Superpowered AI SDK
Project description
Superpowered AI Python SDK
This Python SDK provides an interface to interact with Superpowered AI, a knowledge base as a service for LLM applications. The SDK allows you to create, update, and delete knowledge bases, as well as directly query a knowledge base. You can also create and delete documents in a knowledge base.
Installation
To install the Superpowered AI Python SDK you can use pip
pip install superpowered-sdk
Usage
Setup
Set the following environmental variables in a terminal
export SUPERPOWERED_API_KEY_ID="INSERT_API_KEY_ID_HERE"
export SUPERPOWERED_API_KEY_SECRET="INSERT_API_KEY_SECRET_HERE"
Import all from superpowered
from superpowered import *
KnowledgeBase class
The KnowledgeBase
class is used to create, update, and delete knowledge bases. It can also be used to directly query a knowledge base.
kb = KnowledgeBase(title="My Knowledge Base", supp_id="123", description="A sample knowledge base")
Methods
create()
: Creates a new knowledge base with the given title, supp_id, and description.add_document(content, title=None, link_to_source=None, supp_id=None, description=None)
: Adds a document to the knowledge base.get_documents()
: Retrieves all documents in the knowledge base.query(query, retriever_top_k=100, reranker_top_k=5)
: Directly queries the knowledge base.delete()
: Deletes the knowledge base.
KnowledgeBaseDocument class
The KnowledgeBaseDocument
class is used to create and delete documents in a knowledge base.
doc = KnowledgeBaseDocument(kb_id="kb_id", content="Sample content", title="Sample document", link_to_source="https://example.com", supp_id="123", description="A sample document")
Methods
create()
: Creates a new document in the knowledge base with the given content, title, link_to_source, supp_id, and description.delete()
: Deletes the document from the knowledge base.
Utility functions
create_knowledge_base(title, supp_id=None, description=None)
: Creates a new knowledge base with the given title, supp_id, and description.get_knowledge_base(title)
: Retrieves a knowledge base object for an existing knowledge base, given its title.list_knowledge_bases(verbose=True)
: Lists all knowledge bases for an account.list_documents_in_kb(kb_title, verbose=True)
: Lists all documents in a knowledge base, given its title.add_file_to_kb(kb_title, file_path, file_type=None)
: Adds a file to a knowledge base.add_directory_to_kb(kb_title, directory_path, verbose=False)
: Adds all supported files in a directory to a knowledge base.
Examples
Creating a knowledge base
create_knowledge_base(title="My Knowledge Base", supp_id="123", description="A sample knowledge base")
Getting an existing knowledge base
kb = get_knowledge_base(title="My Knowledge Base")
Adding a document to a knowledge base
kb.add_document(content="Sample content", title="Sample document", link_to_source="https://example.com", supp_id="123", description="A sample document")
Querying a knowledge base
results = kb.query(query="What is the capital of France?", retriever_top_k=100, reranker_top_k=5)
Deleting a knowledge base
kb.delete()
Listing all knowledge bases
list_knowledge_bases(verbose=True)
Listing all documents in a knowledge base
documents = list_documents_in_kb(kb_title="My Knowledge Base", verbose=True)
Adding a file to a knowledge base
add_file_to_kb(kb_title="My Knowledge Base", file_path="path/to/file.txt")
Adding all files in a directory to a knowledge base
add_directory_to_kb(kb_title="My Knowledge Base", directory_path="path/to/directory")
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