langchain/docs/extras/integrations/text_embedding/bedrock.ipynb
Leonid Ganeline fdba711d28
docs integrations/embeddings consistency (#10302)
Updated `integrations/embeddings`: fixed titles; added links,
descriptions
Updated `integrations/providers`.
2023-09-07 19:53:33 -07:00

102 lines
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{
"cells": [
{
"cell_type": "markdown",
"id": "75e378f5-55d7-44b6-8e2e-6d7b8b171ec4",
"metadata": {},
"source": [
"# Bedrock\n",
"\n",
">[Amazon Bedrock](https://aws.amazon.com/bedrock/) is a fully managed service that makes FMs from leading AI startups and Amazon available via an API, so you can choose from a wide range of FMs to find the model that is best suited for your use case.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2dbe40fa-7c0b-4bcb-a712-230bf613a42f",
"metadata": {},
"outputs": [],
"source": [
"%pip install boto3"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "282239c8-e03a-4abc-86c1-ca6120231a20",
"metadata": {},
"outputs": [],
"source": [
"from langchain.embeddings import BedrockEmbeddings\n",
"\n",
"embeddings = BedrockEmbeddings(\n",
" credentials_profile_name=\"bedrock-admin\", region_name=\"us-east-1\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "19a46868-4bed-40cd-89ca-9813fbfda9cb",
"metadata": {},
"outputs": [],
"source": [
"embeddings.embed_query(\"This is a content of the document\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cf0349c4-6408-4342-8691-69276a388784",
"metadata": {},
"outputs": [],
"source": [
"embeddings.embed_documents([\"This is a content of the document\", \"This is another document\"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9f6b364d",
"metadata": {},
"outputs": [],
"source": [
"# async embed query\n",
"await embeddings.aembed_query(\"This is a content of the document\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c9240a5a",
"metadata": {},
"outputs": [],
"source": [
"# async embed documents\n",
"await embeddings.aembed_documents([\"This is a content of the document\", \"This is another document\"])"
]
}
],
"metadata": {
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"display_name": "Python 3 (ipykernel)",
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}