Delete utils.py

utils.py

@@ -1,16 +0,0 @@
-import faiss
-import numpy as np
-
-def generate_faiss_index(embeddings):
-    index = faiss.IndexFlatL2(768)  # Assuming 768-dimensional embeddings for a model like MiniLM
-    index.add(np.array(embeddings))
-    return index
-
-def load_faiss_index_to_gpu(index):
-    res = faiss.StandardGpuResources()
-    gpu_index = faiss.index_cpu_to_gpu(res, 0, index)  # Load into GPU (assuming GPU 0 is available)
-    return gpu_index
-
-def query_faiss_index(query_embedding, gpu_index):
-    distances, indices = gpu_index.search(np.array([query_embedding]), 1)
-    return indices, distances