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train_session.cpp 17 kB

5 years ago
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  1. /**
  2. * Copyright 2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #include <jni.h>
  17. #include "common/ms_log.h"
  18. #include "common/jni_utils.h"
  19. #include "include/train/train_session.h"
  20. #include "include/errorcode.h"
  21. extern "C" JNIEXPORT jlong JNICALL Java_com_mindspore_lite_TrainSession_createSession(JNIEnv *env, jobject thiz,
  22. jstring model_file_name,
  23. jlong ms_config_ptr) {
  24. auto *pointer = reinterpret_cast<void *>(ms_config_ptr);
  25. if (pointer == nullptr) {
  26. MS_LOGE("Context pointer from java is nullptr");
  27. return jlong(nullptr);
  28. }
  29. auto *lite_context_ptr = static_cast<mindspore::lite::Context *>(pointer);
  30. auto session = mindspore::session::TrainSession::CreateSession(JstringToChar(env, model_file_name), lite_context_ptr);
  31. if (session == nullptr) {
  32. MS_LOGE("CreateSession failed");
  33. return jlong(nullptr);
  34. }
  35. return jlong(session);
  36. }
  37. extern "C" JNIEXPORT void JNICALL Java_com_mindspore_lite_TrainSession_bindThread(JNIEnv *env, jobject thiz,
  38. jlong session_ptr, jboolean if_bind) {
  39. auto *pointer = reinterpret_cast<void *>(session_ptr);
  40. if (pointer == nullptr) {
  41. MS_LOGE("Session pointer from java is nullptr");
  42. return;
  43. }
  44. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  45. train_session_ptr->BindThread(if_bind);
  46. }
  47. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_runGraph(JNIEnv *env, jobject thiz,
  48. jlong session_ptr) {
  49. auto *pointer = reinterpret_cast<void *>(session_ptr);
  50. if (pointer == nullptr) {
  51. MS_LOGE("Session pointer from java is nullptr");
  52. return (jboolean) false;
  53. }
  54. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  55. auto ret = train_session_ptr->RunGraph();
  56. return (jboolean)(ret == mindspore::lite::RET_OK);
  57. }
  58. extern "C" JNIEXPORT jobject JNICALL Java_com_mindspore_lite_TrainSession_getInputs(JNIEnv *env, jobject thiz,
  59. jlong session_ptr) {
  60. jclass array_list = env->FindClass("java/util/ArrayList");
  61. jmethodID array_list_construct = env->GetMethodID(array_list, "<init>", "()V");
  62. jobject ret = env->NewObject(array_list, array_list_construct);
  63. jmethodID array_list_add = env->GetMethodID(array_list, "add", "(Ljava/lang/Object;)Z");
  64. jclass long_object = env->FindClass("java/lang/Long");
  65. jmethodID long_object_construct = env->GetMethodID(long_object, "<init>", "(J)V");
  66. auto *pointer = reinterpret_cast<void *>(session_ptr);
  67. if (pointer == nullptr) {
  68. MS_LOGE("Session pointer from java is nullptr");
  69. return ret;
  70. }
  71. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  72. auto inputs = train_session_ptr->GetInputs();
  73. for (auto input : inputs) {
  74. jobject tensor_addr = env->NewObject(long_object, long_object_construct, jlong(input));
  75. env->CallBooleanMethod(ret, array_list_add, tensor_addr);
  76. }
  77. return ret;
  78. }
  79. extern "C" JNIEXPORT jlong JNICALL Java_com_mindspore_lite_TrainSession_getInputsByTensorName(JNIEnv *env, jobject thiz,
  80. jlong session_ptr,
  81. jstring tensor_name) {
  82. auto *pointer = reinterpret_cast<void *>(session_ptr);
  83. if (pointer == nullptr) {
  84. MS_LOGE("Session pointer from java is nullptr");
  85. return jlong(nullptr);
  86. }
  87. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  88. auto input = train_session_ptr->GetInputsByTensorName(JstringToChar(env, tensor_name));
  89. return jlong(input);
  90. }
  91. extern "C" JNIEXPORT jobject JNICALL Java_com_mindspore_lite_TrainSession_getOutputsByNodeName(JNIEnv *env,
  92. jobject thiz,
  93. jlong session_ptr,
  94. jstring node_name) {
  95. jclass array_list = env->FindClass("java/util/ArrayList");
  96. jmethodID array_list_construct = env->GetMethodID(array_list, "<init>", "()V");
  97. jobject ret = env->NewObject(array_list, array_list_construct);
  98. jmethodID array_list_add = env->GetMethodID(array_list, "add", "(Ljava/lang/Object;)Z");
  99. jclass long_object = env->FindClass("java/lang/Long");
  100. jmethodID long_object_construct = env->GetMethodID(long_object, "<init>", "(J)V");
  101. auto *pointer = reinterpret_cast<void *>(session_ptr);
  102. if (pointer == nullptr) {
  103. MS_LOGE("Session pointer from java is nullptr");
  104. return ret;
  105. }
  106. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  107. auto inputs = train_session_ptr->GetOutputsByNodeName(JstringToChar(env, node_name));
  108. for (auto input : inputs) {
  109. jobject tensor_addr = env->NewObject(long_object, long_object_construct, jlong(input));
  110. env->CallBooleanMethod(ret, array_list_add, tensor_addr);
  111. }
  112. return ret;
  113. }
  114. extern "C" JNIEXPORT jobject JNICALL Java_com_mindspore_lite_TrainSession_getOutputMapByTensor(JNIEnv *env,
  115. jobject thiz,
  116. jlong session_ptr) {
  117. jclass hash_map_clazz = env->FindClass("java/util/HashMap");
  118. jmethodID hash_map_construct = env->GetMethodID(hash_map_clazz, "<init>", "()V");
  119. jobject hash_map = env->NewObject(hash_map_clazz, hash_map_construct);
  120. jmethodID hash_map_put =
  121. env->GetMethodID(hash_map_clazz, "put", "(Ljava/lang/Object;Ljava/lang/Object;)Ljava/lang/Object;");
  122. auto *pointer = reinterpret_cast<void *>(session_ptr);
  123. if (pointer == nullptr) {
  124. MS_LOGE("Session pointer from java is nullptr");
  125. return hash_map;
  126. }
  127. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  128. auto outputs = train_session_ptr->GetOutputs();
  129. jclass long_object = env->FindClass("java/lang/Long");
  130. jmethodID long_object_construct = env->GetMethodID(long_object, "<init>", "(J)V");
  131. for (auto output_iter : outputs) {
  132. auto node_name = output_iter.first;
  133. auto ms_tensor = output_iter.second;
  134. jobject tensor_addr = env->NewObject(long_object, long_object_construct, jlong(ms_tensor));
  135. env->CallObjectMethod(hash_map, hash_map_put, env->NewStringUTF(node_name.c_str()), tensor_addr);
  136. }
  137. return hash_map;
  138. }
  139. extern "C" JNIEXPORT jobject JNICALL Java_com_mindspore_lite_TrainSession_getOutputTensorNames(JNIEnv *env,
  140. jobject thiz,
  141. jlong session_ptr) {
  142. jclass array_list = env->FindClass("java/util/ArrayList");
  143. jmethodID array_list_construct = env->GetMethodID(array_list, "<init>", "()V");
  144. jobject ret = env->NewObject(array_list, array_list_construct);
  145. jmethodID array_list_add = env->GetMethodID(array_list, "add", "(Ljava/lang/Object;)Z");
  146. auto *pointer = reinterpret_cast<void *>(session_ptr);
  147. if (pointer == nullptr) {
  148. MS_LOGE("Session pointer from java is nullptr");
  149. return ret;
  150. }
  151. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  152. auto output_names = train_session_ptr->GetOutputTensorNames();
  153. for (auto output_name : output_names) {
  154. env->CallBooleanMethod(ret, array_list_add, env->NewStringUTF(output_name.c_str()));
  155. }
  156. return ret;
  157. }
  158. extern "C" JNIEXPORT jlong JNICALL Java_com_mindspore_lite_TrainSession_getOutputByTensorName(JNIEnv *env, jobject thiz,
  159. jlong session_ptr,
  160. jstring tensor_name) {
  161. auto *pointer = reinterpret_cast<void *>(session_ptr);
  162. if (pointer == nullptr) {
  163. MS_LOGE("Session pointer from java is nullptr");
  164. return jlong(nullptr);
  165. }
  166. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  167. auto output = train_session_ptr->GetOutputByTensorName(JstringToChar(env, tensor_name));
  168. return jlong(output);
  169. }
  170. extern "C" JNIEXPORT void JNICALL Java_com_mindspore_lite_TrainSession_free(JNIEnv *env, jobject thiz,
  171. jlong session_ptr) {
  172. auto *pointer = reinterpret_cast<void *>(session_ptr);
  173. if (pointer == nullptr) {
  174. MS_LOGE("Session pointer from java is nullptr");
  175. return;
  176. }
  177. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  178. delete (train_session_ptr);
  179. }
  180. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_resize(JNIEnv *env, jobject thiz,
  181. jlong session_ptr, jlongArray inputs,
  182. jobjectArray dims) {
  183. std::vector<std::vector<int>> c_dims;
  184. auto *pointer = reinterpret_cast<void *>(session_ptr);
  185. if (pointer == nullptr) {
  186. MS_LOGE("Session pointer from java is nullptr");
  187. return false;
  188. }
  189. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(pointer);
  190. jsize input_size = static_cast<int>(env->GetArrayLength(inputs));
  191. jlong *input_data = env->GetLongArrayElements(inputs, nullptr);
  192. std::vector<mindspore::tensor::MSTensor *> c_inputs;
  193. for (int i = 0; i < input_size; i++) {
  194. auto *tensor_pointer = reinterpret_cast<void *>(input_data[i]);
  195. if (tensor_pointer == nullptr) {
  196. MS_LOGE("Tensor pointer from java is nullptr");
  197. return false;
  198. }
  199. auto *ms_tensor_ptr = static_cast<mindspore::tensor::MSTensor *>(tensor_pointer);
  200. c_inputs.push_back(ms_tensor_ptr);
  201. }
  202. jsize tensor_size = static_cast<int>(env->GetArrayLength(dims));
  203. for (int i = 0; i < tensor_size; i++) {
  204. jintArray array = static_cast<jintArray>(env->GetObjectArrayElement(dims, i));
  205. jsize dim_size = static_cast<int>(env->GetArrayLength(array));
  206. jint *dim_data = env->GetIntArrayElements(array, nullptr);
  207. std::vector<int> tensor_dims;
  208. for (int j = 0; j < dim_size; j++) {
  209. tensor_dims.push_back(dim_data[j]);
  210. }
  211. c_dims.push_back(tensor_dims);
  212. }
  213. int ret = train_session_ptr->Resize(c_inputs, c_dims);
  214. return (jboolean)(ret == mindspore::lite::RET_OK);
  215. }
  216. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_saveToFile(JNIEnv *env, jobject thiz,
  217. jlong session_ptr,
  218. jstring model_file_name) {
  219. auto *session_pointer = reinterpret_cast<void *>(session_ptr);
  220. if (session_pointer == nullptr) {
  221. MS_LOGE("Session pointer from java is nullptr");
  222. return (jboolean) false;
  223. }
  224. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(session_pointer);
  225. auto ret = train_session_ptr->SaveToFile(JstringToChar(env, model_file_name));
  226. return (jboolean)(ret == 0);
  227. }
  228. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_train(JNIEnv *env, jobject thiz,
  229. jlong session_ptr) {
  230. auto *session_pointer = reinterpret_cast<void *>(session_ptr);
  231. if (session_pointer == nullptr) {
  232. MS_LOGE("Session pointer from java is nullptr");
  233. return (jboolean) false;
  234. }
  235. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(session_pointer);
  236. auto ret = train_session_ptr->Train();
  237. return (jboolean)(ret == mindspore::lite::RET_OK);
  238. }
  239. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_eval(JNIEnv *env, jobject thiz,
  240. jlong session_ptr) {
  241. auto *session_pointer = reinterpret_cast<void *>(session_ptr);
  242. if (session_pointer == nullptr) {
  243. MS_LOGE("Session pointer from java is nullptr");
  244. return (jboolean) false;
  245. }
  246. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(session_pointer);
  247. auto ret = train_session_ptr->Eval();
  248. return (jboolean)(ret == mindspore::lite::RET_OK);
  249. }
  250. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_isTrain(JNIEnv *env, jobject thiz,
  251. jlong session_ptr) {
  252. auto *session_pointer = reinterpret_cast<void *>(session_ptr);
  253. if (session_pointer == nullptr) {
  254. MS_LOGE("Session pointer from java is nullptr");
  255. return (jboolean) false;
  256. }
  257. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(session_pointer);
  258. auto ret = train_session_ptr->IsTrain();
  259. return (jboolean)(ret);
  260. }
  261. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_isEval(JNIEnv *env, jobject thiz,
  262. jlong session_ptr) {
  263. auto *session_pointer = reinterpret_cast<void *>(session_ptr);
  264. if (session_pointer == nullptr) {
  265. MS_LOGE("Session pointer from java is nullptr");
  266. return (jboolean) false;
  267. }
  268. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(session_pointer);
  269. auto ret = train_session_ptr->IsEval();
  270. return (jboolean)(ret);
  271. }
  272. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_setLearningRate(JNIEnv *env, jobject thiz,
  273. jlong session_ptr,
  274. jfloat learning_rate) {
  275. auto *session_pointer = reinterpret_cast<void *>(session_ptr);
  276. if (session_pointer == nullptr) {
  277. MS_LOGE("Session pointer from java is nullptr");
  278. return (jboolean) false;
  279. }
  280. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(session_pointer);
  281. auto ret = train_session_ptr->SetLearningRate(learning_rate);
  282. return (jboolean)(ret == mindspore::lite::RET_OK);
  283. }
  284. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_setupVirtualBatch(JNIEnv *env, jobject thiz,
  285. jlong session_ptr,
  286. jint virtualBatchMultiplier,
  287. jfloat learningRate,
  288. jfloat momentum) {
  289. auto *session_pointer = reinterpret_cast<void *>(session_ptr);
  290. if (session_pointer == nullptr) {
  291. MS_LOGE("Session pointer from java is nullptr");
  292. return (jboolean) false;
  293. }
  294. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(session_pointer);
  295. auto ret = train_session_ptr->SetupVirtualBatch(virtualBatchMultiplier, learningRate, momentum);
  296. return (jboolean)(ret == mindspore::lite::RET_OK);
  297. }
  298. extern "C" JNIEXPORT jboolean JNICALL Java_com_mindspore_lite_TrainSession_setLossName(JNIEnv *env, jobject thiz,
  299. jlong session_ptr,
  300. jstring lossName) {
  301. auto *session_pointer = reinterpret_cast<void *>(session_ptr);
  302. if (session_pointer == nullptr) {
  303. MS_LOGE("Session pointer from java is nullptr");
  304. return (jboolean) false;
  305. }
  306. auto *train_session_ptr = static_cast<mindspore::session::TrainSession *>(session_pointer);
  307. auto ret = train_session_ptr->SetLossName(JstringToChar(env, lossName));
  308. return (jboolean)(ret == mindspore::lite::RET_OK);
  309. }