论文标题
codexdb:生成用于使用GPT-3 Codex处理SQL查询的代码
CodexDB: Generating Code for Processing SQL Queries using GPT-3 Codex
论文作者
论文摘要
codexdb是SQL处理引擎,可以通过自然语言说明对其内部进行内部设备。 CodexDB基于OpenAI的GPT-3 Codex模型,该模型将文本转换为代码。这是GPT-3 Codex之上的框架,将复杂的SQL查询分解为一系列用自然语言描述的简单处理步骤。处理步骤具有用户提供的指令和数据库属性的描述。 Codex将结果文本转换为查询处理代码。 CodexDB的早期原型能够为WikiSQL基准测试的大多数查询生成正确的代码,并且可以通过各种方式自定义。
CodexDB is an SQL processing engine whose internals can be customized via natural language instructions. CodexDB is based on OpenAI's GPT-3 Codex model which translates text into code. It is a framework on top of GPT-3 Codex that decomposes complex SQL queries into a series of simple processing steps, described in natural language. Processing steps are enriched with user-provided instructions and descriptions of database properties. Codex translates the resulting text into query processing code. An early prototype of CodexDB is able to generate correct code for a majority of queries of the WikiSQL benchmark and can be customized in various ways.