Rule‑Based NLQ vs LLMs: How ChatBI’s MQL Engine Delivers Precise BI Queries

The article explains how the rule‑based NLQ component of ChatBI replaces large language models with a detailed dictionary‑driven architecture, using a custom Metrics Query Language (MQL) to transform natural‑language business questions into accurate SQL, highlighting its stability, low cost, transparency, and limitations compared to LLM solutions.

Business IntelligenceData QueryLLM comparison

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Rule‑Based NLQ vs LLMs: How ChatBI’s MQL Engine Delivers Precise BI Queries

Test Development Learning Exchange

Jun 23, 2023 · Fundamentals

Master JSON Queries in Python with JMESPath and JsonPath

This guide shows how to install, import, and use the JMESPath and JsonPath Python modules to perform basic and advanced queries on JSON data, including example scripts that filter, sort, and extract specific fields.

Data QueryJMESPathJSON

0 likes · 9 min read

Master JSON Queries in Python with JMESPath and JsonPath

IT Services Circle

Apr 29, 2022 · Fundamentals

A Curated List of Useful JSON Tools for Developers

This article introduces several open‑source JSON utilities—including visualization, command‑line manipulation, data querying, online storage, and dynamic form generation—explaining their features, typical use cases, and providing direct GitHub links for developers seeking practical JSON solutions.

Data QueryData visualizationcommand-line tools

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A Curated List of Useful JSON Tools for Developers

Ops Development Stories

Apr 5, 2020 · Databases

Master MongoDB: From Basics to Advanced Operations

This comprehensive guide introduces MongoDB, explains NoSQL classifications, walks through Windows and Linux installations, demonstrates using the Robo 3T GUI, and covers essential CRUD operations, queries, indexing, sorting, counting, and data deduplication with clear code examples and screenshots.

CRUD OperationsData QueryDatabase tutorial

0 likes · 27 min read

Master MongoDB: From Basics to Advanced Operations

Java High-Performance Architecture

Jun 26, 2018 · Backend Development

How to Leverage Elasticsearch 6.3 Native SQL for Real‑Time Data Queries

This guide introduces Elasticsearch 6.3's native SQL support, demonstrates how to bulk‑load sample books, run SQL queries, apply ordering, limits, combine filters, translate SQL to ES DSL, and use the built‑in SQL client, providing a practical walkthrough for developers.

Data QueryElasticsearchbackend-development

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How to Leverage Elasticsearch 6.3 Native SQL for Real‑Time Data Queries

360 Quality & Efficiency

Mar 28, 2018 · Backend Development

Using JSONPath with Fastjson in Java: Introduction, Usage, and Example

JSONPath, analogous to XPath for XML, enables efficient querying of JSON data; this article introduces its concepts, demonstrates how to integrate Fastjson's JSONPath in Java, provides syntax examples, and showcases a simple code demonstration with expected output.

Data QueryJsonPathTutorial

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Using JSONPath with Fastjson in Java: Introduction, Usage, and Example