import os import tempfile import pytest import numpy as np from concrete.compiler import CompilerEngine KEY_SET_CACHE_PATH = os.path.join(tempfile.gettempdir(), "KeySetCache") @pytest.mark.parallel @pytest.mark.parametrize( "mlir_input, args, expected_result", [ pytest.param( """ func @main(%arg0: !FHE.eint<7>, %arg1: i8) -> !FHE.eint<7> { %1 = "FHE.add_eint_int"(%arg0, %arg1): (!FHE.eint<7>, i8) -> (!FHE.eint<7>) return %1: !FHE.eint<7> } """, (5, 7), 12, id="add_eint_int", ), pytest.param( """ func @main(%arg0: tensor<4x!FHE.eint<7>>, %arg1: tensor<4xi8>) -> !FHE.eint<7> { %ret = "FHELinalg.dot_eint_int"(%arg0, %arg1) : (tensor<4x!FHE.eint<7>>, tensor<4xi8>) -> !FHE.eint<7> return %ret : !FHE.eint<7> } """, ( np.array([1, 2, 3, 4], dtype=np.uint8), np.array([4, 3, 2, 1], dtype=np.uint8), ), 20, id="dot_eint_int_uint8", ), ], ) def test_compile_and_run_parallel(mlir_input, args, expected_result): engine = CompilerEngine() engine.compile_fhe( mlir_input, unsecure_key_set_cache_path=KEY_SET_CACHE_PATH, auto_parallelize=True, ) if isinstance(expected_result, int): assert engine.run(*args) == expected_result else: # numpy array assert np.all(engine.run(*args) == expected_result)