return value of sanitize_for_serialization().
+ :param request_auth: if set, the provided settings will
+ override the token in the configuration.
+ """
+ if not auth_settings:
+ return
+
+ if request_auth:
+ self._apply_auth_params(
+ headers,
+ queries,
+ resource_path,
+ method,
+ body,
+ request_auth
+ )
+ else:
+ for auth in auth_settings:
+ auth_setting = self.configuration.auth_settings().get(auth)
+ if auth_setting:
+ self._apply_auth_params(
+ headers,
+ queries,
+ resource_path,
+ method,
+ body,
+ auth_setting
+ )
+
+ def _apply_auth_params(
+ self,
+ headers,
+ queries,
+ resource_path,
+ method,
+ body,
+ auth_setting
+ ) -> None:
+ """Updates the request parameters based on a single auth_setting
+
+ :param headers: Header parameters dict to be updated.
+ :param queries: Query parameters tuple list to be updated.
+ :resource_path: A string representation of the HTTP request resource path.
+ :method: A string representation of the HTTP request method.
+ :body: A object representing the body of the HTTP request.
+ The object type is the return value of sanitize_for_serialization().
+ :param auth_setting: auth settings for the endpoint
+ """
+ if auth_setting['in'] == 'cookie':
+ headers['Cookie'] = auth_setting['value']
+ elif auth_setting['in'] == 'header':
+ if auth_setting['type'] != 'http-signature':
+ headers[auth_setting['key']] = auth_setting['value']
+ elif auth_setting['in'] == 'query':
+ queries.append((auth_setting['key'], auth_setting['value']))
+ else:
+ raise ApiValueError(
+ 'Authentication token must be in `query` or `header`'
+ )
+
+ def __deserialize_file(self, response):
+ """Deserializes body to file
+
+ Saves response body into a file in a temporary folder,
+ using the filename from the `Content-Disposition` header if provided.
+
+ handle file downloading
+ save response body into a tmp file and return the instance
+
+ :param response: RESTResponse.
+ :return: file path.
+ """
+ fd, path = tempfile.mkstemp(dir=self.configuration.temp_folder_path)
+ os.close(fd)
+ os.remove(path)
+
+ content_disposition = response.getheader("Content-Disposition")
+ if content_disposition:
+ m = re.search(
+ r'filename=[\'"]?([^\'"\s]+)[\'"]?',
+ content_disposition
+ )
+ assert m is not None, "Unexpected 'content-disposition' header value"
+ filename = m.group(1)
+ path = os.path.join(os.path.dirname(path), filename)
+
+ with open(path, "wb") as f:
+ f.write(response.data)
+
+ return path
+
+ def __deserialize_primitive(self, data, klass):
+ """Deserializes string to primitive type.
+
+ :param data: str.
+ :param klass: class literal.
+
+ :return: int, long, float, str, bool.
+ """
+ try:
+ return klass(data)
+ except UnicodeEncodeError:
+ return str(data)
+ except TypeError:
+ return data
+
+ def __deserialize_object(self, value):
+ """Return an original value.
+
+ :return: object.
+ """
+ return value
+
+ def __deserialize_date(self, string):
+ """Deserializes string to date.
+
+ :param string: str.
+ :return: date.
+ """
+ try:
+ return parse(string).date()
+ except ImportError:
+ return string
+ except ValueError:
+ raise rest.ApiException(
+ status=0,
+ reason="Failed to parse `{0}` as date object".format(string)
+ )
+
+ def __deserialize_datetime(self, string):
+ """Deserializes string to datetime.
+
+ The string should be in iso8601 datetime format.
+
+ :param string: str.
+ :return: datetime.
+ """
+ try:
+ return parse(string)
+ except ImportError:
+ return string
+ except ValueError:
+ raise rest.ApiException(
+ status=0,
+ reason=(
+ "Failed to parse `{0}` as datetime object"
+ .format(string)
+ )
+ )
+
+ def __deserialize_enum(self, data, klass):
+ """Deserializes primitive type to enum.
+
+ :param data: primitive type.
+ :param klass: class literal.
+ :return: enum value.
+ """
+ try:
+ return klass(data)
+ except ValueError:
+ raise rest.ApiException(
+ status=0,
+ reason=(
+ "Failed to parse `{0}` as `{1}`"
+ .format(data, klass)
+ )
+ )
+
+ def __deserialize_model(self, data, klass):
+ """Deserializes list or dict to model.
+
+ :param data: dict, list.
+ :param klass: class literal.
+ :return: model object.
+ """
+
+ return klass.from_dict(data)
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api_response.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api_response.py
new file mode 100644
index 0000000000..9bc7c11f6b
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/api_response.py
@@ -0,0 +1,21 @@
+"""API response object."""
+
+from __future__ import annotations
+from typing import Optional, Generic, Mapping, TypeVar
+from pydantic import Field, StrictInt, StrictBytes, BaseModel
+
+T = TypeVar("T")
+
+class ApiResponse(BaseModel, Generic[T]):
+ """
+ API response object
+ """
+
+ status_code: StrictInt = Field(description="HTTP status code")
+ headers: Optional[Mapping[str, str]] = Field(None, description="HTTP headers")
+ data: T = Field(description="Deserialized data given the data type")
+ raw_data: StrictBytes = Field(description="Raw data (HTTP response body)")
+
+ model_config = {
+ "arbitrary_types_allowed": True
+ }
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/configuration.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/configuration.py
new file mode 100644
index 0000000000..904408f4c4
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/configuration.py
@@ -0,0 +1,492 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import copy
+import logging
+from logging import FileHandler
+import sys
+from typing import Optional
+import urllib3
+
+import http.client as httplib
+
+JSON_SCHEMA_VALIDATION_KEYWORDS = {
+ 'multipleOf', 'maximum', 'exclusiveMaximum',
+ 'minimum', 'exclusiveMinimum', 'maxLength',
+ 'minLength', 'pattern', 'maxItems', 'minItems'
+}
+
+class Configuration:
+ """This class contains various settings of the API client.
+
+ :param host: Base url.
+ :param api_key: Dict to store API key(s).
+ Each entry in the dict specifies an API key.
+ The dict key is the name of the security scheme in the OAS specification.
+ The dict value is the API key secret.
+ :param api_key_prefix: Dict to store API prefix (e.g. Bearer).
+ The dict key is the name of the security scheme in the OAS specification.
+ The dict value is an API key prefix when generating the auth data.
+ :param username: Username for HTTP basic authentication.
+ :param password: Password for HTTP basic authentication.
+ :param access_token: Access token.
+ :param server_index: Index to servers configuration.
+ :param server_variables: Mapping with string values to replace variables in
+ templated server configuration. The validation of enums is performed for
+ variables with defined enum values before.
+ :param server_operation_index: Mapping from operation ID to an index to server
+ configuration.
+ :param server_operation_variables: Mapping from operation ID to a mapping with
+ string values to replace variables in templated server configuration.
+ The validation of enums is performed for variables with defined enum
+ values before.
+ :param ssl_ca_cert: str - the path to a file of concatenated CA certificates
+ in PEM format.
+
+ :Example:
+
+ API Key Authentication Example.
+ Given the following security scheme in the OpenAPI specification:
+ components:
+ securitySchemes:
+ cookieAuth: # name for the security scheme
+ type: apiKey
+ in: cookie
+ name: JSESSIONID # cookie name
+
+ You can programmatically set the cookie:
+
+conf = manager_client.Configuration(
+ api_key={'cookieAuth': 'abc123'}
+ api_key_prefix={'cookieAuth': 'JSESSIONID'}
+)
+
+ The following cookie will be added to the HTTP request:
+ Cookie: JSESSIONID abc123
+
+ HTTP Basic Authentication Example.
+ Given the following security scheme in the OpenAPI specification:
+ components:
+ securitySchemes:
+ http_basic_auth:
+ type: http
+ scheme: basic
+
+ Configure API client with HTTP basic authentication:
+
+conf = manager_client.Configuration(
+ username='the-user',
+ password='the-password',
+)
+
+ """
+
+ _default = None
+
+ def __init__(self, host=None,
+ api_key=None, api_key_prefix=None,
+ username=None, password=None,
+ access_token=None,
+ server_index=None, server_variables=None,
+ server_operation_index=None, server_operation_variables=None,
+ ssl_ca_cert=None,
+ ) -> None:
+ """Constructor
+ """
+ self._base_path = "https://api.wordlift.io" if host is None else host
+ """Default Base url
+ """
+ self.server_index = 0 if server_index is None and host is None else server_index
+ self.server_operation_index = server_operation_index or {}
+ """Default server index
+ """
+ self.server_variables = server_variables or {}
+ self.server_operation_variables = server_operation_variables or {}
+ """Default server variables
+ """
+ self.temp_folder_path = None
+ """Temp file folder for downloading files
+ """
+ # Authentication Settings
+ self.api_key = {}
+ if api_key:
+ self.api_key = api_key
+ """dict to store API key(s)
+ """
+ self.api_key_prefix = {}
+ if api_key_prefix:
+ self.api_key_prefix = api_key_prefix
+ """dict to store API prefix (e.g. Bearer)
+ """
+ self.refresh_api_key_hook = None
+ """function hook to refresh API key if expired
+ """
+ self.username = username
+ """Username for HTTP basic authentication
+ """
+ self.password = password
+ """Password for HTTP basic authentication
+ """
+ self.access_token = access_token
+ """Access token
+ """
+ self.logger = {}
+ """Logging Settings
+ """
+ self.logger["package_logger"] = logging.getLogger("manager_client")
+ self.logger["urllib3_logger"] = logging.getLogger("urllib3")
+ self.logger_format = '%(asctime)s %(levelname)s %(message)s'
+ """Log format
+ """
+ self.logger_stream_handler = None
+ """Log stream handler
+ """
+ self.logger_file_handler: Optional[FileHandler] = None
+ """Log file handler
+ """
+ self.logger_file = None
+ """Debug file location
+ """
+ self.debug = False
+ """Debug switch
+ """
+
+ self.verify_ssl = True
+ """SSL/TLS verification
+ Set this to false to skip verifying SSL certificate when calling API
+ from https server.
+ """
+ self.ssl_ca_cert = ssl_ca_cert
+ """Set this to customize the certificate file to verify the peer.
+ """
+ self.cert_file = None
+ """client certificate file
+ """
+ self.key_file = None
+ """client key file
+ """
+ self.assert_hostname = None
+ """Set this to True/False to enable/disable SSL hostname verification.
+ """
+ self.tls_server_name = None
+ """SSL/TLS Server Name Indication (SNI)
+ Set this to the SNI value expected by the server.
+ """
+
+ self.connection_pool_maxsize = 100
+ """This value is passed to the aiohttp to limit simultaneous connections.
+ Default values is 100, None means no-limit.
+ """
+
+ self.proxy: Optional[str] = None
+ """Proxy URL
+ """
+ self.proxy_headers = None
+ """Proxy headers
+ """
+ self.safe_chars_for_path_param = ''
+ """Safe chars for path_param
+ """
+ self.retries = None
+ """Adding retries to override urllib3 default value 3
+ """
+ # Enable client side validation
+ self.client_side_validation = True
+
+ self.socket_options = None
+ """Options to pass down to the underlying urllib3 socket
+ """
+
+ self.datetime_format = "%Y-%m-%dT%H:%M:%S.%f%z"
+ """datetime format
+ """
+
+ self.date_format = "%Y-%m-%d"
+ """date format
+ """
+
+ def __deepcopy__(self, memo):
+ cls = self.__class__
+ result = cls.__new__(cls)
+ memo[id(self)] = result
+ for k, v in self.__dict__.items():
+ if k not in ('logger', 'logger_file_handler'):
+ setattr(result, k, copy.deepcopy(v, memo))
+ # shallow copy of loggers
+ result.logger = copy.copy(self.logger)
+ # use setters to configure loggers
+ result.logger_file = self.logger_file
+ result.debug = self.debug
+ return result
+
+ def __setattr__(self, name, value):
+ object.__setattr__(self, name, value)
+
+ @classmethod
+ def set_default(cls, default):
+ """Set default instance of configuration.
+
+ It stores default configuration, which can be
+ returned by get_default_copy method.
+
+ :param default: object of Configuration
+ """
+ cls._default = default
+
+ @classmethod
+ def get_default_copy(cls):
+ """Deprecated. Please use `get_default` instead.
+
+ Deprecated. Please use `get_default` instead.
+
+ :return: The configuration object.
+ """
+ return cls.get_default()
+
+ @classmethod
+ def get_default(cls):
+ """Return the default configuration.
+
+ This method returns newly created, based on default constructor,
+ object of Configuration class or returns a copy of default
+ configuration.
+
+ :return: The configuration object.
+ """
+ if cls._default is None:
+ cls._default = Configuration()
+ return cls._default
+
+ @property
+ def logger_file(self):
+ """The logger file.
+
+ If the logger_file is None, then add stream handler and remove file
+ handler. Otherwise, add file handler and remove stream handler.
+
+ :param value: The logger_file path.
+ :type: str
+ """
+ return self.__logger_file
+
+ @logger_file.setter
+ def logger_file(self, value):
+ """The logger file.
+
+ If the logger_file is None, then add stream handler and remove file
+ handler. Otherwise, add file handler and remove stream handler.
+
+ :param value: The logger_file path.
+ :type: str
+ """
+ self.__logger_file = value
+ if self.__logger_file:
+ # If set logging file,
+ # then add file handler and remove stream handler.
+ self.logger_file_handler = logging.FileHandler(self.__logger_file)
+ self.logger_file_handler.setFormatter(self.logger_formatter)
+ for _, logger in self.logger.items():
+ logger.addHandler(self.logger_file_handler)
+
+ @property
+ def debug(self):
+ """Debug status
+
+ :param value: The debug status, True or False.
+ :type: bool
+ """
+ return self.__debug
+
+ @debug.setter
+ def debug(self, value):
+ """Debug status
+
+ :param value: The debug status, True or False.
+ :type: bool
+ """
+ self.__debug = value
+ if self.__debug:
+ # if debug status is True, turn on debug logging
+ for _, logger in self.logger.items():
+ logger.setLevel(logging.DEBUG)
+ # turn on httplib debug
+ httplib.HTTPConnection.debuglevel = 1
+ else:
+ # if debug status is False, turn off debug logging,
+ # setting log level to default `logging.WARNING`
+ for _, logger in self.logger.items():
+ logger.setLevel(logging.WARNING)
+ # turn off httplib debug
+ httplib.HTTPConnection.debuglevel = 0
+
+ @property
+ def logger_format(self):
+ """The logger format.
+
+ The logger_formatter will be updated when sets logger_format.
+
+ :param value: The format string.
+ :type: str
+ """
+ return self.__logger_format
+
+ @logger_format.setter
+ def logger_format(self, value):
+ """The logger format.
+
+ The logger_formatter will be updated when sets logger_format.
+
+ :param value: The format string.
+ :type: str
+ """
+ self.__logger_format = value
+ self.logger_formatter = logging.Formatter(self.__logger_format)
+
+ def get_api_key_with_prefix(self, identifier, alias=None):
+ """Gets API key (with prefix if set).
+
+ :param identifier: The identifier of apiKey.
+ :param alias: The alternative identifier of apiKey.
+ :return: The token for api key authentication.
+ """
+ if self.refresh_api_key_hook is not None:
+ self.refresh_api_key_hook(self)
+ key = self.api_key.get(identifier, self.api_key.get(alias) if alias is not None else None)
+ if key:
+ prefix = self.api_key_prefix.get(identifier)
+ if prefix:
+ return "%s %s" % (prefix, key)
+ else:
+ return key
+
+ def get_basic_auth_token(self):
+ """Gets HTTP basic authentication header (string).
+
+ :return: The token for basic HTTP authentication.
+ """
+ username = ""
+ if self.username is not None:
+ username = self.username
+ password = ""
+ if self.password is not None:
+ password = self.password
+ return urllib3.util.make_headers(
+ basic_auth=username + ':' + password
+ ).get('authorization')
+
+ def auth_settings(self):
+ """Gets Auth Settings dict for api client.
+
+ :return: The Auth Settings information dict.
+ """
+ auth = {}
+ if 'ApiKey' in self.api_key:
+ auth['ApiKey'] = {
+ 'type': 'api_key',
+ 'in': 'header',
+ 'key': 'Authorization',
+ 'value': self.get_api_key_with_prefix(
+ 'ApiKey',
+ ),
+ }
+ if self.username is not None and self.password is not None:
+ auth['BasicAuth'] = {
+ 'type': 'basic',
+ 'in': 'header',
+ 'key': 'Authorization',
+ 'value': self.get_basic_auth_token()
+ }
+ if self.access_token is not None:
+ auth['OAuth2'] = {
+ 'type': 'oauth2',
+ 'in': 'header',
+ 'key': 'Authorization',
+ 'value': 'Bearer ' + self.access_token
+ }
+ return auth
+
+ def to_debug_report(self):
+ """Gets the essential information for debugging.
+
+ :return: The report for debugging.
+ """
+ return "Python SDK Debug Report:\n"\
+ "OS: {env}\n"\
+ "Python Version: {pyversion}\n"\
+ "Version of the API: 1.0\n"\
+ "SDK Package Version: 1.0.0".\
+ format(env=sys.platform, pyversion=sys.version)
+
+ def get_host_settings(self):
+ """Gets an array of host settings
+
+ :return: An array of host settings
+ """
+ return [
+ {
+ 'url': "https://api.wordlift.io",
+ 'description': "No description provided",
+ }
+ ]
+
+ def get_host_from_settings(self, index, variables=None, servers=None):
+ """Gets host URL based on the index and variables
+ :param index: array index of the host settings
+ :param variables: hash of variable and the corresponding value
+ :param servers: an array of host settings or None
+ :return: URL based on host settings
+ """
+ if index is None:
+ return self._base_path
+
+ variables = {} if variables is None else variables
+ servers = self.get_host_settings() if servers is None else servers
+
+ try:
+ server = servers[index]
+ except IndexError:
+ raise ValueError(
+ "Invalid index {0} when selecting the host settings. "
+ "Must be less than {1}".format(index, len(servers)))
+
+ url = server['url']
+
+ # go through variables and replace placeholders
+ for variable_name, variable in server.get('variables', {}).items():
+ used_value = variables.get(
+ variable_name, variable['default_value'])
+
+ if 'enum_values' in variable \
+ and used_value not in variable['enum_values']:
+ raise ValueError(
+ "The variable `{0}` in the host URL has invalid value "
+ "{1}. Must be {2}.".format(
+ variable_name, variables[variable_name],
+ variable['enum_values']))
+
+ url = url.replace("{" + variable_name + "}", used_value)
+
+ return url
+
+ @property
+ def host(self):
+ """Return generated host."""
+ return self.get_host_from_settings(self.server_index, variables=self.server_variables)
+
+ @host.setter
+ def host(self, value):
+ """Fix base path."""
+ self._base_path = value
+ self.server_index = None
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/Filter.md b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/Filter.md
new file mode 100644
index 0000000000..29173ed5b2
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/Filter.md
@@ -0,0 +1,32 @@
+# Filter
+
+A query request filter.
+
+## Properties
+
+Name | Type | Description | Notes
+------------ | ------------- | ------------- | -------------
+**key** | **str** | The filter key. |
+**operator** | **str** | A query request filter operator. |
+**value** | **str** | The filter value. |
+
+## Example
+
+```python
+from manager_client.models.filter import Filter
+
+# TODO update the JSON string below
+json = "{}"
+# create an instance of Filter from a JSON string
+filter_instance = Filter.from_json(json)
+# print the JSON string representation of the object
+print(Filter.to_json())
+
+# convert the object into a dict
+filter_dict = filter_instance.to_dict()
+# create an instance of Filter from a dict
+filter_form_dict = filter.from_dict(filter_dict)
+```
+[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md)
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/NodeRequest.md b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/NodeRequest.md
new file mode 100644
index 0000000000..a0c75744d9
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/NodeRequest.md
@@ -0,0 +1,34 @@
+# NodeRequest
+
+A node request.
+
+## Properties
+
+Name | Type | Description | Notes
+------------ | ------------- | ------------- | -------------
+**embeddings** | **List[float]** | A list of embeddings. | [optional]
+**entity_id** | **str** | The entity id in the form on an IRI, e.g. https://data.example.org/dataset/entity. |
+**metadata** | **Dict[str, object]** | A map of metadata properties. | [optional]
+**node_id** | **str** | The node id generally expressed in the form of a UUID. |
+**text** | **str** | The original text. | [optional]
+
+## Example
+
+```python
+from manager_client.models.node_request import NodeRequest
+
+# TODO update the JSON string below
+json = "{}"
+# create an instance of NodeRequest from a JSON string
+node_request_instance = NodeRequest.from_json(json)
+# print the JSON string representation of the object
+print(NodeRequest.to_json())
+
+# convert the object into a dict
+node_request_dict = node_request_instance.to_dict()
+# create an instance of NodeRequest from a dict
+node_request_form_dict = node_request.from_dict(node_request_dict)
+```
+[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md)
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/PageVectorSearchQueryResponseItem.md b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/PageVectorSearchQueryResponseItem.md
new file mode 100644
index 0000000000..b10cd4e47b
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/PageVectorSearchQueryResponseItem.md
@@ -0,0 +1,35 @@
+# PageVectorSearchQueryResponseItem
+
+A page object with links to move to other pages and the list of objects.
+
+## Properties
+
+Name | Type | Description | Notes
+------------ | ------------- | ------------- | -------------
+**first** | **str** | The link to the first page. |
+**items** | [**List[VectorSearchQueryResponseItem]**](VectorSearchQueryResponseItem.md) | An array of objects. |
+**last** | **str** | The link to the last page. |
+**next** | **str** | The link to the next page or `null` if there's no page. |
+**prev** | **str** | The link to the previous page or `null` if there's no page. |
+**var_self** | **str** | The link to the current page. |
+
+## Example
+
+```python
+from manager_client.models.page_vector_search_query_response_item import PageVectorSearchQueryResponseItem
+
+# TODO update the JSON string below
+json = "{}"
+# create an instance of PageVectorSearchQueryResponseItem from a JSON string
+page_vector_search_query_response_item_instance = PageVectorSearchQueryResponseItem.from_json(json)
+# print the JSON string representation of the object
+print(PageVectorSearchQueryResponseItem.to_json())
+
+# convert the object into a dict
+page_vector_search_query_response_item_dict = page_vector_search_query_response_item_instance.to_dict()
+# create an instance of PageVectorSearchQueryResponseItem from a dict
+page_vector_search_query_response_item_form_dict = page_vector_search_query_response_item.from_dict(page_vector_search_query_response_item_dict)
+```
+[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md)
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchNodesApi.md b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchNodesApi.md
new file mode 100644
index 0000000000..b23e457feb
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchNodesApi.md
@@ -0,0 +1,86 @@
+# manager_client.VectorSearchNodesApi
+
+All URIs are relative to *https://api.wordlift.io*
+
+Method | HTTP request | Description
+------------- | ------------- | -------------
+[**update_nodes_collection**](VectorSearchNodesApi.md#update_nodes_collection) | **PUT** /vector-search/nodes-collection | Update
+
+
+# **update_nodes_collection**
+> update_nodes_collection(node_request)
+
+Update
+
+### Example
+
+* Api Key Authentication (ApiKey):
+
+```python
+import manager_client
+from manager_client.models.node_request import NodeRequest
+from manager_client.rest import ApiException
+from pprint import pprint
+
+# Defining the host is optional and defaults to https://api.wordlift.io
+# See configuration.py for a list of all supported configuration parameters.
+configuration = manager_client.Configuration(
+ host = "https://api.wordlift.io"
+)
+
+# The client must configure the authentication and authorization parameters
+# in accordance with the API server security policy.
+# Examples for each auth method are provided below, use the example that
+# satisfies your auth use case.
+
+# Configure API key authorization: ApiKey
+configuration.api_key['ApiKey'] = os.environ["API_KEY"]
+
+# Uncomment below to setup prefix (e.g. Bearer) for API key, if needed
+# configuration.api_key_prefix['ApiKey'] = 'Bearer'
+
+# Enter a context with an instance of the API client
+async with manager_client.ApiClient(configuration) as api_client:
+ # Create an instance of the API class
+ api_instance = manager_client.VectorSearchNodesApi(api_client)
+ node_request = [manager_client.NodeRequest()] # List[NodeRequest] |
+
+ try:
+ # Update
+ await api_instance.update_nodes_collection(node_request)
+ except Exception as e:
+ print("Exception when calling VectorSearchNodesApi->update_nodes_collection: %s\n" % e)
+```
+
+
+
+### Parameters
+
+
+Name | Type | Description | Notes
+------------- | ------------- | ------------- | -------------
+ **node_request** | [**List[NodeRequest]**](NodeRequest.md)| |
+
+### Return type
+
+void (empty response body)
+
+### Authorization
+
+[ApiKey](../README.md#ApiKey)
+
+### HTTP request headers
+
+ - **Content-Type**: application/json
+ - **Accept**: Not defined
+
+### HTTP response details
+
+| Status code | Description | Response headers |
+|-------------|-------------|------------------|
+**200** | Found. | - |
+**401** | Authentication Failure | - |
+**404** | Not Found | - |
+
+[[Back to top]](#) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to Model list]](../README.md#documentation-for-models) [[Back to README]](../README.md)
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueriesApi.md b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueriesApi.md
new file mode 100644
index 0000000000..96fd520854
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueriesApi.md
@@ -0,0 +1,89 @@
+# manager_client.VectorSearchQueriesApi
+
+All URIs are relative to *https://api.wordlift.io*
+
+Method | HTTP request | Description
+------------- | ------------- | -------------
+[**create_query**](VectorSearchQueriesApi.md#create_query) | **POST** /vector-search/queries | Create
+
+
+# **create_query**
+> PageVectorSearchQueryResponseItem create_query(vector_search_query_request)
+
+Create
+
+### Example
+
+* Api Key Authentication (ApiKey):
+
+```python
+import manager_client
+from manager_client.models.page_vector_search_query_response_item import PageVectorSearchQueryResponseItem
+from manager_client.models.vector_search_query_request import VectorSearchQueryRequest
+from manager_client.rest import ApiException
+from pprint import pprint
+
+# Defining the host is optional and defaults to https://api.wordlift.io
+# See configuration.py for a list of all supported configuration parameters.
+configuration = manager_client.Configuration(
+ host = "https://api.wordlift.io"
+)
+
+# The client must configure the authentication and authorization parameters
+# in accordance with the API server security policy.
+# Examples for each auth method are provided below, use the example that
+# satisfies your auth use case.
+
+# Configure API key authorization: ApiKey
+configuration.api_key['ApiKey'] = os.environ["API_KEY"]
+
+# Uncomment below to setup prefix (e.g. Bearer) for API key, if needed
+# configuration.api_key_prefix['ApiKey'] = 'Bearer'
+
+# Enter a context with an instance of the API client
+async with manager_client.ApiClient(configuration) as api_client:
+ # Create an instance of the API class
+ api_instance = manager_client.VectorSearchQueriesApi(api_client)
+ vector_search_query_request = manager_client.VectorSearchQueryRequest() # VectorSearchQueryRequest |
+
+ try:
+ # Create
+ api_response = await api_instance.create_query(vector_search_query_request)
+ print("The response of VectorSearchQueriesApi->create_query:\n")
+ pprint(api_response)
+ except Exception as e:
+ print("Exception when calling VectorSearchQueriesApi->create_query: %s\n" % e)
+```
+
+
+
+### Parameters
+
+
+Name | Type | Description | Notes
+------------- | ------------- | ------------- | -------------
+ **vector_search_query_request** | [**VectorSearchQueryRequest**](VectorSearchQueryRequest.md)| |
+
+### Return type
+
+[**PageVectorSearchQueryResponseItem**](PageVectorSearchQueryResponseItem.md)
+
+### Authorization
+
+[ApiKey](../README.md#ApiKey)
+
+### HTTP request headers
+
+ - **Content-Type**: application/json
+ - **Accept**: application/json
+
+### HTTP response details
+
+| Status code | Description | Response headers |
+|-------------|-------------|------------------|
+**200** | Found. | - |
+**401** | Authentication Failure | - |
+**404** | Not Found | - |
+
+[[Back to top]](#) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to Model list]](../README.md#documentation-for-models) [[Back to README]](../README.md)
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueryRequest.md b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueryRequest.md
new file mode 100644
index 0000000000..4216c3c2cb
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueryRequest.md
@@ -0,0 +1,33 @@
+# VectorSearchQueryRequest
+
+A query request.
+
+## Properties
+
+Name | Type | Description | Notes
+------------ | ------------- | ------------- | -------------
+**filters** | [**List[Filter]**](Filter.md) | A list of prefilters. | [optional]
+**query_embedding** | **List[float]** | The list of embeddings, not required if `query_string` is provided. | [optional]
+**query_string** | **str** | The query string, not required if the `query_embeddings` are provided. Please note that the `query_string` is ignored if the `query_embeddings` are provided. | [optional]
+**similarity_top_k** | **int** | The similarity top K. | [optional] [default to 2]
+
+## Example
+
+```python
+from manager_client.models.vector_search_query_request import VectorSearchQueryRequest
+
+# TODO update the JSON string below
+json = "{}"
+# create an instance of VectorSearchQueryRequest from a JSON string
+vector_search_query_request_instance = VectorSearchQueryRequest.from_json(json)
+# print the JSON string representation of the object
+print(VectorSearchQueryRequest.to_json())
+
+# convert the object into a dict
+vector_search_query_request_dict = vector_search_query_request_instance.to_dict()
+# create an instance of VectorSearchQueryRequest from a dict
+vector_search_query_request_form_dict = vector_search_query_request.from_dict(vector_search_query_request_dict)
+```
+[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md)
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueryResponseItem.md b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueryResponseItem.md
new file mode 100644
index 0000000000..9017093858
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/docs/VectorSearchQueryResponseItem.md
@@ -0,0 +1,35 @@
+# VectorSearchQueryResponseItem
+
+An array of objects.
+
+## Properties
+
+Name | Type | Description | Notes
+------------ | ------------- | ------------- | -------------
+**embeddings** | **List[float]** | The embeddings for the text. | [optional]
+**id** | **str** | | [optional]
+**metadata** | **Dict[str, object]** | A nodes extra metadata. | [optional]
+**node_id** | **str** | A nodes id. |
+**score** | **float** | The similarity score between the node and the query embeddings. |
+**text** | **str** | The text of a node from which the embeddings were generated. |
+
+## Example
+
+```python
+from manager_client.models.vector_search_query_response_item import VectorSearchQueryResponseItem
+
+# TODO update the JSON string below
+json = "{}"
+# create an instance of VectorSearchQueryResponseItem from a JSON string
+vector_search_query_response_item_instance = VectorSearchQueryResponseItem.from_json(json)
+# print the JSON string representation of the object
+print(VectorSearchQueryResponseItem.to_json())
+
+# convert the object into a dict
+vector_search_query_response_item_dict = vector_search_query_response_item_instance.to_dict()
+# create an instance of VectorSearchQueryResponseItem from a dict
+vector_search_query_response_item_form_dict = vector_search_query_response_item.from_dict(vector_search_query_response_item_dict)
+```
+[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md)
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/exceptions.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/exceptions.py
new file mode 100644
index 0000000000..3f404de453
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/exceptions.py
@@ -0,0 +1,200 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+from typing import Any, Optional
+from typing_extensions import Self
+
+class OpenApiException(Exception):
+ """The base exception class for all OpenAPIExceptions"""
+
+
+class ApiTypeError(OpenApiException, TypeError):
+ def __init__(self, msg, path_to_item=None, valid_classes=None,
+ key_type=None) -> None:
+ """ Raises an exception for TypeErrors
+
+ Args:
+ msg (str): the exception message
+
+ Keyword Args:
+ path_to_item (list): a list of keys an indices to get to the
+ current_item
+ None if unset
+ valid_classes (tuple): the primitive classes that current item
+ should be an instance of
+ None if unset
+ key_type (bool): False if our value is a value in a dict
+ True if it is a key in a dict
+ False if our item is an item in a list
+ None if unset
+ """
+ self.path_to_item = path_to_item
+ self.valid_classes = valid_classes
+ self.key_type = key_type
+ full_msg = msg
+ if path_to_item:
+ full_msg = "{0} at {1}".format(msg, render_path(path_to_item))
+ super(ApiTypeError, self).__init__(full_msg)
+
+
+class ApiValueError(OpenApiException, ValueError):
+ def __init__(self, msg, path_to_item=None) -> None:
+ """
+ Args:
+ msg (str): the exception message
+
+ Keyword Args:
+ path_to_item (list) the path to the exception in the
+ received_data dict. None if unset
+ """
+
+ self.path_to_item = path_to_item
+ full_msg = msg
+ if path_to_item:
+ full_msg = "{0} at {1}".format(msg, render_path(path_to_item))
+ super(ApiValueError, self).__init__(full_msg)
+
+
+class ApiAttributeError(OpenApiException, AttributeError):
+ def __init__(self, msg, path_to_item=None) -> None:
+ """
+ Raised when an attribute reference or assignment fails.
+
+ Args:
+ msg (str): the exception message
+
+ Keyword Args:
+ path_to_item (None/list) the path to the exception in the
+ received_data dict
+ """
+ self.path_to_item = path_to_item
+ full_msg = msg
+ if path_to_item:
+ full_msg = "{0} at {1}".format(msg, render_path(path_to_item))
+ super(ApiAttributeError, self).__init__(full_msg)
+
+
+class ApiKeyError(OpenApiException, KeyError):
+ def __init__(self, msg, path_to_item=None) -> None:
+ """
+ Args:
+ msg (str): the exception message
+
+ Keyword Args:
+ path_to_item (None/list) the path to the exception in the
+ received_data dict
+ """
+ self.path_to_item = path_to_item
+ full_msg = msg
+ if path_to_item:
+ full_msg = "{0} at {1}".format(msg, render_path(path_to_item))
+ super(ApiKeyError, self).__init__(full_msg)
+
+
+class ApiException(OpenApiException):
+
+ def __init__(
+ self,
+ status=None,
+ reason=None,
+ http_resp=None,
+ *,
+ body: Optional[str] = None,
+ data: Optional[Any] = None,
+ ) -> None:
+ self.status = status
+ self.reason = reason
+ self.body = body
+ self.data = data
+ self.headers = None
+
+ if http_resp:
+ if self.status is None:
+ self.status = http_resp.status
+ if self.reason is None:
+ self.reason = http_resp.reason
+ if self.body is None:
+ try:
+ self.body = http_resp.data.decode('utf-8')
+ except Exception:
+ pass
+ self.headers = http_resp.getheaders()
+
+ @classmethod
+ def from_response(
+ cls,
+ *,
+ http_resp,
+ body: Optional[str],
+ data: Optional[Any],
+ ) -> Self:
+ if http_resp.status == 400:
+ raise BadRequestException(http_resp=http_resp, body=body, data=data)
+
+ if http_resp.status == 401:
+ raise UnauthorizedException(http_resp=http_resp, body=body, data=data)
+
+ if http_resp.status == 403:
+ raise ForbiddenException(http_resp=http_resp, body=body, data=data)
+
+ if http_resp.status == 404:
+ raise NotFoundException(http_resp=http_resp, body=body, data=data)
+
+ if 500 <= http_resp.status <= 599:
+ raise ServiceException(http_resp=http_resp, body=body, data=data)
+ raise ApiException(http_resp=http_resp, body=body, data=data)
+
+ def __str__(self):
+ """Custom error messages for exception"""
+ error_message = "({0})\n"\
+ "Reason: {1}\n".format(self.status, self.reason)
+ if self.headers:
+ error_message += "HTTP response headers: {0}\n".format(
+ self.headers)
+
+ if self.data or self.body:
+ error_message += "HTTP response body: {0}\n".format(self.data or self.body)
+
+ return error_message
+
+
+class BadRequestException(ApiException):
+ pass
+
+
+class NotFoundException(ApiException):
+ pass
+
+
+class UnauthorizedException(ApiException):
+ pass
+
+
+class ForbiddenException(ApiException):
+ pass
+
+
+class ServiceException(ApiException):
+ pass
+
+
+def render_path(path_to_item):
+ """Returns a string representation of a path"""
+ result = ""
+ for pth in path_to_item:
+ if isinstance(pth, int):
+ result += "[{0}]".format(pth)
+ else:
+ result += "['{0}']".format(pth)
+ return result
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/BUILD b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/BUILD
new file mode 100644
index 0000000000..db46e8d6c9
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/BUILD
@@ -0,0 +1 @@
+python_sources()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/__init__.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/__init__.py
new file mode 100644
index 0000000000..faa26ff907
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/__init__.py
@@ -0,0 +1,22 @@
+# coding: utf-8
+
+# flake8: noqa
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+# import models into model package
+from manager_client.models.filter import Filter
+from manager_client.models.node_request import NodeRequest
+from manager_client.models.page_vector_search_query_response_item import PageVectorSearchQueryResponseItem
+from manager_client.models.vector_search_query_request import VectorSearchQueryRequest
+from manager_client.models.vector_search_query_response_item import VectorSearchQueryResponseItem
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/filter.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/filter.py
new file mode 100644
index 0000000000..f8205922c6
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/filter.py
@@ -0,0 +1,99 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+from __future__ import annotations
+import pprint
+import re # noqa: F401
+import json
+
+from pydantic import BaseModel, ConfigDict, Field, StrictStr, field_validator
+from typing import Any, ClassVar, Dict, List
+from typing import Optional, Set
+from typing_extensions import Self
+
+class Filter(BaseModel):
+ """
+ A query request filter.
+ """ # noqa: E501
+ key: StrictStr = Field(description="The filter key.")
+ operator: StrictStr = Field(description="A query request filter operator.")
+ value: StrictStr = Field(description="The filter value.")
+ __properties: ClassVar[List[str]] = ["key", "operator", "value"]
+
+ @field_validator('operator')
+ def operator_validate_enum(cls, value):
+ """Validates the enum"""
+ if value not in set(['EQ', 'GT', 'LT', 'NE', 'GTE', 'LTE', 'IN', 'NIN']):
+ raise ValueError("must be one of enum values ('EQ', 'GT', 'LT', 'NE', 'GTE', 'LTE', 'IN', 'NIN')")
+ return value
+
+ model_config = ConfigDict(
+ populate_by_name=True,
+ validate_assignment=True,
+ protected_namespaces=(),
+ )
+
+
+ def to_str(self) -> str:
+ """Returns the string representation of the model using alias"""
+ return pprint.pformat(self.model_dump(by_alias=True))
+
+ def to_json(self) -> str:
+ """Returns the JSON representation of the model using alias"""
+ # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+ return json.dumps(self.to_dict())
+
+ @classmethod
+ def from_json(cls, json_str: str) -> Optional[Self]:
+ """Create an instance of Filter from a JSON string"""
+ return cls.from_dict(json.loads(json_str))
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Return the dictionary representation of the model using alias.
+
+ This has the following differences from calling pydantic's
+ `self.model_dump(by_alias=True)`:
+
+ * `None` is only added to the output dict for nullable fields that
+ were set at model initialization. Other fields with value `None`
+ are ignored.
+ """
+ excluded_fields: Set[str] = set([
+ ])
+
+ _dict = self.model_dump(
+ by_alias=True,
+ exclude=excluded_fields,
+ exclude_none=True,
+ )
+ return _dict
+
+ @classmethod
+ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
+ """Create an instance of Filter from a dict"""
+ if obj is None:
+ return None
+
+ if not isinstance(obj, dict):
+ return cls.model_validate(obj)
+
+ _obj = cls.model_validate({
+ "key": obj.get("key"),
+ "operator": obj.get("operator"),
+ "value": obj.get("value")
+ })
+ return _obj
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/node_request.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/node_request.py
new file mode 100644
index 0000000000..474d97a0d7
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/node_request.py
@@ -0,0 +1,96 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+from __future__ import annotations
+import pprint
+import re # noqa: F401
+import json
+
+from pydantic import BaseModel, ConfigDict, Field, StrictFloat, StrictInt, StrictStr
+from typing import Any, ClassVar, Dict, List, Optional, Union
+from typing import Optional, Set
+from typing_extensions import Self
+
+class NodeRequest(BaseModel):
+ """
+ A node request.
+ """ # noqa: E501
+ embeddings: Optional[List[Union[StrictFloat, StrictInt]]] = Field(default=None, description="A list of embeddings.")
+ entity_id: StrictStr = Field(description="The entity id in the form on an IRI, e.g. https://data.example.org/dataset/entity.")
+ metadata: Optional[Dict[str, Dict[str, Any]]] = Field(default=None, description="A map of metadata properties.")
+ node_id: StrictStr = Field(description="The node id generally expressed in the form of a UUID.")
+ text: Optional[StrictStr] = Field(default=None, description="The original text.")
+ __properties: ClassVar[List[str]] = ["embeddings", "entity_id", "metadata", "node_id", "text"]
+
+ model_config = ConfigDict(
+ populate_by_name=True,
+ validate_assignment=True,
+ protected_namespaces=(),
+ )
+
+
+ def to_str(self) -> str:
+ """Returns the string representation of the model using alias"""
+ return pprint.pformat(self.model_dump(by_alias=True))
+
+ def to_json(self) -> str:
+ """Returns the JSON representation of the model using alias"""
+ # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+ return json.dumps(self.to_dict())
+
+ @classmethod
+ def from_json(cls, json_str: str) -> Optional[Self]:
+ """Create an instance of NodeRequest from a JSON string"""
+ return cls.from_dict(json.loads(json_str))
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Return the dictionary representation of the model using alias.
+
+ This has the following differences from calling pydantic's
+ `self.model_dump(by_alias=True)`:
+
+ * `None` is only added to the output dict for nullable fields that
+ were set at model initialization. Other fields with value `None`
+ are ignored.
+ """
+ excluded_fields: Set[str] = set([
+ ])
+
+ _dict = self.model_dump(
+ by_alias=True,
+ exclude=excluded_fields,
+ exclude_none=True,
+ )
+ return _dict
+
+ @classmethod
+ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
+ """Create an instance of NodeRequest from a dict"""
+ if obj is None:
+ return None
+
+ if not isinstance(obj, dict):
+ return cls.model_validate(obj)
+
+ _obj = cls.model_validate({
+ "embeddings": obj.get("embeddings"),
+ "entity_id": obj.get("entity_id"),
+ "metadata": obj.get("metadata"),
+ "node_id": obj.get("node_id"),
+ "text": obj.get("text")
+ })
+ return _obj
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/page_vector_search_query_response_item.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/page_vector_search_query_response_item.py
new file mode 100644
index 0000000000..221ef4e2c8
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/page_vector_search_query_response_item.py
@@ -0,0 +1,131 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+from __future__ import annotations
+import pprint
+import re # noqa: F401
+import json
+
+from pydantic import BaseModel, ConfigDict, Field, StrictStr
+from typing import Any, ClassVar, Dict, List, Optional
+from manager_client.models.vector_search_query_response_item import VectorSearchQueryResponseItem
+from typing import Optional, Set
+from typing_extensions import Self
+
+class PageVectorSearchQueryResponseItem(BaseModel):
+ """
+ A page object with links to move to other pages and the list of objects.
+ """ # noqa: E501
+ first: Optional[StrictStr] = Field(description="The link to the first page.")
+ items: List[VectorSearchQueryResponseItem] = Field(description="An array of objects.")
+ last: Optional[StrictStr] = Field(description="The link to the last page.")
+ next: Optional[StrictStr] = Field(description="The link to the next page or `null` if there's no page.")
+ prev: Optional[StrictStr] = Field(description="The link to the previous page or `null` if there's no page.")
+ var_self: Optional[StrictStr] = Field(description="The link to the current page.", alias="self")
+ __properties: ClassVar[List[str]] = ["first", "items", "last", "next", "prev", "self"]
+
+ model_config = ConfigDict(
+ populate_by_name=True,
+ validate_assignment=True,
+ protected_namespaces=(),
+ )
+
+
+ def to_str(self) -> str:
+ """Returns the string representation of the model using alias"""
+ return pprint.pformat(self.model_dump(by_alias=True))
+
+ def to_json(self) -> str:
+ """Returns the JSON representation of the model using alias"""
+ # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+ return json.dumps(self.to_dict())
+
+ @classmethod
+ def from_json(cls, json_str: str) -> Optional[Self]:
+ """Create an instance of PageVectorSearchQueryResponseItem from a JSON string"""
+ return cls.from_dict(json.loads(json_str))
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Return the dictionary representation of the model using alias.
+
+ This has the following differences from calling pydantic's
+ `self.model_dump(by_alias=True)`:
+
+ * `None` is only added to the output dict for nullable fields that
+ were set at model initialization. Other fields with value `None`
+ are ignored.
+ """
+ excluded_fields: Set[str] = set([
+ ])
+
+ _dict = self.model_dump(
+ by_alias=True,
+ exclude=excluded_fields,
+ exclude_none=True,
+ )
+ # override the default output from pydantic by calling `to_dict()` of each item in items (list)
+ _items = []
+ if self.items:
+ for _item in self.items:
+ if _item:
+ _items.append(_item.to_dict())
+ _dict['items'] = _items
+ # set to None if first (nullable) is None
+ # and model_fields_set contains the field
+ if self.first is None and "first" in self.model_fields_set:
+ _dict['first'] = None
+
+ # set to None if last (nullable) is None
+ # and model_fields_set contains the field
+ if self.last is None and "last" in self.model_fields_set:
+ _dict['last'] = None
+
+ # set to None if next (nullable) is None
+ # and model_fields_set contains the field
+ if self.next is None and "next" in self.model_fields_set:
+ _dict['next'] = None
+
+ # set to None if prev (nullable) is None
+ # and model_fields_set contains the field
+ if self.prev is None and "prev" in self.model_fields_set:
+ _dict['prev'] = None
+
+ # set to None if var_self (nullable) is None
+ # and model_fields_set contains the field
+ if self.var_self is None and "var_self" in self.model_fields_set:
+ _dict['self'] = None
+
+ return _dict
+
+ @classmethod
+ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
+ """Create an instance of PageVectorSearchQueryResponseItem from a dict"""
+ if obj is None:
+ return None
+
+ if not isinstance(obj, dict):
+ return cls.model_validate(obj)
+
+ _obj = cls.model_validate({
+ "first": obj.get("first"),
+ "items": [VectorSearchQueryResponseItem.from_dict(_item) for _item in obj["items"]] if obj.get("items") is not None else None,
+ "last": obj.get("last"),
+ "next": obj.get("next"),
+ "prev": obj.get("prev"),
+ "self": obj.get("self")
+ })
+ return _obj
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/vector_search_query_request.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/vector_search_query_request.py
new file mode 100644
index 0000000000..7d6fbe61ba
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/vector_search_query_request.py
@@ -0,0 +1,103 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+from __future__ import annotations
+import pprint
+import re # noqa: F401
+import json
+
+from pydantic import BaseModel, ConfigDict, Field, StrictFloat, StrictInt, StrictStr
+from typing import Any, ClassVar, Dict, List, Optional, Union
+from typing_extensions import Annotated
+from manager_client.models.filter import Filter
+from typing import Optional, Set
+from typing_extensions import Self
+
+class VectorSearchQueryRequest(BaseModel):
+ """
+ A query request.
+ """ # noqa: E501
+ filters: Optional[List[Filter]] = Field(default=None, description="A list of prefilters.")
+ query_embedding: Optional[List[Union[StrictFloat, StrictInt]]] = Field(default=None, description="The list of embeddings, not required if `query_string` is provided.")
+ query_string: Optional[StrictStr] = Field(default=None, description="The query string, not required if the `query_embeddings` are provided. Please note that the `query_string` is ignored if the `query_embeddings` are provided.")
+ similarity_top_k: Optional[Annotated[int, Field(strict=True, ge=1)]] = Field(default=2, description="The similarity top K.")
+ __properties: ClassVar[List[str]] = ["filters", "query_embedding", "query_string", "similarity_top_k"]
+
+ model_config = ConfigDict(
+ populate_by_name=True,
+ validate_assignment=True,
+ protected_namespaces=(),
+ )
+
+
+ def to_str(self) -> str:
+ """Returns the string representation of the model using alias"""
+ return pprint.pformat(self.model_dump(by_alias=True))
+
+ def to_json(self) -> str:
+ """Returns the JSON representation of the model using alias"""
+ # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+ return json.dumps(self.to_dict())
+
+ @classmethod
+ def from_json(cls, json_str: str) -> Optional[Self]:
+ """Create an instance of VectorSearchQueryRequest from a JSON string"""
+ return cls.from_dict(json.loads(json_str))
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Return the dictionary representation of the model using alias.
+
+ This has the following differences from calling pydantic's
+ `self.model_dump(by_alias=True)`:
+
+ * `None` is only added to the output dict for nullable fields that
+ were set at model initialization. Other fields with value `None`
+ are ignored.
+ """
+ excluded_fields: Set[str] = set([
+ ])
+
+ _dict = self.model_dump(
+ by_alias=True,
+ exclude=excluded_fields,
+ exclude_none=True,
+ )
+ # override the default output from pydantic by calling `to_dict()` of each item in filters (list)
+ _items = []
+ if self.filters:
+ for _item in self.filters:
+ if _item:
+ _items.append(_item.to_dict())
+ _dict['filters'] = _items
+ return _dict
+
+ @classmethod
+ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
+ """Create an instance of VectorSearchQueryRequest from a dict"""
+ if obj is None:
+ return None
+
+ if not isinstance(obj, dict):
+ return cls.model_validate(obj)
+
+ _obj = cls.model_validate({
+ "filters": [Filter.from_dict(_item) for _item in obj["filters"]] if obj.get("filters") is not None else None,
+ "query_embedding": obj.get("query_embedding"),
+ "query_string": obj.get("query_string"),
+ "similarity_top_k": obj.get("similarity_top_k") if obj.get("similarity_top_k") is not None else 2
+ })
+ return _obj
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/vector_search_query_response_item.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/vector_search_query_response_item.py
new file mode 100644
index 0000000000..1c4f60d7a0
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/models/vector_search_query_response_item.py
@@ -0,0 +1,98 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+from __future__ import annotations
+import pprint
+import re # noqa: F401
+import json
+
+from pydantic import BaseModel, ConfigDict, Field, StrictFloat, StrictInt, StrictStr
+from typing import Any, ClassVar, Dict, List, Optional, Union
+from typing import Optional, Set
+from typing_extensions import Self
+
+class VectorSearchQueryResponseItem(BaseModel):
+ """
+ An array of objects.
+ """ # noqa: E501
+ embeddings: Optional[List[Union[StrictFloat, StrictInt]]] = Field(default=None, description="The embeddings for the text.")
+ id: Optional[StrictStr] = None
+ metadata: Optional[Dict[str, Dict[str, Any]]] = Field(default=None, description="A nodes extra metadata.")
+ node_id: StrictStr = Field(description="A nodes id.")
+ score: Union[StrictFloat, StrictInt] = Field(description="The similarity score between the node and the query embeddings.")
+ text: StrictStr = Field(description="The text of a node from which the embeddings were generated.")
+ __properties: ClassVar[List[str]] = ["embeddings", "id", "metadata", "node_id", "score", "text"]
+
+ model_config = ConfigDict(
+ populate_by_name=True,
+ validate_assignment=True,
+ protected_namespaces=(),
+ )
+
+
+ def to_str(self) -> str:
+ """Returns the string representation of the model using alias"""
+ return pprint.pformat(self.model_dump(by_alias=True))
+
+ def to_json(self) -> str:
+ """Returns the JSON representation of the model using alias"""
+ # TODO: pydantic v2: use .model_dump_json(by_alias=True, exclude_unset=True) instead
+ return json.dumps(self.to_dict())
+
+ @classmethod
+ def from_json(cls, json_str: str) -> Optional[Self]:
+ """Create an instance of VectorSearchQueryResponseItem from a JSON string"""
+ return cls.from_dict(json.loads(json_str))
+
+ def to_dict(self) -> Dict[str, Any]:
+ """Return the dictionary representation of the model using alias.
+
+ This has the following differences from calling pydantic's
+ `self.model_dump(by_alias=True)`:
+
+ * `None` is only added to the output dict for nullable fields that
+ were set at model initialization. Other fields with value `None`
+ are ignored.
+ """
+ excluded_fields: Set[str] = set([
+ ])
+
+ _dict = self.model_dump(
+ by_alias=True,
+ exclude=excluded_fields,
+ exclude_none=True,
+ )
+ return _dict
+
+ @classmethod
+ def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]:
+ """Create an instance of VectorSearchQueryResponseItem from a dict"""
+ if obj is None:
+ return None
+
+ if not isinstance(obj, dict):
+ return cls.model_validate(obj)
+
+ _obj = cls.model_validate({
+ "embeddings": obj.get("embeddings"),
+ "id": obj.get("id"),
+ "metadata": obj.get("metadata"),
+ "node_id": obj.get("node_id"),
+ "score": obj.get("score"),
+ "text": obj.get("text")
+ })
+ return _obj
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/rest.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/rest.py
new file mode 100644
index 0000000000..1b870dcffa
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/rest.py
@@ -0,0 +1,216 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import io
+import json
+import re
+import ssl
+from typing import Optional, Union
+
+import aiohttp
+import aiohttp_retry
+
+from manager_client.exceptions import ApiException, ApiValueError
+
+RESTResponseType = aiohttp.ClientResponse
+
+ALLOW_RETRY_METHODS = frozenset({'DELETE', 'GET', 'HEAD', 'OPTIONS', 'PUT', 'TRACE'})
+
+class RESTResponse(io.IOBase):
+
+ def __init__(self, resp) -> None:
+ self.response = resp
+ self.status = resp.status
+ self.reason = resp.reason
+ self.data = None
+
+ async def read(self):
+ if self.data is None:
+ self.data = await self.response.read()
+ return self.data
+
+ def getheaders(self):
+ """Returns a CIMultiDictProxy of the response headers."""
+ return self.response.headers
+
+ def getheader(self, name, default=None):
+ """Returns a given response header."""
+ return self.response.headers.get(name, default)
+
+
+class RESTClientObject:
+
+ def __init__(self, configuration) -> None:
+
+ # maxsize is number of requests to host that are allowed in parallel
+ maxsize = configuration.connection_pool_maxsize
+
+ ssl_context = ssl.create_default_context(
+ cafile=configuration.ssl_ca_cert
+ )
+ if configuration.cert_file:
+ ssl_context.load_cert_chain(
+ configuration.cert_file, keyfile=configuration.key_file
+ )
+
+ if not configuration.verify_ssl:
+ ssl_context.check_hostname = False
+ ssl_context.verify_mode = ssl.CERT_NONE
+
+ connector = aiohttp.TCPConnector(
+ limit=maxsize,
+ ssl=ssl_context
+ )
+
+ self.proxy = configuration.proxy
+ self.proxy_headers = configuration.proxy_headers
+
+ # https pool manager
+ self.pool_manager = aiohttp.ClientSession(
+ connector=connector,
+ trust_env=True
+ )
+
+ retries = configuration.retries
+ self.retry_client: Optional[aiohttp_retry.RetryClient]
+ if retries is not None:
+ self.retry_client = aiohttp_retry.RetryClient(
+ client_session=self.pool_manager,
+ retry_options=aiohttp_retry.ExponentialRetry(
+ attempts=retries,
+ factor=0.0,
+ start_timeout=0.0,
+ max_timeout=120.0
+ )
+ )
+ else:
+ self.retry_client = None
+
+ async def close(self):
+ await self.pool_manager.close()
+ if self.retry_client is not None:
+ await self.retry_client.close()
+
+ async def request(
+ self,
+ method,
+ url,
+ headers=None,
+ body=None,
+ post_params=None,
+ _request_timeout=None
+ ):
+ """Execute request
+
+ :param method: http request method
+ :param url: http request url
+ :param headers: http request headers
+ :param body: request json body, for `application/json`
+ :param post_params: request post parameters,
+ `application/x-www-form-urlencoded`
+ and `multipart/form-data`
+ :param _request_timeout: timeout setting for this request. If one
+ number provided, it will be total request
+ timeout. It can also be a pair (tuple) of
+ (connection, read) timeouts.
+ """
+ method = method.upper()
+ assert method in [
+ 'GET',
+ 'HEAD',
+ 'DELETE',
+ 'POST',
+ 'PUT',
+ 'PATCH',
+ 'OPTIONS'
+ ]
+
+ if post_params and body:
+ raise ApiValueError(
+ "body parameter cannot be used with post_params parameter."
+ )
+
+ post_params = post_params or {}
+ headers = headers or {}
+ # url already contains the URL query string
+ timeout = _request_timeout or 5 * 60
+
+ if 'Content-Type' not in headers:
+ headers['Content-Type'] = 'application/json'
+
+ args = {
+ "method": method,
+ "url": url,
+ "timeout": timeout,
+ "headers": headers
+ }
+
+ if self.proxy:
+ args["proxy"] = self.proxy
+ if self.proxy_headers:
+ args["proxy_headers"] = self.proxy_headers
+
+ # For `POST`, `PUT`, `PATCH`, `OPTIONS`, `DELETE`
+ if method in ['POST', 'PUT', 'PATCH', 'OPTIONS', 'DELETE']:
+ if re.search('json', headers['Content-Type'], re.IGNORECASE):
+ if body is not None:
+ body = json.dumps(body)
+ args["data"] = body
+ elif headers['Content-Type'] == 'application/x-www-form-urlencoded':
+ args["data"] = aiohttp.FormData(post_params)
+ elif headers['Content-Type'] == 'multipart/form-data':
+ # must del headers['Content-Type'], or the correct
+ # Content-Type which generated by aiohttp
+ del headers['Content-Type']
+ data = aiohttp.FormData()
+ for param in post_params:
+ k, v = param
+ if isinstance(v, tuple) and len(v) == 3:
+ data.add_field(
+ k,
+ value=v[1],
+ filename=v[0],
+ content_type=v[2]
+ )
+ else:
+ data.add_field(k, v)
+ args["data"] = data
+
+ # Pass a `bytes` parameter directly in the body to support
+ # other content types than Json when `body` argument is provided
+ # in serialized form
+ elif isinstance(body, bytes):
+ args["data"] = body
+ else:
+ # Cannot generate the request from given parameters
+ msg = """Cannot prepare a request message for provided
+ arguments. Please check that your arguments match
+ declared content type."""
+ raise ApiException(status=0, reason=msg)
+
+ pool_manager: Union[aiohttp.ClientSession, aiohttp_retry.RetryClient]
+ if self.retry_client is not None and method in ALLOW_RETRY_METHODS:
+ pool_manager = self.retry_client
+ else:
+ pool_manager = self.pool_manager
+
+ r = await pool_manager.request(**args)
+
+ return RESTResponse(r)
+
+
+
+
+
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/BUILD b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/BUILD
new file mode 100644
index 0000000000..57341b1358
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/BUILD
@@ -0,0 +1,3 @@
+python_tests(
+ name="tests",
+)
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/__init__.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_filter.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_filter.py
new file mode 100644
index 0000000000..46669b5e10
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_filter.py
@@ -0,0 +1,57 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import unittest
+
+from manager_client.models.filter import Filter
+
+class TestFilter(unittest.TestCase):
+ """Filter unit test stubs"""
+
+ def setUp(self):
+ pass
+
+ def tearDown(self):
+ pass
+
+ def make_instance(self, include_optional) -> Filter:
+ """Test Filter
+ include_option is a boolean, when False only required
+ params are included, when True both required and
+ optional params are included """
+ # uncomment below to create an instance of `Filter`
+ """
+ model = Filter()
+ if include_optional:
+ return Filter(
+ key = '',
+ operator = 'EQ',
+ value = ''
+ )
+ else:
+ return Filter(
+ key = '',
+ operator = 'EQ',
+ value = '',
+ )
+ """
+
+ def testFilter(self):
+ """Test Filter"""
+ # inst_req_only = self.make_instance(include_optional=False)
+ # inst_req_and_optional = self.make_instance(include_optional=True)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_node_request.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_node_request.py
new file mode 100644
index 0000000000..4ddfe18fcf
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_node_request.py
@@ -0,0 +1,62 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import unittest
+
+from manager_client.models.node_request import NodeRequest
+
+class TestNodeRequest(unittest.TestCase):
+ """NodeRequest unit test stubs"""
+
+ def setUp(self):
+ pass
+
+ def tearDown(self):
+ pass
+
+ def make_instance(self, include_optional) -> NodeRequest:
+ """Test NodeRequest
+ include_option is a boolean, when False only required
+ params are included, when True both required and
+ optional params are included """
+ # uncomment below to create an instance of `NodeRequest`
+ """
+ model = NodeRequest()
+ if include_optional:
+ return NodeRequest(
+ embeddings = [
+ 1.337
+ ],
+ entity_id = '',
+ metadata = {
+ 'key' : None
+ },
+ node_id = '',
+ text = ''
+ )
+ else:
+ return NodeRequest(
+ entity_id = '',
+ node_id = '',
+ )
+ """
+
+ def testNodeRequest(self):
+ """Test NodeRequest"""
+ # inst_req_only = self.make_instance(include_optional=False)
+ # inst_req_and_optional = self.make_instance(include_optional=True)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_page_vector_search_query_response_item.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_page_vector_search_query_response_item.py
new file mode 100644
index 0000000000..c81111dc95
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_page_vector_search_query_response_item.py
@@ -0,0 +1,87 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import unittest
+
+from manager_client.models.page_vector_search_query_response_item import PageVectorSearchQueryResponseItem
+
+class TestPageVectorSearchQueryResponseItem(unittest.TestCase):
+ """PageVectorSearchQueryResponseItem unit test stubs"""
+
+ def setUp(self):
+ pass
+
+ def tearDown(self):
+ pass
+
+ def make_instance(self, include_optional) -> PageVectorSearchQueryResponseItem:
+ """Test PageVectorSearchQueryResponseItem
+ include_option is a boolean, when False only required
+ params are included, when True both required and
+ optional params are included """
+ # uncomment below to create an instance of `PageVectorSearchQueryResponseItem`
+ """
+ model = PageVectorSearchQueryResponseItem()
+ if include_optional:
+ return PageVectorSearchQueryResponseItem(
+ first = '',
+ items = [
+ manager_client.models.vector_search_query_response_item.VectorSearchQueryResponseItem(
+ embeddings = [
+ 1.337
+ ],
+ id = '',
+ metadata = {
+ 'key' : None
+ },
+ node_id = '',
+ score = 1.337,
+ text = '', )
+ ],
+ last = '',
+ next = '',
+ prev = '',
+ var_self = ''
+ )
+ else:
+ return PageVectorSearchQueryResponseItem(
+ first = '',
+ items = [
+ manager_client.models.vector_search_query_response_item.VectorSearchQueryResponseItem(
+ embeddings = [
+ 1.337
+ ],
+ id = '',
+ metadata = {
+ 'key' : None
+ },
+ node_id = '',
+ score = 1.337,
+ text = '', )
+ ],
+ last = '',
+ next = '',
+ prev = '',
+ var_self = '',
+ )
+ """
+
+ def testPageVectorSearchQueryResponseItem(self):
+ """Test PageVectorSearchQueryResponseItem"""
+ # inst_req_only = self.make_instance(include_optional=False)
+ # inst_req_and_optional = self.make_instance(include_optional=True)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_nodes_api.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_nodes_api.py
new file mode 100644
index 0000000000..9cf2c6d24b
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_nodes_api.py
@@ -0,0 +1,39 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import unittest
+
+from manager_client.api.vector_search_nodes_api import VectorSearchNodesApi
+
+
+class TestVectorSearchNodesApi(unittest.TestCase):
+ """VectorSearchNodesApi unit test stubs"""
+
+ def setUp(self) -> None:
+ self.api = VectorSearchNodesApi()
+
+ def tearDown(self) -> None:
+ pass
+
+ def test_update_nodes_collection(self) -> None:
+ """Test case for update_nodes_collection
+
+ Update
+ """
+ pass
+
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_queries_api.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_queries_api.py
new file mode 100644
index 0000000000..d8f91de414
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_queries_api.py
@@ -0,0 +1,39 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import unittest
+
+from manager_client.api.vector_search_queries_api import VectorSearchQueriesApi
+
+
+class TestVectorSearchQueriesApi(unittest.TestCase):
+ """VectorSearchQueriesApi unit test stubs"""
+
+ def setUp(self) -> None:
+ self.api = VectorSearchQueriesApi()
+
+ def tearDown(self) -> None:
+ pass
+
+ def test_create_query(self) -> None:
+ """Test case for create_query
+
+ Create
+ """
+ pass
+
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_query_request.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_query_request.py
new file mode 100644
index 0000000000..250c84f3d8
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_query_request.py
@@ -0,0 +1,62 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import unittest
+
+from manager_client.models.vector_search_query_request import VectorSearchQueryRequest
+
+class TestVectorSearchQueryRequest(unittest.TestCase):
+ """VectorSearchQueryRequest unit test stubs"""
+
+ def setUp(self):
+ pass
+
+ def tearDown(self):
+ pass
+
+ def make_instance(self, include_optional) -> VectorSearchQueryRequest:
+ """Test VectorSearchQueryRequest
+ include_option is a boolean, when False only required
+ params are included, when True both required and
+ optional params are included """
+ # uncomment below to create an instance of `VectorSearchQueryRequest`
+ """
+ model = VectorSearchQueryRequest()
+ if include_optional:
+ return VectorSearchQueryRequest(
+ filters = [
+ manager_client.models.filter.Filter(
+ key = '',
+ operator = 'EQ',
+ value = '', )
+ ],
+ query_embedding = [
+ 1.337
+ ],
+ query_string = '',
+ similarity_top_k = 1
+ )
+ else:
+ return VectorSearchQueryRequest(
+ )
+ """
+
+ def testVectorSearchQueryRequest(self):
+ """Test VectorSearchQueryRequest"""
+ # inst_req_only = self.make_instance(include_optional=False)
+ # inst_req_and_optional = self.make_instance(include_optional=True)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_query_response_item.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_query_response_item.py
new file mode 100644
index 0000000000..04ebf76e27
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/manager_client/test/test_vector_search_query_response_item.py
@@ -0,0 +1,64 @@
+# coding: utf-8
+
+"""
+ Manager
+
+ Subscription management and related services.
+
+ The version of the OpenAPI document: 1.0
+ Contact: hello@wordlift.io
+ Generated by OpenAPI Generator (https://openapi-generator.tech)
+
+ Do not edit the class manually.
+""" # noqa: E501
+
+
+import unittest
+
+from manager_client.models.vector_search_query_response_item import VectorSearchQueryResponseItem
+
+class TestVectorSearchQueryResponseItem(unittest.TestCase):
+ """VectorSearchQueryResponseItem unit test stubs"""
+
+ def setUp(self):
+ pass
+
+ def tearDown(self):
+ pass
+
+ def make_instance(self, include_optional) -> VectorSearchQueryResponseItem:
+ """Test VectorSearchQueryResponseItem
+ include_option is a boolean, when False only required
+ params are included, when True both required and
+ optional params are included """
+ # uncomment below to create an instance of `VectorSearchQueryResponseItem`
+ """
+ model = VectorSearchQueryResponseItem()
+ if include_optional:
+ return VectorSearchQueryResponseItem(
+ embeddings = [
+ 1.337
+ ],
+ id = '',
+ metadata = {
+ 'key' : None
+ },
+ node_id = '',
+ score = 1.337,
+ text = ''
+ )
+ else:
+ return VectorSearchQueryResponseItem(
+ node_id = '',
+ score = 1.337,
+ text = '',
+ )
+ """
+
+ def testVectorSearchQueryResponseItem(self):
+ """Test VectorSearchQueryResponseItem"""
+ # inst_req_only = self.make_instance(include_optional=False)
+ # inst_req_and_optional = self.make_instance(include_optional=True)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/poetry.lock b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/poetry.lock
new file mode 100644
index 0000000000..f1015059d3
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/poetry.lock
@@ -0,0 +1,4506 @@
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+
+[[package]]
+name = "aiohttp"
+version = "3.9.3"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.8"
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+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[[package]]
+name = "zipp"
+version = "3.18.1"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
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+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.8.1,<4.0"
+content-hash = "f97a9486b77c3bac83236634fbfc82eb4f4350b6f3a93641ec08c48699642d21"
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/pyproject.toml b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/pyproject.toml
new file mode 100644
index 0000000000..1abfe78050
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/pyproject.toml
@@ -0,0 +1,62 @@
+[build-system]
+build-backend = "poetry.core.masonry.api"
+requires = ["poetry-core"]
+
+[tool.codespell]
+check-filenames = true
+check-hidden = true
+skip = "*.csv,*.html,*.json,*.jsonl,*.pdf,*.txt,*.ipynb"
+
+[tool.llamahub]
+contains_example = true
+import_path = "llama_index.vector_stores.wordlift"
+
+[tool.llamahub.class_authors]
+WordliftVectorStore = "ziodave"
+
+[tool.mypy]
+disallow_untyped_defs = true
+exclude = ["_static", "build", "examples", "notebooks", "venv"]
+ignore_missing_imports = true
+python_version = "3.8"
+
+[tool.poetry]
+authors = ["Your Name <you@example.com>"]
+description = "llama-index vector_stores wordlift integration"
+license = "MIT"
+name = "llama-index-vector-stores-wordlift"
+packages = [{include = "llama_index/"}]
+readme = "README.md"
+version = "0.1.0"
+
+[tool.poetry.dependencies]
+python = ">=3.8.1,<4.0"
+llama-index-core = "^0.10.0"
+pydantic = ">=1.10"
+aiohttp = ">=3.7.4"
+python-dateutil = ">=2.8.2"
+aiohttp-retry = ">=1.2"
+urllib3 = ">=1.21.1,<3"
+
+[tool.poetry.group.dev.dependencies]
+black = {extras = ["jupyter"], version = "<=23.9.1,>=23.7.0"}
+codespell = {extras = ["toml"], version = ">=v2.2.6"}
+ipython = "8.10.0"
+jupyter = "^1.0.0"
+mypy = "0.991"
+pre-commit = "3.2.0"
+pylint = "2.15.10"
+pytest = "7.2.1"
+pytest-mock = "3.11.1"
+ruff = "0.0.292"
+tree-sitter-languages = "^1.8.0"
+types-Deprecated = ">=0.1.0"
+types-PyYAML = "^6.0.12.12"
+types-protobuf = "^4.24.0.4"
+types-redis = "4.5.5.0"
+types-requests = "2.28.11.8" # TODO: unpin when mypy>0.991
+types-setuptools = "67.1.0.0"
+
+[tool.ruff]
+extend-exclude = ["manager_client"]
+force-exclude = true
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/BUILD b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/BUILD
new file mode 100644
index 0000000000..dabf212d7e
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/BUILD
@@ -0,0 +1 @@
+python_tests()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/__init__.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/test_wordlift.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/test_wordlift.py
new file mode 100644
index 0000000000..5e91b93443
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/tests/test_wordlift.py
@@ -0,0 +1,140 @@
+import pytest
+
+from unittest.mock import MagicMock, patch, AsyncMock
+
+from llama_index.core.vector_stores import VectorStoreQuery, VectorStoreQueryResult
+
+from manager_client import (
+ PageVectorSearchQueryResponseItem,
+ VectorSearchQueryResponseItem,
+)
+from llama_index.vector_stores.wordlift import WordliftVectorStore
+
+
+DUMMY_KEY = "dummy_key"
+
+
+class MockNode:
+ def __init__(self, node_id, embedding, content):
+ self.node_id = node_id
+ self._embedding = embedding
+ self._content = content
+
+ def dict(self):
+ return {"metadata": {}, "entity_id": "123", "node_id": self.node_id}
+
+ def get_embedding(self):
+ return self._embedding
+
+ def get_content(self, metadata_mode):
+ return self._content
+
+
+@pytest.fixture()
+def mock_vector_search_service():
+ mock_vector_search_service = MagicMock()
+ mock_vector_search_service.update_nodes_collection = AsyncMock(
+ side_effect=async_update_nodes_collection
+ )
+ mock_vector_search_service.query_nodes_collection = AsyncMock(
+ side_effect=async_query_nodes_collection
+ )
+ return mock_vector_search_service
+
+
+@pytest.fixture()
+def mock_key_provider():
+ mock_key_provider = MagicMock()
+ # Mock the key provider behavior
+ mock_key_provider.for_add = AsyncMock(side_effect=async_mock_for_getting_key)
+ mock_key_provider.for_query = AsyncMock(side_effect=async_mock_for_getting_key)
+ return mock_key_provider
+
+
+@pytest.fixture()
+def wordlift_vector_store(mock_key_provider, mock_vector_search_service):
+ return WordliftVectorStore(mock_key_provider, mock_vector_search_service)
+
+
+async def async_mock_for_getting_key(nodes):
+ return DUMMY_KEY
+
+
+async def async_update_nodes_collection(node_request, key):
+ return None
+
+
+async def async_query_nodes_collection(vector_search_query_request, key):
+ item_1 = VectorSearchQueryResponseItem(
+ text="test item 1",
+ node_id="123",
+ embeddings=[0.1, 0.2, 0.3],
+ metadata={},
+ score=1,
+ )
+ item_2 = VectorSearchQueryResponseItem(
+ text="test item 2",
+ node_id="456",
+ embeddings=[0.4, 0.5, 0.6],
+ metadata={},
+ score=1,
+ )
+ page = PageVectorSearchQueryResponseItem(
+ first=None,
+ items=[item_1, item_2],
+ last=None,
+ next=None,
+ prev=None,
+ var_self=None,
+ )
+ return page
+
+
+def test_instance_creation_with_key_provider_service_and_vector_search_service(
+ mock_key_provider, mock_vector_search_service
+) -> None:
+ store = WordliftVectorStore(mock_key_provider, mock_vector_search_service)
+ assert isinstance(store, WordliftVectorStore)
+
+
+def test_instance_creation_with_create_method() -> None:
+ store = WordliftVectorStore.create(DUMMY_KEY)
+ assert isinstance(store, WordliftVectorStore)
+
+
+def test_add(
+ wordlift_vector_store,
+):
+ # Create mock node data
+ mock_nodes = [
+ MockNode(node_id="1", embedding=[0.1, 0.2, 0.3], content="content 1"),
+ MockNode(node_id="2", embedding=[0.4, 0.5, 0.6], content="content 2"),
+ ]
+
+ # Mock NodeRequest class
+ with patch(
+ "llama_index.vector_stores.wordlift.base.NodeRequest"
+ ) as MockNodeRequest:
+ # Call the add method
+ result = wordlift_vector_store.add(mock_nodes)
+ assert MockNodeRequest.call_count == 2
+ wordlift_vector_store.vector_search_service.update_nodes_collection.assert_called_once()
+ # Assert the behavior
+ assert result == ["1", "2"]
+
+
+@pytest.mark.xfail(raises=NotImplementedError)
+def test_delete(wordlift_vector_store):
+ wordlift_vector_store.delete("dummy_id")
+
+
+def test_query(wordlift_vector_store):
+ # Call the query method
+ result = wordlift_vector_store.query(
+ VectorStoreQuery(query_embedding=[1.0, 0.0, 0.0], similarity_top_k=1)
+ )
+ wordlift_vector_store.vector_search_service.query_nodes_collection.assert_called_once()
+ assert isinstance(result, VectorStoreQueryResult)
+ assert result.nodes[0].get_content() == "test item 1"
+ assert result.nodes[1].get_content() == "test item 2"
+ assert result.ids == ["123", "456"]
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/BUILD b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/BUILD
new file mode 100644
index 0000000000..db46e8d6c9
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/BUILD
@@ -0,0 +1 @@
+python_sources()
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/__init__.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/__init__.py
new file mode 100644
index 0000000000..1808dcf7f4
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/__init__.py
@@ -0,0 +1,12 @@
+from utils.utils import (
+ VectorSearchService,
+ WordliftVectorStoreException,
+ WordliftVectorQueryServiceException,
+)
+
+
+__all__ = [
+ "VectorSearchService",
+ "WordliftVectorStoreException",
+ "WordliftVectorQueryServiceException",
+]
diff --git a/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/utils.py b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/utils.py
new file mode 100644
index 0000000000..33f3c627fd
--- /dev/null
+++ b/llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/utils/utils.py
@@ -0,0 +1,58 @@
+from typing import List
+
+import manager_client as manager_client
+from manager_client import NodeRequest, VectorSearchQueryRequest
+
+
+class VectorSearchService:
+ host: str
+
+ def __init__(self, host="https://api.wordlift.io"):
+ self.host = host
+
+ async def update_nodes_collection(self, node_request: List[NodeRequest], key: str):
+ async with manager_client.ApiClient(
+ manager_client.Configuration(
+ host=self.host,
+ )
+ ) as api_client:
+ api_instance = manager_client.VectorSearchNodesApi(api_client)
+
+ return await api_instance.update_nodes_collection(
+ node_request=node_request, _headers={"Authorization": "Key " + key}
+ )
+
+ async def query_nodes_collection(
+ self, vector_search_query_request: VectorSearchQueryRequest, key: str
+ ):
+ async with manager_client.ApiClient(
+ manager_client.Configuration(
+ host=self.host,
+ )
+ ) as api_client:
+ api_instance = manager_client.VectorSearchQueriesApi(api_client)
+
+ return await api_instance.create_query(
+ vector_search_query_request=vector_search_query_request,
+ _headers={"Authorization": "Key " + key},
+ )
+
+
+class WordliftVectorQueryServiceException(Exception):
+ initial_exception: Exception
+ additional_msg: str
+
+ def __init__(self, exception: Exception, msg: str, *args, **kwargs):
+ self.initial_exception = exception
+ self.additional_msg = msg
+ super().__init__(*args)
+
+
+class WordliftVectorStoreException(Exception):
+ initial_exception: Exception
+ additional_msg: str
+
+ def __init__(self, exception: Exception, msg: str, *args, **kwargs):
+ self.initial_exception = exception
+ self.additional_msg = msg
+ super().__init__(*args)
--
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