所以基本上大模型到数据分析,需要一种“中间过渡语言”或者过度形式,笔者看到的大多数从生成执行代码入手,比如通过chatgpt编写excel的vba,通过编写与执行python代码与做一些基本可视化(Code Interpreter ),还有就是Text-to-SQL 的方式对数据进行查询并展示。 本篇收集一下Text-to-SQL与大模型结合的研究与应用案例。 1...
一. 基本信息英文标题：Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation中文标...
The implementation of Text-to-SQL can be achieved through the use of Vanna.AI, an open-source Python library that allows the training of an RAG model with queries, DDL, and documentation from a database. Subsequently, the tool can answer questions in natural language, provide explanations for...
MindSQL: A Python Text-to-SQL RAG Library simplifying database interactions. Seamlessly integrates with PostgreSQL, MySQL, SQLite, Snowflake, and BigQuery. Powered by GPT-4 and Llama 2, it enables natural language queries. Supports ChromaDB and Faiss for context-aware responses. ...
spider_large_en/summary， 具体如何download可参考”训练流程“章节） ，然后将组装好的 .sqlite和.sql...
Use the Text Translation client library for Python to:Return a list of languages supported by Translate, Transliterate, and Dictionary operations. Render single source-language text to multiple target-language texts with a single request. Convert text of a source language in letters of a different ...
我们要实现这样一个功能,使用python连接sqlserver数据库,并返回当前数据库时间。 1importos,pymssql23server="192.186.1.26\nwork"4user="np"5password="np.123"67conn=pymssql.connect(server,user,password,database="master")8cursor=conn.cursor()9cursor.execute("""select getdate()""")10row=cursor.fetch...
API: Updated to Python 3.8.12 and OpenSSL 1.1.1s API: The Python 3.3 plugin environment now uses the same OpenSSL as 3.8 API: Added support for the "context" key in mousemaps API: Fixed inconsistent focus after Window.open_file() API: The open_file command now supports "transient", "...
Interaction with the service using the client library begins with a client. To create a client object, you will need the Cognitive Services or Language service endpoint to your resource and a credential that allows you access: Python 複製 from azure.core.credentials import AzureKeyCredential from...
IBM Watson Text to Speech サービスは、IBM の音声合成機能を使用して、テキストをさまざまな言語、方言、音声で自然な音声に合成します。このコネクタは、次の製品および地域で利用可能です:テーブルを展開する Serviceクラス地域 Logic Apps 標準 以下を除くすべての Logic Apps 地域 : - ...