# -*- coding: utf-8 -*- # MegEngine is Licensed under the Apache License, Version 2.0 (the "License") # # Copyright (c) 2014-2021 Megvii Inc. All rights reserved. # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. import os import unittest from ctypes import * import numpy as np from megenginelite import * set_log_level(2) class TestShuffleNet(unittest.TestCase): source_dir = os.getenv("LITE_TEST_RESOURCE") input_data_path = os.path.join(source_dir, "input_data.npy") correct_data_path = os.path.join(source_dir, "output_data.npy") correct_data = np.load(correct_data_path).flatten() input_data = np.load(input_data_path) def check_correct(self, out_data, error=1e-4): out_data = out_data.flatten() assert np.isfinite(out_data.sum()) assert self.correct_data.size == out_data.size for i in range(out_data.size): assert abs(out_data[i] - self.correct_data[i]) < error def do_forward(self, network, times=3): input_name = network.get_input_name(0) input_tensor = network.get_io_tensor(input_name) output_name = network.get_output_name(0) output_tensor = network.get_io_tensor(output_name) input_tensor.set_data_by_copy(self.input_data) for i in range(times): network.forward() network.wait() output_data = output_tensor.to_numpy() self.check_correct(output_data) class TestGlobal(TestShuffleNet): def test_device_count(self): LiteGlobal.try_coalesce_all_free_memory() count = LiteGlobal.get_device_count(LiteDeviceType.LITE_CPU) assert count > 0 def test_register_decryption_method(self): @decryption_func def function(in_arr, key_arr, out_arr): if not out_arr: return in_arr.size else: for i in range(in_arr.size): out_arr[i] = in_arr[i] ^ key_arr[0] ^ key_arr[0] return out_arr.size LiteGlobal.register_decryption_and_key("just_for_test", function, [15]) config = LiteConfig() config.bare_model_cryption_name = "just_for_test".encode("utf-8") network = LiteNetwork() model_path = os.path.join(self.source_dir, "shufflenet.mge") network.load(model_path) self.do_forward(network) def test_set_get_memory_pair(self): if LiteGlobal.get_device_count(LiteDeviceType.LITE_AX) > 0: arr1 = np.ones([2, 3]) arr2 = np.ones([2, 3]) vir_ptr = arr1.ctypes.data_as(c_void_p) phy_ptr = arr2.ctypes.data_as(c_void_p) LiteGlobal.register_memory_pair( vir_ptr, phy_ptr, 10, LiteDeviceType.LITE_AX ) phy_ptr2 = LiteGlobal.lookup_physic_ptr(vir_ptr, LiteDeviceType.LITE_AX) assert phy_ptr.value == phy_ptr2.value LiteGlobal.clear_memory_pair(vir_ptr, phy_ptr, LiteDeviceType.LITE_AX)