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doczyai-pipelines/fieldExtraction/constants/embedding.py
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import os
import pickle
import faiss
import numpy as np
class CodeEmbedding:
"""Class to manage Embeddings for a Doczy.ai execution"""
def __init__(
self,
level,
index_name="faiss_index.bin",
embedding_name="embeddings.npy",
choices_name="choices.pkl",
):
self.level = level
self.index = faiss.read_index(os.path.join("embeddings", level, index_name))
self.embeddings = np.load(os.path.join("embeddings", level, embedding_name))
with open(os.path.join("embeddings", level, choices_name), "rb") as f:
self.choices = pickle.load(f)