""" Tests of execution of bitwise operations. """ import random import numpy as np import pytest from concrete import fhe from concrete.fhe.dtypes import Integer from concrete.fhe.values import ValueDescription cases = [] for lhs_bit_width in range(1, 6): for rhs_bit_width in range(1, 6): cases += [ [ # operation operation, # bit widths lhs_bit_width, rhs_bit_width, # shapes (), (), # strategy None, ] for operation in [ ("|", lambda x, y: x | y), ] ] for _ in range(10): cases.append( [ # operation random.choice( [ ("&", lambda x, y: x & y), ("|", lambda x, y: x | y), ("^", lambda x, y: x ^ y), ] ), # bit widths random.choice([1, 2, 3, 4, 5]), random.choice([1, 2, 3, 4, 5]), # shapes random.choice([(), (2,), (3, 2)]), random.choice([(), (2,), (3, 2)]), # strategy random.choice( [ fhe.BitwiseStrategy.ONE_TLU_PROMOTED, fhe.BitwiseStrategy.THREE_TLU_CASTED, fhe.BitwiseStrategy.TWO_TLU_BIGGER_PROMOTED_SMALLER_CASTED, fhe.BitwiseStrategy.TWO_TLU_BIGGER_CASTED_SMALLER_PROMOTED, ] ), ] ) # pylint: disable=redefined-outer-name @pytest.mark.parametrize( "operation,lhs_bit_width,rhs_bit_width,lhs_shape,rhs_shape,strategy", cases, ) def test_bitwise( operation, lhs_bit_width, rhs_bit_width, lhs_shape, rhs_shape, strategy, helpers, ): """ Test bitwise operations between encrypted integers. """ name, function = operation lhs_dtype = Integer(is_signed=False, bit_width=lhs_bit_width) rhs_dtype = Integer(is_signed=False, bit_width=rhs_bit_width) lhs_description = ValueDescription(lhs_dtype, shape=lhs_shape, is_encrypted=True) rhs_description = ValueDescription(rhs_dtype, shape=rhs_shape, is_encrypted=True) print() print() print( f"[{lhs_description}] ({name}) [{rhs_description}]" + (f" {{{strategy}}}" if strategy is not None else "") ) print() print() parameter_encryption_statuses = {"x": "encrypted", "y": "encrypted"} configuration = helpers.configuration().fork(use_insecure_key_cache=False) if strategy is not None: configuration = configuration.fork(bitwise_strategy_preference=[strategy]) compiler = fhe.Compiler(function, parameter_encryption_statuses) inputset = [ ( np.random.randint(lhs_dtype.min(), lhs_dtype.max() + 1, size=lhs_shape), np.random.randint(rhs_dtype.min(), rhs_dtype.max() + 1, size=rhs_shape), ) for _ in range(100) ] circuit = compiler.compile(inputset, configuration) samples = [ [ np.zeros(lhs_shape, dtype=np.int64), np.zeros(rhs_shape, dtype=np.int64), ], [ np.ones(lhs_shape, dtype=np.int64) * lhs_dtype.min(), np.ones(rhs_shape, dtype=np.int64) * rhs_dtype.min(), ], [ np.ones(lhs_shape, dtype=np.int64) * lhs_dtype.max(), np.ones(rhs_shape, dtype=np.int64) * rhs_dtype.min(), ], [ np.ones(lhs_shape, dtype=np.int64) * lhs_dtype.max(), np.ones(rhs_shape, dtype=np.int64) * rhs_dtype.max(), ], [ np.random.randint(lhs_dtype.min(), lhs_dtype.max() + 1, size=lhs_shape), np.random.randint(rhs_dtype.min(), rhs_dtype.max() + 1, size=rhs_shape), ], ] for sample in samples: helpers.check_execution(circuit, function, sample, retries=5)