This was quite different from my previous visit in 2012 with my university classmates. We arrived during lunch time and it looked like this:
I think it would have been better to reach there during late afternoon, see the parade carts up close and admire the architecture of the old buildings. Stay a bit longer, see the night parade for a while then quickly leave. It was definitely not a wise decision to reach in the evening when the parade had already started.