Yesterday I sent tx with 34 sat/B and it is 2KB in size and it is still unconfirmed.
Will blockchain.info cancel transaction after some time? I know there is no chance it will be included in block since it's so large.

As I understand this, blockchain.info will undo transaction once nodes stop to broadcast it.