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https://github.com/hwchase17/langchain
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add notebook for sql query (#8442)
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docs/extras/use_cases/tabular/sql_query.ipynb
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125
docs/extras/use_cases/tabular/sql_query.ipynb
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "c04293ac",
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"metadata": {},
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"source": [
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"# SQL Query\n",
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"\n",
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"This notebook walks through how to load and run a chain that constructs SQL queries that can be run against your database to answer a question. Note that this ONLY constructs the query and does not run it."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "e9063a93",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.chains import create_sql_query_chain\n",
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"\n",
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"from langchain.chat_models import ChatOpenAI\n",
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"from langchain.utilities import SQLDatabase"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "a1ff5cee",
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"metadata": {},
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"outputs": [],
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"source": [
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"db = SQLDatabase.from_uri(\"sqlite:///../../../../notebooks/Chinook.db\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "cb04579f",
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"metadata": {},
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"outputs": [],
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"source": [
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"chain = create_sql_query_chain(ChatOpenAI(temperature=0), db)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "744e6210",
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"metadata": {},
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"outputs": [],
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"source": [
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"response = chain.invoke({\"question\":\"How many employees are there\"})"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "28f984f1",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"SELECT COUNT(*) FROM Employee\n"
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]
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}
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],
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"source": [
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"print(response)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "08de511c",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"'[(8,)]'"
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]
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},
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"execution_count": 15,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"db.run(response)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "e3a006a7",
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.1"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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