Source code for nvflare.app_opt.xgboost.histogram_based_v2.sec.partial_he.encryptor

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import concurrent.futures


[docs] class Encryptor: def __init__(self, pubkey, max_workers=10): self.max_workers = max_workers self.pubkey = pubkey self.exe = concurrent.futures.ProcessPoolExecutor(max_workers=max_workers)
[docs] def encrypt(self, numbers): """ Encrypt a list of clear text numbers Args: numbers: clear text numbers to be encrypted Returns: list of encrypted numbers """ items = [(self.pubkey, numbers[i]) for i in range(len(numbers))] chunk_size = int(len(items) / self.max_workers) if chunk_size == 0: chunk_size = 1 results = self.exe.map(_do_enc, items, chunksize=chunk_size) rl = [] for r in results: rl.append(r) return rl
def _do_enc(item): pubkey, num = item return pubkey.encrypt(num)