From 13a867bec7f80a7690f3febf60107dd4d4165401 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Bilge=20Y=C3=BCcel?= Date: Tue, 22 Oct 2024 12:50:06 +0300 Subject: [PATCH] Add cosmosdb page (#280) * Add cosmosdb page * Update azure-cosmos-db.md --- images/azure-cosmosdb-collection.png | Bin 0 -> 301013 bytes images/azure-cosmosdb-quickstart.png | Bin 0 -> 121519 bytes integrations/azure-cosmos-db.md | 144 +++++++++++++++++++++++++++ logos/azure-cosmos-db.png | Bin 0 -> 112452 bytes 4 files changed, 144 insertions(+) create mode 100644 images/azure-cosmosdb-collection.png create mode 100644 images/azure-cosmosdb-quickstart.png create mode 100644 integrations/azure-cosmos-db.md create mode 100644 logos/azure-cosmos-db.png diff --git a/images/azure-cosmosdb-collection.png b/images/azure-cosmosdb-collection.png new file mode 100644 index 0000000000000000000000000000000000000000..dada0f91ad82411a25731d2032fac52c15d2bddb GIT binary patch literal 301013 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DSr7v} literal 0 HcmV?d00001 diff --git a/integrations/azure-cosmos-db.md b/integrations/azure-cosmos-db.md new file mode 100644 index 00000000..756cf81e --- /dev/null +++ b/integrations/azure-cosmos-db.md @@ -0,0 +1,144 @@ +--- +layout: integration +name: Azure CosmosDB +description: Use Azure CosmosDB with Haystack +authors: + - name: deepset + socials: + github: deepset-ai + twitter: deepset_ai + linkedin: https://www.linkedin.com/company/deepset-ai/ +pypi: https://pypi.org/project/mongodb-atlas-haystack/ +repo: https://github.com/deepset-ai/haystack-core-integrations/tree/main/integrations/mongodb_atlas +type: Document Store +report_issue: https://github.com/deepset-ai/haystack-core-integrations/issues +logo: /logos/azure-cosmos-db.png +toc: true +version: Haystack 2.0 +--- + +**Table of Contents** + +- [Overview](#overview) +- [Installation](#installation) +- [Usage](#usage) + +## Overview + +[Azure Cosmos DB](https://learn.microsoft.com/en-us/azure/cosmos-db/introduction) is a fully managed NoSQL, relational, and vector database for modern app development. It offers single-digit millisecond response times, automatic and instant scalability, and guaranteed speed at any scale. It is the database that ChatGPT relies on to dynamically scale with high reliability and low maintenance. + +[Azure Cosmos DB for MongoDB](https://learn.microsoft.com/en-us/azure/cosmos-db/mongodb/introduction) makes it easy to use Azure Cosmos DB as if it were a MongoDB database. You can use your existing MongoDB skills and continue to use your favorite MongoDB drivers, SDKs, and tools by pointing your application to the connection string for your account using the API for MongoDB. Learn more in the [Azure Cosmos DB for MongoDB documentation](https://learn.microsoft.com/en-us/azure/cosmos-db/mongodb/). + +## Installation + +It's possible to connect to your MongoDB cluster in Azure Cosmos DB through the `MongoDBAtlasDocumentStore`. For that, install the `mongo-atlas-haystack` integration. +```bash +pip install mongodb-atlas-haystack +``` + +## Usage + +To use Azure Cosmos DB for MongoDB with `MongoDBAtlasDocumentStore`, you'll need to set up an Azure Cosmos DB for MongoDB vCore cluster through the Azure portal. For a step-by-step guide, refer to [Quickstart: Azure Cosmos DB for MongoDB vCore](https://learn.microsoft.com/en-us/azure/cosmos-db/mongodb/vcore/quickstart-portal). + +After setting up your cluster, configure the `MONGO_CONNECTION_STRING` environment variable using the connection string for your cluster. You can find the connection string by following the instructions [here](https://learn.microsoft.com/en-us/azure/cosmos-db/mongodb/vcore/quickstart-portal#get-cluster-credentials). The format should look like this: + +```python +import os + +os.environ["MONGO_CONNECTION_STRING"] = "mongodb+srv://:@.mongocluster.cosmos.azure.com/?tls=true&authMechanism=SCRAM-SHA-256&retrywrites=false&maxIdleTimeMS=120000" +``` + +Next, navigate to the Quickstart page of your cluster and click "Launch Quickstart." + +![Azure CosmosDB cluster quickstart](https://raw.githubusercontent.com/deepset-ai/haystack-integrations/main/images/azure-cosmosdb-quickstart.png) + +This will start the Quickstart guide, which will walk you through creating a database and a collection. + +![Azure CosmosDB collection](https://raw.githubusercontent.com/deepset-ai/haystack-integrations/main/images/azure-cosmosdb-collection.png) + +Once this is done, you can initialize the [`MongoDBAtlasDocumentStore`](https://docs.haystack.deepset.ai/docs/mongodbatlasdocumentstore) in Haystack with the appropriate configuration. + +```python +from haystack_integrations.document_stores.mongodb_atlas import MongoDBAtlasDocumentStore +from haystack import Document + +document_store = MongoDBAtlasDocumentStore( + database_name="quickstartDB", # your db name + collection_name="sampleCollection", # your collection name + vector_search_index="haystack-test", # your cluster name +) + +document_store.write_documents([Document(content="this is my first doc")]) +``` + +### Example pipelines + +Here is some example code of an end-to-end RAG app built on Azure Cosmos DB: one indexing pipeline that embeds the documents, +and a generative pipeline that can be used for question answering. + +```python +from haystack import Pipeline, Document +from haystack.document_stores.types import DuplicatePolicy +from haystack.components.writers import DocumentWriter +from haystack.components.generators import OpenAIGenerator +from haystack.components.builders.prompt_builder import PromptBuilder +from haystack.components.embedders import SentenceTransformersDocumentEmbedder, SentenceTransformersTextEmbedder +from haystack_integrations.document_stores.mongodb_atlas import MongoDBAtlasDocumentStore +from haystack_integrations.components.retrievers.mongodb_atlas import MongoDBAtlasEmbeddingRetriever + +# Create some example documents +documents = [ + Document(content="My name is Jean and I live in Paris."), + Document(content="My name is Mark and I live in Berlin."), + Document(content="My name is Giorgio and I live in Rome."), +] + +document_store = MongoDBAtlasDocumentStore( + database_name="quickstartDB", # your db name + collection_name="sampleCollection", # your collection name + vector_search_index="haystack-test", # your cluster name +) + +# Define some more components +doc_writer = DocumentWriter(document_store=document_store, policy=DuplicatePolicy.SKIP) +doc_embedder = SentenceTransformersDocumentEmbedder(model="intfloat/e5-base-v2") +query_embedder = SentenceTransformersTextEmbedder(model="intfloat/e5-base-v2") + +# Pipeline that ingests document for retrieval +indexing_pipe = Pipeline() +indexing_pipe.add_component(instance=doc_embedder, name="doc_embedder") +indexing_pipe.add_component(instance=doc_writer, name="doc_writer") + +indexing_pipe.connect("doc_embedder.documents", "doc_writer.documents") +indexing_pipe.run({"doc_embedder": {"documents": documents}}) + +# Build a RAG pipeline with a Retriever to get documents relevant to +# the query, a PromptBuilder to create a custom prompt and the OpenAIGenerator (LLM) +prompt_template = """ +Given these documents, answer the question.\nDocuments: +{% for doc in documents %} + {{ doc.content }} +{% endfor %} + +\nQuestion: {{question}} +\nAnswer: +""" +rag_pipeline = Pipeline() +rag_pipeline.add_component(instance=query_embedder, name="query_embedder") +rag_pipeline.add_component(instance=MongoDBAtlasEmbeddingRetriever(document_store=document_store), name="retriever") +rag_pipeline.add_component(instance=PromptBuilder(template=prompt_template), name="prompt_builder") +rag_pipeline.add_component(instance=OpenAIGenerator(), name="llm") +rag_pipeline.connect("query_embedder", "retriever.query_embedding") +rag_pipeline.connect("embedding_retriever", "prompt_builder.documents") +rag_pipeline.connect("prompt_builder", "llm") + +# Ask a question on the data you just added. +question = "Where does Mark live?" +result = rag_pipeline.run( + { + "query_embedder": {"text": question}, + "prompt_builder": {"question": question}, + } +) +print(result) +``` diff --git a/logos/azure-cosmos-db.png b/logos/azure-cosmos-db.png new file mode 100644 index 0000000000000000000000000000000000000000..e8eadb5153b61d961b59ea5637114195564730de GIT binary patch literal 112452 zcma&NWmp}}(k_fU!8N%1!rk57-Q9v~a1z|z-QC?GxH|+365LtnIy`&tv)^;R>-_kB z%r#RrRd-ESRnK%+_e3ZwN+BcQBY=T{AposI@p0m=&DGEUay$eOxTmd=%BqeC*74%&CP05%|4$KLH#p+)PNk z9PAxkdA$Uv|Aou@dHoL?K>aD?Vs6Q+DlYjSkxxp1+S<*{nHK=?^z>x%WMgu2u>!F0 z@bCbbSplr9jGq#WuHKGrCSHt=uH>Hx2qgc)5VvqObFp!DvvG1H`3KX))XCjVfSMYC z53}9hz;b7tD_D_&l 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