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James' Growth Diary
James' Growth Diary
May 11, 2026 · Artificial Intelligence

Mastering RAG Evaluation: Recall@K, MRR, NDCG, and RAGAS Explained

This article breaks down RAG evaluation into a two‑layer framework, explains the four core metrics—Recall@K, MRR, NDCG, and the four RAGAS scores—shows how to implement them with LangChain.js, highlights common pitfalls, and offers scenario‑specific metric combinations for reliable performance monitoring.

LangChainMRRNDCG
0 likes · 20 min read
Mastering RAG Evaluation: Recall@K, MRR, NDCG, and RAGAS Explained
Cognitive Technology Team
Cognitive Technology Team
Mar 29, 2025 · Databases

MySQL Multi-Range Read (MRR) Optimization: Advantages, Limitations, Use Cases, and Configuration

MySQL's Multi-Range Read (MRR) optimization reduces random disk I/O by scanning indexes, sorting keys, and retrieving rows sequentially, offering advantages like sequential data access and batch key processing, while outlining its limitations, applicable scenarios, usage conditions, and configuration via optimizer_switch variables and buffer settings.

Disk I/OIndex OptimizationMRR
0 likes · 5 min read
MySQL Multi-Range Read (MRR) Optimization: Advantages, Limitations, Use Cases, and Configuration
Big Data Technology & Architecture
Big Data Technology & Architecture
Sep 17, 2020 · Databases

Understanding MySQL Join Types and Optimization Techniques

This article explains MySQL's various join algorithms—including Simple Nested Loop, Index Nested Loop, Blocked Nested Loop, and unsupported Hash and Merge joins—detailing their mechanisms, performance trade‑offs, and optimization strategies such as MRR, BKA, join buffers, and driver‑table selection.

BKADatabase PerformanceJOIN optimization
0 likes · 11 min read
Understanding MySQL Join Types and Optimization Techniques
Aikesheng Open Source Community
Aikesheng Open Source Community
Jun 16, 2020 · Databases

Understanding and Optimizing MySQL Multi-Range Read (MRR)

This article explains MySQL's Multi-Range Read (MRR) optimization, demonstrates its performance impact through experiments, shows how to enable or disable MRR via optimizer_switch, and provides guidance on tuning related parameters such as mrr_cost_based and read_rnd_buffer_size for optimal query execution.

Database PerformanceMRRmysql
0 likes · 7 min read
Understanding and Optimizing MySQL Multi-Range Read (MRR)