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* don't modify directories * oops typo * dev_config/python * add config to CI * bump CI python to 3.10 * 3.11? * del actions/ * add suggestions * delete unused code * missed some * oops missed another one * remove a file
39 lines
1.1 KiB
Python
39 lines
1.1 KiB
Python
from . import json
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import chromadb
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from llama_index.core import Document
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from llama_index.core.retrievers import VectorIndexRetriever
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from llama_index.core import VectorStoreIndex
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from llama_index.vector_stores.chroma import ChromaVectorStore
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class LongTermMemory:
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def __init__(self):
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db = chromadb.Client()
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self.collection = db.create_collection(name="memories")
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vector_store = ChromaVectorStore(chroma_collection=self.collection)
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self.index = VectorStoreIndex.from_vector_store(vector_store)
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self.thought_idx = 0
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def add_event(self, event):
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doc = Document(
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text=json.dumps(event),
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doc_id=self.thought_idx,
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extra_info={
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"type": event.action,
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"idx": self.thought_idx,
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},
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)
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self.thought_idx += 1
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self.index.insert(doc)
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def search(self, query, k=10):
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retriever = VectorIndexRetriever(
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index=self.index,
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similarity_top_k=k,
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)
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results = retriever.retrieve(query)
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return [r.get_text() for r in results]
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