Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 1 | // Copyright (c) 2023, ARM Limited. |
| 2 | // |
| 3 | // Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | // you may not use this file except in compliance with the License. |
| 5 | // You may obtain a copy of the License at |
| 6 | // |
| 7 | // http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | // |
| 9 | // Unless required by applicable law or agreed to in writing, software |
| 10 | // distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | // See the License for the specific language governing permissions and |
| 13 | // limitations under the License. |
| 14 | #include "generate.h" |
| 15 | |
| 16 | #include <doctest.h> |
| 17 | |
| 18 | #include <array> |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 19 | #include <sstream> |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 20 | #include <string> |
| 21 | #include <vector> |
| 22 | |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 23 | namespace |
| 24 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 25 | void update_json_template(std::string& str, const std::string& find, const std::string& change) |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 26 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 27 | // Update the 'str' by looking for instances of 'find' and replacing them with 'change' |
| 28 | auto pos = str.find(find); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 29 | while (pos != std::string::npos) |
| 30 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 31 | str.replace(pos, find.length(), change); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 32 | pos = str.find(find); |
| 33 | } |
| 34 | } |
| 35 | |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 36 | void check_value(bool match, uint32_t result, uint32_t expected, uint32_t idx) |
| 37 | { |
| 38 | std::stringstream msg; |
| 39 | msg << "index: " << idx << " expected: " << std::hex << expected << " got: " << result; |
| 40 | if (match) |
| 41 | { |
| 42 | REQUIRE_MESSAGE(expected == result, msg.str()); |
| 43 | } |
| 44 | else |
| 45 | { |
| 46 | REQUIRE_MESSAGE(expected != result, msg.str()); |
| 47 | } |
| 48 | } |
| 49 | |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 50 | template <typename T> |
| 51 | void check_output(const std::vector<T>& results, const std::vector<uint32_t>& expected) |
| 52 | { |
| 53 | for (size_t idx = 0; idx < expected.size(); ++idx) |
| 54 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 55 | check_value(true, *(uint32_t*)&results[idx], expected[idx], idx); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 56 | } |
| 57 | } |
| 58 | |
| 59 | } // namespace |
| 60 | |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 61 | TEST_SUITE_BEGIN("generate"); |
| 62 | |
| 63 | TEST_CASE("negative - api") |
| 64 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 65 | std::string templateJsonCfg = R"({ |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 66 | "tensors" : { |
| 67 | "in1" : { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 68 | "generator": "_GENERATOR_", |
| 69 | "data_type": "_TYPE_", |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 70 | "input_type": "VARIABLE", |
| 71 | "shape" : [ 4, 8, 8 ], |
| 72 | "input_pos": 0, |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 73 | "op" : "_OP_", |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 74 | "dot_product_info": { |
| 75 | "s": 0, |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 76 | "ks": 8, |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 77 | "acc_type": "_TYPE_" |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 78 | } |
| 79 | } |
| 80 | } |
| 81 | })"; |
| 82 | |
| 83 | const std::string tosaName = "in1"; |
| 84 | const size_t tosaElements = 4 * 8 * 8; |
| 85 | const size_t tosaSize = tosaElements * 4; |
| 86 | |
| 87 | SUBCASE("missing input") |
| 88 | { |
| 89 | REQUIRE_FALSE(tgd_generate_data(NULL, NULL, NULL, 0)); |
| 90 | } |
| 91 | SUBCASE("invalid json") |
| 92 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 93 | std::string invalidJsonCfg = R"({ |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 94 | "tensors" : { |
| 95 | "in1" : { |
| 96 | "generator": DOT_PRODUCT, |
| 97 | }, |
| 98 | } |
| 99 | })"; |
| 100 | |
| 101 | std::vector<float> buffer(tosaElements); |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 102 | REQUIRE_FALSE(tgd_generate_data(invalidJsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaSize)); |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 103 | } |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 104 | SUBCASE("unknown generator") |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 105 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 106 | std::string jsonCfg = templateJsonCfg; |
| 107 | update_json_template(jsonCfg, "_GENERATOR_", "SOLAR"); |
| 108 | update_json_template(jsonCfg, "_TYPE_", "FP32"); |
| 109 | update_json_template(jsonCfg, "_OP_", "MATMUL"); |
| 110 | std::vector<float> buffer(tosaElements); |
| 111 | REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaSize)); |
| 112 | } |
| 113 | SUBCASE("unknown op") |
| 114 | { |
| 115 | std::string jsonCfg = templateJsonCfg; |
| 116 | update_json_template(jsonCfg, "_GENERATOR_", "DOT_PRODUCT"); |
| 117 | update_json_template(jsonCfg, "_TYPE_", "FP32"); |
| 118 | update_json_template(jsonCfg, "_OP_", "GREEN"); |
| 119 | |
| 120 | std::vector<float> buffer(tosaElements); |
| 121 | REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaSize)); |
| 122 | } |
| 123 | SUBCASE("unknown type") |
| 124 | { |
| 125 | std::string jsonCfg = templateJsonCfg; |
| 126 | update_json_template(jsonCfg, "_GENERATOR_", "DOT_PRODUCT"); |
| 127 | update_json_template(jsonCfg, "_TYPE_", "WATT"); |
| 128 | update_json_template(jsonCfg, "_OP_", "MATMUL"); |
| 129 | |
| 130 | std::vector<float> buffer(tosaElements); |
| 131 | REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaSize)); |
| 132 | } |
| 133 | SUBCASE("mismatching name") |
| 134 | { |
| 135 | std::string jsonCfg = templateJsonCfg; |
| 136 | update_json_template(jsonCfg, "_GENERATOR_", "DOT_PRODUCT"); |
| 137 | update_json_template(jsonCfg, "_TYPE_", "FP32"); |
| 138 | update_json_template(jsonCfg, "_OP_", "MATMUL"); |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 139 | std::string invalidName = "notFound1"; |
| 140 | |
| 141 | std::vector<float> buffer(tosaElements); |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 142 | REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), invalidName.c_str(), (void*)buffer.data(), tosaSize)); |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 143 | } |
| 144 | SUBCASE("mismatching size") |
| 145 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 146 | std::string jsonCfg = templateJsonCfg; |
| 147 | update_json_template(jsonCfg, "_GENERATOR_", "DOT_PRODUCT"); |
| 148 | update_json_template(jsonCfg, "_TYPE_", "FP32"); |
| 149 | update_json_template(jsonCfg, "_OP_", "MATMUL"); |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 150 | size_t smallElements = 4 * 8 * 7; |
| 151 | size_t smallSize = smallElements * 4; |
| 152 | |
| 153 | std::vector<float> buffer(smallElements); |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 154 | REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), smallSize)); |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 155 | } |
| 156 | } |
| 157 | |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 158 | void matmul_test_FP32(const std::string tosaName[2], |
| 159 | const size_t tosaElements[2], |
| 160 | const std::string templateJsonCfg, |
| 161 | const std::string setStr, |
| 162 | int32_t param, |
| 163 | const std::vector<uint32_t> expected) |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 164 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 165 | std::string jsonCfg = templateJsonCfg; |
| 166 | update_json_template(jsonCfg, "_SET_", setStr); |
| 167 | std::vector<float> buffer(tosaElements[param]); |
| 168 | REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaName[param].c_str(), (void*)buffer.data(), tosaElements[param] * 4)); |
| 169 | check_output<float>(buffer, expected); |
| 170 | } |
| 171 | |
| 172 | TEST_CASE("positive - FP32 matmul dot product (first 3 values)") |
| 173 | { |
| 174 | std::string templateJsonCfg = R"({ |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 175 | "tensors" : { |
| 176 | "in1" : { |
| 177 | "generator": "DOT_PRODUCT", |
| 178 | "data_type": "FP32", |
| 179 | "input_type": "VARIABLE", |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 180 | "shape" : [ 4, 8, 2 ], |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 181 | "input_pos": 0, |
| 182 | "op" : "MATMUL", |
| 183 | "dot_product_info": { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 184 | "s": _SET_, |
| 185 | "ks": 2, |
| 186 | "acc_type": "FP32" |
| 187 | } |
| 188 | }, |
| 189 | "in2" : { |
| 190 | "generator": "DOT_PRODUCT", |
| 191 | "data_type": "FP32", |
| 192 | "input_type": "VARIABLE", |
| 193 | "shape" : [ 4, 2, 5 ], |
| 194 | "input_pos": 1, |
| 195 | "op" : "MATMUL", |
| 196 | "dot_product_info": { |
| 197 | "s": _SET_, |
| 198 | "ks": 2, |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 199 | "acc_type": "FP32" |
| 200 | } |
| 201 | } |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 202 | |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 203 | } |
| 204 | })"; |
| 205 | |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 206 | const std::string tosaName[2] = { "in1", "in2" }; |
| 207 | const size_t tosaElements[2] = { (4 * 8 * 2), (4 * 2 * 5) }; |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 208 | |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 209 | SUBCASE("matmul, set 0, param 0") |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 210 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 211 | std::vector<uint32_t> expected = { 0xbf665aa4, 0xbf736bd3, 0x0 }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 212 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 0, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 213 | } |
| 214 | SUBCASE("matmul, set 0, param 1") |
| 215 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 216 | std::vector<uint32_t> expected = { 0x0, 0x0, 0x3f34f2dd }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 217 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 1, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 218 | } |
| 219 | SUBCASE("matmul, set 1, param 0") |
| 220 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 221 | std::vector<uint32_t> expected = { 0x5e97f1b0, 0x5ea6a18e, 0x5eb811af }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 222 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 0, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 223 | } |
| 224 | SUBCASE("matmul, set 1, param 1") |
| 225 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 226 | std::vector<uint32_t> expected = { 0x5f128bb1, 0x5ef54579, 0x5ebd65b8 }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 227 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 1, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 228 | } |
| 229 | SUBCASE("matmul, set 2, param 0") |
| 230 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 231 | std::vector<uint32_t> expected = { 0x3f800000, 0x3e66ed53, 0x3f800000 }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 232 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 0, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 233 | } |
| 234 | SUBCASE("matmul, set 2, param 1") |
| 235 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 236 | std::vector<uint32_t> expected = { 0x3f800000, 0x3f800000, 0x3f800000 }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 237 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 1, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 238 | } |
| 239 | SUBCASE("matmul, set 3, param 0") |
| 240 | { |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 241 | // NOTE: Python test script produced 0xbf256686 - so off by 1 |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 242 | std::vector<uint32_t> expected = { 0x41800000, 0xbf256685, 0x41800000 }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 243 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 0, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 244 | } |
| 245 | SUBCASE("matmul, set 3, param 1") |
| 246 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 247 | std::vector<uint32_t> expected = { 0x41800000, 0x41800000, 0x41800000 }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 248 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 1, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 249 | } |
| 250 | SUBCASE("matmul, set 4, param 0") |
| 251 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 252 | std::vector<uint32_t> expected = { 0x0, 0x3f000000, 0x5f14e80c }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 253 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 0, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 254 | } |
| 255 | SUBCASE("matmul, set 4, param 1") |
| 256 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 257 | std::vector<uint32_t> expected = { 0x5d5d0db2, 0xdf2c82a8, 0x0 }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 258 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 1, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 259 | } |
| 260 | SUBCASE("matmul, set 5, param 0") |
| 261 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 262 | std::vector<uint32_t> expected = { 0x5df6c4b3, 0x5e6b4088, 0x5ed0fe71 }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 263 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 0, expected); |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 264 | } |
| 265 | SUBCASE("matmul, set 5, param 1") |
| 266 | { |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 267 | std::vector<uint32_t> expected = { 0xde086d85, 0x5e630878, 0x5eba5c7b }; |
Jeremy Johnson | fc5e34e | 2023-10-24 14:45:12 +0100 | [diff] [blame^] | 268 | matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 1, expected); |
Jeremy Johnson | b20b0c9 | 2023-10-04 14:17:55 +0100 | [diff] [blame] | 269 | } |
| 270 | } |
Jeremy Johnson | 59b307d | 2023-10-04 14:17:26 +0100 | [diff] [blame] | 271 | TEST_SUITE_END(); // generate |