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| 1 | += DataStax Astra Vector |
| 2 | +:page-layout: landing |
| 3 | + |
| 4 | +Efficiently store and query vector embeddings for better similarity search. If you're new, read our xref:ROOT:templates/examples/concepts.adoc[introduction to vector databases]. |
| 5 | + |
| 6 | +[.ds-feature.header-noline] |
| 7 | +== Get Started |
| 8 | +-- |
| 9 | +Dive straight into Astra Vector with this concise guide tailored for developers. These essential steps will walk you through the setup process, ensuring you're up and running quickly. |
| 10 | + |
| 11 | +[.ds-feature-buttons] |
| 12 | +xref:ROOT:templates/examples/quickstart.adoc[Quick Start,role="ds-button ds-button\--color-primary ds-button\--variant-solid"] https://astra.datastax.com[Create Astra Account^,role="ds-button ds-button\--color-neutral ds-button\--variant-outlined"] |
| 13 | +-- |
| 14 | + |
| 15 | +[.ds-feature-code,js] |
| 16 | +---- |
| 17 | +import vector |
| 18 | + |
| 19 | +# Create a new vector database |
| 20 | +db = vector.Database("my_vector_db") |
| 21 | + |
| 22 | +# Ingest vectors into your database |
| 23 | +db.ingest("s3://vector-embeddings-bucket/") |
| 24 | + |
| 25 | +# Find the closest vectors |
| 26 | +query_vector = [0.9, 2.2, 2.8] |
| 27 | +results = db.query(query_vector, limit=3) |
| 28 | +---- |
| 29 | + |
| 30 | +[.explore.header-noline.ds-row.ds-grid] |
| 31 | +== Explore Docs |
| 32 | + |
| 33 | +=== Guides |
| 34 | + |
| 35 | +Concise how-tos of common tasks with Astra. |
| 36 | + |
| 37 | +[unstyled.landing-a] |
| 38 | +* link:{#}[Load vector data] |
| 39 | +* link:{#}[Explore my data] |
| 40 | +* link:{#}[Manage my embeddings] |
| 41 | + |
| 42 | +[.material-icons.landing-card-icon] |
| 43 | +fact_check |
| 44 | + |
| 45 | +=== Tutorials |
| 46 | + |
| 47 | +Dive into step-by-step lessons to master the essentials. |
| 48 | + |
| 49 | +[unstyled.landing-a] |
| 50 | +* link:{#}[Build a chatbot] |
| 51 | +* link:{#}[Enhance a recommendation system] |
| 52 | +* link:{#}[Write an AI agent] |
| 53 | + |
| 54 | +[.material-icons.landing-card-icon] |
| 55 | +auto_stories |
| 56 | + |
| 57 | +=== Clients |
| 58 | + |
| 59 | +Explore dedicated applications built to enhance your experience. |
| 60 | + |
| 61 | +[unstyled.landing-a] |
| 62 | +* link:{#}[How do I use the Python client] |
| 63 | +* link:{#}[How do I use the Node.js client] |
| 64 | +* link:{#}[Connect using the JSON API] |
| 65 | + |
| 66 | +[.material-icons.landing-card-icon] |
| 67 | +power |
| 68 | + |
| 69 | +=== Integrations |
| 70 | + |
| 71 | +Seamlessly connect with your favorite tools and platforms |
| 72 | + |
| 73 | +[unstyled.landing-a] |
| 74 | +* link:{#}[Connect to OpenAI] |
| 75 | +* link:{#}[Connect to LangChain] |
| 76 | +* link:{#}[Connect to LlamaIndex] |
| 77 | + |
| 78 | +[.material-icons.landing-card-icon] |
| 79 | +integration_instructions |
| 80 | + |
| 81 | + |
| 82 | +[.ds-row.header-noline] |
| 83 | +== What's New? |
| 84 | + |
| 85 | +[.ds-card.ds-grid] |
| 86 | +-- |
| 87 | +[discrete] |
| 88 | +=== DataStax Astra Integrations |
| 89 | + |
| 90 | +Amplify your development potential with integrations crafted for popular platforms and languages. Dive deep into how DataStax Astra seamlessly interacts with Python, Java, Node.js, and more. |
| 91 | + |
| 92 | +[.landing-a] |
| 93 | +link:{#}[Explore Astra Integrations] |
| 94 | + |
| 95 | +image:browser.png[Browser,100%,float=bottom,role=float-gap] |
| 96 | + |
| 97 | +[.material-icons.landing-card-icon] |
| 98 | +integration_instructions |
| 99 | +-- |
| 100 | + |
| 101 | +[.ds-row] |
| 102 | +-- |
| 103 | +[.ds-card] |
| 104 | +==== |
| 105 | +[discrete] |
| 106 | +=== Scaling Production Workloads |
| 107 | +
|
| 108 | +Equip yourself with the tools and techniques to scale your applications effectively. Meet the demands of today while preparing for the challenges of tomorrow. |
| 109 | +
|
| 110 | +[.landing-a] |
| 111 | +link:{#}[Discover Scalability Techniques] |
| 112 | +==== |
| 113 | + |
| 114 | +[.ds-card] |
| 115 | +==== |
| 116 | +[discrete] |
| 117 | +=== Securing Your Vector Databases |
| 118 | +
|
| 119 | +Prioritize the protection of your invaluable data. Explore advanced strategies and tools designed to safeguard your vector databases from potential threats. |
| 120 | +
|
| 121 | +[.landing-a] |
| 122 | +link:{#}[Learn about Database Security] |
| 123 | +==== |
| 124 | +-- |
| 125 | + |
| 126 | +[.ds-row] |
| 127 | +== Community & Support |
| 128 | + |
| 129 | +=== Join the Conversation |
| 130 | + |
| 131 | +Engage with our vibrant community of developers. Ask questions, share knowledge, or just hang out and chat about all things DataStax Astra. |
| 132 | + |
| 133 | +link:{#}[Join on Discord] · link:{#}[Follow on X] |
| 134 | + |
| 135 | +=== Need More Help? |
| 136 | + |
| 137 | +[unstyled.landing-support] |
| 138 | +* link:{#}[Ask the Astra community,role="community"] |
| 139 | +* link:{#}[Get in touch with support,role="support"] |
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