We've just released DocArray 0.40. See the release notes here.

github.com/docarray/docar…

We've just released DocArray 0.39.1. See the release notes here.

github.com/docarray/docar…

🎉DocArray is now an Incubation Stage project!

Their dynamic schemas, vectorDBs integration, and seamless framework compatibility are fueling their journey of success.

Join us in celebrating their achievements! 🌟

Read more: hubs.la/Q01ZQdBk0

We've just released DocArray v0.37, featuring:

👉 Milvus integration
👉 Filtering in HnswDocumentIndex
👉 Pre-filtering in InMemoryExactNNIndex
👉 Choosing your own tensor format in DocVec
👉 And more!

Read the release notes now: github.com/docarray/docar…

DocArray 0.36 is out! 🥳

New features:
👉 JAX Integration
👉 Redis Integration

Plus faster searching with HnswDocumentIndex and multiple bug fixes!

github.com/docarray/docar…

We've updated Jina to 3.19 with new features:

👉 Support for all versions of @DocArray
👉 Hubble adapts to the local DocArray version
👉 Support for pulling from private registries using Kubernetes secrets
👉 Rewrote documentation for new DocArray

github.com/jina-ai/jina/r…

Finally we have managed to bring all the new benefits introduced with DocArray refactor into github.com/jina-ai/jina.

Now you can serve your models and applications with your own types and schemas. Jina adapts to your data instead of forcing you to adapt to Jina expected schema

We all love when a perfect couple finds each other, like DocArray and Otter.

DocArray brings native multi-modal data structures to Otter, a native multi-modal model trained for in-context and few-shot learning. See how in this article from Jina AI.

jina.ai/news/docarray-…

DocArray 0.35.0 is out! 🥳

New features:
👉DocVec now has the same serialization interface as DocList
👉File format validation on URLs
👉New methods to create BaseDoc instances from schemas

github.com/docarray/docar…

Love LangChain 🦜⛓️?
Love DocArray?

Langchain just launched their new integrations hub and DocArray is right there in the mix - twice!

The best part: You can even give us a ❤️
integrations.langchain.com/vectorstores

🎉 Excited to introduce DocArrayRetriever in LangChain!

Looking to link external data to LLMs? DocArray is your key to:
1⃣ Representing data flexibly
2⃣ Numerous data storage options
3⃣ Smooth integration into Langchain

Follow this thread for a step-by-step guide 🧵

1/5

[1] Supabase integration: supabase.com/docs/guides/ai…

Tair (@AlibabaGroup) integration: gpt-index.readthedocs.io/en/latest/exam…

In-memory stores using DocArray:
gpt-index.readthedocs.io/en/latest/exam…

gpt-index.readthedocs.io/en/latest/exam…

This is a big deal.

Now @jinaAI_ fully support DocArray v2 and allows to build multi-modal AI API with an experience similar to FastAPI

Here is how it looks like now

Thrilled to see DocArray in action within DeepLearning.AI's Langchain course, delivered by Andrew Ng and Harrison Chase!

DocArrayInMemorySearch really is an excellent foundation for kickstarting your own LLM applications with LangChain