| // Copyright (c) 2023-2024, ARM Limited. |
| // |
| // Licensed under the Apache License, Version 2.0 (the "License"); |
| // you may not use this file except in compliance with the License. |
| // You may obtain a copy of the License at |
| // |
| // http://www.apache.org/licenses/LICENSE-2.0 |
| // |
| // Unless required by applicable law or agreed to in writing, software |
| // distributed under the License is distributed on an "AS IS" BASIS, |
| // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| // See the License for the specific language governing permissions and |
| // limitations under the License. |
| #include "generate.h" |
| #include "half.hpp" |
| |
| #include <doctest.h> |
| |
| #include <array> |
| #include <sstream> |
| #include <string> |
| #include <vector> |
| |
| namespace |
| { |
| void update_json_template(std::string& str, const std::string& find, const std::string& change) |
| { |
| // Update the 'str' by looking for instances of 'find' and replacing them with 'change' |
| auto pos = str.find(find); |
| while (pos != std::string::npos) |
| { |
| str.replace(pos, find.length(), change); |
| pos = str.find(find); |
| } |
| } |
| |
| template <typename T> |
| void check_value(bool match, T result, T expected, uint32_t idx) |
| { |
| std::stringstream msg; |
| msg << "index: " << idx << " expected: " << std::hex << expected << " got: " << result; |
| if (match) |
| { |
| REQUIRE_MESSAGE(expected == result, msg.str()); |
| } |
| else |
| { |
| REQUIRE_MESSAGE(expected != result, msg.str()); |
| } |
| } |
| |
| template <typename T> |
| void check_output(const std::vector<T>& results, const std::vector<uint32_t>& expected) |
| { |
| for (size_t idx = 0; idx < expected.size(); ++idx) |
| { |
| check_value(true, *(uint32_t*)&results[idx], expected[idx], idx); |
| } |
| } |
| |
| template <typename T> |
| void check_output(const std::vector<T>& results, const std::vector<uint16_t>& expected) |
| { |
| for (size_t idx = 0; idx < expected.size(); ++idx) |
| { |
| check_value(true, *(uint16_t*)&results[idx], expected[idx], idx); |
| } |
| } |
| |
| template <typename T> |
| void check_output(const std::vector<T>& results, const std::vector<T>& expected) |
| { |
| for (size_t idx = 0; idx < expected.size(); ++idx) |
| { |
| check_value(true, *(uint32_t*)&results[idx], *(uint32_t*)&expected[idx], idx); |
| } |
| } |
| |
| template <typename T> |
| void check_not_output(const std::vector<T>& results, const std::vector<T>& expected) |
| { |
| for (size_t idx = 0; idx < expected.size(); ++idx) |
| { |
| check_value(false, *(uint32_t*)&results[idx], *(uint32_t*)&expected[idx], idx); |
| } |
| } |
| |
| } // namespace |
| |
| TEST_SUITE_BEGIN("generate"); |
| |
| TEST_CASE("negative - api") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "in1" : { |
| "generator": "_GENERATOR_", |
| "data_type": "_TYPE_", |
| "input_type": "VARIABLE", |
| "shape" : [ 4, 8, 8 ], |
| "input_pos": 0, |
| "op" : "_OP_", |
| "dot_product_info": { |
| "s": 0, |
| "ks": 8, |
| "acc_type": "_TYPE_" |
| } |
| } |
| } |
| })"; |
| |
| const std::string tosaName = "in1"; |
| const size_t tosaElements = 4 * 8 * 8; |
| const size_t tosaSize = tosaElements * 4; |
| |
| SUBCASE("missing input") |
| { |
| REQUIRE_FALSE(tgd_generate_data(NULL, NULL, NULL, 0)); |
| } |
| SUBCASE("invalid json") |
| { |
| std::string invalidJsonCfg = R"({ |
| "tensors" : { |
| "in1" : { |
| "generator": DOT_PRODUCT, |
| }, |
| } |
| })"; |
| |
| std::vector<float> buffer(tosaElements); |
| REQUIRE_FALSE(tgd_generate_data(invalidJsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaSize)); |
| } |
| SUBCASE("unknown generator") |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_GENERATOR_", "SOLAR"); |
| update_json_template(jsonCfg, "_TYPE_", "FP32"); |
| update_json_template(jsonCfg, "_OP_", "MATMUL"); |
| std::vector<float> buffer(tosaElements); |
| REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaSize)); |
| } |
| SUBCASE("unknown op") |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_GENERATOR_", "DOT_PRODUCT"); |
| update_json_template(jsonCfg, "_TYPE_", "FP32"); |
| update_json_template(jsonCfg, "_OP_", "GREEN"); |
| |
| std::vector<float> buffer(tosaElements); |
| REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaSize)); |
| } |
| SUBCASE("unknown type") |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_GENERATOR_", "DOT_PRODUCT"); |
| update_json_template(jsonCfg, "_TYPE_", "WATT"); |
| update_json_template(jsonCfg, "_OP_", "MATMUL"); |
| |
| std::vector<float> buffer(tosaElements); |
| REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaSize)); |
| } |
| SUBCASE("mismatching name") |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_GENERATOR_", "DOT_PRODUCT"); |
| update_json_template(jsonCfg, "_TYPE_", "FP32"); |
| update_json_template(jsonCfg, "_OP_", "MATMUL"); |
| std::string invalidName = "notFound1"; |
| |
| std::vector<float> buffer(tosaElements); |
| REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), invalidName.c_str(), (void*)buffer.data(), tosaSize)); |
| } |
| SUBCASE("mismatching size") |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_GENERATOR_", "DOT_PRODUCT"); |
| update_json_template(jsonCfg, "_TYPE_", "FP32"); |
| update_json_template(jsonCfg, "_OP_", "MATMUL"); |
| size_t smallElements = 4 * 8 * 7; |
| size_t smallSize = smallElements * 4; |
| |
| std::vector<float> buffer(smallElements); |
| REQUIRE_FALSE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), smallSize)); |
| } |
| } |
| |
| void matmul_test_FP32(const std::string tosaName[2], |
| const size_t tosaElements[2], |
| const std::string templateJsonCfg, |
| const std::string setStr, |
| int32_t param, |
| const std::vector<uint32_t> expected) |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SET_", setStr); |
| std::vector<float> buffer(tosaElements[param]); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaName[param].c_str(), (void*)buffer.data(), tosaElements[param] * 4)); |
| check_output<float>(buffer, expected); |
| } |
| |
| TEST_CASE("positive - FP32 matmul dot product (first 3 values)") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "in1" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 4, 8, 2 ], |
| "input_pos": 0, |
| "op" : "MATMUL", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 2, |
| "acc_type": "FP32" |
| } |
| }, |
| "in2" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 4, 2, 5 ], |
| "input_pos": 1, |
| "op" : "MATMUL", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 2, |
| "acc_type": "FP32" |
| } |
| } |
| |
| } |
| })"; |
| |
| const std::string tosaName[2] = { "in1", "in2" }; |
| const size_t tosaElements[2] = { (4 * 8 * 2), (4 * 2 * 5) }; |
| |
| SUBCASE("matmul, set 0, param 0") |
| { |
| std::vector<uint32_t> expected = { 0xbf665aa4, 0xbf736bd3, 0x0 }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 0, expected); |
| } |
| SUBCASE("matmul, set 0, param 1") |
| { |
| std::vector<uint32_t> expected = { 0x0, 0x0, 0x3f34f2dd }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 1, expected); |
| } |
| SUBCASE("matmul, set 1, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x5e97f1b0, 0x5ea6a18e, 0x5eb811af }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 0, expected); |
| } |
| SUBCASE("matmul, set 1, param 1") |
| { |
| std::vector<uint32_t> expected = { 0x5f128bb1, 0x5ef54579, 0x5ebd65b8 }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 1, expected); |
| } |
| SUBCASE("matmul, set 2, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x3f800000, 0x3e66ed53, 0x3f800000 }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 0, expected); |
| } |
| SUBCASE("matmul, set 2, param 1") |
| { |
| std::vector<uint32_t> expected = { 0x3f800000, 0x3f800000, 0x3f800000 }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 1, expected); |
| } |
| SUBCASE("matmul, set 3, param 0") |
| { |
| // NOTE: Python test script produced 0xbf256686 - so off by 1 |
| std::vector<uint32_t> expected = { 0x41800000, 0xbf256685, 0x41800000 }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 0, expected); |
| } |
| SUBCASE("matmul, set 3, param 1") |
| { |
| std::vector<uint32_t> expected = { 0x41800000, 0x41800000, 0x41800000 }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 1, expected); |
| } |
| SUBCASE("matmul, set 4, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x0, 0xbf000000, 0x5f14e80c }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 0, expected); |
| } |
| SUBCASE("matmul, set 4, param 1") |
| { |
| std::vector<uint32_t> expected = { 0x5d5d0db2, 0xdf2c82a8, 0x0 }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 1, expected); |
| } |
| SUBCASE("matmul, set 5, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x5df6c4b3, 0x5e6b4088, 0x5ed0fe71 }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 0, expected); |
| } |
| SUBCASE("matmul, set 5, param 1") |
| { |
| std::vector<uint32_t> expected = { 0xde086d85, 0x5e630878, 0x5eba5c7b }; |
| matmul_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 1, expected); |
| } |
| } |
| |
| void conv2d_test_FP32(const std::string tosaName[3], |
| const size_t tosaElements[3], |
| const std::string templateJsonCfg, |
| const std::string setStr, |
| int32_t param, |
| const std::vector<uint32_t> lastExpected) |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SET_", setStr); |
| |
| std::vector<float> buffer(tosaElements[param]); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaName[param].c_str(), (void*)buffer.data(), tosaElements[param] * 4)); |
| std::vector<float> last_three(buffer.end() - std::min<int>(3, buffer.size()), buffer.end()); |
| check_output<float>(last_three, lastExpected); |
| } |
| |
| TEST_CASE("positive - FP32 conv2d dot product (last 3 values)") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "input" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 1, 8, 2, 4 ], |
| "input_pos": 0, |
| "op" : "CONV2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 16, |
| "acc_type": "FP32", |
| "kernel": [2, 2] |
| } |
| }, |
| "weight" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "CONSTANT", |
| "shape" : [ 2, 2, 2, 4 ], |
| "input_pos": 1, |
| "op" : "CONV2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 16, |
| "acc_type": "FP32" |
| } |
| }, |
| "bias" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "CONSTANT", |
| "shape" : [ 2 ], |
| "input_pos": 2, |
| "op" : "CONV2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 16, |
| "acc_type": "FP32" |
| } |
| } |
| |
| } |
| })"; |
| |
| const std::string tosaName[3] = { "input", "weight", "bias" }; |
| const size_t tosaElements[3] = { (1 * 8 * 2 * 4), (2 * 2 * 2 * 4), 2 }; |
| |
| SUBCASE("conv2d, set 0, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0xbf28bfda, 0xbe99cd47 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 0, lastExpected); |
| } |
| SUBCASE("conv2d, set 0, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x3f648dfd, 0xbd4cb21c }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 1, lastExpected); |
| } |
| SUBCASE("conv2d, set 0, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 2, lastExpected); |
| } |
| SUBCASE("conv2d, set 1, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0x5e6f0400, 0x5e2f78e5, 0x5e62318d }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 0, lastExpected); |
| } |
| SUBCASE("conv2d, set 1, param 1") |
| { |
| // NOTE: Python test script produced 0x5e6960b0 - so off by 1 |
| std::vector<uint32_t> lastExpected = { 0x5e6960af, 0x5e6d0ca9, 0x5e0b8561 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 1, lastExpected); |
| } |
| SUBCASE("conv2d, set 1, param 2") |
| { |
| // NOTE: Python test script produced 0x7cf260d0, 0x7d355432 - so off by 1 |
| std::vector<uint32_t> lastExpected = { 0x7cf260d1, 0x7d355431 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 2, lastExpected); |
| } |
| SUBCASE("conv2d, set 2, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0x3e7da8e9, 0x3df76a57, 0xbe338212 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 0, lastExpected); |
| } |
| SUBCASE("conv2d, set 2, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0x3daabbc5, 0xbe2f8909, 0xbdb806ec }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 1, lastExpected); |
| } |
| SUBCASE("conv2d, set 2, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 2, lastExpected); |
| } |
| SUBCASE("conv2d, set 3, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0xbee77fe5, 0x402141c5, 0xbda1b2ed }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 0, lastExpected); |
| } |
| SUBCASE("conv2d, set 3, param 1") |
| { |
| // NOTE: Python test script produced 0xbe9947ac - so off by 1 |
| std::vector<uint32_t> lastExpected = { 0x3f91e619, 0x3e9ac66b, 0xbe9947ad }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 1, lastExpected); |
| } |
| SUBCASE("conv2d, set 3, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 2, lastExpected); |
| } |
| SUBCASE("conv2d, set 4, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0xdd7e8575, 0x0, 0xde569ff3 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 0, lastExpected); |
| } |
| SUBCASE("conv2d, set 4, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0x5e2d6921, 0x5e13a014, 0x0 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 1, lastExpected); |
| } |
| SUBCASE("conv2d, set 4, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 2, lastExpected); |
| } |
| SUBCASE("conv2d, set 5, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0x5e719fb9, 0x5e6b329c, 0xdd7617d4 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 0, lastExpected); |
| } |
| SUBCASE("conv2d, set 5, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0xde42f57a, 0x5dd68799, 0xde2ddfcb }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 1, lastExpected); |
| } |
| SUBCASE("conv2d, set 5, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0 }; |
| conv2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 2, lastExpected); |
| } |
| } |
| TEST_CASE("positive - FP32 pseudo random") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "input0" : { |
| "generator": "PSEUDO_RANDOM", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 12, 3 ], |
| "input_pos": 0, |
| "op" : "PAD", |
| "pseudo_random_info": { |
| "rng_seed": _SEED0_ |
| } |
| }, |
| "input1" : { |
| "generator": "PSEUDO_RANDOM", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 1, 3 ], |
| "input_pos": 1, |
| "op" : "PAD", |
| "pseudo_random_info": { |
| "rng_seed": _SEED1_ |
| } |
| } |
| |
| } |
| })"; |
| |
| const std::string tosaNameP0 = "input0"; |
| const size_t tosaElementsP0 = 12 * 3; |
| const std::string tosaNameP1 = "input1"; |
| const size_t tosaElementsP1 = 1 * 3; |
| |
| SUBCASE("pad - same rng") |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SEED0_", "0"); |
| update_json_template(jsonCfg, "_SEED1_", "0"); |
| |
| std::vector<float> bufferP0(tosaElementsP0); |
| std::vector<float> bufferP1(tosaElementsP1); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaNameP0.c_str(), (void*)bufferP0.data(), tosaElementsP0 * 4)); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaNameP1.c_str(), (void*)bufferP1.data(), tosaElementsP1 * 4)); |
| check_output<float>(bufferP0, bufferP1); |
| } |
| |
| SUBCASE("pad - different rng") |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SEED0_", "0"); |
| update_json_template(jsonCfg, "_SEED1_", "1000"); |
| |
| std::vector<float> bufferP0(tosaElementsP0); |
| std::vector<float> bufferP1(tosaElementsP1); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaNameP0.c_str(), (void*)bufferP0.data(), tosaElementsP0 * 4)); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaNameP1.c_str(), (void*)bufferP1.data(), tosaElementsP1 * 4)); |
| check_not_output<float>(bufferP0, bufferP1); |
| } |
| } |
| |
| void reduce_sum_test_FP32(const std::string tosaName, |
| const size_t tosaElements, |
| const std::string templateJsonCfg, |
| const std::string setStr, |
| const std::vector<uint32_t> expected) |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SET_", setStr); |
| |
| std::vector<float> buffer(tosaElements); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaElements * 4)); |
| // Choose different generator values to test at positions 6, 7 & 8 |
| std::vector<float> mid_three(buffer.begin() + 6, buffer.begin() + 9); |
| check_output<float>(mid_three, expected); |
| } |
| |
| TEST_CASE("positive - FP32 reduce_sum dot product (values 6,7 & 8)") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "input" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 5, 3, 7 ], |
| "input_pos": 0, |
| "op" : "REDUCE_SUM", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 3, |
| "acc_type": "FP32", |
| "axis": 1 |
| } |
| } |
| } |
| })"; |
| |
| const std::string tosaName = "input"; |
| const size_t tosaElements = 5 * 3 * 7; |
| |
| SUBCASE("reduce_sum, set 0, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x3df2e612, 0x3f59255f, 0x0 }; |
| reduce_sum_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", expected); |
| } |
| SUBCASE("reduce_sum, set 1, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x5edaa175, 0x5edb84c1, 0x5ea3c765 }; |
| reduce_sum_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", expected); |
| } |
| SUBCASE("reduce_sum, set 2, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x3f800000, 0x3e73f143, 0x3f12cef8 }; |
| reduce_sum_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", expected); |
| } |
| SUBCASE("reduce_sum, set 3, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x41800000, 0xbe9f659e, 0xbfaca78c }; |
| reduce_sum_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", expected); |
| } |
| SUBCASE("reduce_sum, set 4, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x5e1e6f12, 0x3f000000, 0xbf000000 }; |
| reduce_sum_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", expected); |
| } |
| SUBCASE("reduce_sum, set 5, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x5d2790c5, 0xdec3dadc, 0xdea1486e }; |
| reduce_sum_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", expected); |
| } |
| } |
| |
| void fully_connected_test_FP32(const std::string tosaName[3], |
| const size_t tosaElements[3], |
| const std::string templateJsonCfg, |
| const std::string setStr, |
| int32_t param, |
| const std::vector<uint32_t> lastExpected) |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SET_", setStr); |
| |
| std::vector<float> buffer(tosaElements[param]); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaName[param].c_str(), (void*)buffer.data(), tosaElements[param] * 4)); |
| if (param != 2) |
| { |
| // Get values at positions -8, -7 and -6 from the end |
| std::vector<float> last_three_ish(buffer.end() - 8, buffer.end() - 5); |
| check_output<float>(last_three_ish, lastExpected); |
| } |
| else |
| { |
| // Use last three as this buffer is too small |
| std::vector<float> last_three(buffer.end() - std::min<int>(3, buffer.size()), buffer.end()); |
| check_output<float>(last_three, lastExpected); |
| } |
| } |
| TEST_CASE("positive - FP32 fully_connected dot product (values -8, -7 & -6 from the end)") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "input" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 6, 9 ], |
| "input_pos": 0, |
| "op" : "FULLY_CONNECTED", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 9, |
| "acc_type": "FP32" |
| } |
| }, |
| "weight" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "CONSTANT", |
| "shape" : [ 4, 9 ], |
| "input_pos": 1, |
| "op" : "FULLY_CONNECTED", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 9, |
| "acc_type": "FP32" |
| } |
| }, |
| "bias" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "CONSTANT", |
| "shape" : [ 4 ], |
| "input_pos": 2, |
| "op" : "FULLY_CONNECTED", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 9, |
| "acc_type": "FP32" |
| } |
| } |
| |
| } |
| })"; |
| |
| const std::string tosaName[3] = { "input", "weight", "bias" }; |
| const size_t tosaElements[3] = { (6 * 9), (4 * 9), 4 }; |
| |
| SUBCASE("fully_connected, set 0, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0x3f13876f, 0x0, 0x0 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 0, lastExpected); |
| } |
| SUBCASE("fully_connected, set 0, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0, 0x3f648dfd }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 1, lastExpected); |
| } |
| SUBCASE("fully_connected, set 0, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0, 0x0 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", 2, lastExpected); |
| } |
| SUBCASE("fully_connected, set 1, param 0") |
| { |
| // NOTE: Python test script produced 0x5e6cc8d7 - so off by 1 |
| std::vector<uint32_t> lastExpected = { 0x5e531bbf, 0x5e6cc8d8, 0x5e4e2539 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 0, lastExpected); |
| } |
| SUBCASE("fully_connected, set 1, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0x5e9870df, 0x5e9824c5, 0x5e9a898f }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 1, lastExpected); |
| } |
| SUBCASE("fully_connected, set 1, param 2") |
| { |
| // NOTE: Python test script produced 0x7dc95352 - so off by 1 |
| std::vector<uint32_t> lastExpected = { 0x7d9a212a, 0x7dc95351, 0x7db7c1f2 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", 2, lastExpected); |
| } |
| SUBCASE("fully_connected, set 2, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0xbcc1e987, 0xbe68efd7, 0x3db90130 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 0, lastExpected); |
| } |
| SUBCASE("fully_connected, set 2, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0x3e069935, 0x3de3a507, 0xbe6a0c0c }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 1, lastExpected); |
| } |
| SUBCASE("fully_connected, set 2, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0, 0x0 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", 2, lastExpected); |
| } |
| SUBCASE("fully_connected, set 3, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0x3e57454e, 0x3b48e294, 0x3e889ece }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 0, lastExpected); |
| } |
| SUBCASE("fully_connected, set 3, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0xbd20e608, 0x3f91e619, 0x3e9ac66b }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 1, lastExpected); |
| } |
| SUBCASE("fully_connected, set 3, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0, 0x0 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", 2, lastExpected); |
| } |
| SUBCASE("fully_connected, set 4, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x5e29ad6d, 0x5e959eac }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 0, lastExpected); |
| } |
| SUBCASE("fully_connected, set 4, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x5e6736d7, 0x5e44d571 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 1, lastExpected); |
| } |
| SUBCASE("fully_connected, set 4, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0, 0x0 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", 2, lastExpected); |
| } |
| SUBCASE("fully_connected, set 5, param 0") |
| { |
| std::vector<uint32_t> lastExpected = { 0xde8b0d70, 0xdd51465a, 0x5e57c772 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 0, lastExpected); |
| } |
| SUBCASE("fully_connected, set 5, param 1") |
| { |
| std::vector<uint32_t> lastExpected = { 0xddde72f1, 0xde7e31ff, 0x5e0bdb32 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 1, lastExpected); |
| } |
| SUBCASE("fully_connected, set 5, param 2") |
| { |
| std::vector<uint32_t> lastExpected = { 0x0, 0x0, 0x0 }; |
| fully_connected_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", 2, lastExpected); |
| } |
| } |
| |
| void avg_pool2d_test_FP32(const std::string tosaName, |
| const size_t tosaElements, |
| const std::string templateJsonCfg, |
| const std::string setStr, |
| const std::vector<uint32_t> expected) |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SET_", setStr); |
| |
| std::vector<float> buffer(tosaElements); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaElements * 4)); |
| std::vector<float> first_three(buffer.begin(), buffer.begin() + 3); |
| check_output<float>(first_three, expected); |
| } |
| |
| TEST_CASE("positive - FP32 avg_pool2d dot product (first 3 values)") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "input" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 2, 6, 2, 3 ], |
| "input_pos": 0, |
| "op" : "AVG_POOL2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 3, |
| "acc_type": "FP32", |
| "kernel": [3, 1] |
| } |
| } |
| } |
| })"; |
| |
| const std::string tosaName = "input"; |
| const size_t tosaElements = 2 * 6 * 2 * 3; |
| |
| SUBCASE("avg_pool2d, set 0, param 0") |
| { |
| std::vector<uint32_t> expected = { 0xbf665aa4, 0xbf736bd3, 0x0 }; |
| avg_pool2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "0", expected); |
| } |
| SUBCASE("avg_pool2d, set 1, param 0") |
| { |
| // NOTE: Python test script produced 0x5e839663,0x5e9f6894 - so off by 1 |
| std::vector<uint32_t> expected = { 0x5e839662, 0x5e904e86, 0x5e9f6893 }; |
| avg_pool2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "1", expected); |
| } |
| SUBCASE("avg_pool2d, set 2, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x3f800000, 0x3e3c8d18, 0xbe813879 }; |
| avg_pool2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "2", expected); |
| } |
| SUBCASE("avg_pool2d, set 3, param 0") |
| { |
| // NOTE: Python test script produced 0xbf256686,0x3e1e8d3b - so off by 1 |
| std::vector<uint32_t> expected = { 0x41800000, 0xbf256685, 0x3e1e8d3b }; |
| avg_pool2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "3", expected); |
| } |
| SUBCASE("avg_pool2d, set 4, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x0, 0xbf000000, 0x5ef329c7 }; |
| avg_pool2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "4", expected); |
| } |
| SUBCASE("avg_pool2d, set 5, param 0") |
| { |
| std::vector<uint32_t> expected = { 0x5dd5b529, 0x5e4bbbf9, 0x5eb4fe79 }; |
| avg_pool2d_test_FP32(tosaName, tosaElements, templateJsonCfg, "5", expected); |
| } |
| } |
| |
| TEST_CASE("positive - INT32 pseudo random") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "input0" : { |
| "generator": "PSEUDO_RANDOM", |
| "data_type": "INT32", |
| "input_type": "VARIABLE", |
| "shape" : [ 2, 12 ], |
| "input_pos": 0, |
| "op" : "SCATTER", |
| "pseudo_random_info": { |
| "rng_seed": 13, |
| "range": [ "-5", "5" ] |
| } |
| }, |
| "input1" : { |
| "generator": "PSEUDO_RANDOM", |
| "data_type": "INT32", |
| "input_type": "VARIABLE", |
| "shape" : [ 2, 10 ], |
| "input_pos": 1, |
| "op" : "SCATTER", |
| "pseudo_random_info": { |
| "rng_seed": 14, |
| "range": [ "0", "9" ] |
| } |
| } |
| |
| } |
| })"; |
| |
| const std::string tosaNameP0 = "input0"; |
| const size_t tosaElementsP0 = 2 * 12; |
| const std::string tosaNameP1 = "input1"; |
| const size_t tosaElementsP1 = 2 * 10; |
| |
| SUBCASE("scatter - int32 random") |
| { |
| std::string jsonCfg = templateJsonCfg; |
| |
| std::vector<int32_t> bufferP0(tosaElementsP0); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaNameP0.c_str(), (void*)bufferP0.data(), tosaElementsP0 * 4)); |
| for (auto e = bufferP0.begin(); e < bufferP0.end(); ++e) |
| { |
| // Check the values are within range |
| bool withinRange = (*e >= -5 && *e <= 5); |
| REQUIRE(withinRange); |
| } |
| } |
| |
| SUBCASE("scatter - int32 row shuffle") |
| { |
| std::string jsonCfg = templateJsonCfg; |
| |
| std::vector<int32_t> bufferP1(tosaElementsP1); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaNameP1.c_str(), (void*)bufferP1.data(), tosaElementsP1 * 4)); |
| |
| std::vector<bool> set; |
| for (int32_t n = 0; n < 2; ++n) |
| { |
| set.assign(10, false); |
| for (int32_t i = 0; i < 10; ++i) |
| { |
| auto idx = bufferP1[i]; |
| // Check that the values in the buffer only occur once |
| REQUIRE(!set[idx]); |
| set[idx] = true; |
| } |
| } |
| } |
| } |
| void depthwise_conv2d_test_FP16(const std::string tosaName[3], |
| const size_t tosaElements[3], |
| const std::string templateJsonCfg, |
| const std::string setStr, |
| int32_t param, |
| const std::vector<uint16_t> expected) |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SET_", setStr); |
| |
| std::vector<half_float::half> buffer(tosaElements[param]); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaName[param].c_str(), (void*)buffer.data(), tosaElements[param] * 2)); |
| check_output<half_float::half>(buffer, expected); |
| } |
| |
| TEST_CASE("positive - FP16 depthwise_conv2d dot product (first 3 values)") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "input" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP16", |
| "input_type": "VARIABLE", |
| "shape" : [1, 6, 3, 4], |
| "input_pos": 0, |
| "op" : "DEPTHWISE_CONV2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 3, |
| "acc_type": "FP16", |
| "kernel": [1, 3] |
| } |
| }, |
| "weight" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP16", |
| "input_type": "CONSTANT", |
| "shape" : [1, 3, 4, 2], |
| "input_pos": 1, |
| "op" : "DEPTHWISE_CONV2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 3, |
| "acc_type": "FP16" |
| } |
| }, |
| "bias" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP16", |
| "input_type": "CONSTANT", |
| "shape" : [ 2 ], |
| "input_pos": 2, |
| "op" : "DEPTHWISE_CONV2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 3, |
| "acc_type": "FP16" |
| } |
| } |
| |
| } |
| })"; |
| |
| const std::string tosaName[3] = { "input", "weight", "bias" }; |
| const size_t tosaElements[3] = { (1 * 6 * 3 * 4), (1 * 3 * 4 * 2), 2 }; |
| |
| SUBCASE("depthwise_conv2d, set 0, param 0") |
| { |
| std::vector<uint16_t> expected = { 0xbb33, 0xbb9b, 0x0 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "0", 0, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 0, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0, 0x39a8 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "0", 1, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 0, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "0", 2, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 1, param 0") |
| { |
| std::vector<uint16_t> expected = { 0x541c, 0x5482, 0x54fb }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "1", 0, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 1, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x57ee, 0x56a2, 0x5520 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "1", 1, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 1, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x7005, 0x7204 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "1", 2, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 2, param 0") |
| { |
| std::vector<uint16_t> expected = { 0x3c00, 0x3c00, 0x3c00 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "2", 0, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 2, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x3c00, 0x3c00, 0x3c00 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "2", 1, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 2, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "2", 2, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 3, param 0") |
| { |
| std::vector<uint16_t> expected = { 0x4c00, 0x4c00, 0x4c00 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "3", 0, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 3, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x4c00, 0x4c00, 0x4c00 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "3", 1, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 3, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "3", 2, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 4, param 0") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0, 0x5798 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "4", 0, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 4, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x49a3, 0xd866, 0x0 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "4", 1, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 4, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "4", 2, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 5, param 0") |
| { |
| std::vector<uint16_t> expected = { 0x4ead, 0x525d, 0x55a7 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "5", 0, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 5, param 1") |
| { |
| std::vector<uint16_t> expected = { 0xcf61, 0x5224, 0x550b }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "5", 1, expected); |
| } |
| SUBCASE("depthwise_conv2d, set 5, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0 }; |
| depthwise_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "5", 2, expected); |
| } |
| } |
| |
| void transpose_conv2d_test_FP16(const std::string tosaName[3], |
| const size_t tosaElements[3], |
| const std::string templateJsonCfg, |
| const std::string setStr, |
| int32_t param, |
| const std::vector<uint16_t> lastExpected) |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SET_", setStr); |
| |
| std::vector<half_float::half> buffer(tosaElements[param]); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaName[param].c_str(), (void*)buffer.data(), tosaElements[param] * 2)); |
| std::vector<half_float::half> last_three(buffer.end() - std::min<int>(3, buffer.size()), buffer.end()); |
| check_output<half_float::half>(last_three, lastExpected); |
| } |
| |
| TEST_CASE("positive - FP16 transpose_conv2d dot product (last 3 values)") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "input" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP16", |
| "input_type": "VARIABLE", |
| "shape" : [1, 5, 6, 3], |
| "input_pos": 0, |
| "op" : "TRANSPOSE_CONV2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 30, |
| "acc_type": "FP16", |
| "kernel": [5, 2] |
| } |
| }, |
| "weight" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP16", |
| "input_type": "CONSTANT", |
| "shape" : [3, 5, 2, 3], |
| "input_pos": 1, |
| "op" : "TRANSPOSE_CONV2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 30, |
| "acc_type": "FP16" |
| } |
| }, |
| "bias" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP16", |
| "input_type": "CONSTANT", |
| "shape" : [3], |
| "input_pos": 2, |
| "op" : "TRANSPOSE_CONV2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 30, |
| "acc_type": "FP16" |
| } |
| } |
| |
| } |
| })"; |
| |
| const std::string tosaName[3] = { "input", "weight", "bias" }; |
| const size_t tosaElements[3] = { (1 * 5 * 6 * 3), (3 * 5 * 2 * 3), 3 }; |
| |
| SUBCASE("transpose_conv2d, set 0, param 0") |
| { |
| std::vector<uint16_t> expected = { 0x30e3, 0x0, 0x38e7 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "0", 0, expected); |
| } |
| SUBCASE("transpose_conv2d, set 0, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x312a, 0x0 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "0", 1, expected); |
| } |
| SUBCASE("transpose_conv2d, set 0, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0, 0x0 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "0", 2, expected); |
| } |
| SUBCASE("transpose_conv2d, set 1, param 0") |
| { |
| std::vector<uint16_t> expected = { 0x4eb3, 0x4fce, 0x4e4e }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "1", 0, expected); |
| } |
| SUBCASE("transpose_conv2d, set 1, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x4e79, 0x4ed8, 0x502e }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "1", 1, expected); |
| } |
| SUBCASE("transpose_conv2d, set 1, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x6426, 0x6635, 0x680e }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "1", 2, expected); |
| } |
| SUBCASE("transpose_conv2d, set 2, param 0") |
| { |
| std::vector<uint16_t> expected = { 0xb05d, 0xaf37, 0xa424 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "2", 0, expected); |
| } |
| SUBCASE("transpose_conv2d, set 2, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x3182, 0xacff, 0xaf9a }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "2", 1, expected); |
| } |
| SUBCASE("transpose_conv2d, set 2, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0, 0x0 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "2", 2, expected); |
| } |
| SUBCASE("transpose_conv2d, set 3, param 0") |
| { |
| std::vector<uint16_t> expected = { 0xbc41, 0x1cbe, 0x3009 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "3", 0, expected); |
| } |
| SUBCASE("transpose_conv2d, set 3, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x35ac, 0x3b2a, 0x2db4 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "3", 1, expected); |
| } |
| SUBCASE("transpose_conv2d, set 3, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0, 0x0 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "3", 2, expected); |
| } |
| SUBCASE("transpose_conv2d, set 4, param 0") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0, 0x4953 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "4", 0, expected); |
| } |
| SUBCASE("transpose_conv2d, set 4, param 1") |
| { |
| std::vector<uint16_t> expected = { 0x4e62, 0xcd17, 0x0 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "4", 1, expected); |
| } |
| SUBCASE("transpose_conv2d, set 4, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0, 0x0 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "4", 2, expected); |
| } |
| SUBCASE("transpose_conv2d, set 5, param 0") |
| { |
| std::vector<uint16_t> expected = { 0x505a, 0x4ff8, 0xd174 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "5", 0, expected); |
| } |
| SUBCASE("transpose_conv2d, set 5, param 1") |
| { |
| std::vector<uint16_t> expected = { 0xd10e, 0xc728, 0xcd2e }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "5", 1, expected); |
| } |
| SUBCASE("transpose_conv2d, set 5, param 2") |
| { |
| std::vector<uint16_t> expected = { 0x0, 0x0, 0x0 }; |
| transpose_conv2d_test_FP16(tosaName, tosaElements, templateJsonCfg, "5", 2, expected); |
| } |
| } |
| |
| void fft2d_test_FP32(const std::string tosaName, |
| const size_t tosaElements, |
| const std::string templateJsonCfg, |
| const std::string setStr, |
| const std::vector<uint32_t> lastExpected) |
| { |
| std::string jsonCfg = templateJsonCfg; |
| update_json_template(jsonCfg, "_SET_", setStr); |
| |
| std::vector<float> buffer(tosaElements); |
| REQUIRE(tgd_generate_data(jsonCfg.c_str(), tosaName.c_str(), (void*)buffer.data(), tosaElements * 4)); |
| // Get values at positions -8, -7 and -6 from the end |
| std::vector<float> last_three_ish(buffer.end() - 8, buffer.end() - 5); |
| |
| check_output<float>(last_three_ish, lastExpected); |
| } |
| |
| TEST_CASE("positive - FP32 fft2d dot product (values -8, -7 & -6 from the end)") |
| { |
| std::string templateJsonCfg = R"({ |
| "tensors" : { |
| "real" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 8, 2, 4 ], |
| "input_pos": 0, |
| "op" : "FFT2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 16, |
| "acc_type": "FP32" |
| } |
| }, |
| "imag" : { |
| "generator": "DOT_PRODUCT", |
| "data_type": "FP32", |
| "input_type": "VARIABLE", |
| "shape" : [ 8, 2, 4 ], |
| "input_pos": 1, |
| "op" : "FFT2D", |
| "dot_product_info": { |
| "s": _SET_, |
| "ks": 16, |
| "acc_type": "FP32" |
| } |
| } |
| } |
| })"; |
| |
| const std::string tosaNameReal = "real"; |
| const std::string tosaNameImag = "imag"; |
| const size_t tosaElements = 8 * 2 * 4; |
| |
| SUBCASE("fft2d, set 0, real") |
| { |
| std::vector<uint32_t> expected = { 0x0, 0x0, 0x3ee06867 }; |
| fft2d_test_FP32(tosaNameReal, tosaElements, templateJsonCfg, "0", expected); |
| } |
| SUBCASE("fft2d, set 0, imag") |
| { |
| std::vector<uint32_t> expected = { 0x3e6d1d36, 0x0, 0x0 }; |
| fft2d_test_FP32(tosaNameImag, tosaElements, templateJsonCfg, "0", expected); |
| } |
| SUBCASE("fft2d, set 1, real") |
| { |
| // NOTE: Python test script produced 0x5e7219eb - so off by 1 |
| std::vector<uint32_t> expected = { 0x5e18358e, 0x5e7219ec, 0x5e2beab2 }; |
| fft2d_test_FP32(tosaNameReal, tosaElements, templateJsonCfg, "1", expected); |
| } |
| SUBCASE("fft2d, set 1, imag") |
| { |
| std::vector<uint32_t> expected = { 0x5e71fbcc, 0x5e1bd27a, 0x5e46c84a }; |
| fft2d_test_FP32(tosaNameImag, tosaElements, templateJsonCfg, "1", expected); |
| } |
| SUBCASE("fft2d, set 2, real") |
| { |
| std::vector<uint32_t> expected = { 0x3f800000, 0x3d704bae, 0x3e4443a6 }; |
| fft2d_test_FP32(tosaNameReal, tosaElements, templateJsonCfg, "2", expected); |
| } |
| SUBCASE("fft2d, set 2, imag") |
| { |
| std::vector<uint32_t> expected = { 0x3f800000, 0x3dacbd02, 0xbe26be6a }; |
| fft2d_test_FP32(tosaNameImag, tosaElements, templateJsonCfg, "2", expected); |
| } |
| SUBCASE("fft2d, set 3, real") |
| { |
| // NOTE: Python test script produced 0x3de257cf, 0x3f144b53 - so off by 1 |
| std::vector<uint32_t> expected = { 0x41800000, 0x3de257ce, 0x3f144b54 }; |
| fft2d_test_FP32(tosaNameReal, tosaElements, templateJsonCfg, "3", expected); |
| } |
| SUBCASE("fft2d, set 3, imag") |
| { |
| std::vector<uint32_t> expected = { 0x41800000, 0x3f86492c, 0xbf5bd4b3 }; |
| fft2d_test_FP32(tosaNameImag, tosaElements, templateJsonCfg, "3", expected); |
| } |
| SUBCASE("fft2d, set 4, real") |
| { |
| std::vector<uint32_t> expected = { 0x0, 0x5d8c6475, 0x0 }; |
| fft2d_test_FP32(tosaNameReal, tosaElements, templateJsonCfg, "4", expected); |
| } |
| SUBCASE("fft2d, set 4, imag") |
| { |
| std::vector<uint32_t> expected = { 0xdca65b4f, 0x5c98b5d2, 0xdd14ddd8 }; |
| fft2d_test_FP32(tosaNameImag, tosaElements, templateJsonCfg, "4", expected); |
| } |
| SUBCASE("fft2d, set 5, real") |
| { |
| std::vector<uint32_t> expected = { 0x5cb9bbd4, 0x5d8c0c21, 0x5daa1928 }; |
| fft2d_test_FP32(tosaNameReal, tosaElements, templateJsonCfg, "5", expected); |
| } |
| SUBCASE("fft2d, set 5, imag") |
| { |
| std::vector<uint32_t> expected = { 0x5e708eb3, 0x5e2c1a78, 0x5ddbbc3f }; |
| fft2d_test_FP32(tosaNameImag, tosaElements, templateJsonCfg, "5", expected); |
| } |
| } |
| |
| TEST_SUITE_END(); // generate |