import os
import sys

# Monkeypatch for transformers/FlagEmbedding compatibility issue
try:
    import transformers.utils.import_utils
    if not hasattr(transformers.utils.import_utils, 'is_torch_fx_available'):
        transformers.utils.import_utils.is_torch_fx_available = lambda: False
except Exception:
    pass

from FlagEmbedding import BGEM3FlagModel
from sentence_transformers import CrossEncoder

def download():
    print("--- STARTING MODEL PRE-CACHE ---")
    
    # 1. BGE-M3
    model_name = "BAAI/bge-m3"
    print(f"Downloading/Loading {model_name}...")
    try:
        # This will trigger the download if not present
        _ = BGEM3FlagModel(model_name, use_fp16=True)
        print(f"Successfully cached {model_name}")
    except Exception as e:
        print(f"Error caching {model_name}: {e}")

    # 2. Reranker
    reranker_name = "cross-encoder/ms-marco-TinyBERT-L-2-v2"
    print(f"Downloading/Loading {reranker_name}...")
    try:
        _ = CrossEncoder(reranker_name)
        print(f"Successfully cached {reranker_name}")
    except Exception as e:
        print(f"Error caching {reranker_name}: {e}")

    print("--- PRE-CACHE COMPLETE ---")

if __name__ == "__main__":
    download()