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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 "omg/omg.h"
  17. #include <fstream>
  18. #include <iostream>
  19. #include <memory>
  20. #include "common/auth/file_saver.h"
  21. #include "common/debug/log.h"
  22. #include "common/debug/memory_dumper.h"
  23. #include "common/ge/ge_util.h"
  24. #include "common/helper/model_helper.h"
  25. #include "common/model_parser/base.h"
  26. #include "common/model_saver.h"
  27. #include "common/properties_manager.h"
  28. #include "common/string_util.h"
  29. #include "common/types.h"
  30. #include "common/util.h"
  31. #include "common/util/error_manager/error_manager.h"
  32. #include "framework/common/debug/ge_log.h"
  33. #include "framework/omg/parser/parser_inner_ctx.h"
  34. #include "google/protobuf/io/zero_copy_stream_impl.h"
  35. #include "graph/compute_graph.h"
  36. #include "graph/debug/ge_attr_define.h"
  37. #include "graph/debug/ge_attr_define.h"
  38. #include "graph/optimize/common/params.h"
  39. #include "graph/utils/type_utils.h"
  40. #include "ir_build/atc_ir_common.h"
  41. #include "omg/omg_inner_types.h"
  42. #include "omg/parser/model_parser.h"
  43. #include "omg/parser/parser_factory.h"
  44. #include "omg/parser/weights_parser.h"
  45. #include "parser/common/pre_checker.h"
  46. #include "parser/common/convert/pb2json.h"
  47. #include "proto/ge_ir.pb.h"
  48. #include "register/op_registry.h"
  49. using nlohmann::json;
  50. using ProcParam = struct PROC_PARAM;
  51. using domi::ModelParserFactory;
  52. using domi::WeightsParserFactory;
  53. using std::ostringstream;
  54. namespace google {
  55. namespace protobuf {
  56. namespace io {
  57. class FileOutputStream;
  58. }
  59. } // namespace protobuf
  60. } // namespace google
  61. namespace ge {
  62. namespace {
  63. const std::string kGraphDefaultName = "domi_default";
  64. const std::string kScopeIdAttr = "fusion_scope";
  65. const char *const kOutputTypeSample = "correct sample is \"opname:index:dtype\"";
  66. const char *const kOutputTypeSupport = "only support FP32, FP16, UINT8";
  67. const char *const kOutputTypeError = "The multiple out nodes set in output_type must be found in out_nodes.";
  68. const size_t kNodeNameIndex = 0;
  69. const size_t kIndexStrIndex = 1;
  70. const size_t kDTValueIndex = 2;
  71. } // namespace
  72. // When the model is converted to a JSON file, the following operator attributes in the blacklist will be ignored
  73. const std::set<string> kOmBlackFields = {"output", "data_offset", "data", "workspace", "workspace_bytes",
  74. "memory_size", "weight_size", "size", "bt", "quantize_factor"};
  75. static std::map<std::string, ge::DataType> output_type_str_to_datatype = {
  76. {"FP32", ge::DT_FLOAT}, {"FP16", ge::DT_FLOAT16}, {"UINT8", ge::DT_UINT8}};
  77. static bool CheckInputTrueOrFalse(const std::string &s, const std::string &atc_param) {
  78. if ((s == "true") || (s == "false")) {
  79. return true;
  80. } else {
  81. ErrorManager::GetInstance().ATCReportErrMessage("E10005", {"parameter", "value"}, {atc_param, s});
  82. GELOGE(PARAM_INVALID, "Input parameter[--%s]'s value[%s] must be true or false.", atc_param.c_str(), s.c_str());
  83. return false;
  84. }
  85. }
  86. static void ParseAtcParms(const std::map<std::string, std::string> &atc_params, const std::string &key,
  87. std::string &param) {
  88. auto iter = atc_params.find(key);
  89. if (iter != atc_params.end()) {
  90. param = iter->second;
  91. }
  92. }
  93. static Status CheckInputShapeNode(const ComputeGraphPtr &graph, const bool is_dynamic_input, RunMode run_mode) {
  94. if (!is_dynamic_input && run_mode != MODEL_TO_JSON) {
  95. for (auto node : graph->GetDirectNode()) {
  96. if (node->GetType() == DATA) {
  97. auto data_op_desc = node->GetOpDesc();
  98. GE_CHECK_NOTNULL(data_op_desc);
  99. auto tensor_desc = data_op_desc->MutableInputDesc(0);
  100. GE_CHECK_NOTNULL(tensor_desc);
  101. for (auto dim : tensor_desc->GetShape().GetDims()) {
  102. if (dim < 0) {
  103. GELOGE(PARAM_INVALID,
  104. "Input op [%s] shape %ld is negative, maybe you should set input_shape to specify its shape",
  105. node->GetName().c_str(), dim);
  106. const string reason = "maybe you should set input_shape to specify its shape";
  107. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  108. {node->GetName(), to_string(dim), reason});
  109. return PARAM_INVALID;
  110. }
  111. }
  112. }
  113. }
  114. }
  115. for (auto it : domi::GetContext().user_input_dims) {
  116. std::string node_name = it.first;
  117. ge::NodePtr node = graph->FindNode(node_name);
  118. if (node == nullptr) {
  119. ErrorManager::GetInstance().ATCReportErrMessage("E10016", {"parameter", "opname"}, {"input_shape", node_name});
  120. GELOGE(PARAM_INVALID, "Input parameter[--input_shape]'s opname[%s] is not exist in model", node_name.c_str());
  121. return PARAM_INVALID;
  122. }
  123. if (node->GetType() != DATA) {
  124. ErrorManager::GetInstance().ATCReportErrMessage("E10017", {"parameter", "opname"}, {"input_shape", node_name});
  125. GELOGE(PARAM_INVALID, "Input parameter[--input_shape]'s opname[%s] is not a input opname", node_name.c_str());
  126. return PARAM_INVALID;
  127. }
  128. }
  129. return SUCCESS;
  130. }
  131. void AddAttrsForInputNodes(const vector<string> &adjust_fp16_format_vec, const string &fp16_nodes_name, uint32_t index,
  132. OpDescPtr &op_desc) {
  133. if (AttrUtils::SetStr(op_desc, ATTR_ATC_USER_DEFINE_DATATYPE, TypeUtils::DataTypeToSerialString(DT_FLOAT16))) {
  134. if ((index < adjust_fp16_format_vec.size()) && (adjust_fp16_format_vec[index] == "true")) {
  135. GELOGI("This node [%s] should be set NC1HWC0", fp16_nodes_name.c_str());
  136. if (!AttrUtils::SetStr(op_desc, ATTR_ATC_USER_DEFINE_FORMAT, TypeUtils::FormatToSerialString(FORMAT_NC1HWC0))) {
  137. GELOGW("This node [%s] set NC1HWC0 failed", fp16_nodes_name.c_str());
  138. }
  139. }
  140. }
  141. }
  142. static Status CheckInputFp16Nodes(const ComputeGraphPtr &graph, const string &input_fp16_nodes,
  143. const string &is_input_adjust_hw_layout) {
  144. GE_CHECK_NOTNULL(graph);
  145. vector<string> adjust_fp16_format_vec;
  146. if (!is_input_adjust_hw_layout.empty()) {
  147. adjust_fp16_format_vec = StringUtils::Split(is_input_adjust_hw_layout, ',');
  148. for (auto &s : adjust_fp16_format_vec) {
  149. StringUtils::Trim(s);
  150. if (!CheckInputTrueOrFalse(s, "is_input_adjust_hw_layout")) {
  151. GELOGE(PARAM_INVALID, "Invalid Param, is_input_adjust_hw_layout only support true/false: but is [%s]",
  152. is_input_adjust_hw_layout.c_str());
  153. return PARAM_INVALID;
  154. }
  155. }
  156. }
  157. if (input_fp16_nodes.empty()) {
  158. return SUCCESS;
  159. }
  160. GELOGI("The input_fp16_nodes is set %s", input_fp16_nodes.c_str());
  161. vector<string> input_fp16_nodes_vec = StringUtils::Split(input_fp16_nodes, ';');
  162. for (uint32_t i = 0; i < input_fp16_nodes_vec.size(); ++i) {
  163. ge::NodePtr node = graph->FindNode(input_fp16_nodes_vec[i]);
  164. if (node == nullptr) {
  165. ErrorManager::GetInstance().ATCReportErrMessage("E10016", {"parameter", "opname"},
  166. {"input_fp16_nodes", input_fp16_nodes_vec[i]});
  167. GELOGE(PARAM_INVALID, "Input parameter[--input_fp16_nodes]'s opname[%s] is not exist in model",
  168. input_fp16_nodes_vec[i].c_str());
  169. return PARAM_INVALID;
  170. }
  171. auto op_desc = node->GetOpDesc();
  172. GE_CHECK_NOTNULL(op_desc);
  173. if (op_desc->GetType() != DATA) {
  174. ErrorManager::GetInstance().ATCReportErrMessage("E10017", {"parameter", "opname"},
  175. {"input_fp16_nodes", input_fp16_nodes_vec[i]});
  176. GELOGE(PARAM_INVALID, "Input parameter[--input_fp16_nodes]'s opname[%s] is not a input opname",
  177. input_fp16_nodes_vec[i].c_str());
  178. return PARAM_INVALID;
  179. }
  180. AddAttrsForInputNodes(adjust_fp16_format_vec, input_fp16_nodes_vec[i], i, op_desc);
  181. }
  182. return SUCCESS;
  183. }
  184. static Status SetWeightCompressNodes(const ComputeGraphPtr &graph, const string &compress_weight_conf) {
  185. GE_CHECK_NOTNULL(graph);
  186. if (compress_weight_conf.empty()) {
  187. return SUCCESS;
  188. }
  189. std::string real_path = RealPath(compress_weight_conf.c_str());
  190. if (real_path.empty()) {
  191. GELOGE(PARAM_INVALID, "Can not get real path for %s.", compress_weight_conf.c_str());
  192. return PARAM_INVALID;
  193. }
  194. std::ifstream ifs(real_path);
  195. if (!ifs.is_open()) {
  196. GELOGE(domi::FAILED, "Open file %s failed", compress_weight_conf.c_str());
  197. return domi::FAILED;
  198. }
  199. std::string compress_nodes;
  200. ifs >> compress_nodes;
  201. ifs.close();
  202. GELOGI("Compress weight of nodes: %s", compress_nodes.c_str());
  203. vector<string> compress_node_vec = StringUtils::Split(compress_nodes, ';');
  204. for (size_t i = 0; i < compress_node_vec.size(); ++i) {
  205. ge::NodePtr node = graph->FindNode(compress_node_vec[i]);
  206. if (node == nullptr) {
  207. GELOGW("node %s is not in graph", compress_node_vec[i].c_str());
  208. continue;
  209. }
  210. auto op_desc = node->GetOpDesc();
  211. GE_CHECK_NOTNULL(op_desc);
  212. if (!ge::AttrUtils::SetBool(op_desc, ge::ATTR_NAME_COMPRESS_WEIGHT, true)) {
  213. GELOGE(domi::FAILED, "node %s SetBool failed.", compress_node_vec[i].c_str());
  214. return domi::FAILED;
  215. }
  216. }
  217. return SUCCESS;
  218. }
  219. static Status ParseOutputFp16NodesFormat(const string &is_output_fp16) {
  220. if (is_output_fp16.empty()) {
  221. return SUCCESS;
  222. }
  223. vector<domiTensorFormat_t> &output_formats = domi::GetContext().output_formats;
  224. output_formats.clear();
  225. vector<string> node_format_vec = StringUtils::Split(is_output_fp16, ',');
  226. for (auto &is_fp16 : node_format_vec) {
  227. StringUtils::Trim(is_fp16);
  228. if (!CheckInputTrueOrFalse(is_fp16, "is_output_adjust_hw_layout")) {
  229. GELOGE(PARAM_INVALID, "Invalid Param, is_output_adjust_hw_layout only support true/false: but is [%s]",
  230. is_output_fp16.c_str());
  231. return PARAM_INVALID;
  232. }
  233. if (is_fp16 == "false") {
  234. output_formats.push_back(DOMI_TENSOR_ND);
  235. } else if (is_fp16 == "true") {
  236. output_formats.push_back(domi::DOMI_TENSOR_NC1HWC0);
  237. }
  238. }
  239. return SUCCESS;
  240. }
  241. void FindParserSo(const string &path, vector<string> &file_list, string &caffe_parser_path) {
  242. // path, Change to absolute path
  243. string real_path = RealPath(path.c_str());
  244. if (real_path.empty()) { // plugin path does not exist
  245. return;
  246. }
  247. struct stat stat_buf;
  248. if ((stat(real_path.c_str(), &stat_buf) != 0) || (!S_ISDIR(stat_buf.st_mode))) {
  249. GELOGI("The path %s is not a directory.", real_path.c_str());
  250. return;
  251. }
  252. struct dirent *dent(nullptr);
  253. DIR *dir = opendir(real_path.c_str());
  254. if (nullptr == dir) { // plugin path does not exist
  255. GELOGW("Open directory %s failed.", path.c_str());
  256. return;
  257. }
  258. while ((dent = readdir(dir)) != nullptr) {
  259. if (strcmp(dent->d_name, ".") == 0 || strcmp(dent->d_name, "..") == 0) continue;
  260. string name = dent->d_name;
  261. string full_name = real_path + "/" + name;
  262. const string so_suff = ".so";
  263. const string caffe_parser_so_suff = "lib_caffe_parser.so";
  264. if (name.size() >= so_suff.size() && name.compare(name.size() - so_suff.size(), so_suff.size(), so_suff) == 0) {
  265. if (full_name.size() >= caffe_parser_so_suff.size() &&
  266. full_name.compare(full_name.size() - caffe_parser_so_suff.size(), caffe_parser_so_suff.size(),
  267. caffe_parser_so_suff) == 0) {
  268. caffe_parser_path = full_name;
  269. } else { // save parser so path into file_list vector
  270. file_list.push_back(full_name);
  271. }
  272. continue;
  273. }
  274. FindParserSo(full_name, file_list, caffe_parser_path);
  275. }
  276. closedir(dir);
  277. return;
  278. }
  279. Status SetOutFormatAndDataTypeAttr(ge::OpDescPtr op_desc, const ge::Format format, const ge::DataType data_type) {
  280. if (op_desc == nullptr) {
  281. GELOGE(domi::FAILED, "Input op desc invalid.");
  282. return domi::FAILED;
  283. }
  284. (void)ge::AttrUtils::SetInt(op_desc, ATTR_NAME_NET_OUTPUT_FORMAT, format);
  285. (void)ge::AttrUtils::SetInt(op_desc, ATTR_NAME_NET_OUTPUT_DATATYPE, data_type);
  286. return domi::SUCCESS;
  287. }
  288. bool CheckDigitStr(std::string &str) {
  289. for (char c : str) {
  290. if (!isdigit(c)) {
  291. GELOGE(domi::FAILED, "value[%s] is not positive integer", str.c_str());
  292. return false;
  293. }
  294. }
  295. return true;
  296. }
  297. Status StringToInt(std::string &str, int32_t &value) {
  298. try {
  299. if (!CheckDigitStr(str)) {
  300. GELOGE(PARAM_INVALID, "Invalid of digit string: %s ", str.c_str());
  301. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  302. {"--output_type", str, "is not positive integer"});
  303. return PARAM_INVALID;
  304. }
  305. value = stoi(str);
  306. } catch (std::invalid_argument &) {
  307. GELOGE(PARAM_INVALID, "Invalid of digit string: %s, catch invalid_argument.", str.c_str());
  308. ErrorManager::GetInstance().ATCReportErrMessage("E10014", {"parameter", "value"}, {"--output_type", str});
  309. return PARAM_INVALID;
  310. } catch (std::out_of_range &) {
  311. GELOGE(PARAM_INVALID, "Invalid of digit string: %s, catch out_of_range.", str.c_str());
  312. ErrorManager::GetInstance().ATCReportErrMessage("E10013", {"parameter", "value"}, {"--output_type", str});
  313. return PARAM_INVALID;
  314. }
  315. return SUCCESS;
  316. }
  317. Status VerifyOutputTypeAndOutNodes(std::vector<std::string> &out_type_vec) {
  318. std::vector<std::pair<std::string, int32_t>> user_out_nodes = domi::GetContext().user_out_nodes;
  319. std::set<std::string> out_nodes_info;
  320. for (uint32_t i = 0; i < user_out_nodes.size(); ++i) {
  321. // out_nodes set should include output_type and output_format
  322. std::string tmp = user_out_nodes[i].first + ":" + to_string(user_out_nodes[i].second);
  323. out_nodes_info.emplace(tmp);
  324. }
  325. for (uint32_t i = 0; i < out_type_vec.size(); ++i) {
  326. if (out_nodes_info.find(out_type_vec[i]) == out_nodes_info.end()) {
  327. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  328. {"--output_type", out_type_vec[i], kOutputTypeError});
  329. GELOGE(domi::FAILED, "Invalid value for --output_type[%s], %s.", out_type_vec[i].c_str(), kOutputTypeError);
  330. return domi::FAILED;
  331. }
  332. }
  333. return domi::SUCCESS;
  334. }
  335. Status CheckOutPutDataTypeSupport(const std::string &output_type) {
  336. auto it = output_type_str_to_datatype.find(output_type);
  337. if (it == output_type_str_to_datatype.end()) {
  338. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  339. {"--output_type", output_type, kOutputTypeSupport});
  340. GELOGE(PARAM_INVALID, "Invalid value for --output_type[%s], %s.", output_type.c_str(), kOutputTypeSupport);
  341. return domi::FAILED;
  342. }
  343. return domi::SUCCESS;
  344. }
  345. Status ParseOutputType(const std::string &output_type, std::map<std::string, vector<std::string>> &output_node_dt_map) {
  346. if (output_type.find(':') == std::string::npos) {
  347. GELOGI("output_type is not multiple nodes, means all out nodes");
  348. return CheckOutPutDataTypeSupport(output_type);
  349. }
  350. std::vector<std::string> out_type_vec;
  351. vector<string> nodes_v = StringUtils::Split(output_type, ';');
  352. for (const string &node : nodes_v) {
  353. vector<string> node_index_type_v = StringUtils::Split(node, ':');
  354. if (node_index_type_v.size() != 3) { // The size must be 3.
  355. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  356. {"--output_type", node, kOutputTypeSample});
  357. GELOGE(PARAM_INVALID, "Invalid value for --output_type[%s], %s.", node.c_str(), kOutputTypeSample);
  358. return domi::FAILED;
  359. }
  360. ge::DataType tmp_dt;
  361. std::string node_name = StringUtils::Trim(node_index_type_v[kNodeNameIndex]);
  362. std::string index_str = StringUtils::Trim(node_index_type_v[kIndexStrIndex]);
  363. int32_t index;
  364. if (StringToInt(index_str, index) != SUCCESS) {
  365. GELOGE(PARAM_INVALID, "This str must be digit string, while the actual input is %s.", index_str.c_str());
  366. return domi::FAILED;
  367. }
  368. std::string dt_value = StringUtils::Trim(node_index_type_v[kDTValueIndex]);
  369. auto it = output_type_str_to_datatype.find(dt_value);
  370. if (it == output_type_str_to_datatype.end()) {
  371. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  372. {"--output_type", dt_value, kOutputTypeSupport});
  373. GELOGE(ge::PARAM_INVALID, "Invalid value for --output_type[%s], %s.", dt_value.c_str(), kOutputTypeSupport);
  374. return domi::FAILED;
  375. } else {
  376. tmp_dt = it->second;
  377. }
  378. out_type_vec.push_back(node_name + ":" + index_str);
  379. std::string index_dt_str = index_str + ":" + TypeUtils::DataTypeToSerialString(tmp_dt);
  380. auto it1 = output_node_dt_map.find(node_name);
  381. if (it1 == output_node_dt_map.end()) {
  382. vector<string> tmp_vec;
  383. tmp_vec.push_back(index_dt_str);
  384. output_node_dt_map.emplace(node_name, tmp_vec);
  385. } else {
  386. it1->second.push_back(index_dt_str);
  387. }
  388. }
  389. return VerifyOutputTypeAndOutNodes(out_type_vec);
  390. }
  391. Status CheckOutNode(ge::OpDescPtr op_desc, int32_t index) {
  392. int32_t out_size = op_desc->GetOutputsSize();
  393. if (index < 0 || index >= out_size) {
  394. GELOGE(domi::FAILED,
  395. "out_node [%s] output index:%d must be smaller "
  396. "than node output size:%d and can not be negative!",
  397. op_desc->GetName().c_str(), index, out_size);
  398. std::string fail_reason = "output index:" + to_string(index) + " must be smaller than output size:" +
  399. to_string(out_size) + " and can not be negative!";
  400. ErrorManager::GetInstance().ATCReportErrMessage("E10003", {"parameter", "value", "reason"},
  401. {"out_nodes", op_desc->GetName(), fail_reason});
  402. return domi::FAILED;
  403. }
  404. return domi::SUCCESS;
  405. }
  406. Status GetDefaultOutInfo(ge::ComputeGraphPtr &compute_graph,
  407. std::vector<std::pair<ge::NodePtr, int32_t>> &output_nodes_info) {
  408. std::vector<std::pair<std::string, int32_t>> default_out_nodes = domi::GetContext().default_out_nodes;
  409. if (domi::GetContext().type == domi::CAFFE && !default_out_nodes.empty()) {
  410. for (uint32_t i = 0; i < default_out_nodes.size(); ++i) {
  411. ge::NodePtr out_node = compute_graph->FindNode(default_out_nodes[i].first);
  412. if (out_node == nullptr) {
  413. ErrorManager::GetInstance().ATCReportErrMessage("E10016", {"parameter", "opname"},
  414. {"out_nodes", default_out_nodes[i].first});
  415. GELOGE(domi::FAILED, "Can not find src node (%s) in graph.", default_out_nodes[i].first.c_str());
  416. return domi::FAILED;
  417. }
  418. output_nodes_info.push_back(std::make_pair(out_node, default_out_nodes[i].second));
  419. GELOGD("Get default output node:%s.", out_node->GetName().c_str());
  420. }
  421. return domi::SUCCESS;
  422. }
  423. for (ge::NodePtr node : compute_graph->GetDirectNode()) {
  424. if (!node->GetInAllNodes().empty() && node->GetOutAllNodes().empty()) {
  425. Status ret = GetOutputLeaf(node, output_nodes_info);
  426. GE_CHK_BOOL_RET_STATUS(ret == SUCCESS, ret, "find leaf fail.");
  427. }
  428. }
  429. return domi::SUCCESS;
  430. }
  431. Status SetOutputNodeInfo(ge::Graph &graph, const std::string &output_type, const std::string &output) {
  432. ge::ComputeGraphPtr compute_graph = ge::GraphUtils::GetComputeGraph(graph);
  433. GE_CHECK_NOTNULL(compute_graph);
  434. std::vector<std::pair<std::string, int32_t>> user_out_nodes = domi::GetContext().user_out_nodes;
  435. std::vector<domiTensorFormat_t> output_formats = domi::GetContext().output_formats;
  436. std::vector<std::pair<ge::NodePtr, int32_t>> output_nodes_info;
  437. std::vector<std::string> output_nodes_name;
  438. std::map<std::string, vector<std::string>> output_node_dt_map;
  439. if (!output_type.empty()) {
  440. if (ParseOutputType(output_type, output_node_dt_map) != SUCCESS) {
  441. GELOGE(domi::FAILED, "Parse output_type failed.");
  442. return domi::FAILED;
  443. }
  444. }
  445. // User declared outputs
  446. for (uint32_t i = 0; i < user_out_nodes.size(); ++i) {
  447. ge::NodePtr out_node = compute_graph->FindNode(user_out_nodes[i].first);
  448. if (out_node == nullptr) {
  449. ErrorManager::GetInstance().ATCReportErrMessage("E10016", {"parameter", "opname"},
  450. {"out_nodes", user_out_nodes[i].first});
  451. GELOGE(domi::FAILED, "Can not find src node (%s) in graph.", user_out_nodes[i].first.c_str());
  452. return domi::FAILED;
  453. }
  454. auto op_desc = out_node->GetOpDesc();
  455. GE_CHECK_NOTNULL(op_desc);
  456. if (CheckOutNode(op_desc, user_out_nodes[i].second) != SUCCESS) {
  457. GELOGE(domi::FAILED, "Check out node (%s) fail.", user_out_nodes[i].first.c_str());
  458. return domi::FAILED;
  459. }
  460. // add user_define_output_nodes attr.
  461. (void)ge::AttrUtils::SetStr(op_desc, ATTR_ATC_USER_DEFINE_OUTPUT_NODES, "true");
  462. if (i < output_formats.size()) {
  463. if (output_formats[i] == domi::DOMI_TENSOR_NC1HWC0) {
  464. GELOGI("The output node [%s] should be set NC1HWC0", user_out_nodes[i].first.c_str());
  465. vector<string> output_fp16_5hd_vec;
  466. (void)ge::AttrUtils::GetListStr(op_desc, "_user_defined_output_fp16_5hd", output_fp16_5hd_vec);
  467. output_fp16_5hd_vec.push_back(std::to_string(user_out_nodes[i].second) + ":" + "NC1HWC0");
  468. (void)ge::AttrUtils::SetListStr(op_desc, "_user_defined_output_fp16_5hd", output_fp16_5hd_vec);
  469. }
  470. }
  471. auto it = output_node_dt_map.find(user_out_nodes[i].first);
  472. if (it != output_node_dt_map.end()) {
  473. GELOGI("The output node [%s] need to be set output_type", user_out_nodes[i].first.c_str());
  474. (void)ge::AttrUtils::SetListStr(op_desc, "_user_defined_output_data_type", it->second);
  475. }
  476. output_nodes_info.push_back(std::make_pair(out_node, user_out_nodes[i].second));
  477. }
  478. // default output node (leaf)
  479. if (user_out_nodes.empty()) {
  480. if (GetDefaultOutInfo(compute_graph, output_nodes_info) != SUCCESS) {
  481. GELOGE(domi::FAILED, "Get default output info failed.");
  482. return domi::FAILED;
  483. }
  484. }
  485. GetOutputNodesNameAndIndex(output_nodes_info, output_nodes_name);
  486. compute_graph->SetGraphOutNodesInfo(output_nodes_info);
  487. domi::GetContext().net_out_nodes = output_nodes_name;
  488. return domi::SUCCESS;
  489. }
  490. void GetOutputNodesNameAndIndex(std::vector<std::pair<ge::NodePtr, int32_t>> &output_nodes_info,
  491. std::vector<std::string> &output_nodes_name) {
  492. output_nodes_name.clear();
  493. if (domi::GetContext().out_top_names.empty()) {
  494. // tf process, no top name.
  495. for (const auto output_node_info : output_nodes_info) {
  496. std::string node_name = output_node_info.first->GetName();
  497. int32_t index = output_node_info.second;
  498. output_nodes_name.push_back(node_name + ":" + std::to_string(index));
  499. }
  500. return;
  501. }
  502. // caffe process, need add top name after node_name:index
  503. for (size_t i = 0; i < output_nodes_info.size(); ++i) {
  504. std::string node_name = output_nodes_info[i].first->GetName();
  505. int32_t index = output_nodes_info[i].second;
  506. if (i < domi::GetContext().out_top_names.size()) {
  507. output_nodes_name.push_back(node_name + ":" + std::to_string(index) + ":" + domi::GetContext().out_top_names[i]);
  508. } else {
  509. GELOGW("Get top name of node [%s] fail.", node_name.c_str());
  510. output_nodes_name.push_back(node_name + ":" + std::to_string(index));
  511. }
  512. }
  513. }
  514. Status GetOutputLeaf(NodePtr node, std::vector<std::pair<ge::NodePtr, int32_t>> &output_nodes_info) {
  515. ge::OpDescPtr tmpDescPtr = node->GetOpDesc();
  516. if (tmpDescPtr == nullptr) {
  517. GELOGE(domi::FAILED, "Get outnode op desc fail.");
  518. return domi::FAILED;
  519. }
  520. size_t size = tmpDescPtr->GetOutputsSize();
  521. if (node->GetType() != NETOUTPUT) {
  522. for (size_t index = 0; index < size; ++index) {
  523. output_nodes_info.push_back(std::make_pair(node, index));
  524. GELOGD("Get output leaf node:%s.", node->GetName().c_str());
  525. }
  526. } else {
  527. const auto in_anchors = node->GetAllInDataAnchors();
  528. for (auto in_anchor : in_anchors) {
  529. auto out_anchor = in_anchor->GetPeerOutAnchor();
  530. if (out_anchor == nullptr) {
  531. GELOGE(domi::FAILED, "Get leaf node op desc fail.");
  532. return domi::FAILED;
  533. }
  534. auto out_node = out_anchor->GetOwnerNode();
  535. output_nodes_info.push_back(std::make_pair(out_node, out_anchor->GetIdx()));
  536. }
  537. }
  538. return SUCCESS;
  539. }
  540. ///
  541. /// @ingroup domi_common
  542. /// @brief Initialize omgcontext based on command line input
  543. /// @param [in] input_shape Input shape string to be parsed
  544. /// @return SUCCESS: parse successfully; PARAM_INVALID:parse failed
  545. ///
  546. Status InitDomiOmgContext(const string &input_shape, const string &input_format, const string &net_format,
  547. bool is_dynamic_input) {
  548. // Clear omgcontext data first
  549. domi::GetContext().input_dims.clear();
  550. domi::GetContext().user_input_dims.clear();
  551. domi::GetContext().is_dynamic_input = is_dynamic_input;
  552. // the default value is ND
  553. domi::GetContext().format = DOMI_TENSOR_ND;
  554. if (!input_format.empty()) {
  555. auto iter = ge::input_format_str_to_geformat.find(input_format);
  556. if (iter != ge::input_format_str_to_geformat.end()) {
  557. domi::GetContext().format = iter->second;
  558. } else {
  559. GELOGE(PARAM_INVALID, "Input format %s not support , expect ND/NCHW/NHWC/CHWN/NC1HWC0/NHWC1C0.",
  560. input_format.c_str());
  561. return PARAM_INVALID;
  562. }
  563. }
  564. // Input is empty, do not process
  565. if (input_shape.empty()) {
  566. return SUCCESS;
  567. }
  568. // Analyze the input shape paramete
  569. unordered_map<string, vector<int64_t>> &shape_map = domi::GetContext().input_dims;
  570. if (!ge::ParseInputShape(input_shape, domi::GetContext().input_dims, domi::GetContext().user_input_dims,
  571. is_dynamic_input) ||
  572. shape_map.empty()) {
  573. GELOGE(PARAM_INVALID, "Failed to parse input shape: %s", input_shape.c_str());
  574. return PARAM_INVALID;
  575. }
  576. return SUCCESS;
  577. }
  578. Status ParseOutNodes(const string &out_nodes) {
  579. try {
  580. // parse output node
  581. if (!out_nodes.empty()) {
  582. domi::GetContext().out_nodes_map.clear();
  583. domi::GetContext().user_out_nodes.clear();
  584. domi::GetContext().user_out_nodes_top_vec.clear();
  585. vector<string> nodes_v = StringUtils::Split(out_nodes, ';');
  586. for (const string &node : nodes_v) {
  587. vector<string> key_value_v = StringUtils::Split(node, ':');
  588. if (key_value_v.size() != 2) { // The size must be 2.
  589. if (key_value_v.size() == 1 && domi::GetContext().type == domi::CAFFE) {
  590. domi::GetContext().user_out_nodes_top_vec.push_back(node);
  591. continue;
  592. }
  593. ErrorManager::GetInstance().ATCReportErrMessage(
  594. "E10001", {"parameter", "value", "reason"},
  595. {"--out_nodes", node, "the correct format is \"node_name1:0;node_name1:1;node_name2:0\""});
  596. GELOGE(PARAM_INVALID,
  597. "The input format of --out_nodes is invalid, the correct format is "
  598. "\"node_name1:0;node_name1:1;node_name2:0\", while the actual input is %s.",
  599. node.c_str());
  600. return PARAM_INVALID;
  601. }
  602. if (!domi::GetContext().user_out_nodes_top_vec.empty()) {
  603. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  604. {"--out_nodes", out_nodes, "is not all index or top_name"});
  605. GELOGE(PARAM_INVALID, "This out_nodes str must be all index or top_name, while the actual input is %s", out_nodes.c_str());
  606. return PARAM_INVALID;
  607. }
  608. // stoi: The method may throw an exception: invalid_argument/out_of_range
  609. if (!CheckDigitStr(key_value_v[1])) {
  610. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  611. {"--out_nodes", out_nodes, "is not positive integer"});
  612. GELOGE(PARAM_INVALID, "This str must be digit string, while the actual input is %s", out_nodes.c_str());
  613. return PARAM_INVALID;
  614. }
  615. auto iter = domi::GetContext().out_nodes_map.find(key_value_v[0]);
  616. int32_t index = stoi(StringUtils::Trim(key_value_v[1]));
  617. GELOGD("Get output info: node[%s] and index[%ld]", key_value_v[0].c_str(), index);
  618. if (iter != domi::GetContext().out_nodes_map.end()) {
  619. iter->second.emplace_back(index);
  620. } else {
  621. std::vector<int32_t> index_v;
  622. index_v.emplace_back(index);
  623. domi::GetContext().out_nodes_map.emplace(key_value_v[0], index_v);
  624. }
  625. domi::GetContext().user_out_nodes.push_back(std::make_pair(key_value_v[0], index));
  626. }
  627. }
  628. } catch (std::invalid_argument &) {
  629. GELOGE(PARAM_INVALID, "Invalid of out_nodes: %s ", out_nodes.c_str());
  630. ErrorManager::GetInstance().ATCReportErrMessage("E10014", {"parameter", "value"}, {"--out_nodes", out_nodes});
  631. return PARAM_INVALID;
  632. } catch (std::out_of_range &) {
  633. GELOGE(PARAM_INVALID, "Invalid of out_nodes: %s ", out_nodes.c_str());
  634. ErrorManager::GetInstance().ATCReportErrMessage("E10013", {"parameter", "value"}, {"--out_nodes", out_nodes});
  635. return PARAM_INVALID;
  636. }
  637. return SUCCESS;
  638. }
  639. /// @ingroup domi_common
  640. /// @brief Judge whether the op_Name_Map parameter matches the network
  641. /// @param [in] graph Input network graph
  642. /// @return SUCCESS: Input parameters are correct; PARAM_INVALID: Input parameters are incorrect
  643. ///
  644. static Status CheckOpNameMap(const ComputeGraphPtr &graph, const std::string &op_conf) {
  645. GE_CHECK_NOTNULL(graph);
  646. unordered_map<string, string> graphNodeTypes;
  647. for (const NodePtr &node : graph->GetAllNodes()) {
  648. auto op_desc = node->GetOpDesc();
  649. if (op_desc == nullptr) {
  650. GELOGE(PARAM_INVALID, "Invalid parameter for opDesc.");
  651. return PARAM_INVALID;
  652. }
  653. graphNodeTypes[op_desc->GetType()] = "";
  654. }
  655. std::map<std::string, std::string> &propertiesMap = domi::GetContext().op_conf_map;
  656. if (propertiesMap.empty()) {
  657. ErrorManager::GetInstance().ATCReportErrMessage(
  658. "E10003", {"parameter", "value", "reason"}, {"op_name_map", op_conf, "the file content is empty"});
  659. GELOGE(PARAM_INVALID, "op_name_map file content is empty, please check file!");
  660. return PARAM_INVALID;
  661. }
  662. for (auto iter = propertiesMap.begin(); iter != propertiesMap.end(); iter++) {
  663. GE_IF_BOOL_EXEC(graphNodeTypes.find(iter->second) == graphNodeTypes.end(),
  664. ErrorManager::GetInstance().ATCReportErrMessage(
  665. "E10003", {"parameter", "value", "reason"},
  666. {"op_name_map", op_conf, "type[" + iter->second + "] is not found in model"});
  667. GELOGE(PARAM_INVALID, "Invalid parameter for op_name_map."); return PARAM_INVALID;);
  668. }
  669. return SUCCESS;
  670. }
  671. FMK_FUNC_HOST_VISIBILITY Status ParseGraph(ge::Graph &graph, const std::map<string, string> &atc_params,
  672. const char *model_file, const char *weights_file, domi::FrameworkType type,
  673. const char *op_conf, const char *target, RunMode run_mode,
  674. bool is_dynamic_input) {
  675. GE_CHECK_NOTNULL(model_file);
  676. GE_CHECK_NOTNULL(weights_file);
  677. domi::GetContext().type = type;
  678. domi::GetContext().run_mode = run_mode;
  679. // Prevent data residue in multiple calls
  680. PreChecker::Instance().Clear();
  681. Params::Instance()->SetTarget(target);
  682. // Create an empty computegraph
  683. std::string om_name;
  684. ParseAtcParms(atc_params, "output", om_name);
  685. ModelHelper model_helper;
  686. string graph_name = "";
  687. Status name_ret = model_helper.GetBaseNameFromFileName(om_name, graph_name);
  688. if (name_ret != SUCCESS) {
  689. graph_name = kGraphDefaultName + "_" + CurrentTimeInStr();
  690. }
  691. ComputeGraphPtr compute_graph = MakeShared<ComputeGraph>(graph_name);
  692. GE_CHECK_NOTNULL(compute_graph);
  693. graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph);
  694. // initialize omgContext
  695. std::string input_shape;
  696. ParseAtcParms(atc_params, "input_shape", input_shape);
  697. std::string input_format;
  698. ParseAtcParms(atc_params, "input_format", input_format);
  699. GE_RETURN_WITH_LOG_IF_ERROR(InitDomiOmgContext(input_shape, input_format, "", is_dynamic_input),
  700. "ATC Generate call InitDomiOmgContext ret fail");
  701. std::string is_output_adjust_hw_layout;
  702. ParseAtcParms(atc_params, "is_output_adjust_hw_layout", is_output_adjust_hw_layout);
  703. GE_RETURN_WITH_LOG_IF_ERROR(ParseOutputFp16NodesFormat(is_output_adjust_hw_layout), "Parse is_output_fp16 failed");
  704. std::string out_nodes;
  705. ParseAtcParms(atc_params, "out_nodes", out_nodes);
  706. GE_RETURN_WITH_LOG_IF_ERROR(ParseOutNodes(out_nodes), "ATC Generate parse out nodes fail");
  707. std::string output_type;
  708. ParseAtcParms(atc_params, "output_type", output_type);
  709. // parse configuration item
  710. if (op_conf != nullptr && *op_conf != '\0') {
  711. // divided by ":"
  712. PropertiesManager::Instance().SetPropertyDelimiter(OP_CONF_DELIMITER);
  713. // Parsing the op_conf configuration item file
  714. GE_IF_BOOL_EXEC(!PropertiesManager::Instance().Init(op_conf),
  715. ErrorManager::GetInstance().ATCReportErrMessage("E10003", {"parameter", "value", "reason"},
  716. {"op_name_map", op_conf, "file content error"});
  717. GELOGE(FAILED, "op_name_map init failed!"); return FAILED);
  718. // Return map and put it into ATC global variable
  719. domi::GetContext().op_conf_map = PropertiesManager::Instance().GetPropertyMap();
  720. }
  721. // parse network model
  722. auto model_parser = ModelParserFactory::Instance()->CreateModelParser(type);
  723. GE_CHK_BOOL_RET_STATUS(model_parser != nullptr, FAILED, "ATC create model parser ret fail, type:%d.", type);
  724. UpdateParserCtxWithOmgCtx();
  725. Status ret = model_parser->Parse(model_file, graph);
  726. UpdateOmgCtxWithParserCtx();
  727. // Generate the report in case of pre inspection failure or only pre inspection mode
  728. if (PreChecker::Instance().HasError() || run_mode == ONLY_PRE_CHECK) {
  729. std::string check_report;
  730. ParseAtcParms(atc_params, "check_report", check_report);
  731. GE_RETURN_WITH_LOG_IF_ERROR(PreChecker::Instance().Save(check_report), "Generate pre-checking report failed.");
  732. GEEVENT("The pre-checking report has been saved to %s.", check_report.c_str());
  733. }
  734. GE_CHK_BOOL_RET_STATUS(ret == SUCCESS, ret, "ATC model parse ret fail.");
  735. std::string input_fp16_nodes;
  736. ParseAtcParms(atc_params, "input_fp16_nodes", input_fp16_nodes);
  737. std::string is_input_adjust_hw_layout;
  738. ParseAtcParms(atc_params, "is_input_adjust_hw_layout", is_input_adjust_hw_layout);
  739. compute_graph = GraphUtils::GetComputeGraph(graph);
  740. GE_RETURN_IF_ERROR(CheckInputFp16Nodes(compute_graph, input_fp16_nodes, is_input_adjust_hw_layout));
  741. GE_RETURN_IF_ERROR(CheckInputShapeNode(compute_graph, is_dynamic_input, run_mode));
  742. std::string compress_weight_conf;
  743. ParseAtcParms(atc_params, "compress_weight_conf", compress_weight_conf);
  744. GE_RETURN_IF_ERROR(SetWeightCompressNodes(compute_graph, compress_weight_conf));
  745. // Verify the contents of the op_name_map
  746. if (op_conf != nullptr && *op_conf != '\0') {
  747. GE_RETURN_WITH_LOG_IF_ERROR(CheckOpNameMap(compute_graph, op_conf),
  748. "op_name_map parameter is not fit with input net!");
  749. }
  750. // Print parse network structure
  751. compute_graph->Dump();
  752. // parse weight
  753. graph = GraphUtils::CreateGraphFromComputeGraph(compute_graph);
  754. auto weights_parser = WeightsParserFactory::Instance()->CreateWeightsParser(type);
  755. ret = weights_parser->Parse(weights_file, graph);
  756. // IN ONLY_PRE_CHECK mode, generate pre inspection report only.
  757. if (PreChecker::Instance().HasError() || run_mode == ONLY_PRE_CHECK) {
  758. std::string check_report;
  759. ParseAtcParms(atc_params, "check_report", check_report);
  760. GE_RETURN_WITH_LOG_IF_ERROR(PreChecker::Instance().Save(check_report), "Generate pre-checking report failed.");
  761. GEEVENT("The pre-checking report has been saved to %s.", check_report.c_str());
  762. }
  763. // Prevent data residue in multiple calls
  764. PreChecker::Instance().Clear();
  765. GE_CHK_BOOL_RET_STATUS(ret == SUCCESS, ret, "ATC weights parse ret fail.");
  766. GELOGI("ATC parser success.");
  767. return SUCCESS;
  768. }
  769. void GetGroupName(ge::proto::ModelDef &model_def) {
  770. auto modelAttrMap = model_def.mutable_attr();
  771. auto fusionModelOpListIter = modelAttrMap->find(MODEL_ATTR_FUSION_MODEL_DEF);
  772. GE_IF_BOOL_EXEC(
  773. fusionModelOpListIter != modelAttrMap->end(), int fusionOpIndex = 0;
  774. for (int i = 0; i < model_def.graph_size(); i++) {
  775. auto graph = model_def.mutable_graph(i);
  776. for (int j = 0; j < graph->op_size(); j++) {
  777. int64_t scope_id = 0;
  778. auto bt = fusionModelOpListIter->second.list().bt(fusionOpIndex++);
  779. ge::proto::OpDef fusion_op_def;
  780. GE_CHK_BOOL_EXEC(bt.size() != 0, GELOGW("Invalid bt size"); return;);
  781. (void)(fusion_op_def.ParseFromArray(bt.data(), bt.size()));
  782. auto fusion_attr_map = fusion_op_def.mutable_attr();
  783. auto fusion_iter = fusion_attr_map->find(kScopeIdAttr);
  784. GE_IF_BOOL_EXEC(fusion_iter == fusion_attr_map->end(), continue;);
  785. scope_id = fusion_iter->second.i();
  786. ge::proto::OpDef *opdef = graph->mutable_op(j);
  787. auto attr_map = opdef->mutable_attr();
  788. int64_t stream_id = opdef->stream_id();
  789. uint16_t l1_id = (((uint64_t)scope_id & 0xFFFF0000)) >> 16;
  790. GE_IF_BOOL_EXEC(l1_id != 0, ostringstream groupName; groupName << "group_op_l1_" << l1_id << "_" << stream_id;
  791. (*attr_map)["group_op_name"].set_s(groupName.str()); continue;);
  792. uint16_t ub_id = ((uint64_t)scope_id & 0xFFFF);
  793. GE_IF_BOOL_EXEC(ub_id != 0, ostringstream groupName; groupName << "group_op_ub_" << ub_id << "_" << stream_id;
  794. (*attr_map)["group_op_name"].set_s(groupName.str()););
  795. }
  796. });
  797. }
  798. FMK_FUNC_HOST_VISIBILITY Status ConvertOmModelToJson(const char *model_file, const char *json_file) {
  799. GE_CHECK_NOTNULL(model_file);
  800. GE_CHECK_NOTNULL(json_file);
  801. ge::ModelData model;
  802. // Mode 2 does not need to verify the priority, and a default value of 0 is passed
  803. int32_t priority = 0;
  804. // Load model from file
  805. Status ret = ModelParserBase::LoadFromFile(model_file, "", priority, model);
  806. if (ret != SUCCESS) {
  807. GELOGE(ret, "LoadFromFile failed.");
  808. return ret;
  809. }
  810. uint8_t *model_data = nullptr;
  811. uint32_t model_len = 0;
  812. try {
  813. // Parse the contents of the file to get the modeldef object
  814. ret = ModelParserBase::ParseModelContent(model, model_data, model_len);
  815. if (ret == SUCCESS) {
  816. OmFileLoadHelper omFileLoadHelper;
  817. ge::graphStatus status = omFileLoadHelper.Init(model_data, model_len);
  818. if (status != ge::GRAPH_SUCCESS) {
  819. GELOGE(ge::FAILED, "Om file init failed.");
  820. if (model.model_data != nullptr) {
  821. delete[] reinterpret_cast<char *>(model.model_data);
  822. model.model_data = nullptr;
  823. }
  824. return status;
  825. }
  826. ModelPartition ir_part;
  827. status = omFileLoadHelper.GetModelPartition(MODEL_DEF, ir_part);
  828. if (status != ge::GRAPH_SUCCESS) {
  829. GELOGE(ge::FAILED, "Get model part failed.");
  830. if (model.model_data != nullptr) {
  831. delete[] reinterpret_cast<char *>(model.model_data);
  832. model.model_data = nullptr;
  833. }
  834. return status;
  835. }
  836. ge::proto::ModelDef model_def;
  837. // De serialization
  838. bool flag = ReadProtoFromArray(ir_part.data, ir_part.size, &model_def);
  839. if (flag) {
  840. GetGroupName(model_def);
  841. json j;
  842. Pb2Json::Message2Json(model_def, kOmBlackFields, j, true);
  843. ret = ModelSaver::SaveJsonToFile(json_file, j);
  844. } else {
  845. ret = INTERNAL_ERROR;
  846. GELOGE(ret, "ReadProtoFromArray failed.");
  847. }
  848. } else {
  849. GELOGE(PARAM_INVALID, "ParseModelContent failed because of invalid om file. Please check --om param.");
  850. }
  851. if (model.model_data != nullptr) {
  852. delete[] reinterpret_cast<char *>(model.model_data);
  853. model.model_data = nullptr;
  854. }
  855. return ret;
  856. } catch (const std::exception &e) {
  857. GELOGE(FAILED, "Convert om model to json failed, exception message : %s.", e.what());
  858. return FAILED;
  859. }
  860. }
  861. FMK_FUNC_HOST_VISIBILITY Status ConvertPbtxtToJson(const char *model_file, const char *json_file) {
  862. ge::ModelData model;
  863. // Mode 2 does not need to verify the priority, and a default value of 0 is passed
  864. int32_t priority = 0;
  865. // Load model from file
  866. Status ret = ModelParserBase::LoadFromFile(model_file, "", priority, model);
  867. auto free_model_data = [](void **ptr) -> void {
  868. if (ptr != nullptr && *ptr != nullptr) {
  869. delete[] reinterpret_cast<char *>(*ptr);
  870. *ptr = nullptr;
  871. }
  872. };
  873. if (ret != SUCCESS) {
  874. free_model_data(&model.model_data);
  875. GELOGE(ret, "LoadFromFile failed.");
  876. return ret;
  877. }
  878. try {
  879. bool flag = false;
  880. ge::proto::ModelDef model_def;
  881. flag = google::protobuf::TextFormat::ParseFromString(reinterpret_cast<char *>(model.model_data), &model_def);
  882. if (!flag) {
  883. free_model_data(&model.model_data);
  884. GELOGE(FAILED, "ParseFromString fail.");
  885. return FAILED;
  886. }
  887. GetGroupName(model_def);
  888. json j;
  889. Pb2Json::Message2Json(model_def, kOmBlackFields, j, true);
  890. ret = ModelSaver::SaveJsonToFile(json_file, j);
  891. if (ret != SUCCESS) {
  892. free_model_data(&model.model_data);
  893. GELOGE(ret, "Save json to file fail.");
  894. return ret;
  895. }
  896. free_model_data(&model.model_data);
  897. return SUCCESS;
  898. } catch (google::protobuf::FatalException &e) {
  899. free_model_data(&model.model_data);
  900. GELOGE(FAILED, "ParseFromString fail. exception message : %s", e.what());
  901. return FAILED;
  902. } catch (const std::exception &e) {
  903. GELOGE(FAILED, "Convert pbtxt to json failed, exception message : %s.", e.what());
  904. return FAILED;
  905. }
  906. }
  907. FMK_FUNC_HOST_VISIBILITY Status ConvertFwkModelToJson(const domi::FrameworkType framework, const char *model_file,
  908. const char *json_file) {
  909. if (framework == domi::CAFFE || framework == domi::TENSORFLOW || framework == domi::ONNX) {
  910. auto model_parser = ModelParserFactory::Instance()->CreateModelParser(framework);
  911. GE_CHK_BOOL_RET_STATUS(model_parser != nullptr, FAILED, "ATC create model parser ret fail, framework:%d.",
  912. framework);
  913. return model_parser->ToJson(model_file, json_file);
  914. }
  915. ErrorManager::GetInstance().ATCReportErrMessage(
  916. "E10001", {"parameter", "value", "reason"},
  917. {"--framework", std::to_string(framework), "only support 0(Caffe) 3(TensorFlow) 5(Onnx)"});
  918. GELOGE(PARAM_INVALID, "Input parameter[--framework] is mandatory and it's value must be: 0(Caffe) 3(TensorFlow) "
  919. "or 5(Onnx).");
  920. return PARAM_INVALID;
  921. }
  922. FMK_FUNC_HOST_VISIBILITY Status DumpInfershapeJson(const ge::Graph &graph, const char *json_file) {
  923. // Create buffer
  924. GELOGI("Enter to dump infershape json schedule.");
  925. ge::Model model("", "");
  926. model.SetGraph(graph);
  927. Buffer buffer;
  928. model.Save(buffer, true);
  929. ge::proto::ModelDef ge_proto;
  930. if (buffer.GetData() != nullptr) {
  931. std::string str(reinterpret_cast<const char *>(buffer.GetData()), buffer.GetSize());
  932. if (!ge_proto.ParseFromString(str)) {
  933. GELOGE(GRAPH_FAILED, "parse from string failed.");
  934. return FAILED;
  935. }
  936. nlohmann::json j;
  937. Pb2Json::Message2Json(ge_proto, std::set<string>(), j);
  938. ModelSaver::SaveJsonToFile(json_file, j);
  939. }
  940. return SUCCESS;
  941. }
  942. void UpdateOmgCtxWithParserCtx() {
  943. domi::GetContext().format = GetParserContext().format;
  944. domi::GetContext().input_dims = GetParserContext().input_dims;
  945. domi::GetContext().user_input_dims = GetParserContext().user_input_dims;
  946. domi::GetContext().is_dynamic_input = GetParserContext().is_dynamic_input;
  947. domi::GetContext().type = GetParserContext().type;
  948. domi::GetContext().user_out_nodes = GetParserContext().user_out_nodes;
  949. domi::GetContext().train_flag = GetParserContext().train_flag;
  950. domi::GetContext().run_mode = GetParserContext().run_mode;
  951. domi::GetContext().op_conf_map = GetParserContext().op_conf_map;
  952. domi::GetContext().out_nodes_map = GetParserContext().out_nodes_map;
  953. domi::GetContext().input_nodes_format_map = GetParserContext().input_nodes_format_map;
  954. domi::GetContext().out_top_names = GetParserContext().out_top_names;
  955. domi::GetContext().user_out_nodes_top_vec = GetParserContext().user_out_nodes_top_vec;
  956. domi::GetContext().default_out_nodes = GetParserContext().default_out_nodes;
  957. domi::GetContext().data_top_names = GetParserContext().data_top_names;
  958. }
  959. void UpdateParserCtxWithOmgCtx() {
  960. GetParserContext().format = domi::GetContext().format;
  961. GetParserContext().input_dims = domi::GetContext().input_dims;
  962. GetParserContext().user_input_dims = domi::GetContext().user_input_dims;
  963. GetParserContext().is_dynamic_input = domi::GetContext().is_dynamic_input;
  964. GetParserContext().type = domi::GetContext().type;
  965. GetParserContext().user_out_nodes = domi::GetContext().user_out_nodes;
  966. GetParserContext().train_flag = domi::GetContext().train_flag;
  967. GetParserContext().run_mode = domi::GetContext().run_mode;
  968. GetParserContext().op_conf_map = domi::GetContext().op_conf_map;
  969. GetParserContext().out_nodes_map = domi::GetContext().out_nodes_map;
  970. GetParserContext().input_nodes_format_map = domi::GetContext().input_nodes_format_map;
  971. GetParserContext().out_top_names = domi::GetContext().out_top_names;
  972. GetParserContext().user_out_nodes_top_vec = domi::GetContext().user_out_nodes_top_vec;
  973. GetParserContext().data_top_names = domi::GetContext().data_top_names;
  974. }
  975. } // namespace ge

图引擎模块(GE)是MindSpore的一个子模块,其代码由C++实现,位于前端模块ME和底层硬件之间,起到承接作用。图引擎模块以ME下发的图作为输入,然后进行一系列的深度图优化操作,最后输出一张可以在底层硬件上高效运行的图。GE针对昇腾AI处理器的硬件结构特点,做了特定的优化工作,以此来充分发挥出昇腾AI处理器的强大算力。在进行模型训练/推理时,GE会被自动调用而用户并不感知。GE主要由GE API和GE Core两部分组成,详细的架构图如下所示