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36 lines
800 B
Python
36 lines
800 B
Python
"""Base class for memory providers."""
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import abc
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from config import AbstractSingleton
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import openai
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def get_ada_embedding(text):
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text = text.replace("\n", " ")
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return openai.Embedding.create(input=[text], model="text-embedding-ada-002")["data"][0]["embedding"]
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def get_text_from_embedding(embedding):
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return openai.Embedding.retrieve(embedding, model="text-embedding-ada-002")["data"][0]["text"]
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class MemoryProviderSingleton(AbstractSingleton):
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@abc.abstractmethod
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def add(self, data):
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pass
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@abc.abstractmethod
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def get(self, data):
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pass
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@abc.abstractmethod
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def clear(self):
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pass
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@abc.abstractmethod
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def get_relevant(self, data, num_relevant=5):
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pass
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@abc.abstractmethod
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def get_stats(self):
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pass
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