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Redis

Scaling Redis Without Clustering – DZone

Redis is a popular in-memory data store known for its speed and flexibility. It operates efficiently when a particular workload's memory and computational demands can be managed within a single node. However, scaling beyond a single node often leads to the consideration of the Redis Cluster. There's a common assumption that transitioning to the Redis Cluster is straightforward and existing applications will behave the same, but that's not the case in reality. While Redis Cluster addresses certain scaling issues, it also…

Enhancing Chatbot Effectiveness with RAG Models and Redis Cache: A Strategic Approach for Contextual Conversation Management

Organizations globally are leveraging the capabilities of Large Language Models (LLMs) to enhance their chatbot functionalities. These advanced chatbots are envisioned not just as tools for basic interaction but as sophisticated systems capable of intelligently accessing and processing a diverse array of internal organizational assets. These assets include detailed knowledge bases, frequently asked questions (FAQs), Confluence pages, and a myriad of other organizational documents and communications.  This strategy is…

Build a Streamlit App With LangChain and Amazon Bedrock

It’s one thing to build powerful machine-learning models and another thing to be able to make them useful. A big part of it is to be able to build applications to expose its features to end users. Popular examples include ChatGPT, Midjourney, etc. Streamlit is an open-source Python library that makes it easy to build web applications for machine learning and data science. It has a set of rich APIs for visual components, including several chat elements, making it quite convenient to build conversational agents or chatbots,…

Redis and its role in System Design

Redis is an open-source, in-memory data structure store used as a database, cache, and message broker. It is widely used for its fast performance, flexibility, and ease of use. What is RedisRedis Data TypesBenefits of using RedisWorking Architecture of Redis1. Single Redis Instance2. Redis HL (High Availability)3. Redis Sentinel4. Redis Cluster / Redis Cluster Master-Slave ModelWhat is gossiping in the Redis cluster?Types of Redis Persistence Models1. RDB (Real-time Data Base) Persistence Model:Snapshotting in…

Redis: In-Memory Data Store easily explained | by Niklas Lang | Jun, 2022

Understanding the key-value-based NoSQL Data StorePhoto by Khadeeja Yasser on UnsplashRedis is a key-value-based NoSQL database that stores data in memory, i.e. in RAM. This data store is one of the most frequently used key-value databases today and is used for caching, for example. The abbreviation stands for Remote Dictionary Server.NoSQL (“Not Only SQL”) describes databases that, unlike SQL, are non-relational, i.e. cannot be organized in tables, among other things. These approaches can also be distributed across…