Once a cache is created, you instantiate a GenerativeModel pointing to the cache instead of providing the massive context again.
from vertexai.generative_models import GenerativeModel
# Point the model to the cache ID
model = GenerativeModel.from_cached_content(cached_content=cache)
# Query instantly
response = model.generate_content("When did the CEO enter the room?")