You can not select more than 25 topics Topics must start with a chinese character,a letter or number, can include dashes ('-') and can be up to 35 characters long.

atc_ir_common.cc 23 kB

4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519
  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. using std::pair;
  23. using std::string;
  24. using std::vector;
  25. namespace ge {
  26. namespace {
  27. const int64_t kDynamicInputDim = -1;
  28. const int64_t kDynamicImageSizeNum = 2;
  29. const size_t kMaxDynamicDimNum = 100;
  30. const size_t kMaxNDDimNum = 4;
  31. const size_t kMinNDDimNum = 1;
  32. // datatype/formats from user to GE, Unified to util interface file later
  33. const std::map<std::string, ge::DataType> kOutputTypeSupportDatatype = {
  34. {"FP32", ge::DT_FLOAT}, {"FP16", ge::DT_FLOAT16}, {"UINT8", ge::DT_UINT8}};
  35. const char *const kOutputTypeSupport = "only support FP32, FP16, UINT8";
  36. const std::set<std::string> kBufferOptimizeSupportOption = {"l1_optimize", "l2_optimize", "off_optimize",
  37. "l1_and_l2_optimize"};
  38. // The function is incomplete. Currently, only l2_optimize, off_optimize is supported.
  39. const char *const kBufferOptimizeSupport = "only support l2_optimize, off_optimize";
  40. const char *const IR_OPTION_OP_SELECT_IMPLMODE_DEFAULT = "high_performance";
  41. const char *const IR_OPTION_OP_SELECT_IMPLMODE_PRECISON = "high_precision";
  42. const char *const kInputShapeSample1 = "\"input_name1:n1,c1,h1,w1\"";
  43. const char *const kInputShapeSample2 = "\"input_name1:1,3,224,224\"";
  44. const char *const kSplitError1 = "size not equal to 2 split by \":\"";
  45. const char *const kEmptyError = "can not be empty";
  46. const char *const kFloatNumError = "exist float number";
  47. const char *const kDigitError = "is not digit";
  48. const char *const kCompressWeightError = "it must be appointed when appoint parameter[--optypelist_for_implmode]";
  49. const char *const kSelectImplmodeError = "only support high_performance, high_precision";
  50. const char *const kDynamicBatchSizeError = "It can only contains digit, \",\", \" \"";
  51. vector<string> SplitInputShape(const std::string &input_shape) {
  52. vector<string> shape_pair_vec;
  53. size_t pos = input_shape.rfind(":");
  54. if (pos != std::string::npos) {
  55. shape_pair_vec.emplace_back(input_shape.substr(0, pos));
  56. shape_pair_vec.emplace_back(input_shape.substr(pos + 1, input_shape.size() - pos));
  57. }
  58. return shape_pair_vec;
  59. }
  60. } // namespace
  61. bool CheckDynamicBatchSizeInputShapeValid(unordered_map<string, vector<int64_t>> shape_map,
  62. std::string &dynamic_batch_size) {
  63. int32_t size = 0;
  64. for (auto iter = shape_map.begin(); iter != shape_map.end(); ++iter) {
  65. vector<int64_t> shape = iter->second;
  66. if (shape.empty()) {
  67. ErrorManager::GetInstance().ATCReportErrMessage("E10012");
  68. GELOGE(ge::PARAM_INVALID, "--input_shape's shape size can not be less than 1 when set --dynamic_batch_size.");
  69. return false;
  70. }
  71. if (std::count(shape.begin(), shape.end(), kDynamicInputDim) == 0) {
  72. continue;
  73. }
  74. bool ret = multibatch::CheckDynamicBatchShape(shape, iter->first);
  75. if (ret) {
  76. size++;
  77. }
  78. }
  79. if (size == 0) {
  80. ErrorManager::GetInstance().ATCReportErrMessage("E10031");
  81. GELOGE(ge::PARAM_INVALID, "At least one batch n must be equal to -1 when set --dynamic_batch_size.");
  82. return false;
  83. }
  84. for (char c : dynamic_batch_size) {
  85. if (!isdigit(c) && (c != ',') && (c != ' ')) {
  86. ErrorManager::GetInstance().ATCReportErrMessage(
  87. "E10033", {"value", "reason"}, {dynamic_batch_size, kDynamicBatchSizeError});
  88. GELOGE(ge::PARAM_INVALID, "Input parameter[--dynamic_batch_size]'s value[%s] is invalid. reason: %s",
  89. dynamic_batch_size.c_str(), kDynamicBatchSizeError);
  90. return false;
  91. }
  92. }
  93. if (dynamic_batch_size.back() == ',') {
  94. dynamic_batch_size.erase(dynamic_batch_size.end() - 1);
  95. }
  96. return true;
  97. }
  98. bool CheckDynamicImagesizeInputShapeValid(unordered_map<string, vector<int64_t>> shape_map,
  99. const std::string input_format, std::string &dynamic_image_size) {
  100. int32_t size = 0;
  101. for (auto iter = shape_map.begin(); iter != shape_map.end(); ++iter) {
  102. vector<int64_t> shape = iter->second;
  103. // only support four dim
  104. if (shape.size() != DIM_DEFAULT_SIZE) {
  105. if (std::count(shape.begin(), shape.end(), kDynamicInputDim) > 0) {
  106. ErrorManager::GetInstance().ATCReportErrMessage("E10019");
  107. GELOGE(ge::PARAM_INVALID,
  108. "--input_shape's shape is invalid, only height and width can be -1 when set --dynamic_image_size.");
  109. return false;
  110. }
  111. continue;
  112. }
  113. if (std::count(shape.begin(), shape.end(), kDynamicInputDim) == 0) {
  114. continue;
  115. }
  116. auto ret = multibatch::CheckDynamicImageSizeShape(shape, iter->first, input_format);
  117. if (ret) {
  118. size++;
  119. } else {
  120. return ret;
  121. }
  122. }
  123. if (size == 0) {
  124. ErrorManager::GetInstance().ATCReportErrMessage("E10019");
  125. GELOGE(ge::PARAM_INVALID,
  126. "--input_shape's shape is invalid, only height and width can be -1 when set --dynamic_image_size.");
  127. return false;
  128. }
  129. EraseEndSemicolon(dynamic_image_size);
  130. // Different parameter sets are split string by ';'
  131. std::vector<std::string> split_set = StringUtils::Split(dynamic_image_size, ';');
  132. // Different dimensions are split by ','
  133. std::vector<std::string> split_dim;
  134. for (auto str : split_set) {
  135. split_dim = StringUtils::Split(str, ',');
  136. if (split_dim.size() != static_cast<size_t>(kDynamicImageSizeNum)) {
  137. ErrorManager::GetInstance().ATCReportErrMessage("E10020", {"DynamicImageSizeNum"},
  138. {std::to_string(kDynamicImageSizeNum)});
  139. GELOGE(ge::PARAM_INVALID,
  140. "--dynamic_image_size's number of dimensions of each "
  141. "group must be %ld.",
  142. kDynamicImageSizeNum);
  143. return false;
  144. }
  145. }
  146. return true;
  147. }
  148. bool CheckDynamicDimsInputShapeValid(const unordered_map<string, vector<int64_t>> &shape_map,
  149. string input_format, string &dynamic_dims) {
  150. if (input_format != "ND") {
  151. ErrorManager::GetInstance().ATCReportErrMessage(
  152. "E10001", {"parameter", "value", "reason"},
  153. {"--input_format", input_format.c_str(), "input_format must be ND when set dynamic_dims"});
  154. GELOGE(ge::PARAM_INVALID, "input_format must be ND when set dynamic_dims.");
  155. return false;
  156. }
  157. int32_t dynamic_dim = 0;
  158. for (auto &info_shapes : shape_map) {
  159. auto &shapes = info_shapes.second;
  160. if (shapes.size() > kMaxNDDimNum || shapes.size() < kMinNDDimNum) {
  161. ErrorManager::GetInstance().ATCReportErrMessage(
  162. "E10001", {"parameter", "value", "reason"},
  163. {"--input_shape's dim", std::to_string(shapes.size()), "Dim num must within [1, 4] when set dynamic_dims"});
  164. GELOGE(ge::PARAM_INVALID, "Dim num must within [%zu, %zu] when set dynamic_dims.", kMinNDDimNum, kMaxNDDimNum);
  165. return false;
  166. }
  167. dynamic_dim += std::count(shapes.begin(), shapes.end(), kDynamicInputDim);
  168. }
  169. if (dynamic_dim == 0) {
  170. ErrorManager::GetInstance().ATCReportErrMessage(
  171. "E10001", {"parameter", "value", "reason"},
  172. {"--input_shape's dynamic dim num", "0", "at least one dim should be -1 when set dynamic_dims"});
  173. GELOGE(ge::PARAM_INVALID, "input_shape's shape is invalid, at least one dim should be -1 when set dynamic_dims.");
  174. return false;
  175. }
  176. if (!CheckAndParseDynamicDims(dynamic_dim, dynamic_dims)) {
  177. GELOGE(ge::PARAM_INVALID, "Check and parse dynamic dims: %s failed.", dynamic_dims.c_str());
  178. return false;
  179. }
  180. return true;
  181. }
  182. bool CheckAndParseDynamicDims(int32_t dynamic_dim_num, std::string &dynamic_dims) {
  183. EraseEndSemicolon(dynamic_dims);
  184. if (dynamic_dims.empty()) {
  185. ErrorManager::GetInstance().ATCReportErrMessage(
  186. "E10001", {"parameter", "value", "reason"},
  187. {"--dynamic_dims", dynamic_dims.c_str(), "dynamic_dims can not be empty"});
  188. GELOGE(ge::PARAM_INVALID, "dynamic_dims can not be empty.");
  189. return false;
  190. }
  191. // Different parameter sets are split by ';'
  192. vector<string> split_set = StringUtils::Split(dynamic_dims, ';');
  193. if (split_set.size() > kMaxDynamicDimNum) {
  194. ErrorManager::GetInstance().ATCReportErrMessage(
  195. "E10042", {"parameter", "reason"}, {"dynamic_dims", "dynamic_dims's num of parameter set can not exceed 100"});
  196. GELOGE(ge::PARAM_INVALID, "dynamic_dims's num of parameter set can not exceed %zu.", kMaxDynamicDimNum);
  197. return false;
  198. }
  199. for (auto split_dim : split_set) {
  200. vector<string> one_set = StringUtils::Split(split_dim, ',');
  201. if (one_set.size() != static_cast<size_t>(dynamic_dim_num)) {
  202. ErrorManager::GetInstance().ATCReportErrMessage(
  203. "E10042", {"parameter", "reason"},
  204. {"dynamic_dims", "Each gear setting needs to be consistent with the number of -1 in the inputshape"});
  205. GELOGE(ge::PARAM_INVALID, "Input parameter --dynamic_dims parse failed, "
  206. "reason: Each gear setting needs to be consistent with the number of -1 in the inputshape.");
  207. return false;
  208. }
  209. for (auto dim : one_set) {
  210. for (auto c : dim) {
  211. if (!isdigit(c)) {
  212. ErrorManager::GetInstance().ATCReportErrMessage(
  213. "E10001", {"parameter", "value", "reason"},
  214. {"--dynamic_dims's parameter", dim.c_str(), "must be positive integer"});
  215. GELOGE(ge::PARAM_INVALID, "dynamic_dims's parameter must be positive integer.");
  216. return false;
  217. }
  218. }
  219. }
  220. }
  221. return true;
  222. }
  223. Status CheckDynamicInputParamValid(string &dynamic_batch_size, string &dynamic_image_size, string &dynamic_dims,
  224. const string input_shape, const string input_format, bool &is_dynamic_input) {
  225. int32_t param_size = static_cast<int32_t>(!dynamic_batch_size.empty()) +
  226. static_cast<int32_t>(!dynamic_image_size.empty()) + static_cast<int32_t>(!dynamic_dims.empty());
  227. if (param_size > 1) {
  228. ErrorManager::GetInstance().ATCReportErrMessage("E10009", {"parameter0", "parameter1", "parameter2"},
  229. {"dynamic_batch_size", "dynamic_image_size", "dynamic_dims"});
  230. GELOGE(ge::PARAM_INVALID, "dynamic_batch_size, dynamic_image_size and dynamic_dims can only be set one");
  231. return ge::PARAM_INVALID;
  232. }
  233. if (param_size == 0) {
  234. return ge::SUCCESS;
  235. }
  236. unordered_map<string, vector<int64_t>> shape_map;
  237. vector<pair<string, vector<int64_t>>> user_shape_map;
  238. is_dynamic_input = true;
  239. if (input_shape.empty()) {
  240. ErrorManager::GetInstance().ATCReportErrMessage("E10004", {"parameter"}, {"input_shape"});
  241. GELOGE(ge::PARAM_INVALID, "The input_shape can not be empty in dynamic input size scenario.");
  242. return ge::PARAM_INVALID;
  243. }
  244. if (!ParseInputShape(input_shape, shape_map, user_shape_map, is_dynamic_input)) {
  245. GELOGE(ge::PARAM_INVALID, "Failed to parse input shape: %s", input_shape.c_str());
  246. return ge::PARAM_INVALID;
  247. }
  248. if (!dynamic_batch_size.empty()) {
  249. if (!CheckDynamicBatchSizeInputShapeValid(shape_map, dynamic_batch_size)) {
  250. GELOGE(ge::PARAM_INVALID, "Check dynamic batch size input shape failed: %s", input_shape.c_str());
  251. return ge::PARAM_INVALID;
  252. }
  253. }
  254. if (!dynamic_image_size.empty()) {
  255. if (!CheckDynamicImagesizeInputShapeValid(shape_map, input_format, dynamic_image_size)) {
  256. GELOGE(ge::PARAM_INVALID, "Check dynamic image size input shape failed: %s", input_shape.c_str());
  257. return ge::PARAM_INVALID;
  258. }
  259. }
  260. if (!dynamic_dims.empty()) {
  261. if (!CheckDynamicDimsInputShapeValid(shape_map, input_format, dynamic_dims)) {
  262. GELOGE(ge::PARAM_INVALID, "Check dynamic dims: %s of input shape: %s failed.", dynamic_dims.c_str(),
  263. input_shape.c_str());
  264. return ge::PARAM_INVALID;
  265. }
  266. }
  267. return ge::SUCCESS;
  268. }
  269. bool ParseInputShape(const string &input_shape, unordered_map<string, vector<int64_t>> &shape_map,
  270. vector<pair<string, vector<int64_t>>> &user_shape_map, bool is_dynamic_input) {
  271. vector<string> shape_vec = StringUtils::Split(input_shape, ';');
  272. const int DEFAULT_SHAPE_PAIR_SIZE = 2;
  273. for (const auto &shape : shape_vec) {
  274. vector<string> shape_pair_vec = SplitInputShape(shape);
  275. if (shape_pair_vec.size() != DEFAULT_SHAPE_PAIR_SIZE) {
  276. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  277. {shape, kSplitError1, kInputShapeSample1});
  278. GELOGW("Parse input parameter [--input_shape]'s shape[%s] failed, reason: %s, correct sample is %s.",
  279. shape.c_str(), kSplitError1, kInputShapeSample1);
  280. return false;
  281. }
  282. if (shape_pair_vec[1].empty()) {
  283. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  284. {shape, kEmptyError, kInputShapeSample1});
  285. GELOGW("Parse input parameter [--input_shape]'s shape[%s] failed, reason: %s, correct sample is %s.",
  286. shape.c_str(), kEmptyError, kInputShapeSample1);
  287. return false;
  288. }
  289. vector<string> shape_value_strs = StringUtils::Split(shape_pair_vec[1], ',');
  290. vector<int64_t> shape_values;
  291. for (auto &shape_value_str : shape_value_strs) {
  292. // stoul: The method may throw an exception: invalid_argument/out_of_range
  293. if (std::string::npos != shape_value_str.find('.')) {
  294. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  295. {shape, kFloatNumError, kInputShapeSample2});
  296. GELOGW("Parse input parameter [--input_shape]'s shape[%s] failed, reason: %s, correct sample is %s.",
  297. shape.c_str(), kFloatNumError, kInputShapeSample2);
  298. return false;
  299. }
  300. long left_result = 0;
  301. try {
  302. left_result = stol(StringUtils::Trim(shape_value_str));
  303. if (!shape_value_str.empty() && (shape_value_str.front() == '-')) {
  304. // The value maybe dynamic shape [-1], need substr it and verify isdigit.
  305. shape_value_str = shape_value_str.substr(1);
  306. }
  307. for (char c : shape_value_str) {
  308. if (!isdigit(c)) {
  309. ErrorManager::GetInstance().ATCReportErrMessage("E10002", {"shape", "reason", "sample"},
  310. {shape, kDigitError, kInputShapeSample2});
  311. GELOGE(PARAM_INVALID, "--input_shape's shape value[%s] is not digit", shape_value_str.c_str());
  312. return false;
  313. }
  314. }
  315. } catch (const std::out_of_range &) {
  316. ErrorManager::GetInstance().ATCReportErrMessage("E10013", {"parameter", "value"},
  317. {"--input_shape", shape_value_str});
  318. GELOGW("Input parameter[--input_shape]’s value[%s] cause out of range execption!", shape_value_str.c_str());
  319. return false;
  320. } catch (const std::invalid_argument &) {
  321. ErrorManager::GetInstance().ATCReportErrMessage("E10014", {"parameter", "value"},
  322. {"--input_shape", shape_value_str});
  323. GELOGW("Input parameter[--input_shape]’s value[%s] cause invalid argument!", shape_value_str.c_str());
  324. return false;
  325. } catch (...) {
  326. ErrorManager::GetInstance().ATCReportErrMessage("E10015", {"parameter", "value"},
  327. {"--input_shape", shape_value_str});
  328. GELOGW("Input parameter[--input_shape]’s value[%s] cause unkown execption!", shape_value_str.c_str());
  329. return false;
  330. }
  331. int64_t result = left_result;
  332. // - 1 is not currently supported
  333. if (!is_dynamic_input && result <= 0) {
  334. ErrorManager::GetInstance().ATCReportErrMessage("E10011", {"shape", "result"}, {shape, std::to_string(result)});
  335. GELOGW(
  336. "Input parameter[--input_shape]’s shape value[%s] is invalid, "
  337. "expect positive integer, but value is %ld.",
  338. shape.c_str(), result);
  339. return false;
  340. }
  341. shape_values.push_back(result);
  342. }
  343. shape_map.emplace(make_pair(StringUtils::Trim(shape_pair_vec[0]), shape_values));
  344. user_shape_map.push_back(make_pair(StringUtils::Trim(shape_pair_vec[0]), shape_values));
  345. }
  346. return true;
  347. }
  348. Status CheckOutputTypeParamValid(const std::string output_type) {
  349. if ((!output_type.empty()) && (kOutputTypeSupportDatatype.find(output_type) == kOutputTypeSupportDatatype.end())) {
  350. ErrorManager::GetInstance().ATCReportErrMessage(
  351. "E10001", {"parameter", "value", "reason"}, {"--output_type", output_type, kOutputTypeSupport});
  352. GELOGE(ge::PARAM_INVALID,
  353. "Invalid value for --output_type[%s], %s.", output_type.c_str(), kOutputTypeSupport);
  354. return ge::PARAM_INVALID;
  355. }
  356. return ge::SUCCESS;
  357. }
  358. Status CheckBufferOptimizeParamValid(const std::string buffer_optimize) {
  359. if ((!buffer_optimize.empty()) &&
  360. (kBufferOptimizeSupportOption.find(buffer_optimize) == kBufferOptimizeSupportOption.end())) {
  361. ErrorManager::GetInstance().ATCReportErrMessage(
  362. "E10001", {"parameter", "value", "reason"}, {"--buffer_optimize", buffer_optimize, kBufferOptimizeSupport});
  363. GELOGE(ge::PARAM_INVALID,
  364. "Invalid value for --buffer_optimize[%s], %s.", buffer_optimize.c_str(), kBufferOptimizeSupport);
  365. return ge::PARAM_INVALID;
  366. }
  367. return ge::SUCCESS;
  368. }
  369. Status CheckCompressWeightParamValid(const std::string enable_compress_weight, const std::string compress_weight_conf) {
  370. if ((!compress_weight_conf.empty()) &&
  371. (!CheckInputPathValid(compress_weight_conf, "--compress_weight_conf"))) {
  372. GELOGE(ge::PARAM_INVALID, "compress weight config file not found, file_name:%s", compress_weight_conf.c_str());
  373. return ge::PARAM_INVALID;
  374. }
  375. if ((enable_compress_weight != "") && (enable_compress_weight != "true") && (enable_compress_weight != "false")) {
  376. ErrorManager::GetInstance().ATCReportErrMessage(
  377. "E10005", {"parameter", "value"}, {"enable_compress_weight", enable_compress_weight});
  378. GELOGE(ge::PARAM_INVALID,
  379. "Input parameter[--enable_compress_weight]'s value[%s] must be true or false.", enable_compress_weight.c_str());
  380. return ge::PARAM_INVALID;
  381. }
  382. if ((enable_compress_weight == "true") && (!compress_weight_conf.empty())) {
  383. ErrorManager::GetInstance().ATCReportErrMessage("E10047", {"parameter0", "parameter1"},
  384. {"enable_compress_weight", "compress_weight_conf"});
  385. GELOGE(ge::PARAM_INVALID, "enable_compress_weight and compress_weight_conf can not both exist!!");
  386. return ge::PARAM_INVALID;
  387. }
  388. return ge::SUCCESS;
  389. }
  390. int CheckLogParamValidAndSetLogLevel(const std::string log) {
  391. int ret = -1;
  392. if (log == "default") {
  393. ret = 0;
  394. } else if (log == "null") {
  395. ret = dlog_setlevel(-1, DLOG_NULL, 0);
  396. } else if (log == "debug") {
  397. ret = dlog_setlevel(-1, DLOG_DEBUG, 1);
  398. } else if (log == "info") {
  399. ret = dlog_setlevel(-1, DLOG_INFO, 1);
  400. } else if (log == "warning") {
  401. ret = dlog_setlevel(-1, DLOG_WARN, 1);
  402. } else if (log == "error") {
  403. ret = dlog_setlevel(-1, DLOG_ERROR, 1);
  404. } else {
  405. GELOGE(ge::PARAM_INVALID, "invalid value for log:%s, only support debug, info, warning, error, null", log.c_str());
  406. return ret;
  407. }
  408. if (ret != 0) {
  409. GELOGE(ge::PARAM_INVALID, "Log setlevel fail !");
  410. }
  411. return ret;
  412. }
  413. Status CheckInsertOpConfParamValid(const std::string insert_op_conf) {
  414. if ((!insert_op_conf.empty()) &&
  415. (!CheckInputPathValid(insert_op_conf, "--insert_op_conf"))) {
  416. GELOGE(ge::PARAM_INVALID, "insert op config file not found: %s", insert_op_conf.c_str());
  417. return ge::PARAM_INVALID;
  418. }
  419. return ge::SUCCESS;
  420. }
  421. Status CheckDisableReuseMemoryParamValid(const std::string disable_reuse_memory) {
  422. if ((disable_reuse_memory != "") && (disable_reuse_memory != "0") && (disable_reuse_memory != "1")) {
  423. ErrorManager::GetInstance().ATCReportErrMessage("E10006", {"parameter"}, {"disable_reuse_memory"});
  424. GELOGE(ge::PARAM_INVALID, "Input parameter[--disable_reuse_memory]'s value must be 1 or 0.");
  425. return ge::PARAM_INVALID;
  426. }
  427. return ge::SUCCESS;
  428. }
  429. Status CheckEnableSingleStreamParamValid(const std::string enable_single_stream) {
  430. if ((enable_single_stream != "") && (enable_single_stream != "true") && (enable_single_stream != "false")) {
  431. ErrorManager::GetInstance().ATCReportErrMessage(
  432. "E10005", {"parameter", "value"}, {"enable_single_stream", enable_single_stream});
  433. GELOGE(ge::PARAM_INVALID, "Input parameter[--enable_single_stream]'s value[%s] must be true or false.",
  434. enable_single_stream.c_str());
  435. return ge::PARAM_INVALID;
  436. }
  437. return ge::SUCCESS;
  438. }
  439. Status CheckImplmodeParamValid(const std::string &optypelist_for_implmode, std::string &op_select_implmode) {
  440. // only appointed op_select_implmode, can user appoint optypelist_for_implmode
  441. if (optypelist_for_implmode != "" && op_select_implmode == "") {
  442. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  443. {"--op_select_implmode", op_select_implmode.c_str(), kCompressWeightError});
  444. GELOGE(ge::PARAM_INVALID, "Invalid value for --op_select_implmode[%s], %s.",
  445. op_select_implmode.c_str(), kCompressWeightError);
  446. return ge::PARAM_INVALID;
  447. }
  448. // op_select_implmode default value is high_performance
  449. if (op_select_implmode == "") {
  450. op_select_implmode = IR_OPTION_OP_SELECT_IMPLMODE_DEFAULT;
  451. } else {
  452. if (op_select_implmode != IR_OPTION_OP_SELECT_IMPLMODE_DEFAULT &&
  453. op_select_implmode != IR_OPTION_OP_SELECT_IMPLMODE_PRECISON) {
  454. ErrorManager::GetInstance().ATCReportErrMessage("E10001", {"parameter", "value", "reason"},
  455. {"--op_select_implmode", op_select_implmode.c_str(), kSelectImplmodeError});
  456. GELOGE(ge::PARAM_INVALID, "Invalid value for --op_select_implmode[%s], %s.",
  457. op_select_implmode.c_str(), kSelectImplmodeError);
  458. return ge::PARAM_INVALID;
  459. }
  460. }
  461. return ge::SUCCESS;
  462. }
  463. void PrintOptionMap(std::map<std::string, std::string> &options, std::string tips) {
  464. for (auto iter = options.begin(); iter != options.end(); iter++) {
  465. std::string key = iter->first;
  466. std::string option_name = iter->second;
  467. GELOGI("%s set successfully, option_key=%s, option_value=%s", tips.c_str(), key.c_str(), option_name.c_str());
  468. }
  469. }
  470. void EraseEndSemicolon(string &param) {
  471. if (param.empty()) {
  472. return;
  473. }
  474. if (param.back() == ';') {
  475. param.erase(param.end() - 1);
  476. }
  477. }
  478. } // 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