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232 changes: 232 additions & 0 deletions docs/docs/integrations/document_loaders/cratedb.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CrateDB\n",
"\n",
"This notebook demonstrates how to load documents from a [CrateDB] database,\n",
"using the [SQLAlchemy] document loader.\n",
"\n",
"It loads the result of a database query with one document per row.\n",
"\n",
"[CrateDB]: https://github.com/crate/crate\n",
"[SQLAlchemy]: https://www.sqlalchemy.org/"
]
},
{
"cell_type": "markdown",
"source": [
"## Prerequisites"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"#!pip install crash 'langchain[cratedb]'"
]
},
{
"cell_type": "markdown",
"source": [
"Populate database."
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001B[32mCONNECT OK\r\n",
"\u001B[0m\u001B[32mPSQL OK, 1 row affected (0.001 sec)\r\n",
"\u001B[0m\u001B[32mDELETE OK, 30 rows affected (0.008 sec)\r\n",
"\u001B[0m\u001B[32mINSERT OK, 30 rows affected (0.011 sec)\r\n",
"\u001B[0m\u001B[0m\u001B[32mCONNECT OK\r\n",
"\u001B[0m\u001B[32mREFRESH OK, 1 row affected (0.001 sec)\r\n",
"\u001B[0m\u001B[0m"
]
}
],
"source": [
"!crash < ./example_data/mlb_teams_2012.sql\n",
"!crash --command \"REFRESH TABLE mlb_teams_2012;\""
]
},
{
"cell_type": "markdown",
"source": [
"## Usage"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from langchain.document_loaders import CrateDBLoader\n",
"from pprint import pprint\n",
"\n",
"CONNECTION_STRING = \"crate://crate@localhost/\"\n",
"\n",
"loader = CrateDBLoader(\n",
" 'SELECT * FROM mlb_teams_2012 ORDER BY \"Team\" LIMIT 5;',\n",
" url=CONNECTION_STRING,\n",
")\n",
"documents = loader.load()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Document(page_content='Team: Angels\\nPayroll (millions): 154.49\\nWins: 89', metadata={}),\n",
" Document(page_content='Team: Astros\\nPayroll (millions): 60.65\\nWins: 55', metadata={}),\n",
" Document(page_content='Team: Athletics\\nPayroll (millions): 55.37\\nWins: 94', metadata={}),\n",
" Document(page_content='Team: Blue Jays\\nPayroll (millions): 75.48\\nWins: 73', metadata={}),\n",
" Document(page_content='Team: Braves\\nPayroll (millions): 83.31\\nWins: 94', metadata={})]\n"
]
}
],
"source": [
"pprint(documents)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Specifying Which Columns are Content vs Metadata"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"loader = CrateDBLoader(\n",
" 'SELECT * FROM mlb_teams_2012 ORDER BY \"Team\" LIMIT 5;',\n",
" url=CONNECTION_STRING,\n",
" page_content_columns=[\"Team\"],\n",
" metadata_columns=[\"Payroll (millions)\"],\n",
")\n",
"documents = loader.load()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Document(page_content='Team: Angels', metadata={'Payroll (millions)': 154.49}),\n",
" Document(page_content='Team: Astros', metadata={'Payroll (millions)': 60.65}),\n",
" Document(page_content='Team: Athletics', metadata={'Payroll (millions)': 55.37}),\n",
" Document(page_content='Team: Blue Jays', metadata={'Payroll (millions)': 75.48}),\n",
" Document(page_content='Team: Braves', metadata={'Payroll (millions)': 83.31})]\n"
]
}
],
"source": [
"pprint(documents)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Adding Source to Metadata"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"loader = CrateDBLoader(\n",
" 'SELECT * FROM mlb_teams_2012 ORDER BY \"Team\" LIMIT 5;',\n",
" url=CONNECTION_STRING,\n",
" source_columns=[\"Team\"],\n",
")\n",
"documents = loader.load()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Document(page_content='Team: Angels\\nPayroll (millions): 154.49\\nWins: 89', metadata={'source': 'Angels'}),\n",
" Document(page_content='Team: Astros\\nPayroll (millions): 60.65\\nWins: 55', metadata={'source': 'Astros'}),\n",
" Document(page_content='Team: Athletics\\nPayroll (millions): 55.37\\nWins: 94', metadata={'source': 'Athletics'}),\n",
" Document(page_content='Team: Blue Jays\\nPayroll (millions): 75.48\\nWins: 73', metadata={'source': 'Blue Jays'}),\n",
" Document(page_content='Team: Braves\\nPayroll (millions): 83.31\\nWins: 94', metadata={'source': 'Braves'})]\n"
]
}
],
"source": [
"pprint(documents)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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-- Provisioning table "mlb_teams_2012".
--
-- crash < mlb_teams_2012.sql
-- psql postgresql://postgres@localhost < mlb_teams_2012.sql

DROP TABLE IF EXISTS mlb_teams_2012;
CREATE TABLE mlb_teams_2012 ("Team" VARCHAR, "Payroll (millions)" FLOAT, "Wins" BIGINT);
INSERT INTO mlb_teams_2012
("Team", "Payroll (millions)", "Wins")
VALUES
('Nationals', 81.34, 98),
('Reds', 82.20, 97),
('Yankees', 197.96, 95),
('Giants', 117.62, 94),
('Braves', 83.31, 94),
('Athletics', 55.37, 94),
('Rangers', 120.51, 93),
('Orioles', 81.43, 93),
('Rays', 64.17, 90),
('Angels', 154.49, 89),
('Tigers', 132.30, 88),
('Cardinals', 110.30, 88),
('Dodgers', 95.14, 86),
('White Sox', 96.92, 85),
('Brewers', 97.65, 83),
('Phillies', 174.54, 81),
('Diamondbacks', 74.28, 81),
('Pirates', 63.43, 79),
('Padres', 55.24, 76),
('Mariners', 81.97, 75),
('Mets', 93.35, 74),
('Blue Jays', 75.48, 73),
('Royals', 60.91, 72),
('Marlins', 118.07, 69),
('Red Sox', 173.18, 69),
('Indians', 78.43, 68),
('Twins', 94.08, 66),
('Rockies', 78.06, 64),
('Cubs', 88.19, 61),
('Astros', 60.65, 55)
;
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