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atc_ir_common.cc 24 kB

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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 "atc_ir_common.h"
  17. #include "common/util/error_manager/error_manager.h"
  18. #include "external/ge/ge_api_types.h"
  19. #include "framework/common/string_util.h"
  20. #include "framework/common/types.h"
  21. #include "framework/common/util.h"
  22. #include "graph/utils/type_utils.h"
  23. using std::pair;
  24. using std::string;
  25. using std::vector;
  26. namespace ge {
  27. namespace {
  28. const int64_t kDynamicInputDim = -1;
  29. const int64_t kDynamicImageSizeNum = 2;
  30. const size_t kMaxDynamicDimNum = 100;
  31. const size_t kMaxNDDimNum = 4;
  32. const size_t kMinNDDimNum = 1;
  33. // datatype/formats from user to GE, Unified to util interface file later
  34. const std::map<std::string, ge::DataType> kOutputTypeSupportDatatype = {
  35. {"FP32", ge::DT_FLOAT}, {"FP16", ge::DT_FLOAT16}, {"UINT8", ge::DT_UINT8}};
  36. const char *const kOutputTypeSupport = "only support FP32, FP16, UINT8";
  37. const std::set<std::string> kBufferOptimizeSupportOption = {"l1_optimize", "l2_optimize", "off_optimize",
  38. "l1_and_l2_optimize"};
  39. // The function is incomplete. Currently, only l2_optimize, off_optimize is supported.
  40. const char *const kBufferOptimizeSupport = "only support l2_optimize, off_optimize";
  41. const char *const IR_OPTION_OP_SELECT_IMPLMODE_DEFAULT = "high_performance";
  42. const char *const IR_OPTION_OP_SELECT_IMPLMODE_PRECISON = "high_precision";
  43. const char *const kInputShapeSample1 = "\"input_name1:n1,c1,h1,w1\"";
  44. const char *const kInputShapeSample2 = "\"input_name1:1,3,224,224\"";
  45. const char *const kSplitError1 = "size not equal to 2 split by \":\"";
  46. const char *const kEmptyError = "can not be empty";
  47. const char *const kFloatNumError = "exist float number";
  48. const char *const kDigitError = "is not digit";
  49. const char *const kCompressWeightError = "it must be appointed when appoint parameter[--optypelist_for_implmode]";
  50. const char *const kSelectImplmodeError = "only support high_performance, high_precision";
  51. const char *const kDynamicBatchSizeError = "It can only contains digit, \",\", \" \"";
  52. vector<string> SplitInputShape(const std::string &input_shape) {
  53. vector<string> shape_pair_vec;
  54. size_t pos = input_shape.rfind(":");
  55. if (pos != std::string::npos) {
  56. shape_pair_vec.emplace_back(input_shape.substr(0, pos));
  57. shape_pair_vec.emplace_back(input_shape.substr(pos + 1, input_shape.size() - pos));
  58. }
  59. return shape_pair_vec;
  60. }
  61. } // namespace
  62. bool CheckDynamicBatchSizeInputShapeValid(unordered_map<string, vector<int64_t>> shape_map,
  63. std::string &dynamic_batch_size) {
  64. int32_t size = 0;
  65. for (auto iter = shape_map.begin(); iter != shape_map.end(); ++iter) {
  66. vector<int64_t> shape = iter->second;
  67. if (shape.empty()) {
  68. ErrorManager::GetInstance().ATCReportErrMessage("E10012");
  69. GELOGE(ge::PARAM_INVALID, "--input_shape's shape size can not be less than 1 when set --dynamic_batch_size.");
  70. return false;
  71. }
  72. if (std::count(shape.begin(), shape.end(), kDynamicInputDim) == 0) {
  73. continue;
  74. }
  75. bool ret = multibatch::CheckDynamicBatchShape(shape, iter->first);
  76. if (ret) {
  77. size++;
  78. }
  79. }
  80. if (size == 0) {
  81. ErrorManager::GetInstance().ATCReportErrMessage("E10031");
  82. GELOGE(ge::PARAM_INVALID, "At least one batch n must be equal to -1 when set --dynamic_batch_size.");
  83. return false;
  84. }
  85. for (char c : dynamic_batch_size) {
  86. if (!isdigit(c) && (c != ',') && (c != ' ')) {
  87. ErrorManager::GetInstance().ATCReportErrMessage(
  88. "E10033", {"value", "reason"}, {dynamic_batch_size, kDynamicBatchSizeError});
  89. GELOGE(ge::PARAM_INVALID, "Input parameter[--dynamic_batch_size]'s value[%s] is invalid. reason: %s",
  90. dynamic_batch_size.c_str(), kDynamicBatchSizeError);
  91. return false;
  92. }
  93. }
  94. if (dynamic_batch_size.back() == ',') {
  95. dynamic_batch_size.erase(dynamic_batch_size.end() - 1);
  96. }
  97. return true;
  98. }
  99. bool CheckDynamicImagesizeInputShapeValid(unordered_map<string, vector<int64_t>> shape_map,
  100. const std::string input_format, std::string &dynamic_image_size) {
  101. if (!input_format.empty() && !ge::TypeUtils::IsFormatValid(input_format.c_str())) {
  102. GELOGE(ge::PARAM_INVALID, "user input format [%s] is not found!", input_format.c_str());
  103. return false;
  104. }
  105. int32_t size = 0;
  106. for (auto iter = shape_map.begin(); iter != shape_map.end(); ++iter) {
  107. vector<int64_t> shape = iter->second;
  108. // only support four dim
  109. if (shape.size() != DIM_DEFAULT_SIZE) {
  110. if (std::count(shape.begin(), shape.end(), kDynamicInputDim) > 0) {
  111. ErrorManager::GetInstance().ATCReportErrMessage("E10019");
  112. GELOGE(ge::PARAM_INVALID,
  113. "--input_shape's shape is invalid, only height and width can be -1 when set --dynamic_image_size.");
  114. return false;
  115. }
  116. continue;
  117. }
  118. if (std::count(shape.begin(), shape.end(), kDynamicInputDim) == 0) {
  119. continue;
  120. }
  121. auto ret = multibatch::CheckDynamicImageSizeShape(shape, iter->first, input_format);
  122. if (ret) {
  123. size++;
  124. } else {
  125. return ret;
  126. }
  127. }
  128. if (size == 0) {
  129. ErrorManager::GetInstance().ATCReportErrMessage("E10019");
  130. GELOGE(ge::PARAM_INVALID,
  131. "--input_shape's shape is invalid, only height and width can be -1 when set --dynamic_image_size.");
  132. return false;
  133. }
  134. EraseEndSemicolon(dynamic_image_size);
  135. // Different parameter sets are split string by ';'
  136. std::vector<std::string> split_set = StringUtils::Split(dynamic_image_size, ';');
  137. // Different dimensions are split by ','
  138. std::vector<std::string> split_dim;
  139. for (auto str : split_set) {
  140. split_dim = StringUtils::Split(str, ',');
  141. if (split_dim.size() != static_cast<size_t>(kDynamicImageSizeNum)) {
  142. ErrorManager::GetInstance().ATCReportErrMessage("E10020", {"DynamicImageSizeNum"},
  143. {std::to_string(kDynamicImageSizeNum)});
  144. GELOGE(ge::PARAM_INVALID,
  145. "--dynamic_image_size's number of dimensions of each "
  146. "group must be %ld.",
  147. kDynamicImageSizeNum);
  148. return false;
  149. }
  150. }
  151. return true;
  152. }
  153. bool CheckDynamicDimsInputShapeValid(const unordered_map<string, vector<int64_t>> &shape_map,
  154. string input_format, string &dynamic_dims) {
  155. if (input_format != "ND") {
  156. ErrorManager::GetInstance().ATCReportErrMessage(
  157. "E10001", {"parameter", "value", "reason"},
  158. {"--input_format", input_format.c_str(), "input_format must be ND when set dynamic_dims"});
  159. GELOGE(ge::PARAM_INVALID, "input_format must be ND when set dynamic_dims.");
  160. return false;
  161. }
  162. int32_t dynamic_dim = 0;
  163. for (auto &info_shapes : shape_map) {
  164. auto &shapes = info_shapes.second;
  165. if (shapes.size() > kMaxNDDimNum || shapes.size() < kMinNDDimNum) {
  166. ErrorManager::GetInstance().ATCReportErrMessage(
  167. "E10001", {"parameter", "value", "reason"},
  168. {"--input_shape's dim", std::to_string(shapes.size()), "Dim num must within [1, 4] when set dynamic_dims"});
  169. GELOGE(ge::PARAM_INVALID, "Dim num must within [%zu, %zu] when set dynamic_dims.", kMinNDDimNum, kMaxNDDimNum);
  170. return false;
  171. }
  172. dynamic_dim += std::count(shapes.begin(), shapes.end(), kDynamicInputDim);
  173. }
  174. if (dynamic_dim == 0) {
  175. ErrorManager::GetInstance().ATCReportErrMessage(
  176. "E10001", {"parameter", "value", "reason"},
  177. {"--input_shape's dynamic dim num", "0", "at least one dim should be -1 when set dynamic_dims"});
  178. GELOGE(ge::PARAM_INVALID, "input_shape's shape is invalid, at least one dim should be -1 when set dynamic_dims.");
  179. return false;
  180. }
  181. if (!CheckAndParseDynamicDims(dynamic_dim, dynamic_dims)) {
  182. GELOGE(ge::PARAM_INVALID, "Check and parse dynamic dims: %s failed.", dynamic_dims.c_str());
  183. return false;
  184. }
  185. return true;
  186. }
  187. bool CheckAndParseDynamicDims(int32_t dynamic_dim_num, std::string &dynamic_dims) {
  188. EraseEndSemicolon(dynamic_dims);
  189. if (dynamic_dims.empty()) {
  190. ErrorManager::GetInstance().ATCReportErrMessage(
  191. "E10001", {"parameter", "value", "reason"},
  192. {"--dynamic_dims", dynamic_dims.c_str(), "dynamic_dims can not be empty"});
  193. GELOGE(ge::PARAM_INVALID, "dynamic_dims can not be empty.");
  194. return false;
  195. }
  196. // Different parameter sets are split by ';'
  197. vector<string> split_set = StringUtils::Split(dynamic_dims, ';');
  198. if (split_set.size() > kMaxDynamicDimNum) {
  199. ErrorManager::GetInstance().ATCReportErrMessage(
  200. "E10042", {"parameter", "reason"}, {"dynamic_dims", "dynamic_dims's num of parameter set can not exceed 100"});
  201. GELOGE(ge::PARAM_INVALID, "dynamic_dims's num of parameter set can not exceed %zu.", kMaxDynamicDimNum);
  202. return false;
  203. }
  204. for (auto split_dim : split_set) {
  205. vector<string> one_set = StringUtils::Split(split_dim, ',');
  206. if (one_set.size() != static_cast<size_t>(dynamic_dim_num)) {
  207. ErrorManager::GetInstance().ATCReportErrMessage(
  208. "E10042", {"parameter", "reason"},
  209. {"dynamic_dims", "Each gear setting needs to be consistent with the number of -1 in the inputshape"});
  210. GELOGE(ge::PARAM_INVALID, "Input parameter --dynamic_dims parse failed, "
  211. "reason: Each gear setting needs to be consistent with the number of -1 in the inputshape.");
  212. return false;
  213. }
  214. for (auto dim : one_set) {
  215. for (auto c : dim) {
  216. if (!isdigit(c)) {
  217. ErrorManager::GetInstance().ATCReportErrMessage(
  218. "E10001", {"parameter", "value", "reason"},
  219. {"--dynamic_dims's parameter", dim.c_str(), "must be positive integer"});
  220. GELOGE(ge::PARAM_INVALID, "dynamic_dims's parameter must be positive integer.");
  221. return false;
  222. }
  223. }
  224. }
  225. }
  226. return true;
  227. }
  228. Status CheckDynamicInputParamValid(string &dynamic_batch_size, string &dynamic_image_size, string &dynamic_dims,
  229. const string input_shape, const string input_format, bool &is_dynamic_input) {
  230. int32_t param_size = static_cast<int32_t>(!dynamic_batch_size.empty()) +
  231. static_cast<int32_t>(!dynamic_image_size.empty()) + static_cast<int32_t>(!dynamic_dims.empty());
  232. if (param_size > 1) {
  233. ErrorManager::GetInstance().ATCReportErrMessage("E10009", {"parameter0", "parameter1", "parameter2"},
  234. {"dynamic_batch_size", "dynamic_image_size", "dynamic_dims"});
  235. GELOGE(ge::PARAM_INVALID, "dynamic_batch_size, dynamic_image_size and dynamic_dims can only be set one");
  236. return ge::PARAM_INVALID;
  237. }
  238. if (param_size == 0) {
  239. return ge::SUCCESS;
  240. }
  241. unordered_map<string, vector<int64_t>> shape_map;
  242. vector<pair<string, vector<int64_t>>> user_shape_map;
  243. is_dynamic_input = true;
  244. if (input_shape.empty()) {
  245. ErrorManager::GetInstance().ATCReportErrMessage("E10004", {"parameter"}, {"input_shape"});
  246. GELOGE(ge::PARAM_INVALID, "The input_shape can not be empty in dynamic input size scenario.");
  247. return ge::PARAM_INVALID;
  248. }
  249. if (!ParseInputShape(input_shape, shape_map, user_shape_map, is_dynamic_input)) {
  250. GELOGE(ge::PARAM_INVALID, "Failed to parse input shape: %s", input_shape.c_str());
  251. return ge::PARAM_INVALID;
  252. }
  253. if (!dynamic_batch_size.empty()) {
  254. if (!CheckDynamicBatchSizeInputShapeValid(shape_map, dynamic_batch_size)) {
  255. GELOGE(ge::PARAM_INVALID, "Check dynamic batch size input shape failed: %s", input_shape.c_str());
  256. return ge::PARAM_INVALID;
  257. }
  258. }
  259. if (!dynamic_image_size.empty()) {
  260. if (!CheckDynamicImagesizeInputShapeValid(shape_map, input_format, dynamic_image_size)) {
  261. GELOGE(ge::PARAM_INVALID, "Check dynamic image size input shape failed: %s", input_shape.c_str());
  262. return ge::PARAM_INVALID;
  263. }
  264. }
  265. if (!dynamic_dims.empty()) {
  266. if (!CheckDynamicDimsInputShapeValid(shape_map, input_format, dynamic_dims)) {
  267. GELOGE(ge::PARAM_INVALID, "Check dynamic dims: %s of input shape: %s failed.", dynamic_dims.c_str(),
  268. input_shape.c_str());
  269. return ge::PARAM_INVALID;
  270. }
  271. }
  272. return ge::SUCCESS;
  273. }
  274. bool ParseInputShape(const string &input_shape, unordered_map<string, vector<int64_t>> &shape_map,
  275. vector<pair<string, vector<int64_t>>> &user_shape_map, bool is_dynamic_input) {
  276. vector<string> shape_vec = StringUtils::Split(input_shape, ';');
  277. const int DEFAULT_SHAPE_PAIR_SIZE = 2;
  278. for (const auto &shape : shape_vec) {
  279. vector<string> shape_pair_vec = SplitInputShape(shape);
  280. if (shape_pair_vec.size() != DEFAULT_SHAPE_PAIR_SIZE) {
  281. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  282. {shape, kSplitError1, kInputShapeSample1});
  283. GELOGW("Parse input parameter [--input_shape]'s shape[%s] failed, reason: %s, correct sample is %s.",
  284. shape.c_str(), kSplitError1, kInputShapeSample1);
  285. return false;
  286. }
  287. if (shape_pair_vec[1].empty()) {
  288. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  289. {shape, kEmptyError, kInputShapeSample1});
  290. GELOGW("Parse input parameter [--input_shape]'s shape[%s] failed, reason: %s, correct sample is %s.",
  291. shape.c_str(), kEmptyError, kInputShapeSample1);
  292. return false;
  293. }
  294. vector<string> shape_value_strs = StringUtils::Split(shape_pair_vec[1], ',');
  295. vector<int64_t> shape_values;
  296. for (auto &shape_value_str : shape_value_strs) {
  297. // stoul: The method may throw an exception: invalid_argument/out_of_range
  298. if (std::string::npos != shape_value_str.find('.')) {
  299. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  300. {shape, kFloatNumError, kInputShapeSample2});
  301. GELOGW("Parse input parameter [--input_shape]'s shape[%s] failed, reason: %s, correct sample is %s.",
  302. shape.c_str(), kFloatNumError, kInputShapeSample2);
  303. return false;
  304. }
  305. long left_result = 0;
  306. try {
  307. left_result = stol(StringUtils::Trim(shape_value_str));
  308. if (!shape_value_str.empty() && (shape_value_str.front() == '-')) {
  309. // The value maybe dynamic shape [-1], need substr it and verify isdigit.
  310. shape_value_str = shape_value_str.substr(1);
  311. }
  312. for (char c : shape_value_str) {
  313. if (!isdigit(c)) {
  314. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  315. {shape, kDigitError, kInputShapeSample2});
  316. GELOGE(PARAM_INVALID, "--input_shape's shape value[%s] is not digit", shape_value_str.c_str());
  317. return false;
  318. }
  319. }
  320. } catch (const std::out_of_range &) {
  321. ErrorManager::GetInstance().ATCReportErrMessage("E10013", {"parameter", "value"},
  322. {"--input_shape", shape_value_str});
  323. GELOGW("Input parameter[--input_shape]’s value[%s] cause out of range execption!", shape_value_str.c_str());
  324. return false;
  325. } catch (const std::invalid_argument &) {
  326. ErrorManager::GetInstance().ATCReportErrMessage("E10014", {"parameter", "value"},
  327. {"--input_shape", shape_value_str});
  328. GELOGW("Input parameter[--input_shape]’s value[%s] cause invalid argument!", shape_value_str.c_str());
  329. return false;
  330. } catch (...) {
  331. ErrorManager::GetInstance().ATCReportErrMessage("E10015", {"parameter", "value"},
  332. {"--input_shape", shape_value_str});
  333. GELOGW("Input parameter[--input_shape]’s value[%s] cause unkown execption!", shape_value_str.c_str());
  334. return false;
  335. }
  336. int64_t result = left_result;
  337. // - 1 is not currently supported
  338. if (!is_dynamic_input && result <= 0) {
  339. ErrorManager::GetInstance().ATCReportErrMessage("E10011", {"shape", "result"}, {shape, std::to_string(result)});
  340. GELOGW(
  341. "Input parameter[--input_shape]’s shape value[%s] is invalid, "
  342. "expect positive integer, but value is %ld.",
  343. shape.c_str(), result);
  344. return false;
  345. }
  346. shape_values.push_back(result);
  347. }
  348. shape_map.emplace(make_pair(StringUtils::Trim(shape_pair_vec[0]), shape_values));
  349. user_shape_map.push_back(make_pair(StringUtils::Trim(shape_pair_vec[0]), shape_values));
  350. }
  351. return true;
  352. }
  353. Status CheckOutputTypeParamValid(const std::string output_type) {
  354. if ((!output_type.empty()) && (kOutputTypeSupportDatatype.find(output_type) == kOutputTypeSupportDatatype.end())) {
  355. ErrorManager::GetInstance().ATCReportErrMessage(
  356. "E10001", {"parameter", "value", "reason"}, {"--output_type", output_type, kOutputTypeSupport});
  357. GELOGE(ge::PARAM_INVALID,
  358. "Invalid value for --output_type[%s], %s.", output_type.c_str(), kOutputTypeSupport);
  359. return ge::PARAM_INVALID;
  360. }
  361. return ge::SUCCESS;
  362. }
  363. Status CheckBufferOptimizeParamValid(const std::string buffer_optimize) {
  364. if ((!buffer_optimize.empty()) &&
  365. (kBufferOptimizeSupportOption.find(buffer_optimize) == kBufferOptimizeSupportOption.end())) {
  366. ErrorManager::GetInstance().ATCReportErrMessage(
  367. "E10001", {"parameter", "value", "reason"}, {"--buffer_optimize", buffer_optimize, kBufferOptimizeSupport});
  368. GELOGE(ge::PARAM_INVALID,
  369. "Invalid value for --buffer_optimize[%s], %s.", buffer_optimize.c_str(), kBufferOptimizeSupport);
  370. return ge::PARAM_INVALID;
  371. }
  372. return ge::SUCCESS;
  373. }
  374. Status CheckCompressWeightParamValid(const std::string enable_compress_weight, const std::string compress_weight_conf) {
  375. if ((!compress_weight_conf.empty()) &&
  376. (!CheckInputPathValid(compress_weight_conf, "--compress_weight_conf"))) {
  377. GELOGE(ge::PARAM_INVALID, "compress weight config file not found, file_name:%s", compress_weight_conf.c_str());
  378. return ge::PARAM_INVALID;
  379. }
  380. if ((enable_compress_weight != "") && (enable_compress_weight != "true") && (enable_compress_weight != "false")) {
  381. ErrorManager::GetInstance().ATCReportErrMessage(
  382. "E10005", {"parameter", "value"}, {"enable_compress_weight", enable_compress_weight});
  383. GELOGE(ge::PARAM_INVALID,
  384. "Input parameter[--enable_compress_weight]'s value[%s] must be true or false.", enable_compress_weight.c_str());
  385. return ge::PARAM_INVALID;
  386. }
  387. if ((enable_compress_weight == "true") && (!compress_weight_conf.empty())) {
  388. ErrorManager::GetInstance().ATCReportErrMessage("E10009", {"parameter0", "parameter1"},
  389. {"enable_compress_weight", "compress_weight_conf"});
  390. GELOGE(ge::PARAM_INVALID, "enable_compress_weight and compress_weight_conf can not both exist!!");
  391. return ge::PARAM_INVALID;
  392. }
  393. return ge::SUCCESS;
  394. }
  395. int CheckLogParamValidAndSetLogLevel(const std::string log) {
  396. int ret = -1;
  397. if (log == "default") {
  398. ret = 0;
  399. } else if (log == "null") {
  400. ret = dlog_setlevel(-1, DLOG_NULL, 0);
  401. } else if (log == "debug") {
  402. ret = dlog_setlevel(-1, DLOG_DEBUG, 1);
  403. } else if (log == "info") {
  404. ret = dlog_setlevel(-1, DLOG_INFO, 1);
  405. } else if (log == "warning") {
  406. ret = dlog_setlevel(-1, DLOG_WARN, 1);
  407. } else if (log == "error") {
  408. ret = dlog_setlevel(-1, DLOG_ERROR, 1);
  409. } else {
  410. GELOGE(ge::PARAM_INVALID, "invalid value for log:%s, only support debug, info, warning, error, null", log.c_str());
  411. return ret;
  412. }
  413. if (ret != 0) {
  414. GELOGE(ge::PARAM_INVALID, "Log setlevel fail !");
  415. }
  416. return ret;
  417. }
  418. Status CheckInsertOpConfParamValid(const std::string insert_op_conf) {
  419. if ((!insert_op_conf.empty()) &&
  420. (!CheckInputPathValid(insert_op_conf, "--insert_op_conf"))) {
  421. GELOGE(ge::PARAM_INVALID, "insert op config file not found: %s", insert_op_conf.c_str());
  422. return ge::PARAM_INVALID;
  423. }
  424. return ge::SUCCESS;
  425. }
  426. Status CheckDisableReuseMemoryParamValid(const std::string disable_reuse_memory) {
  427. if ((disable_reuse_memory != "") && (disable_reuse_memory != "0") && (disable_reuse_memory != "1")) {
  428. ErrorManager::GetInstance().ATCReportErrMessage("E10006", {"parameter"}, {"disable_reuse_memory"});
  429. GELOGE(ge::PARAM_INVALID, "Input parameter[--disable_reuse_memory]'s value must be 1 or 0.");
  430. return ge::PARAM_INVALID;
  431. }
  432. return ge::SUCCESS;
  433. }
  434. Status CheckEnableSingleStreamParamValid(const std::string enable_single_stream) {
  435. if ((enable_single_stream != "") && (enable_single_stream != "true") && (enable_single_stream != "false")) {
  436. ErrorManager::GetInstance().ATCReportErrMessage(
  437. "E10005", {"parameter", "value"}, {"enable_single_stream", enable_single_stream});
  438. GELOGE(ge::PARAM_INVALID, "Input parameter[--enable_single_stream]'s value[%s] must be true or false.",
  439. enable_single_stream.c_str());
  440. return ge::PARAM_INVALID;
  441. }
  442. return ge::SUCCESS;
  443. }
  444. Status CheckImplmodeParamValid(const std::string &optypelist_for_implmode, std::string &op_select_implmode) {
  445. // only appointed op_select_implmode, can user appoint optypelist_for_implmode
  446. if (optypelist_for_implmode != "" && op_select_implmode == "") {
  447. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  448. {"--op_select_implmode", op_select_implmode.c_str(), kCompressWeightError});
  449. GELOGE(ge::PARAM_INVALID, "Invalid value for --op_select_implmode[%s], %s.",
  450. op_select_implmode.c_str(), kCompressWeightError);
  451. return ge::PARAM_INVALID;
  452. }
  453. // op_select_implmode default value is high_performance
  454. if (op_select_implmode == "") {
  455. op_select_implmode = IR_OPTION_OP_SELECT_IMPLMODE_DEFAULT;
  456. } else {
  457. if (op_select_implmode != IR_OPTION_OP_SELECT_IMPLMODE_DEFAULT &&
  458. op_select_implmode != IR_OPTION_OP_SELECT_IMPLMODE_PRECISON) {
  459. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  460. {"--op_select_implmode", op_select_implmode.c_str(), kSelectImplmodeError});
  461. GELOGE(ge::PARAM_INVALID, "Invalid value for --op_select_implmode[%s], %s.",
  462. op_select_implmode.c_str(), kSelectImplmodeError);
  463. return ge::PARAM_INVALID;
  464. }
  465. }
  466. return ge::SUCCESS;
  467. }
  468. void PrintOptionMap(std::map<std::string, std::string> &options, std::string tips) {
  469. for (auto iter = options.begin(); iter != options.end(); iter++) {
  470. std::string key = iter->first;
  471. std::string option_name = iter->second;
  472. GELOGD("%s set successfully, option_key=%s, option_value=%s", tips.c_str(), key.c_str(), option_name.c_str());
  473. }
  474. }
  475. void EraseEndSemicolon(string &param) {
  476. if (param.empty()) {
  477. return;
  478. }
  479. if (param.back() == ';') {
  480. param.erase(param.end() - 1);
  481. }
  482. }
  483. } // 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