From e423aa88d71ed7940b15f0176d8e9e7b2cf3e46a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Bilge=20Y=C3=BCcel?= Date: Wed, 17 Jul 2024 14:56:00 +0300 Subject: [PATCH] Replace Chroma DocumentStore with InMemory (#344) --- content/overview/quick-start.md | 23 ++++++++++++----------- static/images/rag.png | Bin 74021 -> 86906 bytes 2 files changed, 12 insertions(+), 11 deletions(-) diff --git a/content/overview/quick-start.md b/content/overview/quick-start.md index df1ebce5..da576879 100644 --- a/content/overview/quick-start.md +++ b/content/overview/quick-start.md @@ -120,9 +120,10 @@ Try out how Haystack answers questions about the given documents using the **RAG {{< tabs totalTabs="3">}} {{< tab tabName="Quickstart: Ready-Made Template" >}} -First, install Haystack and the [Chroma integration](https://haystack.deepset.ai/integrations/chroma-documentstore) (we will use it as our document store): +Install Haystack: + ```bash -pip install haystack-ai chroma-haystack +pip install haystack-ai ``` ```python @@ -146,29 +147,29 @@ print(result["llm"]["replies"][0]) {{< /tab >}} {{< tab tabName="Corresponding Pipeline" >}} -First, install Haystack and the [Chroma integration](https://haystack.deepset.ai/integrations/chroma-documentstore) (we will use it as our document store): +Install Haystack: + ```bash -pip install haystack-ai chroma-haystack +pip install haystack-ai ``` ```python import os +import urllib.request from haystack import Pipeline -from haystack_integrations.document_stores.chroma import ChromaDocumentStore +from haystack.document_stores.in_memory import InMemoryDocumentStore +from haystack.components.retrievers import InMemoryEmbeddingRetriever from haystack.components.converters import TextFileToDocument from haystack.components.preprocessors import DocumentCleaner, DocumentSplitter from haystack.components.embedders import OpenAIDocumentEmbedder, OpenAITextEmbedder from haystack.components.writers import DocumentWriter - -from haystack_integrations.components.retrievers.chroma import ChromaEmbeddingRetriever from haystack.components.builders import PromptBuilder from haystack.components.generators import OpenAIGenerator -import urllib.request os.environ["OPENAI_API_KEY"] = "Your OpenAI API Key" urllib.request.urlretrieve("https://www.gutenberg.org/cache/epub/7785/pg7785.txt", "davinci.txt") -document_store = ChromaDocumentStore(persist_path=".") +document_store = InMemoryDocumentStore() text_file_converter = TextFileToDocument() cleaner = DocumentCleaner() @@ -190,7 +191,7 @@ indexing_pipeline.connect("embedder.documents", "writer.documents") indexing_pipeline.run(data={"sources": ["davinci.txt"]}) text_embedder = OpenAITextEmbedder() -retriever = ChromaEmbeddingRetriever(document_store) +retriever = InMemoryEmbeddingRetriever(document_store) template = """Given these documents, answer the question. Documents: {% for doc in documents %} @@ -211,7 +212,7 @@ rag_pipeline.connect("text_embedder.embedding", "retriever.query_embedding") rag_pipeline.connect("retriever.documents", "prompt_builder.documents") rag_pipeline.connect("prompt_builder", "llm") -query = "How old was he when he died?" +query = "How old was Leonardo when he died?" result = rag_pipeline.run(data={"prompt_builder": {"query":query}, "text_embedder": {"text": query}}) print(result["llm"]["replies"][0]) ``` diff --git a/static/images/rag.png b/static/images/rag.png index 174160b545bbb8ad12cc528755780f0101b6f2a5..ad87a8be9eaa361c8130063e79da204982578fdb 100644 GIT binary patch literal 86906 zcmagG2{e`M`!;-|D1@C^LZT!YiVP8In^HvP3>7Iv=FF4^L&l;glqo||gfc~$Qc@wA zr6iIeV=2Dl?)UqD@4LSBz3XkQXFb&3_rCAzIKVQX*9gdFx8rLoO_iU zodIRl=9+cX;`i<^ZzbwVIy~KeEcxiIjuOMO{mu99w;OSZw!N4AVQOJ5S5p7IAWSH8 z=yF)ZzKD>T*8#!73a`D^vn70Dp7MQWU3tOd&FvBY>^Rm|k5ms9HR}KQk6j8!36s$8 ziYHH=yx6^acfat?(~DD|jDLLVKg=Hfx-|jP~7Z$vZmY#Xp{OZ+)oqn^YS<2QMWF1$F 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