diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml index de5897bb..751e9a0f 100644 --- a/.github/workflows/run_tests.yml +++ b/.github/workflows/run_tests.yml @@ -64,6 +64,7 @@ jobs: GCP_PROJECT_ID: ${{ secrets.GCP_PROJECT_ID }} COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }} MISTRAL_API_KEY: ${{ secrets.MISTRAL_API_KEY }} + VOYAGE_API_KEY: ${{ secrets.VOYAGE_API_KEY }} AZURE_OPENAI_API_KEY: ${{secrets.AZURE_OPENAI_API_KEY}} AZURE_OPENAI_ENDPOINT: ${{secrets.AZURE_OPENAI_ENDPOINT}} AZURE_OPENAI_DEPLOYMENT_NAME: ${{secrets.AZURE_OPENAI_DEPLOYMENT_NAME}} @@ -86,6 +87,7 @@ jobs: GCP_PROJECT_ID: ${{ secrets.GCP_PROJECT_ID }} COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }} MISTRAL_API_KEY: ${{ secrets.MISTRAL_API_KEY }} + VOYAGE_API_KEY: ${{ secrets.VOYAGE_API_KEY }} AZURE_OPENAI_API_KEY: ${{secrets.AZURE_OPENAI_API_KEY}} AZURE_OPENAI_ENDPOINT: ${{secrets.AZURE_OPENAI_ENDPOINT}} AZURE_OPENAI_DEPLOYMENT_NAME: ${{secrets.AZURE_OPENAI_DEPLOYMENT_NAME}} diff --git a/README.md b/README.md index a576ce5c..e0a52804 100644 --- a/README.md +++ b/README.md @@ -49,7 +49,7 @@ Install `redisvl` into your Python (>=3.8) environment using `pip`: ```bash pip install redisvl ``` -> For more detailed instructions, visit the [installation guide](https://docs.redisvl.com/en/latest/overview/installation.html). +> For more detailed instructions, visit the [installation guide](https://docs.redisvl.com/en/stable/overview/installation.html). ## Setting up Redis @@ -71,7 +71,7 @@ Choose from multiple Redis deployment options: ## 🗃️ Redis Index Management -1. [Design a schema for your use case](https://docs.redisvl.com/en/latest/user_guide/getting_started_01.html#define-an-indexschema) that models your dataset with built-in Redis and indexable fields (*e.g. text, tags, numerics, geo, and vectors*). [Load a schema](https://docs.redisvl.com/en/latest/user_guide/getting_started_01.html#example-schema-creation) from a YAML file: +1. [Design a schema for your use case](https://docs.redisvl.com/en/stable/user_guide/getting_started_01.html#define-an-indexschema) that models your dataset with built-in Redis and indexable fields (*e.g. text, tags, numerics, geo, and vectors*). [Load a schema](https://docs.redisvl.com/en/stable/user_guide/getting_started_01.html#example-schema-creation) from a YAML file: ```yaml index: name: user-idx @@ -121,7 +121,7 @@ Choose from multiple Redis deployment options: }) ``` -2. [Create a SearchIndex](https://docs.redisvl.com/en/latest/user_guide/getting_started_01.html#create-a-searchindex) class with an input schema and client connection in order to perform admin and search operations on your index in Redis: +2. [Create a SearchIndex](https://docs.redisvl.com/en/stable/user_guide/getting_started_01.html#create-a-searchindex) class with an input schema and client connection in order to perform admin and search operations on your index in Redis: ```python from redis import Redis from redisvl.index import SearchIndex @@ -133,10 +133,10 @@ Choose from multiple Redis deployment options: # Create the index in Redis index.create() ``` - > Async compliant search index class also available: [AsyncSearchIndex](https://docs.redisvl.com/en/latest/api/searchindex.html#redisvl.index.AsyncSearchIndex). + > Async compliant search index class also available: [AsyncSearchIndex](https://docs.redisvl.com/en/stable/api/searchindex.html#redisvl.index.AsyncSearchIndex). -3. [Load](https://docs.redisvl.com/en/latest/user_guide/getting_started_01.html#load-data-to-searchindex) -and [fetch](https://docs.redisvl.com/en/latest/user_guide/getting_started_01.html#fetch-an-object-from-redis) data to/from your Redis instance: +3. [Load](https://docs.redisvl.com/en/stable/user_guide/getting_started_01.html#load-data-to-searchindex) +and [fetch](https://docs.redisvl.com/en/stable/user_guide/getting_started_01.html#fetch-an-object-from-redis) data to/from your Redis instance: ```python data = {"user": "john", "credit_score": "high", "embedding": [0.23, 0.49, -0.18, 0.95]} @@ -151,7 +151,7 @@ and [fetch](https://docs.redisvl.com/en/latest/user_guide/getting_started_01.htm Define queries and perform advanced searches over your indices, including the combination of vectors, metadata filters, and more. -- [VectorQuery](https://docs.redisvl.com/en/latest/api/query.html#vectorquery) - Flexible vector queries with customizable filters enabling semantic search: +- [VectorQuery](https://docs.redisvl.com/en/stable/api/query.html#vectorquery) - Flexible vector queries with customizable filters enabling semantic search: ```python from redisvl.query import VectorQuery @@ -179,24 +179,25 @@ Define queries and perform advanced searches over your indices, including the co results = index.query(query) ``` -- [RangeQuery](https://docs.redisvl.com/en/latest/api/query.html#rangequery) - Vector search within a defined range paired with customizable filters -- [FilterQuery](https://docs.redisvl.com/en/latest/api/query.html#filterquery) - Standard search using filters and the full-text search -- [CountQuery](https://docs.redisvl.com/en/latest/api/query.html#countquery) - Count the number of indexed records given attributes +- [RangeQuery](https://docs.redisvl.com/en/stable/api/query.html#rangequery) - Vector search within a defined range paired with customizable filters +- [FilterQuery](https://docs.redisvl.com/en/stable/api/query.html#filterquery) - Standard search using filters and the full-text search +- [CountQuery](https://docs.redisvl.com/en/stable/api/query.html#countquery) - Count the number of indexed records given attributes -> Read more about building [advanced Redis queries](https://docs.redisvl.com/en/latest/user_guide/hybrid_queries_02.html). +> Read more about building [advanced Redis queries](https://docs.redisvl.com/en/stable/user_guide/hybrid_queries_02.html). ## 🔧 Utilities ### Vectorizers Integrate with popular embedding providers to greatly simplify the process of vectorizing unstructured data for your index and queries: -- [AzureOpenAI](https://docs.redisvl.com/en/latest/api/vectorizer.html#azureopenaitextvectorizer) -- [Cohere](https://docs.redisvl.com/en/latest/api/vectorizer.html#coheretextvectorizer) -- [Custom](https://docs.redisvl.com/en/latest/api/vectorizer.html#customtextvectorizer) -- [GCP VertexAI](https://docs.redisvl.com/en/latest/api/vectorizer.html#vertexaitextvectorizer) -- [HuggingFace](https://docs.redisvl.com/en/latest/api/vectorizer.html#hftextvectorizer) -- [Mistral](https://docs.redisvl.com/en/latest/api/vectorizer/html#mistralaitextvectorizer) -- [OpenAI](https://docs.redisvl.com/en/latest/api/vectorizer.html#openaitextvectorizer) +- [AzureOpenAI](https://docs.redisvl.com/en/stable/api/vectorizer.html#azureopenaitextvectorizer) +- [Cohere](https://docs.redisvl.com/en/stable/api/vectorizer.html#coheretextvectorizer) +- [Custom](https://docs.redisvl.com/en/stable/api/vectorizer.html#customtextvectorizer) +- [GCP VertexAI](https://docs.redisvl.com/en/stable/api/vectorizer.html#vertexaitextvectorizer) +- [HuggingFace](https://docs.redisvl.com/en/stable/api/vectorizer.html#hftextvectorizer) +- [Mistral](https://docs.redisvl.com/en/stable/api/vectorizer/html#mistralaitextvectorizer) +- [OpenAI](https://docs.redisvl.com/en/stable/api/vectorizer.html#openaitextvectorizer) +- [VoyageAI](https://docs.redisvl.com/en/stable/api/vectorizer/html#voyageaitextvectorizer) ```python from redisvl.utils.vectorize import CohereTextVectorizer @@ -215,11 +216,11 @@ embeddings = co.embed_many( ) ``` -> Learn more about using [vectorizers]((https://docs.redisvl.com/en/latest/user_guide/vectorizers_04.html)) in your embedding workflows. +> Learn more about using [vectorizers]((https://docs.redisvl.com/en/stable/user_guide/vectorizers_04.html)) in your embedding workflows. ### Rerankers -[Integrate with popular reranking providers](https://docs.redisvl.com/en/latest/user_guide/rerankers_06.html) to improve the relevancy of the initial search results from Redis +[Integrate with popular reranking providers](https://docs.redisvl.com/en/stable/user_guide/rerankers_06.html) to improve the relevancy of the initial search results from Redis @@ -229,7 +230,7 @@ We're excited to announce the support for **RedisVL Extensions**. These modules *Have an idea for another extension? Open a PR or reach out to us at applied.ai@redis.com. We're always open to feedback.* ### LLM Semantic Caching -Increase application throughput and reduce the cost of using LLM models in production by leveraging previously generated knowledge with the [`SemanticCache`](https://docs.redisvl.com/en/latest/api/cache.html#semanticcache). +Increase application throughput and reduce the cost of using LLM models in production by leveraging previously generated knowledge with the [`SemanticCache`](https://docs.redisvl.com/en/stable/api/cache.html#semanticcache). ```python from redisvl.extensions.llmcache import SemanticCache @@ -256,11 +257,11 @@ print(response[0]["response"]) >>> Paris ``` -> Learn more about [semantic caching]((https://docs.redisvl.com/en/latest/user_guide/llmcache_03.html)) for LLMs. +> Learn more about [semantic caching]((https://docs.redisvl.com/en/stable/user_guide/llmcache_03.html)) for LLMs. ### LLM Session Management -Improve personalization and accuracy of LLM responses by providing user chat history as context. Manage access to the session data using recency or relevancy, *powered by vector search* with the [`SemanticSessionManager`](https://docs.redisvl.com/en/latest/api/session_manager.html). +Improve personalization and accuracy of LLM responses by providing user chat history as context. Manage access to the session data using recency or relevancy, *powered by vector search* with the [`SemanticSessionManager`](https://docs.redisvl.com/en/stable/api/session_manager.html). ```python from redisvl.extensions.session_manager import SemanticSessionManager @@ -292,7 +293,7 @@ session.get_relevant("weather", top_k=1) ```stdout >>> [{"role": "user", "content": "what is the weather going to be today?"}] ``` -> Learn more about [LLM session management]((https://docs.redisvl.com/en/latest/user_guide/session_manager_07.html)). +> Learn more about [LLM session management]((https://docs.redisvl.com/en/stable/user_guide/session_manager_07.html)). ### LLM Semantic Routing @@ -329,7 +330,7 @@ router("Hi, good morning") ```stdout >>> RouteMatch(name='greeting', distance=0.273891836405) ``` -> Learn more about [semantic routing](https://docs.redisvl.com/en/latest/user_guide/semantic_router_08.html). +> Learn more about [semantic routing](https://docs.redisvl.com/en/stable/user_guide/semantic_router_08.html). ## 🖥️ Command Line Interface Create, destroy, and manage Redis index configurations from a purpose-built CLI interface: `rvl`. @@ -345,7 +346,7 @@ Commands: stats Obtain statistics about an index ``` -> Read more about [using the CLI](https://docs.redisvl.com/en/latest/user_guide/cli.html). +> Read more about [using the CLI](https://docs.redisvl.com/en/stable/user_guide/cli.html). ## 🚀 Why RedisVL? @@ -359,9 +360,9 @@ The Redis Vector Library bridges the gap between the AI-native developer ecosyst ## 😁 Helpful Links For additional help, check out the following resources: - - [Getting Started Guide](https://docs.redisvl.com/en/latest/user_guide/getting_started_01.html) - - [API Reference](https://docs.redisvl.com/en/latest/api/index.html) - - [Example Gallery](https://docs.redisvl.com/en/latest/examples/index.html) + - [Getting Started Guide](https://docs.redisvl.com/en/stable/user_guide/getting_started_01.html) + - [API Reference](https://docs.redisvl.com/en/stable/api/index.html) + - [Example Gallery](https://docs.redisvl.com/en/stable/examples/index.html) - [Redis AI Recipes](https://github.com/redis-developer/redis-ai-resources) - [Official Redis Vector API Docs](https://redis.io/docs/interact/search-and-query/advanced-concepts/vectors/) diff --git a/docs/api/reranker.rst b/docs/api/reranker.rst index 06bfc12c..3515b0ae 100644 --- a/docs/api/reranker.rst +++ b/docs/api/reranker.rst @@ -3,7 +3,7 @@ Rerankers *********** CohereReranker -================ +============== .. _coherereranker_api: @@ -15,7 +15,7 @@ CohereReranker HFCrossEncoderReranker -======================== +====================== .. _hfcrossencoderreranker_api: @@ -23,4 +23,16 @@ HFCrossEncoderReranker .. autoclass:: HFCrossEncoderReranker :show-inheritance: - :members: \ No newline at end of file + :members: + + +VoyageAIReranker +================ + +.. _voyageaireranker_api: + +.. currentmodule:: redisvl.utils.rerank.voyageai + +.. autoclass:: VoyageAIReranker + :show-inheritance: + :members: diff --git a/docs/api/vectorizer.rst b/docs/api/vectorizer.rst index f53b22d6..6bc2d6de 100644 --- a/docs/api/vectorizer.rst +++ b/docs/api/vectorizer.rst @@ -61,6 +61,7 @@ CohereTextVectorizer :show-inheritance: :members: + BedrockTextVectorizer ===================== @@ -72,6 +73,7 @@ BedrockTextVectorizer :show-inheritance: :members: + CustomTextVectorizer ==================== @@ -81,4 +83,16 @@ CustomTextVectorizer .. autoclass:: CustomTextVectorizer :show-inheritance: - :members: \ No newline at end of file + :members: + + +VoyageAITextVectorizer +====================== + +.. _voyageaitextvectorizer_api: + +.. currentmodule:: redisvl.utils.vectorize.text.voyageai + +.. autoclass:: VoyageAITextVectorizer + :show-inheritance: + :members: diff --git a/docs/user_guide/rerankers_06.ipynb b/docs/user_guide/rerankers_06.ipynb index adfc2af8..47327f17 100644 --- a/docs/user_guide/rerankers_06.ipynb +++ b/docs/user_guide/rerankers_06.ipynb @@ -13,6 +13,7 @@ "\n", "- A re-ranker that uses pre-trained [Cross-Encoders](https://sbert.net/examples/applications/cross-encoder/README.html) which can use models from [Hugging Face cross encoder models](https://huggingface.co/cross-encoder) or Hugging Face models that implement a cross encoder function ([example: BAAI/bge-reranker-base](https://huggingface.co/BAAI/bge-reranker-base)).\n", "- The [Cohere /rerank API](https://docs.cohere.com/docs/rerank-2).\n", + "- The [VoyageAI /rerank API](https://docs.voyageai.com/docs/reranker).\n", "\n", "Before running this notebook, be sure to:\n", "1. Have installed ``redisvl`` and have that environment active for this notebook.\n", @@ -306,7 +307,100 @@ "for result, score in zip(results, scores):\n", " print(score, \" -- \", result)" ] - } + }, + + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using the VoyageAI Reranker\n", + "\n", + "To initialize the VoyageAI reranker you'll need to install the voyaeai library and provide the right VoyageAI API Key." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "metadata": {} + }, + "outputs": [], + "source": [ + "#!pip install voyageai" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "metadata": {} + }, + "outputs": [], + "source": [ + "import getpass\n", + "\n", + "# setup the API Key\n", + "api_key = os.environ.get(\"VOYAGE_API_KEY\") or getpass.getpass(\"Enter your VoyageAI API key: \")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "metadata": {} + }, + "outputs": [], + "source": [ + "from redisvl.utils.rerank import VoyageAIReranker\n", + "\n", + "reranker = VoyageAIReranker(model=\"rerank-lite-1\", limit=3, api_config={\"api_key\": api_key})", + "# Please check the available models at https://docs.voyageai.com/docs/reranker" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Rerank documents with VoyageAIReranker\n", + "\n", + "Below we will use the `VoyageAIReranker` to rerank and also truncate the list of\n", + "documents above based on relevance to the initial query." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "metadata": {} + }, + "outputs": [], + "source": [ + "results, scores = reranker.rank(query=query, docs=docs)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "metadata": {} + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.796875 -- Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district. The President of the USA and many major national government offices are in the territory. This makes it the political center of the United States of America.\n", + "0.578125 -- Charlotte Amalie is the capital and largest city of the United States Virgin Islands. It has about 20,000 people. The city is on the island of Saint Thomas.\n", + "0.5625 -- Carson City is the capital city of the American state of Nevada. At the 2010 United States Census, Carson City had a population of 55,274.\n" + ] + } + ], + "source": [ + "for result, score in zip(results, scores):\n", + " print(score, \" -- \", result)" + ] + } + ], "metadata": { "kernelspec": { diff --git a/docs/user_guide/vectorizers_04.ipynb b/docs/user_guide/vectorizers_04.ipynb index 06bd198f..ad34672e 100644 --- a/docs/user_guide/vectorizers_04.ipynb +++ b/docs/user_guide/vectorizers_04.ipynb @@ -15,6 +15,7 @@ "5. Mistral AI\n", "6. Amazon Bedrock\n", "7. Bringing your own vectorizer\n", + "8. VoyageAI\n", "\n", "Before running this notebook, be sure to\n", "1. Have installed ``redisvl`` and have that environment active for this notebook.\n", @@ -496,6 +497,76 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### VoyageAI\n", + "\n", + "[VoyageAI](https://dash.voyageai.com/) allows you to implement language AI into your product. The `VoyageAITextVectorizer` makes it simple to use RedisVL with the embeddings models at VoyageAI. For this you will need to install `voyageai`.\n", + "\n", + "```bash\n", + "pip install voyageai\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import getpass\n", + "# setup the API Key\n", + "api_key = os.environ.get(\"VOYAGE_API_KEY\") or getpass.getpass(\"Enter your VoyageAI API key: \")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "Special attention needs to be paid to the `input_type` parameter for each `embed` call. For example, for embedding \n", + "queries, you should set `input_type='query'`; for embedding documents, set `input_type='document'`. See\n", + "more information [here](https://docs.voyageai.com/docs/embeddings)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Vector dimensions: 1024\n", + "[0.015814896672964096, 0.046988241374492645, -0.00518248463049531, -0.05383478105068207, -0.015586535446345806, -0.0837097093462944, 0.03744547441601753, -0.007797810714691877, 0.00717928446829319, 0.06857716292142868]\n", + "Vector dimensions: 1024\n", + "[0.006725038401782513, 0.01441393606364727, -0.030212024226784706, -0.06782275438308716, -0.021446991711854935, -0.07667966187000275, 0.01804908737540245, -0.015767497941851616, -0.02152789570391178, 0.049741245806217194]\n" + ] + } + ], + "source": [ + "from redisvl.utils.vectorize import VoyageAITextVectorizer\n", + "\n", + "# create a vectorizer\n", + "vo = VoyageAITextVectorizer(\n", + " model=\"voyage-law-2\", # Please check the available models at https://docs.voyageai.com/docs/embeddings\n", + " api_config={\"api_key\": api_key},\n", + ")\n", + "\n", + "# embed a search query\n", + "test = vo.embed(\"This is a test sentence.\", input_type='query')\n", + "print(\"Vector dimensions: \", len(test))\n", + "print(test[:10])\n", + "\n", + "# embed a document\n", + "test = vo.embed(\"This is a test sentence.\", input_type='document')\n", + "print(\"Vector dimensions: \", len(test))\n", + "print(test[:10])" + ] + }, + { "cell_type": "markdown", "metadata": {}, "source": [ diff --git a/poetry.lock b/poetry.lock index bf582bb6..1a3167fb 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. 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version = ">=0.2.2", optional = true } [tool.poetry.extras] openai = ["openai"] @@ -42,6 +43,7 @@ vertexai = ["google_cloud_aiplatform", "protobuf"] cohere = ["cohere"] mistralai = ["mistralai"] bedrock = ["boto3"] +voyageai = ["voyageai"] [tool.poetry.group.dev.dependencies] black = ">=20.8b1" diff --git a/redisvl/utils/rerank/__init__.py b/redisvl/utils/rerank/__init__.py index faafd809..3a2d28ba 100644 --- a/redisvl/utils/rerank/__init__.py +++ b/redisvl/utils/rerank/__init__.py @@ -1,5 +1,11 @@ from redisvl.utils.rerank.base import BaseReranker from redisvl.utils.rerank.cohere import CohereReranker from redisvl.utils.rerank.hf_cross_encoder import HFCrossEncoderReranker +from redisvl.utils.rerank.voyageai import VoyageAIReranker -__all__ = ["BaseReranker", "CohereReranker", "HFCrossEncoderReranker"] +__all__ = [ + "BaseReranker", + "CohereReranker", + "HFCrossEncoderReranker", + "VoyageAIReranker", +] diff --git a/redisvl/utils/rerank/hf_cross_encoder.py b/redisvl/utils/rerank/hf_cross_encoder.py index 65e323a8..ff8a1300 100644 --- a/redisvl/utils/rerank/hf_cross_encoder.py +++ b/redisvl/utils/rerank/hf_cross_encoder.py @@ -124,7 +124,7 @@ def rank( scores = scores[:limit] if return_score: - return reranked_docs, scores + return reranked_docs, scores # type: ignore return reranked_docs async def arank( diff --git a/redisvl/utils/rerank/voyageai.py b/redisvl/utils/rerank/voyageai.py new file mode 100644 index 00000000..2c3741ce --- /dev/null +++ b/redisvl/utils/rerank/voyageai.py @@ -0,0 +1,198 @@ +import os +from typing import Any, Dict, List, Optional, Tuple, Union + +from pydantic.v1 import PrivateAttr + +from redisvl.utils.rerank.base import BaseReranker + + +class VoyageAIReranker(BaseReranker): + """ + The VoyageAIReranker class uses VoyageAI's API to rerank documents based on an + input query. + + This reranker is designed to interact with VoyageAI's /rerank API, + requiring an API key for authentication. The key can be provided + directly in the `api_config` dictionary or through the `VOYAGE_API_KEY` + environment variable. User must obtain an API key from VoyageAI's website + (https://dash.voyageai.com/). Additionally, the `voyageai` python + client must be installed with `pip install voyageai`. + + .. code-block:: python + + from redisvl.utils.rerank import VoyageAIReranker + + # set up the VoyageAI reranker with some configuration + reranker = VoyageAIReranker(rank_by=["content"], limit=2) + # rerank raw search results based on user input/query + results = reranker.rank( + query="your input query text here", + docs=[ + {"content": "document 1"}, + {"content": "document 2"}, + {"content": "document 3"} + ] + ) + """ + + _client: Any = PrivateAttr() + _aclient: Any = PrivateAttr() + + def __init__( + self, + model: str, + rank_by: Optional[List[str]] = None, + limit: int = 5, + return_score: bool = True, + api_config: Optional[Dict] = None, + ) -> None: + """ + Initialize the VoyageAIReranker with specified model, ranking criteria, + and API configuration. + + Parameters: + model (str): The identifier for the VoyageAI model used for reranking. + rank_by (Optional[List[str]]): Optional list of keys specifying the + attributes in the documents that should be considered for + ranking. None means ranking will rely on the model's default + behavior. + limit (int): The maximum number of results to return after + reranking. Must be a positive integer. + return_score (bool): Whether to return scores alongside the + reranked results. + api_config (Optional[Dict], optional): Dictionary containing the API key. + Defaults to None. + + Raises: + ImportError: If the voyageai library is not installed. + ValueError: If the API key is not provided. + """ + super().__init__( + model=model, rank_by=rank_by, limit=limit, return_score=return_score + ) + self._initialize_clients(api_config) + + def _initialize_clients(self, api_config: Optional[Dict]): + """ + Setup the VoyageAI clients using the provided API key or an + environment variable. + """ + # Dynamic import of the voyageai module + try: + from voyageai import AsyncClient, Client + except ImportError: + raise ImportError( + "VoyageAI reranker requires the voyageai library. \ + Please install with `pip install voyageai`" + ) + + # Fetch the API key from api_config or environment variable + api_key = ( + api_config.get("api_key") if api_config else os.getenv("VOYAGE_API_KEY") + ) + if not api_key: + raise ValueError( + "VoyageAI API key is required. " + "Provide it in api_config or set the VOYAGE_API_KEY environment variable." + ) + self._client = Client(api_key=api_key) + self._aclient = AsyncClient(api_key=api_key) + + def _preprocess( + self, query: str, docs: Union[List[Dict[str, Any]], List[str]], **kwargs + ): + """ + Prepare and validate reranking config based on provided input and + optional overrides. + """ + limit = kwargs.get("limit", self.limit) + return_score = kwargs.get("return_score", self.return_score) + truncation = kwargs.get("truncation") + + if not isinstance(docs, list): + raise ValueError("Docs to rerank should either be a list of str or dict.") + + if all(isinstance(doc, dict) and "content" in doc for doc in docs): + texts = [ + str(doc["content"]) + for doc in docs + if isinstance(doc, dict) and "content" in doc + ] + else: + texts = [str(doc) for doc in docs] + + reranker_kwargs = { + "query": query, + "documents": texts, + "model": self.model, + "top_k": limit, + } + if truncation is not None: + reranker_kwargs["truncation"] = truncation + + return reranker_kwargs, return_score + + @staticmethod + def _postprocess( + docs: Union[List[Dict[str, Any]], List[str]], + rankings: List[Any], + ) -> Tuple[List[Any], List[float]]: + """ + Post-process the initial list of documents to include ranking scores, + if specified. + """ + reranked_docs, scores = [], [] + for item in rankings.results: # type: ignore + scores.append(item.relevance_score) + reranked_docs.append(docs[item.index]) + return reranked_docs, scores + + def rank( + self, query: str, docs: Union[List[Dict[str, Any]], List[str]], **kwargs + ) -> Union[Tuple[List[Dict[str, Any]], List[float]], List[Dict[str, Any]]]: + """ + Rerank documents based on the provided query using the VoyageAI rerank API. + + This method processes the user's query and the provided documents to + rerank them in a manner that is potentially more relevant to the + query's context. + + Parameters: + query (str): The user's search query. + docs (Union[List[Dict[str, Any]], List[str]]): The list of documents + to be ranked, either as dictionaries or strings. + + Returns: + Union[Tuple[Union[List[Dict[str, Any]], List[str]], float], List[Dict[str, Any]]]: The reranked list of documents and optionally associated scores. + """ + reranker_kwargs, return_score = self._preprocess(query, docs, **kwargs) + rankings = self._client.rerank(**reranker_kwargs) + reranked_docs, scores = self._postprocess(docs, rankings) + if return_score: + return reranked_docs, scores + return reranked_docs + + async def arank( + self, query: str, docs: Union[List[Dict[str, Any]], List[str]], **kwargs + ) -> Union[Tuple[List[Dict[str, Any]], List[float]], List[Dict[str, Any]]]: + """ + Rerank documents based on the provided query using the VoyageAI rerank API. + + This method processes the user's query and the provided documents to + rerank them in a manner that is potentially more relevant to the + query's context. + + Parameters: + query (str): The user's search query. + docs (Union[List[Dict[str, Any]], List[str]]): The list of documents + to be ranked, either as dictionaries or strings. + + Returns: + Union[Tuple[Union[List[Dict[str, Any]], List[str]], float], List[Dict[str, Any]]]: The reranked list of documents and optionally associated scores. + """ + reranker_kwargs, return_score = self._preprocess(query, docs, **kwargs) + rankings = await self._aclient.rerank(**reranker_kwargs) + reranked_docs, scores = self._postprocess(docs, rankings) + if return_score: + return reranked_docs, scores + return reranked_docs diff --git a/redisvl/utils/vectorize/__init__.py b/redisvl/utils/vectorize/__init__.py index 3675ae56..d305306d 100644 --- a/redisvl/utils/vectorize/__init__.py +++ b/redisvl/utils/vectorize/__init__.py @@ -7,6 +7,7 @@ from redisvl.utils.vectorize.text.mistral import MistralAITextVectorizer from redisvl.utils.vectorize.text.openai import OpenAITextVectorizer from redisvl.utils.vectorize.text.vertexai import VertexAITextVectorizer +from redisvl.utils.vectorize.text.voyageai import VoyageAITextVectorizer __all__ = [ "BaseVectorizer", @@ -18,6 +19,7 @@ "MistralAITextVectorizer", "CustomTextVectorizer", "BedrockTextVectorizer", + "VoyageAITextVectorizer", ] @@ -36,3 +38,5 @@ def vectorizer_from_dict(vectorizer: dict) -> BaseVectorizer: return MistralAITextVectorizer(model) elif vectorizer_type == Vectorizers.vertexai: return VertexAITextVectorizer(model) + elif vectorizer_type == Vectorizers.voyageai: + return VoyageAITextVectorizer(model) diff --git a/redisvl/utils/vectorize/base.py b/redisvl/utils/vectorize/base.py index d27553be..864b4150 100644 --- a/redisvl/utils/vectorize/base.py +++ b/redisvl/utils/vectorize/base.py @@ -15,6 +15,7 @@ class Vectorizers(Enum): mistral = "mistral" vertexai = "vertexai" hf = "hf" + voyageai = "voyageai" class BaseVectorizer(BaseModel, ABC): diff --git a/redisvl/utils/vectorize/text/voyageai.py b/redisvl/utils/vectorize/text/voyageai.py new file mode 100644 index 00000000..e4de9817 --- /dev/null +++ b/redisvl/utils/vectorize/text/voyageai.py @@ -0,0 +1,359 @@ +import os +from typing import Any, Callable, Dict, List, Optional + +from pydantic.v1 import PrivateAttr +from tenacity import retry, stop_after_attempt, wait_random_exponential +from tenacity.retry import retry_if_not_exception_type + +from redisvl.utils.vectorize.base import BaseVectorizer + +# ignore that voyageai isn't imported +# mypy: disable-error-code="name-defined" + + +class VoyageAITextVectorizer(BaseVectorizer): + """The VoyageAITextVectorizer class utilizes VoyageAI's API to generate + embeddings for text data. + + This vectorizer is designed to interact with VoyageAI's /embed API, + requiring an API key for authentication. The key can be provided + directly in the `api_config` dictionary or through the `VOYAGE_API_KEY` + environment variable. User must obtain an API key from VoyageAI's website + (https://dash.voyageai.com/). Additionally, the `voyageai` python + client must be installed with `pip install voyageai`. + + The vectorizer supports both synchronous and asynchronous operations, allows for batch + processing of texts and flexibility in handling preprocessing tasks. + + .. code-block:: python + + from redisvl.utils.vectorize import VoyageAITextVectorizer + + vectorizer = VoyageAITextVectorizer( + model="voyage-large-2", + api_config={"api_key": "your-voyageai-api-key"} # OR set VOYAGE_API_KEY in your env + ) + query_embedding = vectorizer.embed( + text="your input query text here", + input_type="query" + ) + doc_embeddings = vectorizer.embed_many( + texts=["your document text", "more document text"], + input_type="document" + ) + + """ + + _client: Any = PrivateAttr() + _aclient: Any = PrivateAttr() + + def __init__( + self, + model: str = "voyage-large-2", + api_config: Optional[Dict] = None, + dtype: str = "float32", + ): + """Initialize the VoyageAI vectorizer. + + Visit https://docs.voyageai.com/docs/embeddings to learn about embeddings and check the available models. + + Args: + model (str): Model to use for embedding. Defaults to "voyage-large-2". + api_config (Optional[Dict], optional): Dictionary containing the API key. + Defaults to None. + dtype (str): the default datatype to use when embedding text as byte arrays. + Used when setting `as_buffer=True` in calls to embed() and embed_many(). + Defaults to 'float32'. + + Raises: + ImportError: If the voyageai library is not installed. + ValueError: If the API key is not provided. + + """ + self._initialize_client(api_config) + super().__init__(model=model, dims=self._set_model_dims(model), dtype=dtype) + + def _initialize_client(self, api_config: Optional[Dict]): + """ + Setup the VoyageAI clients using the provided API key or an + environment variable. + """ + # Dynamic import of the voyageai module + try: + from voyageai import AsyncClient, Client + except ImportError: + raise ImportError( + "VoyageAI vectorizer requires the voyageai library. \ + Please install with `pip install voyageai`" + ) + + # Fetch the API key from api_config or environment variable + api_key = ( + api_config.get("api_key") if api_config else os.getenv("VOYAGE_API_KEY") + ) + if not api_key: + raise ValueError( + "VoyageAI API key is required. " + "Provide it in api_config or set the VOYAGE_API_KEY environment variable." + ) + self._client = Client(api_key=api_key) + self._aclient = AsyncClient(api_key=api_key) + + def _set_model_dims(self, model) -> int: + try: + embedding = self._client.embed( + texts=["dimension test"], + model=model, + input_type="document", + ).embeddings[0] + except (KeyError, IndexError) as ke: + raise ValueError(f"Unexpected response from the VoyageAI API: {str(ke)}") + except Exception as e: # pylint: disable=broad-except + # fall back (TODO get more specific) + raise ValueError(f"Error setting embedding model dimensions: {str(e)}") + return len(embedding) + + def embed( + self, + text: str, + preprocess: Optional[Callable] = None, + as_buffer: bool = False, + **kwargs, + ) -> List[float]: + """Embed a chunk of text using the VoyageAI Embeddings API. + + Can provide the embedding `input_type` as a `kwarg` to this method + that specifies the type of input you're giving to the model. For retrieval/search use cases, + we recommend specifying this argument when encoding queries or documents to enhance retrieval quality. + Embeddings generated with and without the input_type argument are compatible. + + Supported input types are ``document`` and ``query`` + + When hydrating your Redis DB, the documents you want to search over + should be embedded with input_type="document" and when you are + querying the database, you should set the input_type="query". + + Args: + text (str): Chunk of text to embed. + preprocess (Optional[Callable], optional): Optional preprocessing callable to + perform before vectorization. Defaults to None. + as_buffer (bool, optional): Whether to convert the raw embedding + to a byte string. Defaults to False. + input_type (str): Specifies the type of input passed to the model. + truncation (bool): Whether to truncate the input texts to fit within the context length. + Check https://docs.voyageai.com/docs/embeddings + + Returns: + List[float]: Embedding. + + Raises: + TypeError: If an invalid input_type is provided. + """ + return self.embed_many( + texts=[text], preprocess=preprocess, as_buffer=as_buffer, **kwargs + )[0] + + @retry( + wait=wait_random_exponential(min=1, max=60), + stop=stop_after_attempt(6), + retry=retry_if_not_exception_type(TypeError), + ) + def embed_many( + self, + texts: List[str], + preprocess: Optional[Callable] = None, + batch_size: Optional[int] = None, + as_buffer: bool = False, + **kwargs, + ) -> List[List[float]]: + """Embed many chunks of text using the VoyageAI Embeddings API. + + Can provide the embedding `input_type` as a `kwarg` to this method + that specifies the type of input you're giving to the model. For retrieval/search use cases, + we recommend specifying this argument when encoding queries or documents to enhance retrieval quality. + Embeddings generated with and without the input_type argument are compatible. + + Supported input types are ``document`` and ``query`` + + When hydrating your Redis DB, the documents you want to search over + should be embedded with input_type="document" and when you are + querying the database, you should set the input_type="query". + + Args: + texts (List[str]): List of text chunks to embed. + preprocess (Optional[Callable], optional): Optional preprocessing callable to + perform before vectorization. Defaults to None. + batch_size (int, optional): Batch size of texts to use when creating + embeddings. . + as_buffer (bool, optional): Whether to convert the raw embedding + to a byte string. Defaults to False. + input_type (str): Specifies the type of input passed to the model. + truncation (bool): Whether to truncate the input texts to fit within the context length. + Check https://docs.voyageai.com/docs/embeddings + + Returns: + List[List[float]]: List of embeddings. + + Raises: + TypeError: If an invalid input_type is provided. + + """ + input_type = kwargs.get("input_type") + truncation = kwargs.get("truncation") + dtype = kwargs.pop("dtype", self.dtype) + + if not isinstance(texts, list): + raise TypeError("Must pass in a list of str values to embed.") + if len(texts) > 0 and not isinstance(texts[0], str): + raise TypeError("Must pass in a list of str values to embed.") + if input_type is not None and input_type not in ["document", "query"]: + raise TypeError( + "Must pass in a allowed value for voyageai embedding input_type. \ + See https://docs.voyageai.com/docs/embeddings." + ) + + if truncation is not None and not isinstance(truncation, bool): + raise TypeError("Truncation (optional) parameter is a bool.") + + if batch_size is None: + batch_size = ( + 72 + if self.model in ["voyage-2", "voyage-02"] + else ( + 30 + if self.model == "voyage-3-lite" + else (10 if self.model == "voyage-3" else 7) + ) + ) + + embeddings: List = [] + for batch in self.batchify(texts, batch_size, preprocess): + response = self._client.embed( + texts=batch, model=self.model, input_type=input_type + ) + embeddings += [ + self._process_embedding(embedding, as_buffer, dtype) + for embedding in response.embeddings + ] + return embeddings + + async def aembed_many( + self, + texts: List[str], + preprocess: Optional[Callable] = None, + batch_size: Optional[int] = None, + as_buffer: bool = False, + **kwargs, + ) -> List[List[float]]: + """Embed many chunks of text using the VoyageAI Embeddings API. + + Can provide the embedding `input_type` as a `kwarg` to this method + that specifies the type of input you're giving to the model. For retrieval/search use cases, + we recommend specifying this argument when encoding queries or documents to enhance retrieval quality. + Embeddings generated with and without the input_type argument are compatible. + + Supported input types are ``document`` and ``query`` + + When hydrating your Redis DB, the documents you want to search over + should be embedded with input_type="document" and when you are + querying the database, you should set the input_type="query". + + Args: + texts (List[str]): List of text chunks to embed. + preprocess (Optional[Callable], optional): Optional preprocessing callable to + perform before vectorization. Defaults to None. + batch_size (int, optional): Batch size of texts to use when creating + embeddings. . + as_buffer (bool, optional): Whether to convert the raw embedding + to a byte string. Defaults to False. + input_type (str): Specifies the type of input passed to the model. + truncation (bool): Whether to truncate the input texts to fit within the context length. + Check https://docs.voyageai.com/docs/embeddings + + Returns: + List[List[float]]: List of embeddings. + + Raises: + TypeError: In an invalid input_type is provided. + + """ + input_type = kwargs.get("input_type") + truncation = kwargs.get("truncation") + dtype = kwargs.pop("dtype", self.dtype) + + if not isinstance(texts, list): + raise TypeError("Must pass in a list of str values to embed.") + if len(texts) > 0 and not isinstance(texts[0], str): + raise TypeError("Must pass in a list of str values to embed.") + if input_type is not None and input_type not in ["document", "query"]: + raise TypeError( + "Must pass in a allowed value for voyageai embedding input_type. \ + See https://docs.voyageai.com/docs/embeddings." + ) + + if truncation is not None and not isinstance(truncation, bool): + raise TypeError("Truncation (optional) parameter is a bool.") + + if batch_size is None: + batch_size = ( + 72 + if self.model in ["voyage-2", "voyage-02"] + else ( + 30 + if self.model == "voyage-3-lite" + else (10 if self.model == "voyage-3" else 7) + ) + ) + + embeddings: List = [] + for batch in self.batchify(texts, batch_size, preprocess): + response = await self._aclient.embed( + texts=batch, model=self.model, input_type=input_type + ) + embeddings += [ + self._process_embedding(embedding, as_buffer, dtype) + for embedding in response.embeddings + ] + return embeddings + + async def aembed( + self, + text: str, + preprocess: Optional[Callable] = None, + as_buffer: bool = False, + **kwargs, + ) -> List[float]: + """Embed a chunk of text using the VoyageAI Embeddings API. + + Can provide the embedding `input_type` as a `kwarg` to this method + that specifies the type of input you're giving to the model. For retrieval/search use cases, + we recommend specifying this argument when encoding queries or documents to enhance retrieval quality. + Embeddings generated with and without the input_type argument are compatible. + + Supported input types are ``document`` and ``query`` + + When hydrating your Redis DB, the documents you want to search over + should be embedded with input_type="document" and when you are + querying the database, you should set the input_type="query". + + Args: + text (str): Chunk of text to embed. + preprocess (Optional[Callable], optional): Optional preprocessing callable to + perform before vectorization. Defaults to None. + as_buffer (bool, optional): Whether to convert the raw embedding + to a byte string. Defaults to False. + input_type (str): Specifies the type of input passed to the model. + truncation (bool): Whether to truncate the input texts to fit within the context length. + Check https://docs.voyageai.com/docs/embeddings + + Returns: + List[float]: Embedding. + + Raises: + TypeError: In an invalid input_type is provided. + """ + + result = await self.aembed_many( + texts=[text], preprocess=preprocess, as_buffer=as_buffer, **kwargs + ) + return result[0] diff --git a/tests/integration/test_rerankers.py b/tests/integration/test_rerankers.py index e7da8fa3..65aad333 100644 --- a/tests/integration/test_rerankers.py +++ b/tests/integration/test_rerankers.py @@ -2,16 +2,35 @@ import pytest -from redisvl.utils.rerank import CohereReranker, HFCrossEncoderReranker +from redisvl.utils.rerank import ( + CohereReranker, + HFCrossEncoderReranker, + VoyageAIReranker, +) -# Fixture for the reranker instance @pytest.fixture -def cohereReranker(): - skip_reranker = os.getenv("SKIP_RERANKERS", "False").lower() == "true" +def skip_reranker() -> bool: + # os.getenv returns a string + v = os.getenv("SKIP_RERANKERS", "False").lower() == "true" + return v + + +# Fixture for the reranker instance +@pytest.fixture( + params=[ + CohereReranker, + VoyageAIReranker, + ] +) +def reranker(request, skip_reranker): if skip_reranker: pytest.skip("Skipping reranker instantiation...") - return CohereReranker() + + if request.param == CohereReranker: + return request.param() + elif request.param == VoyageAIReranker: + return request.param(model="rerank-lite-1") @pytest.fixture @@ -25,11 +44,11 @@ def hfCrossEncoderRerankerWithCustomModel(): # Test for basic ranking functionality -def test_rank_documents_cohere(cohereReranker): +def test_rank_documents(reranker): docs = ["document one", "document two", "document three"] query = "search query" - reranked_docs, scores = cohereReranker.rank(query, docs) + reranked_docs, scores = reranker.rank(query, docs) assert isinstance(reranked_docs, list) assert len(reranked_docs) == len(docs) # Ensure we get back as many docs as we sent @@ -38,11 +57,11 @@ def test_rank_documents_cohere(cohereReranker): # Test for asynchronous ranking functionality @pytest.mark.asyncio -async def test_async_rank_documents_cohere(cohereReranker): +async def test_async_rank_documents(reranker): docs = ["document one", "document two", "document three"] query = "search query" - reranked_docs, scores = await cohereReranker.arank(query, docs) + reranked_docs, scores = await reranker.arank(query, docs) assert isinstance(reranked_docs, list) assert len(reranked_docs) == len(docs) # Ensure we get back as many docs as we sent @@ -50,20 +69,21 @@ async def test_async_rank_documents_cohere(cohereReranker): # Test handling of bad input -def test_bad_input_cohere(cohereReranker): +def test_bad_input(reranker): with pytest.raises(Exception): - cohereReranker.rank("", []) # Empty query or documents + reranker.rank("", []) # Empty query or documents with pytest.raises(Exception): - cohereReranker.rank(123, ["valid document"]) # Invalid type for query + reranker.rank(123, ["valid document"]) # Invalid type for query with pytest.raises(Exception): - cohereReranker.rank("valid query", "not a list") # Invalid type for documents + reranker.rank("valid query", "not a list") # Invalid type for documents - with pytest.raises(Exception): - cohereReranker.rank( - "valid query", [{"field": "valid document"}], rank_by=["invalid_field"] - ) # Invalid rank_by field + if isinstance(reranker, CohereReranker): + with pytest.raises(Exception): + reranker.rank( + "valid query", [{"field": "valid document"}], rank_by=["invalid_field"] + ) # Invalid rank_by field def test_rank_documents_cross_encoder(hfCrossEncoderReranker): diff --git a/tests/integration/test_vectorizers.py b/tests/integration/test_vectorizers.py index dd3112fa..a0d954b5 100644 --- a/tests/integration/test_vectorizers.py +++ b/tests/integration/test_vectorizers.py @@ -11,6 +11,7 @@ MistralAITextVectorizer, OpenAITextVectorizer, VertexAITextVectorizer, + VoyageAITextVectorizer, ) @@ -30,6 +31,7 @@ def skip_vectorizer() -> bool: BedrockTextVectorizer, MistralAITextVectorizer, CustomTextVectorizer, + VoyageAITextVectorizer, ] ) def vectorizer(request, skip_vectorizer): @@ -46,6 +48,8 @@ def vectorizer(request, skip_vectorizer): return request.param() elif request.param == MistralAITextVectorizer: return request.param() + elif request.param == VoyageAITextVectorizer: + return request.param(model="voyage-large-2") elif request.param == AzureOpenAITextVectorizer: return request.param( model=os.getenv("AZURE_OPENAI_DEPLOYMENT_NAME", "text-embedding-ada-002") @@ -108,6 +112,8 @@ def test_vectorizer_embed(vectorizer): text = "This is a test sentence." if isinstance(vectorizer, CohereTextVectorizer): embedding = vectorizer.embed(text, input_type="search_document") + elif isinstance(vectorizer, VoyageAITextVectorizer): + embedding = vectorizer.embed(text, input_type="document") else: embedding = vectorizer.embed(text) @@ -119,6 +125,8 @@ def test_vectorizer_embed_many(vectorizer): texts = ["This is the first test sentence.", "This is the second test sentence."] if isinstance(vectorizer, CohereTextVectorizer): embeddings = vectorizer.embed_many(texts, input_type="search_document") + elif isinstance(vectorizer, VoyageAITextVectorizer): + embeddings = vectorizer.embed_many(texts, input_type="document") else: embeddings = vectorizer.embed_many(texts) @@ -246,9 +254,10 @@ def bad_return_type(text: str) -> str: CohereTextVectorizer, CustomTextVectorizer, HFTextVectorizer, - # MistralAITextVectorizer, + MistralAITextVectorizer, OpenAITextVectorizer, VertexAITextVectorizer, + VoyageAITextVectorizer, ], ) def test_dtypes(vector_class, skip_vectorizer): @@ -264,6 +273,7 @@ def test_dtypes(vector_class, skip_vectorizer): ) else: vectorizer = vector_class() + assert vectorizer.dtype == "float32" # test initializing dtype in constructor @@ -279,6 +289,7 @@ def test_dtypes(vector_class, skip_vectorizer): ) else: vectorizer = vector_class(dtype=dtype) + assert vectorizer.dtype == dtype # test validation of dtype on init @@ -301,19 +312,14 @@ def test_dtypes(vector_class, skip_vectorizer): BedrockTextVectorizer, MistralAITextVectorizer, CustomTextVectorizer, + VoyageAITextVectorizer, ] ) def avectorizer(request, skip_vectorizer): if skip_vectorizer: pytest.skip("Skipping vectorizer instantiation...") - if request.param == OpenAITextVectorizer: - return request.param() - elif request.param == BedrockTextVectorizer: - return request.param() - elif request.param == MistralAITextVectorizer: - return request.param() - elif request.param == CustomTextVectorizer: + if request.param == CustomTextVectorizer: def embed_func(text): return [1.1, 2.2, 3.3, 4.4] @@ -327,6 +333,8 @@ async def aembed_many_func(texts): return request.param( embed=embed_func, aembed=aembed_func, aembed_many=aembed_many_func ) + else: + return request.param() @pytest.mark.asyncio