Files
langchain/docs/versioned_docs/version-0.2.x/integrations/document_loaders/astradb.ipynb
Jacob Lee aff771923a Jacob/new docs (#20570)
Use docusaurus versioning with a callout, merged master as well

@hwchase17 @baskaryan

---------

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
Signed-off-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
Co-authored-by: Leonid Ganeline <leo.gan.57@gmail.com>
Co-authored-by: Leonid Kuligin <lkuligin@yandex.ru>
Co-authored-by: Averi Kitsch <akitsch@google.com>
Co-authored-by: Erick Friis <erick@langchain.dev>
Co-authored-by: Nuno Campos <nuno@langchain.dev>
Co-authored-by: Nuno Campos <nuno@boringbits.io>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
Co-authored-by: Martín Gotelli Ferenaz <martingotelliferenaz@gmail.com>
Co-authored-by: Fayfox <admin@fayfox.com>
Co-authored-by: Eugene Yurtsev <eugene@langchain.dev>
Co-authored-by: Dawson Bauer <105886620+djbauer2@users.noreply.github.com>
Co-authored-by: Ravindu Somawansa <ravindu.somawansa@gmail.com>
Co-authored-by: Dhruv Chawla <43818888+Dominastorm@users.noreply.github.com>
Co-authored-by: ccurme <chester.curme@gmail.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
Co-authored-by: WeichenXu <weichen.xu@databricks.com>
Co-authored-by: Benito Geordie <89472452+benitoThree@users.noreply.github.com>
Co-authored-by: kartikTAI <129414343+kartikTAI@users.noreply.github.com>
Co-authored-by: Kartik Sarangmath <kartik@thirdai.com>
Co-authored-by: Sevin F. Varoglu <sfvaroglu@octoml.ai>
Co-authored-by: MacanPN <martin.triska@gmail.com>
Co-authored-by: Prashanth Rao <35005448+prrao87@users.noreply.github.com>
Co-authored-by: Hyeongchan Kim <kozistr@gmail.com>
Co-authored-by: sdan <git@sdan.io>
Co-authored-by: Guangdong Liu <liugddx@gmail.com>
Co-authored-by: Rahul Triptahi <rahul.psit.ec@gmail.com>
Co-authored-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
Co-authored-by: pjb157 <84070455+pjb157@users.noreply.github.com>
Co-authored-by: Eun Hye Kim <ehkim1440@gmail.com>
Co-authored-by: kaijietti <43436010+kaijietti@users.noreply.github.com>
Co-authored-by: Pengcheng Liu <pcliu.fd@gmail.com>
Co-authored-by: Tomer Cagan <tomer@tomercagan.com>
Co-authored-by: Christophe Bornet <cbornet@hotmail.com>
2024-04-18 11:10:55 -07:00

186 lines
4.9 KiB
Plaintext

{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "vm8vn9t8DvC_"
},
"source": [
"# AstraDB"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"DataStax [Astra DB](https://docs.datastax.com/en/astra/home/astra.html) is a serverless vector-capable database built on Cassandra and made conveniently available through an easy-to-use JSON API."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "5WjXERXzFEhg"
},
"source": [
"## Overview"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "juAmbgoWD17u"
},
"source": [
"The AstraDB Document Loader returns a list of Langchain Documents from an AstraDB database.\n",
"\n",
"The Loader takes the following parameters:\n",
"\n",
"* `api_endpoint`: AstraDB API endpoint. Looks like `https://01234567-89ab-cdef-0123-456789abcdef-us-east1.apps.astra.datastax.com`\n",
"* `token`: AstraDB token. Looks like `AstraCS:6gBhNmsk135....`\n",
"* `collection_name` : AstraDB collection name\n",
"* `namespace`: (Optional) AstraDB namespace\n",
"* `filter_criteria`: (Optional) Filter used in the find query\n",
"* `projection`: (Optional) Projection used in the find query\n",
"* `find_options`: (Optional) Options used in the find query\n",
"* `nb_prefetched`: (Optional) Number of documents pre-fetched by the loader\n",
"* `extraction_function`: (Optional) A function to convert the AstraDB document to the LangChain `page_content` string. Defaults to `json.dumps`\n",
"\n",
"The following metadata is set to the LangChain Documents metadata output:\n",
"\n",
"```python\n",
"{\n",
" metadata : {\n",
" \"namespace\": \"...\", \n",
" \"api_endpoint\": \"...\", \n",
" \"collection\": \"...\"\n",
" }\n",
"}\n",
"```"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load documents with the Document Loader"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from langchain_community.document_loaders import AstraDBLoader"
]
},
{
"cell_type": "code",
"outputs": [],
"source": [
"from getpass import getpass\n",
"\n",
"ASTRA_DB_API_ENDPOINT = input(\"ASTRA_DB_API_ENDPOINT = \")\n",
"ASTRA_DB_APPLICATION_TOKEN = getpass(\"ASTRA_DB_APPLICATION_TOKEN = \")"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-01-08T12:41:22.643335Z",
"start_time": "2024-01-08T12:40:57.759116Z"
}
},
"execution_count": 4
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2024-01-08T12:42:25.395162Z",
"start_time": "2024-01-08T12:42:25.391387Z"
}
},
"outputs": [],
"source": [
"loader = AstraDBLoader(\n",
" api_endpoint=ASTRA_DB_API_ENDPOINT,\n",
" token=ASTRA_DB_APPLICATION_TOKEN,\n",
" collection_name=\"movie_reviews\",\n",
" projection={\"title\": 1, \"reviewtext\": 1},\n",
" find_options={\"limit\": 10},\n",
")"
]
},
{
"cell_type": "code",
"outputs": [],
"source": [
"docs = loader.load()"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-01-08T12:42:30.236489Z",
"start_time": "2024-01-08T12:42:29.612133Z"
}
},
"execution_count": 7
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2024-01-08T12:42:31.369394Z",
"start_time": "2024-01-08T12:42:31.359003Z"
}
},
"outputs": [
{
"data": {
"text/plain": "Document(page_content='{\"_id\": \"659bdffa16cbc4586b11a423\", \"title\": \"Dangerous Men\", \"reviewtext\": \"\\\\\"Dangerous Men,\\\\\" the picture\\'s production notes inform, took 26 years to reach the big screen. After having seen it, I wonder: What was the rush?\"}', metadata={'namespace': 'default_keyspace', 'api_endpoint': 'https://01234567-89ab-cdef-0123-456789abcdef-us-east1.apps.astra.datastax.com', 'collection': 'movie_reviews'})"
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"docs[0]"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [
"5WjXERXzFEhg"
],
"provenance": []
},
"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": "3.9.18"
}
},
"nbformat": 4,
"nbformat_minor": 4
}