Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 1 | |
Jared Smolens | 62a7b7f | 2022-03-19 05:42:27 +0000 | [diff] [blame] | 2 | // Copyright (c) 2020-2022, ARM Limited. |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 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 | |
Matthew Sloyan | ba5fad3 | 2022-09-26 13:31:43 +0100 | [diff] [blame] | 16 | #include "model_runner.h" |
| 17 | #include "version.h" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 18 | |
Matthew Sloyan | ba5fad3 | 2022-09-26 13:31:43 +0100 | [diff] [blame] | 19 | #include "command_line_utils.h" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 20 | #include "ops/op_factory.h" |
| 21 | #include "subgraph_traverser.h" |
| 22 | #include "tosa_serialization_handler.h" |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame^] | 23 | #include "arith_util.h" |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 24 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 25 | #include <fstream> |
Matthew Sloyan | ba5fad3 | 2022-09-26 13:31:43 +0100 | [diff] [blame] | 26 | #include <iostream> |
| 27 | #include <stdio.h> |
| 28 | #include <Eigen/CXX11/Tensor> |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 29 | #include <nlohmann/json.hpp> |
| 30 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 31 | using namespace TosaReference; |
| 32 | using namespace tosa; |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 33 | using json = nlohmann::json; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 34 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 35 | int initTestDesc(json& test_desc); |
| 36 | int readInputTensors(SubgraphTraverser& gt, json test_desc); |
| 37 | int writeFinalTensors(SubgraphTraverser& gt, json test_desc); |
| 38 | int loadGraph(TosaSerializationHandler& tsh, json test_desc); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 39 | |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 40 | int main(int argc, char** argv) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 41 | { |
Matthew Sloyan | ba5fad3 | 2022-09-26 13:31:43 +0100 | [diff] [blame] | 42 | TosaVersion model_version(TOSA_REFERENCE_MODEL_VERSION_MAJOR, |
| 43 | TOSA_REFERENCE_MODEL_VERSION_MINOR, |
| 44 | TOSA_REFERENCE_MODEL_VERSION_PATCH, |
| 45 | TOSA_REFERENCE_MODEL_VERSION_DRAFT); |
Kevin Cheng | 1009674 | 2021-10-20 19:51:41 +0000 | [diff] [blame] | 46 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 47 | // Initialize configuration and debug subsystems |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 48 | g_func_debug.init_debug(0); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 49 | |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 50 | if (func_model_parse_cmd_line(g_func_config, g_func_debug, argc, argv, model_version.to_string().c_str())) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 51 | { |
| 52 | return 1; |
| 53 | } |
| 54 | |
Kevin Cheng | 1009674 | 2021-10-20 19:51:41 +0000 | [diff] [blame] | 55 | TosaSerializationHandler tsh; |
| 56 | TosaVersion::compat_t is_compat = model_version.is_compatible(tsh.GetVersion()); |
| 57 | switch (is_compat) |
| 58 | { |
| 59 | case TosaVersion::compat_t::COMPLETELY_COMPATIBLE: |
| 60 | break; |
| 61 | case TosaVersion::compat_t::PARTIALLY_COMPATIBLE: |
| 62 | printf("WARNING: Reference model version %s is partially compatible with serializer version %s\n", |
| 63 | model_version.to_string().c_str(), tsh.GetVersion().to_string().c_str()); |
| 64 | break; |
| 65 | case TosaVersion::compat_t::NOT_COMPATIBLE: |
| 66 | printf("ERROR: Reference model version %s is not compatible with serializer version %s\n", |
| 67 | model_version.to_string().c_str(), tsh.GetVersion().to_string().c_str()); |
| 68 | return TOSA_VERSION_MISMATCH; |
| 69 | } |
| 70 | |
James Ward | 24dbc42 | 2022-10-19 12:20:31 +0100 | [diff] [blame^] | 71 | g_func_config.float_is_big_endian = float_is_big_endian(); |
| 72 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 73 | json test_desc; |
| 74 | |
| 75 | // Initialize test descriptor |
| 76 | if (initTestDesc(test_desc)) |
| 77 | { |
Kevin Cheng | 903763c | 2021-09-28 16:14:52 -0700 | [diff] [blame] | 78 | FATAL_ERROR("Unable to load test json"); |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 79 | } |
| 80 | |
| 81 | if (loadGraph(tsh, test_desc)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 82 | { |
Kevin Cheng | 903763c | 2021-09-28 16:14:52 -0700 | [diff] [blame] | 83 | FATAL_ERROR("Unable to load graph"); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 84 | } |
| 85 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 86 | SubgraphTraverser main_gt(tsh.GetMainBlock(), &tsh); |
| 87 | |
| 88 | if (main_gt.initializeGraph()) |
| 89 | { |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 90 | WARNING("Unable to initialize main graph traverser."); |
| 91 | goto done; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 92 | } |
| 93 | |
| 94 | if (main_gt.linkTensorsAndNodes()) |
| 95 | { |
Kevin Cheng | 903763c | 2021-09-28 16:14:52 -0700 | [diff] [blame] | 96 | WARNING("Failed to link tensors and nodes"); |
| 97 | goto done; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 98 | } |
| 99 | |
| 100 | if (main_gt.validateGraph()) |
| 101 | { |
Kevin Cheng | 6097c3d | 2021-09-23 15:25:24 -0700 | [diff] [blame] | 102 | WARNING("Failed to validate graph. Evaluation aborted."); |
Kevin Cheng | 6097c3d | 2021-09-23 15:25:24 -0700 | [diff] [blame] | 103 | goto done; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 104 | } |
| 105 | |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 106 | if (main_gt.allocateTensor()) |
| 107 | { |
| 108 | WARNING("Failed to allocate tensor. Evaluation aborted."); |
| 109 | goto done; |
| 110 | } |
| 111 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 112 | if (g_func_config.validate_only) |
| 113 | { |
| 114 | goto done; |
| 115 | } |
| 116 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 117 | if (readInputTensors(main_gt, test_desc)) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 118 | { |
Kevin Cheng | 903763c | 2021-09-28 16:14:52 -0700 | [diff] [blame] | 119 | FATAL_ERROR("Unable to read input tensors"); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 120 | } |
| 121 | |
| 122 | if (g_func_config.eval) |
| 123 | { |
| 124 | |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 125 | // evaluateAll() returns 1 if graph evaluation is forced to be terminated earlier. |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 126 | if (main_gt.evaluateAll()) |
| 127 | { |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 128 | ASSERT_MSG(main_gt.getGraphStatus() != GraphStatus::TOSA_VALID, |
| 129 | "Upon evaluateAll() returning 1, graph can not be VALID."); |
| 130 | } |
| 131 | else |
| 132 | { |
| 133 | ASSERT_MSG(main_gt.getGraphStatus() == GraphStatus::TOSA_VALID || |
| 134 | main_gt.getGraphStatus() == GraphStatus::TOSA_UNPREDICTABLE, |
| 135 | "Upon evaluateAll() returning 0, graph can only be VALID/UNPREDICTABLE."); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 136 | } |
| 137 | |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 138 | // Only generate output tensor if graph is valid. |
| 139 | if (main_gt.getGraphStatus() == GraphStatus::TOSA_VALID) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 140 | { |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 141 | // make sure output tensor is evaluated and show its value |
| 142 | int num_output_tensors = main_gt.getNumOutputTensors(); |
| 143 | bool all_output_valid = true; |
| 144 | for (int i = 0; i < num_output_tensors; i++) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 145 | { |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 146 | const Tensor* ct = main_gt.getOutputTensor(i); |
| 147 | ASSERT_MEM(ct); |
| 148 | if (!ct->getIsValid()) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 149 | { |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 150 | ct->dumpTensorParams(g_func_debug.func_debug_file); |
| 151 | if (DEBUG_ENABLED(DEBUG_VERB_HIGH, GT)) |
| 152 | { |
| 153 | ct->dumpTensor(g_func_debug.func_debug_file); |
| 154 | } |
| 155 | all_output_valid = false; |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 156 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 157 | } |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 158 | if (!all_output_valid) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 159 | { |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 160 | main_gt.dumpGraph(g_func_debug.func_debug_file); |
Kevin Cheng | 903763c | 2021-09-28 16:14:52 -0700 | [diff] [blame] | 161 | FATAL_ERROR( |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 162 | "SubgraphTraverser \"main\" error: Output tensors are not all valid at the end of evaluation."); |
| 163 | } |
| 164 | |
| 165 | if (g_func_config.output_tensors) |
| 166 | { |
| 167 | if (writeFinalTensors(main_gt, test_desc)) |
| 168 | { |
| 169 | WARNING("Errors encountered in saving output tensors"); |
| 170 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 171 | } |
| 172 | } |
| 173 | } |
| 174 | |
| 175 | done: |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 176 | switch (main_gt.getGraphStatus()) |
| 177 | { |
| 178 | case GraphStatus::TOSA_VALID: |
| 179 | // Result is valid. |
| 180 | break; |
| 181 | case GraphStatus::TOSA_UNPREDICTABLE: |
| 182 | fprintf(stderr, "Graph result: UNPREDICTABLE.\n"); |
| 183 | break; |
| 184 | case GraphStatus::TOSA_ERROR: |
| 185 | fprintf(stderr, "Graph result: ERROR.\n"); |
| 186 | break; |
| 187 | default: |
| 188 | fprintf(stderr, "Unknown graph status code=%d.\n", (int)main_gt.getGraphStatus()); |
| 189 | } |
| 190 | |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 191 | g_func_debug.fini_debug(); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 192 | |
Kevin Cheng | acb550f | 2021-06-29 15:32:19 -0700 | [diff] [blame] | 193 | return (int)main_gt.getGraphStatus(); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 194 | } |
| 195 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 196 | int loadGraph(TosaSerializationHandler& tsh, json test_desc) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 197 | { |
| 198 | char graph_fullname[1024]; |
| 199 | |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 200 | snprintf(graph_fullname, sizeof(graph_fullname), "%s/%s", g_func_config.flatbuffer_dir.c_str(), |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 201 | test_desc["tosa_file"].get<std::string>().c_str()); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 202 | |
| 203 | if (strlen(graph_fullname) <= 2) |
| 204 | { |
Kevin Cheng | 903763c | 2021-09-28 16:14:52 -0700 | [diff] [blame] | 205 | FATAL_ERROR("Missing required argument: Check \"tosa_file\" in .json specified by -Ctosa_desc="); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 206 | } |
| 207 | |
| 208 | const char JSON_EXT[] = ".json"; |
| 209 | int is_json = 0; |
| 210 | { |
| 211 | // look for JSON file extension |
| 212 | size_t suffix_len = strlen(JSON_EXT); |
| 213 | size_t str_len = strlen(graph_fullname); |
| 214 | |
| 215 | if (str_len > suffix_len && strncasecmp(graph_fullname + (str_len - suffix_len), JSON_EXT, suffix_len) == 0) |
| 216 | { |
| 217 | is_json = 1; |
| 218 | } |
| 219 | } |
| 220 | |
| 221 | if (is_json) |
| 222 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 223 | if (tsh.LoadFileSchema(g_func_config.operator_fbs.c_str())) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 224 | { |
Kevin Cheng | 903763c | 2021-09-28 16:14:52 -0700 | [diff] [blame] | 225 | FATAL_ERROR("\nJSON file detected. Unable to load TOSA flatbuffer schema from: %s\nCheck -Coperator_fbs=", |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 226 | g_func_config.operator_fbs.c_str()); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 227 | } |
| 228 | |
| 229 | if (tsh.LoadFileJson(graph_fullname)) |
| 230 | { |
Kevin Cheng | 903763c | 2021-09-28 16:14:52 -0700 | [diff] [blame] | 231 | FATAL_ERROR("\nError loading JSON graph file: %s\nCheck -Ctest_desc=, -Ctosa_file= and -Cflatbuffer_dir=", |
| 232 | graph_fullname); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 233 | } |
| 234 | } |
| 235 | else |
| 236 | { |
| 237 | if (tsh.LoadFileTosaFlatbuffer(graph_fullname)) |
| 238 | { |
Kevin Cheng | 903763c | 2021-09-28 16:14:52 -0700 | [diff] [blame] | 239 | FATAL_ERROR( |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 240 | "\nError loading TOSA flatbuffer file: %s\nCheck -Ctest_desc=, -Ctosa_file= and -Cflatbuffer_dir=", |
| 241 | graph_fullname); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 242 | } |
| 243 | } |
| 244 | |
| 245 | return 0; |
| 246 | } |
| 247 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 248 | int readInputTensors(SubgraphTraverser& gt, json test_desc) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 249 | { |
| 250 | int tensorCount = gt.getNumInputTensors(); |
| 251 | Tensor* tensor; |
| 252 | char filename[1024]; |
| 253 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 254 | try |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 255 | { |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 256 | if ((tensorCount != (int)test_desc["ifm_name"].size()) || (tensorCount != (int)test_desc["ifm_file"].size())) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 257 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 258 | WARNING("Number of input tensors(%d) doesn't match name(%ld)/file(%ld) in test descriptor.", tensorCount, |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 259 | test_desc["ifm_name"].size(), test_desc["ifm_file"].size()); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 260 | return 1; |
| 261 | } |
| 262 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 263 | for (int i = 0; i < tensorCount; i++) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 264 | { |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 265 | tensor = gt.getInputTensorByName(test_desc["ifm_name"][i].get<std::string>()); |
| 266 | if (!tensor) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 267 | { |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 268 | WARNING("Unable to find input tensor %s", test_desc["ifm_name"][i].get<std::string>().c_str()); |
| 269 | return 1; |
| 270 | } |
| 271 | |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 272 | snprintf(filename, sizeof(filename), "%s/%s", g_func_config.flatbuffer_dir.c_str(), |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 273 | test_desc["ifm_file"][i].get<std::string>().c_str()); |
| 274 | |
| 275 | DEBUG_MED(GT, "Loading input tensor %s from filename: %s", tensor->getName().c_str(), filename); |
| 276 | |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 277 | if (!tensor->is_allocated()) |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 278 | { |
Kevin Cheng | cc61be3 | 2021-10-14 17:09:57 -0700 | [diff] [blame] | 279 | WARNING("Tensor %s is not allocated before being initialized", tensor->getName().c_str()); |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 280 | return 1; |
| 281 | } |
| 282 | |
| 283 | if (tensor->readFromNpyFile(filename)) |
| 284 | { |
| 285 | WARNING("Unable to read input tensor %s from filename: %s", tensor->getName().c_str(), filename); |
| 286 | tensor->dumpTensorParams(g_func_debug.func_debug_file); |
| 287 | return 1; |
| 288 | } |
| 289 | |
| 290 | // Push ready consumers to the next node list |
| 291 | for (auto gn : tensor->getConsumers()) |
| 292 | { |
| 293 | if (gn->hasAllInputsReady() && !gn->getOnNextNodeList()) |
| 294 | { |
| 295 | gt.addToNextNodeList(gn); |
| 296 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 297 | } |
| 298 | } |
| 299 | } |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 300 | catch (nlohmann::json::type_error& e) |
| 301 | { |
| 302 | WARNING("Fail accessing test descriptor: %s", e.what()); |
| 303 | return 1; |
| 304 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 305 | |
| 306 | if (DEBUG_ENABLED(DEBUG_VERB_HIGH, GT)) |
| 307 | { |
| 308 | gt.dumpNextNodeList(g_func_debug.func_debug_file); |
| 309 | } |
| 310 | |
| 311 | return 0; |
| 312 | } |
| 313 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 314 | int writeFinalTensors(SubgraphTraverser& gt, json test_desc) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 315 | { |
| 316 | int tensorCount = gt.getNumOutputTensors(); |
| 317 | const Tensor* tensor; |
| 318 | char filename[1024]; |
| 319 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 320 | try |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 321 | { |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 322 | if ((tensorCount != (int)test_desc["ofm_name"].size()) || (tensorCount != (int)test_desc["ofm_file"].size())) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 323 | { |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 324 | WARNING("Number of output tensors(%d) doesn't match name(%ld)/file(%ld) in test descriptor.", tensorCount, |
| 325 | test_desc["ofm_name"].size(), test_desc["ofm_file"].size()); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 326 | return 1; |
| 327 | } |
| 328 | |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 329 | for (int i = 0; i < tensorCount; i++) |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 330 | { |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 331 | tensor = gt.getOutputTensorByName(test_desc["ofm_name"][i].get<std::string>()); |
| 332 | if (!tensor) |
| 333 | { |
| 334 | WARNING("Unable to find output tensor %s", test_desc["ofm_name"][i].get<std::string>().c_str()); |
| 335 | return 1; |
| 336 | } |
| 337 | |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 338 | snprintf(filename, sizeof(filename), "%s/%s", g_func_config.output_dir.c_str(), |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 339 | test_desc["ofm_file"][i].get<std::string>().c_str()); |
| 340 | |
| 341 | DEBUG_MED(GT, "Writing output tensor[%d] %s to filename: %s", i, tensor->getName().c_str(), filename); |
| 342 | |
| 343 | if (tensor->writeToNpyFile(filename)) |
| 344 | { |
| 345 | WARNING("Unable to write output tensor[%d] %s to filename: %s", i, tensor->getName().c_str(), filename); |
| 346 | return 1; |
| 347 | } |
| 348 | } |
| 349 | } |
| 350 | catch (nlohmann::json::type_error& e) |
| 351 | { |
| 352 | WARNING("Fail accessing test descriptor: %s", e.what()); |
| 353 | return 1; |
| 354 | } |
| 355 | |
| 356 | return 0; |
| 357 | } |
| 358 | |
| 359 | // Read "foo,bar,..." and return std::vector({foo, bar, ...}) |
| 360 | std::vector<std::string> parseFromString(std::string raw_str) |
| 361 | { |
| 362 | bool last_pair = false; |
| 363 | std::string::size_type start = 0, end; |
| 364 | std::string name; |
| 365 | |
| 366 | std::vector<std::string> result; |
| 367 | do |
| 368 | { |
| 369 | end = raw_str.find(',', start); |
| 370 | if (end == std::string::npos) |
| 371 | last_pair = true; |
| 372 | |
| 373 | name = raw_str.substr(start, end); |
| 374 | |
| 375 | result.push_back(name); |
| 376 | |
| 377 | start = end + 1; // skip comma |
| 378 | } while (!last_pair); |
| 379 | |
| 380 | return result; |
| 381 | } |
| 382 | |
| 383 | int initTestDesc(json& test_desc) |
| 384 | { |
| 385 | std::ifstream ifs(g_func_config.test_desc); |
| 386 | |
| 387 | if (ifs.good()) |
| 388 | { |
| 389 | try |
| 390 | { |
| 391 | test_desc = nlohmann::json::parse(ifs); |
| 392 | } |
| 393 | catch (nlohmann::json::parse_error& e) |
| 394 | { |
| 395 | WARNING("Error parsing test descriptor json: %s", e.what()); |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 396 | return 1; |
| 397 | } |
| 398 | } |
Jared Smolens | 62a7b7f | 2022-03-19 05:42:27 +0000 | [diff] [blame] | 399 | else |
| 400 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 401 | WARNING("Cannot open input file: %s", g_func_config.test_desc.c_str()); |
Jared Smolens | 62a7b7f | 2022-03-19 05:42:27 +0000 | [diff] [blame] | 402 | return 1; |
| 403 | } |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 404 | |
Kevin Cheng | d593414 | 2021-06-28 16:23:24 -0700 | [diff] [blame] | 405 | // Overwrite flatbuffer_dir/output_dir with dirname(g_func_config.test_desc) if it's not specified. |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 406 | if (g_func_config.flatbuffer_dir.empty() || g_func_config.output_dir.empty()) |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 407 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 408 | std::string test_dir = g_func_config.test_desc.substr(0, g_func_config.test_desc.find_last_of("/\\")); |
| 409 | if (g_func_config.flatbuffer_dir.empty()) |
Kevin Cheng | d593414 | 2021-06-28 16:23:24 -0700 | [diff] [blame] | 410 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 411 | g_func_config.flatbuffer_dir = test_dir; |
Kevin Cheng | d593414 | 2021-06-28 16:23:24 -0700 | [diff] [blame] | 412 | } |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 413 | if (g_func_config.output_dir.empty()) |
Kevin Cheng | d593414 | 2021-06-28 16:23:24 -0700 | [diff] [blame] | 414 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 415 | g_func_config.output_dir = test_dir; |
Kevin Cheng | d593414 | 2021-06-28 16:23:24 -0700 | [diff] [blame] | 416 | } |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 417 | } |
| 418 | |
| 419 | // Overwrite test_desc["tosa_file"] if -Ctosa_file= specified. |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 420 | if (!g_func_config.tosa_file.empty()) |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 421 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 422 | test_desc["tosa_file"] = g_func_config.tosa_file; |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 423 | } |
| 424 | |
| 425 | // Overwrite test_desc["ifm_name"] if -Cifm_name= specified. |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 426 | if (!g_func_config.ifm_name.empty()) |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 427 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 428 | std::vector<std::string> ifm_name_vec = parseFromString(g_func_config.ifm_name); |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 429 | test_desc["ifm_name"] = ifm_name_vec; |
| 430 | } |
| 431 | |
| 432 | // Overwrite test_desc["ifm_file"] if -Cifm_file= specified. |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 433 | if (!g_func_config.ifm_file.empty()) |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 434 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 435 | std::vector<std::string> ifm_file_vec = parseFromString(g_func_config.ifm_file); |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 436 | test_desc["ifm_file"] = ifm_file_vec; |
| 437 | } |
| 438 | |
| 439 | // Overwrite test_desc["ofm_name"] if -Cofm_name= specified. |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 440 | if (!g_func_config.ofm_name.empty()) |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 441 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 442 | std::vector<std::string> ofm_name_vec = parseFromString(g_func_config.ofm_name); |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 443 | test_desc["ofm_name"] = ofm_name_vec; |
| 444 | } |
| 445 | |
| 446 | // Overwrite test_desc["ofm_file"] if -Cofm_file= specified. |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 447 | if (!g_func_config.ofm_file.empty()) |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 448 | { |
Eric Kunze | 286f834 | 2022-06-22 11:30:23 -0700 | [diff] [blame] | 449 | std::vector<std::string> ofm_file_vec = parseFromString(g_func_config.ofm_file); |
Kevin Cheng | cd79f0e | 2021-06-03 15:00:34 -0700 | [diff] [blame] | 450 | test_desc["ofm_file"] = ofm_file_vec; |
| 451 | } |
| 452 | |
Eric Kunze | e5e2676 | 2020-10-13 16:11:07 -0700 | [diff] [blame] | 453 | return 0; |
| 454 | } |