You can use embedding models from Huggingface to run Mem0 locally.

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Usage

import os
from mem0 import Memory

os.environ["OPENAI_API_KEY"] = "your_api_key" # For LLM

config = {
    "embedder": {
        "provider": "huggingface",
        "config": {
            "model": "multi-qa-MiniLM-L6-cos-v1"
        }
    }
}

m = Memory.from_config(config)
m.add("I'm visiting Paris", user_id="john")

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Config

Here are the parameters available for configuring Huggingface embedder:

ParameterDescriptionDefault Value
modelThe name of the model to usemulti-qa-MiniLM-L6-cos-v1
embedding_dimsDimensions of the embedding modelselected_model_dimensions
model_kwargsAdditional arguments for the modelNone
OllamaVertexai