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"""Base class for memory providers."""
import abc
import openai
from autogpt.config import AbstractSingleton, Config
cfg = Config()
def get_ada_embedding(text):
text = text.replace("\n", " ")
if cfg.use_azure:
return openai.Embedding.create(
input=[text],
engine=cfg.get_azure_deployment_id_for_model("text-embedding-ada-002"),
)["data"][0]["embedding"]
else:
return openai.Embedding.create(input=[text], model="text-embedding-ada-002")[
"data"
][0]["embedding"]
class MemoryProviderSingleton(AbstractSingleton):
@abc.abstractmethod
def add(self, data):
pass
@abc.abstractmethod
def get(self, data):
pass
@abc.abstractmethod
def clear(self):
pass
@abc.abstractmethod
def get_relevant(self, data, num_relevant=5):
pass
@abc.abstractmethod
def get_stats(self):
pass
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