在冗长和简明SQL语法之间进行自动转换是一个有吸引力的想法。但是，虽然LLM在将5000字的文章缩减到500字方面做得相当不错，但对于SQL查询来说，目前要求它们做同样的工作可能过高。我们使查询更紧凑的努力就到此结束了。RESPONSE:Since the goal is to produce a more succinct query without losing the logical flow...
在冗长和简明SQL语法之间进行自动转换是一个有吸引力的想法。但是,虽然LLM在将5000字的文章缩减到500字方面做得相当不错,但对于SQL查询来说,目前要求它们做同样的工作可能过高。我们使查询更紧凑的努力就到此结束了。 代码语言:javascript 复制 RESPONSE:Since the goal is to produce a more succinct query without...
query_string="""Q: What is the sentiment of the following review: ```The food was very good.```?\\n""A: [SENTIMENT]"where(len(TOKENS(SENTIMENT))<200)"""print(lmql.run_sync(query_string,model=lmql.model("local:llama.cpp:zephyr-7b-beta.Q4_K_M.gguf",tokenizer='HuggingFaceH4/zep...
query "mentions" { sql = <<EOQ with names as ( select unnest( $1::text[] ) as name ), counts as ( select name, ( select count(*) from hn where title ~* name and (extract(epoch from now() - time::timestamptz) / 60)::int betw...
- Query_Database: Write an SQL Query to query the Database. ANSWER FORMAT ```json { "tool_name": "Calculator" } ``` [/INST] User: How much excess inventory do we have for 'Google Pixel 6'? Assistant: ```json { "tool_name": """ ...
(2022-arXiv)Deep Learning Driven Natural Languages Text to SQL Query Conversion: A Survey State of the art: 三. 建模方法 任务拆解: 我们可以将Text2SQL任务拆解为2个大的部分,第一是利用LLM对用户的输入进行语义理解,然后结合数据库中表的结构信息,抽取出相关的字段信息。第二是利用抽取的字段信息生成...
from langchain.agents import tool from pydantic import BaseModel, Field from typing import Optional class SQLQuery(BaseModel): query: str = Field(description="SQL query to execute") @tool(args_schema = SQLQuery) def execute_sql(query: str) -> str: """Returns the result of SQL query exe...
(2022-arXiv)Deep Learning Driven Natural Languages Text to SQL Query Conversion: A Survey State of the art: 三. 建模方法 任务拆解: 我们可以将Text2SQL任务拆解为2个大的部分,第一是利用LLM对用户的输入进行语义理解,然后结合数据库中表的结构信息,抽取出相关的字段信息。第二是利用抽取的字段信息生成结...
Understand Natural Language Query Complexity:When formulating natural language queries, consider the complexity of the question. LangChain's ability to accurately convert language into SQL queries may vary based on the complexity of the query. For more intricate queries, provide clear and detailed instr...
为了让不熟悉SQL语言的用户能方便地从数据库中取数分析,PolarDB for AI推出自研的基于大语言模型的自然语言到数据库查询语言转义(Large Language Model based Nature Language to SQL,简称LLM-based NL2SQL)解决方案,PolarDB for AI会帮助用户将输入的自然语言转换为SQL语句。和传统NL2SQL的方法相比,LLM-based NL2SQL...