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from haystack import Pipeline | ||
from haystack.components.retrievers import InMemoryBM25Retriever | ||
from haystack.document_stores import InMemoryDocumentStore | ||
from haystack.components.builders.prompt_builder import PromptBuilder | ||
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from ollama_haystack import OllamaGenerator | ||
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template = """ | ||
Given the following information, answer the question. | ||
Context: | ||
{% for document in documents %} | ||
{{ document.content }} | ||
{% endfor %} | ||
Question: What's the official language of {{ country }}? | ||
""" | ||
pipe = Pipeline() | ||
document_store = InMemoryDocumentStore() | ||
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pipe.add_component("retriever", InMemoryBM25Retriever(document_store=document_store)) | ||
pipe.add_component("prompt_builder", PromptBuilder(template=template)) | ||
pipe.add_component("llm", OllamaGenerator(model='orca-mini')) | ||
pipe.connect("retriever", "prompt_builder.documents") | ||
pipe.connect("prompt_builder", "llm") | ||
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pipe.run({"prompt_builder": {"country": "Ghana"}}) |