32 lines
972 B
Python
32 lines
972 B
Python
from abc import ABC, abstractmethod
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from typing import Literal, Optional
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from mem0.configs.embeddings.base import BaseEmbedderConfig
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class EmbeddingBase(ABC):
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"""Initialized a base embedding class
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:param config: Embedding configuration option class, defaults to None
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:type config: Optional[BaseEmbedderConfig], optional
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"""
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def __init__(self, config: Optional[BaseEmbedderConfig] = None):
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if config is None:
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self.config = BaseEmbedderConfig()
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else:
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self.config = config
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@abstractmethod
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def embed(self, text, memory_action:Optional[Literal["add", "search", "update"]]):
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"""
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Get the embedding for the given text.
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Args:
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text (str): The text to embed.
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memory_action (optional): The type of embedding to use. Must be one of "add", "search", or "update". Defaults to None.
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Returns:
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list: The embedding vector.
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"""
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pass
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