import pytest from zamalang import CompilerEngine @pytest.mark.parametrize( "mlir_input, args, expected_result", [ pytest.param( """ func @main(%arg0: !HLFHE.eint<7>, %arg1: i8) -> !HLFHE.eint<7> { %1 = "HLFHE.add_eint_int"(%arg0, %arg1): (!HLFHE.eint<7>, i8) -> (!HLFHE.eint<7>) return %1: !HLFHE.eint<7> } """, (5, 7), 12, id="add_eint_int" ), pytest.param( """ func @main(%arg0: tensor<4x!HLFHE.eint<7>>, %arg1: tensor<4xi8>) -> !HLFHE.eint<7> { %ret = "HLFHE.dot_eint_int"(%arg0, %arg1) : (tensor<4x!HLFHE.eint<7>>, tensor<4xi8>) -> !HLFHE.eint<7> return %ret : !HLFHE.eint<7> } """, ([1, 2, 3, 4], [4, 3, 2, 1]), 20, id="dot_eint_int" ), ], ) def test_compile_and_run(mlir_input, args, expected_result): engine = CompilerEngine() engine.compile_fhe(mlir_input) assert engine.run(*args) == expected_result @pytest.mark.parametrize( "mlir_input, args", [ pytest.param( """ func @main(%arg0: !HLFHE.eint<7>, %arg1: i8) -> !HLFHE.eint<7> { %1 = "HLFHE.add_eint_int"(%arg0, %arg1): (!HLFHE.eint<7>, i8) -> (!HLFHE.eint<7>) return %1: !HLFHE.eint<7> } """, (5, 7, 8), id="add_eint_int_invalid_arg_number" ), ], ) def test_compile_and_run_invalid_arg_number(mlir_input, args): engine = CompilerEngine() engine.compile_fhe(mlir_input) with pytest.raises(ValueError, match=r"wrong number of arguments"): engine.run(*args) @pytest.mark.parametrize( "mlir_input, args, expected_result, tab_size", [ pytest.param( """ func @main(%arg0: !HLFHE.eint<7>) -> !HLFHE.eint<7> { %tlu = std.constant dense<[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127]> : tensor<128xi64> %1 = "HLFHE.apply_lookup_table"(%arg0, %tlu): (!HLFHE.eint<7>, tensor<128xi64>) -> (!HLFHE.eint<7>) return %1: !HLFHE.eint<7> } """, (73,), 73, 128, id="apply_lookup_table" ), ], ) def test_compile_and_run_tlu(mlir_input, args, expected_result, tab_size): engine = CompilerEngine() engine.compile_fhe(mlir_input) assert abs(engine.run(*args) - expected_result) / tab_size < 0.1 @pytest.mark.parametrize( "mlir_input", [ pytest.param( """ func @test(%arg0: tensor<4x!HLFHE.eint<7>>, %arg1: tensor<4xi8>) -> !HLFHE.eint<7> { %ret = "HLFHE.dot_eint_int"(%arg0, %arg1) : (tensor<4x!HLFHE.eint<7>>, tensor<4xi8>) -> !HLFHE.eint<7> return %ret : !HLFHE.eint<7> } """, id="not @main" ), ], ) def test_compile_invalid(mlir_input): engine = CompilerEngine() with pytest.raises(RuntimeError, match=r"failed compiling"): engine.compile_fhe(mlir_input)