openclaw - 💡(How to fix) Fix 🚀 Enhanced LanceDB memory plugin for OpenClaw [1 participants]

from sentence_transformers import SentenceTransformer
from pytorch_lightning import LightningModule

class HybridRetrieval(LightningModule):
    def __init__(self):
        super().__init__()
        self.vector_model = SentenceTransformer('all-MiniLM-L6-v2')
        self.bm25_model = ...

    def forward(self, query, documents):
        vector_embeddings = self.vector_model.encode(query)
        bm25_scores = self.bm25_model.score(query, documents)
        return vector_embeddings, bm25_scores

class CrossEncoderRerank(LightningModule):
    def __init__(self):
        super().__init__()
        self.cross_encoder = ...

    def forward(self, query, documents):
        scores = self.cross_encoder.score(query, documents)
        return scores

class MultiScopeIsolation:
    def __init__(self):
        self.indexes = {}

    def add_index(self, scope, index):
        self.indexes[scope] = index

    def get_index(self, scope):
        return self.indexes.get(scope)

import click

@click.command()
def manage_index():
    # manage index logic here
    pass