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Qdrant is a leading open-source high-performance Vector Database written in Rust with extended metadata filtering support and advanced features. It deploys as an API service providing a search for the nearest high-dimensional vectors. With Qdrant, embeddings or neural network encoders can be turned into full-fledged applications. Powering vector similarity search solutions of any scale due to a flexible architecture and low-level optimization. Qdrant is trusted and high-rated by Machine Learning and Data Science teams of top-tier companies worldwide.
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Advanced Features, Performance, Scalability, Developer Experience, and Resources Saving.
Qdrant's answer:
Highest performance https://qdrant.tech/benchmarks/, scalability and ease of use.
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Qdrant is written completely in Rust. SDKs available for all popular languages Python, Go, Rust, Java, .NET, etc.
Based on our record, Qdrant should be more popular than Linode. It has been mentiond 40 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
I have an 11 GB VPS with Windows on it, and it’s running perfectly. I 100% recommend this hosting, because of it’s pricing and support. I give $8.25 a month for an 11 GB VPS. Which would cost up to $55 a month on popular hosting providers like, Linode, Vultr, and Digital Ocean. Source: about 2 years ago
Anyone that hosts a server using the cloud provider linode.com Do you encounter any limits regarding the CPU speed? Source: about 2 years ago
One of my best recommendations is to spin up a linux server in the cloud, you can do it for free for a few months from linode.com for example. Setting up an online server for a game you like playing can also be a rewarding learning experience for networking and Linux in general. Source: about 2 years ago
Then you can buy a VPS from linode.com, katapult.io, contabo.com or hetzner.cloud, I'd recommend a 4gb VPS, and in order to run, it has to be over 2gb. For the OS, choose AlmaLinux or a supported version of CentOS. Source: about 2 years ago
Use VPS, don't use shared web hosting when you generate content as it tends to use lots of resources like RAM, CPU %, and storage. I'd recommend hetzner.com, contabo.com, or linode.com. Source: about 2 years ago
Vector Databases: Qdrant for efficient data storage and retrieval. - Source: dev.to / 4 days ago
AgentCloud uses Qdrant as the vector store to efficiently store and manage large sets of vector embeddings. For a given user query the RAG application fetches relevant documents from vector store by analyzing how similar their vector representation is compared to the query vector. - Source: dev.to / about 1 month ago
Great. Now that we have the embeddings, we need to store them in a vector database. We will be using Qdrant for this purpose. Qdrant is an open-source vector database that allows you to store and query high-dimensional vectors. The easiest way to get started with the Qdrant database is using the docker. - Source: dev.to / about 1 month ago
I took Qdrant for this project. The reason was that Qdrant stands for high-performance vector search, the best choice against use cases like finding similar function calls based on semantic similarity. Qdrant is not only powerful but also scalable to support a variety of advanced search features that are greatly useful to nuanced caching mechanisms like ours. - Source: dev.to / about 2 months ago
I'm currently looking to implement locally, using QDrant [1] for instance. I'm just playing around, but it makes sense to have a runnable example for our users at work too :) [2]. [1]. https://qdrant.tech/. - Source: Hacker News / 2 months ago
DigitalOcean - Simplifying cloud hosting. Deploy an SSD cloud server in 55 seconds.
Milvus - Vector database built for scalable similarity search Open-source, highly scalable, and blazing fast.
Vultr - VULTR Global Cloud Hosting - Brilliantly Fast SSD VPS Cloud Servers. 100% KVM Virtualization
Weaviate - Welcome to Weaviate
Amazon AWS - Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use.
pgvecto.rs - Scalable, Low-latency and Hybrid-enabled Vector Search in Postgres. Revolutionize Vector Search, not Database. - tensorchord/pgvecto.rs