/** * Copyright 2020 Huawei Technologies Co., Ltd * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include #include "common/ms_log.h" #include "common/jni_utils.h" #include "include/train/train_session.h" #include "include/errorcode.h" extern "C" JNIEXPORT jlong JNICALL Java_com_mindspore_lite_TrainSession_createSession(JNIEnv *env, jobject thiz, jstring model_file_name, jlong ms_config_ptr) { auto *pointer = reinterpret_cast(ms_config_ptr); if (pointer == nullptr) { MS_LOGE("Context pointer from java is nullptr"); return jlong(nullptr); } auto *lite_context_ptr = static_cast(pointer); auto session = mindspore::session::TrainSession::CreateSession(JstringToChar(env, model_file_name), lite_context_ptr); if (session == nullptr) { MS_LOGE("CreateSession failed"); return jlong(nullptr); } return jlong(session); } extern "C" JNIEXPORT void JNICALL Java_com_mindspore_lite_TrainSession_bindThread(JNIEnv *env, jobject thiz, jlong session_ptr, jboolean if_bind) { auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return; } auto *train_session_ptr = static_cast(pointer); train_session_ptr->BindThread(if_bind); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_runGraph(JNIEnv *env, jobject thiz, jlong session_ptr) { auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return (jboolean) false; } auto *train_session_ptr = static_cast(pointer); auto ret = train_session_ptr->RunGraph(); return (jboolean)(ret == mindspore::lite::RET_OK); } extern "C" JNIEXPORT jobject JNICALL Java_com_mindspore_lite_TrainSession_getInputs(JNIEnv *env, jobject thiz, jlong session_ptr) { jclass array_list = env->FindClass("java/util/ArrayList"); jmethodID array_list_construct = env->GetMethodID(array_list, "", "()V"); jobject ret = env->NewObject(array_list, array_list_construct); jmethodID array_list_add = env->GetMethodID(array_list, "add", "(Ljava/lang/Object;)Z"); jclass long_object = env->FindClass("java/lang/Long"); jmethodID long_object_construct = env->GetMethodID(long_object, "", "(J)V"); auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return ret; } auto *train_session_ptr = static_cast(pointer); auto inputs = train_session_ptr->GetInputs(); for (auto input : inputs) { jobject tensor_addr = env->NewObject(long_object, long_object_construct, jlong(input)); env->CallBooleanMethod(ret, array_list_add, tensor_addr); } return ret; } extern "C" JNIEXPORT jlong JNICALL Java_com_mindspore_lite_TrainSession_getInputsByTensorName(JNIEnv *env, jobject thiz, jlong session_ptr, jstring tensor_name) { auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return jlong(nullptr); } auto *train_session_ptr = static_cast(pointer); auto input = train_session_ptr->GetInputsByTensorName(JstringToChar(env, tensor_name)); return jlong(input); } extern "C" JNIEXPORT jobject JNICALL Java_com_mindspore_lite_TrainSession_getOutputsByNodeName(JNIEnv *env, jobject thiz, jlong session_ptr, jstring node_name) { jclass array_list = env->FindClass("java/util/ArrayList"); jmethodID array_list_construct = env->GetMethodID(array_list, "", "()V"); jobject ret = env->NewObject(array_list, array_list_construct); jmethodID array_list_add = env->GetMethodID(array_list, "add", "(Ljava/lang/Object;)Z"); jclass long_object = env->FindClass("java/lang/Long"); jmethodID long_object_construct = env->GetMethodID(long_object, "", "(J)V"); auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return ret; } auto *train_session_ptr = static_cast(pointer); auto inputs = train_session_ptr->GetOutputsByNodeName(JstringToChar(env, node_name)); for (auto input : inputs) { jobject tensor_addr = env->NewObject(long_object, long_object_construct, jlong(input)); env->CallBooleanMethod(ret, array_list_add, tensor_addr); } return ret; } extern "C" JNIEXPORT jobject JNICALL Java_com_mindspore_lite_TrainSession_getOutputMapByTensor(JNIEnv *env, jobject thiz, jlong session_ptr) { jclass hash_map_clazz = env->FindClass("java/util/HashMap"); jmethodID hash_map_construct = env->GetMethodID(hash_map_clazz, "", "()V"); jobject hash_map = env->NewObject(hash_map_clazz, hash_map_construct); jmethodID hash_map_put = env->GetMethodID(hash_map_clazz, "put", "(Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;"); auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return hash_map; } auto *train_session_ptr = static_cast(pointer); auto outputs = train_session_ptr->GetOutputs(); jclass long_object = env->FindClass("java/lang/Long"); jmethodID long_object_construct = env->GetMethodID(long_object, "", "(J)V"); for (auto output_iter : outputs) { auto node_name = output_iter.first; auto ms_tensor = output_iter.second; jobject tensor_addr = env->NewObject(long_object, long_object_construct, jlong(ms_tensor)); env->CallObjectMethod(hash_map, hash_map_put, env->NewStringUTF(node_name.c_str()), tensor_addr); } return hash_map; } extern "C" JNIEXPORT jobject JNICALL Java_com_mindspore_lite_TrainSession_getOutputTensorNames(JNIEnv *env, jobject thiz, jlong session_ptr) { jclass array_list = env->FindClass("java/util/ArrayList"); jmethodID array_list_construct = env->GetMethodID(array_list, "", "()V"); jobject ret = env->NewObject(array_list, array_list_construct); jmethodID array_list_add = env->GetMethodID(array_list, "add", "(Ljava/lang/Object;)Z"); auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return ret; } auto *train_session_ptr = static_cast(pointer); auto output_names = train_session_ptr->GetOutputTensorNames(); for (auto output_name : output_names) { env->CallBooleanMethod(ret, array_list_add, env->NewStringUTF(output_name.c_str())); } return ret; } extern "C" JNIEXPORT jlong JNICALL Java_com_mindspore_lite_TrainSession_getOutputByTensorName(JNIEnv *env, jobject thiz, jlong session_ptr, jstring tensor_name) { auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return jlong(nullptr); } auto *train_session_ptr = static_cast(pointer); auto output = train_session_ptr->GetOutputByTensorName(JstringToChar(env, tensor_name)); return jlong(output); } extern "C" JNIEXPORT void JNICALL Java_com_mindspore_lite_TrainSession_free(JNIEnv *env, jobject thiz, jlong session_ptr) { auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return; } auto *train_session_ptr = static_cast(pointer); delete (train_session_ptr); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_resize(JNIEnv *env, jobject thiz, jlong session_ptr, jlongArray inputs, jobjectArray dims) { std::vector> c_dims; auto *pointer = reinterpret_cast(session_ptr); if (pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return false; } auto *train_session_ptr = static_cast(pointer); jsize input_size = static_cast(env->GetArrayLength(inputs)); jlong *input_data = env->GetLongArrayElements(inputs, nullptr); std::vector c_inputs; for (int i = 0; i < input_size; i++) { auto *tensor_pointer = reinterpret_cast(input_data[i]); if (tensor_pointer == nullptr) { MS_LOGE("Tensor pointer from java is nullptr"); return false; } auto *ms_tensor_ptr = static_cast(tensor_pointer); c_inputs.push_back(ms_tensor_ptr); } jsize tensor_size = static_cast(env->GetArrayLength(dims)); for (int i = 0; i < tensor_size; i++) { jintArray array = static_cast(env->GetObjectArrayElement(dims, i)); jsize dim_size = static_cast(env->GetArrayLength(array)); jint *dim_data = env->GetIntArrayElements(array, nullptr); std::vector tensor_dims; for (int j = 0; j < dim_size; j++) { tensor_dims.push_back(dim_data[j]); } c_dims.push_back(tensor_dims); } int ret = train_session_ptr->Resize(c_inputs, c_dims); return (jboolean)(ret == mindspore::lite::RET_OK); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_saveToFile(JNIEnv *env, jobject thiz, jlong session_ptr, jstring model_file_name) { auto *session_pointer = reinterpret_cast(session_ptr); if (session_pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return (jboolean) false; } auto *train_session_ptr = static_cast(session_pointer); auto ret = train_session_ptr->SaveToFile(JstringToChar(env, model_file_name)); return (jboolean)(ret == 0); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_train(JNIEnv *env, jobject thiz, jlong session_ptr) { auto *session_pointer = reinterpret_cast(session_ptr); if (session_pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return (jboolean) false; } auto *train_session_ptr = static_cast(session_pointer); auto ret = train_session_ptr->Train(); return (jboolean)(ret == mindspore::lite::RET_OK); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_eval(JNIEnv *env, jobject thiz, jlong session_ptr) { auto *session_pointer = reinterpret_cast(session_ptr); if (session_pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return (jboolean) false; } auto *train_session_ptr = static_cast(session_pointer); auto ret = train_session_ptr->Eval(); return (jboolean)(ret == mindspore::lite::RET_OK); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_isTrain(JNIEnv *env, jobject thiz, jlong session_ptr) { auto *session_pointer = reinterpret_cast(session_ptr); if (session_pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return (jboolean) false; } auto *train_session_ptr = static_cast(session_pointer); auto ret = train_session_ptr->IsTrain(); return (jboolean)(ret); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_isEval(JNIEnv *env, jobject thiz, jlong session_ptr) { auto *session_pointer = reinterpret_cast(session_ptr); if (session_pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return (jboolean) false; } auto *train_session_ptr = static_cast(session_pointer); auto ret = train_session_ptr->IsEval(); return (jboolean)(ret); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_setLearningRate(JNIEnv *env, jobject thiz, jlong session_ptr, jfloat learning_rate) { auto *session_pointer = reinterpret_cast(session_ptr); if (session_pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return (jboolean) false; } auto *train_session_ptr = static_cast(session_pointer); auto ret = train_session_ptr->SetLearningRate(learning_rate); return (jboolean)(ret == mindspore::lite::RET_OK); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_setupVirtualBatch(JNIEnv *env, jobject thiz, jlong session_ptr, jint virtualBatchMultiplier, jfloat learningRate, jfloat momentum) { auto *session_pointer = reinterpret_cast(session_ptr); if (session_pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return (jboolean) false; } auto *train_session_ptr = static_cast(session_pointer); auto ret = train_session_ptr->SetupVirtualBatch(virtualBatchMultiplier, learningRate, momentum); return (jboolean)(ret == mindspore::lite::RET_OK); } extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_setLossName(JNIEnv *env, jobject thiz, jlong session_ptr, jstring lossName) { auto *session_pointer = reinterpret_cast(session_ptr); if (session_pointer == nullptr) { MS_LOGE("Session pointer from java is nullptr"); return (jboolean) false; } auto *train_session_ptr = static_cast(session_pointer); auto ret = train_session_ptr->SetLossName(JstringToChar(env, lossName)); return (jboolean)(ret == mindspore::lite::RET_OK); }