// Copyright (c) 2020-2021, 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 "tosa_serialization_handler.h" #include using namespace tosa; TosaSerializationTensor::TosaSerializationTensor(const flatbuffers::String* name, const flatbuffers::Vector& shape, DType dtype, const flatbuffers::String* npy_filename) { _dtype = dtype; std::copy(shape.begin(), shape.end(), std::back_inserter(_shape)); assert(name); _name = name->str(); if (npy_filename) { _npy_filename = npy_filename->str(); } } TosaSerializationTensor::TosaSerializationTensor(std::string& name, const std::vector& shape, DType dtype, const std::string& npy_filename) { _dtype = dtype; _shape = shape; _name = name; _npy_filename = npy_filename; } TosaSerializationTensor::TosaSerializationTensor() { _dtype = DType_UNKNOWN; _name = "UNKNOWN"; } TosaSerializationTensor::~TosaSerializationTensor() {} TosaSerializationOperator::TosaSerializationOperator(Op op, Attribute attribute_type, const TosaAttributeBase* attribute, QuantInfo qinfo_type, const TosaQuantInfoBase* qinfo, std::vector input_tensor_names, std::vector output_tensor_names) { _op = op; _attribute_type = attribute_type; switch (attribute_type) { case Attribute_NONE: _attribute = new TosaNoneAttribute(); break; #define DEF_ATTRIBUTE(NAME, ...) \ case Attribute_##NAME##Attribute: \ _attribute = new Tosa##NAME##Attribute(attribute); \ break; #include "attribute.def" #undef DEF_ATTRIBUTE default: printf("TosaSerializationOperator::TosaSerializationOperator(): Attribute %s not implemented yet\n", EnumNamesAttribute()[attribute_type]); assert(0); } _qinfo_type = qinfo_type; switch (qinfo_type) { case QuantInfo_NONE: _qinfo = new TosaNoneQuantInfo(); break; #define DEF_QUANTIZATION_INFO(NAME, ...) \ case QuantInfo_##NAME##QuantInfo: \ _qinfo = new Tosa##NAME##QuantInfo(qinfo); \ break; #include "quant_info.def" #undef DEF_QUANTIZATION_INFO default: printf("TosaSerializationOperator::TosaSerializationOperator(): QuantInfo %s not implemented yet\n", EnumNamesQuantInfo()[qinfo_type]); assert(0); } assert(_attribute && _qinfo); _input_tensor_names = input_tensor_names; _output_tensor_names = output_tensor_names; } TosaSerializationOperator::~TosaSerializationOperator() { delete _attribute; delete _qinfo; // TosaSerializationTensor should be free'd in TosaSerializationSerializationHandler destructor } TosaSerializationBasicBlock::TosaSerializationBasicBlock(std::string name, std::vector operators, std::vector tensors, std::vector inputs, std::vector outputs) { _name = name; _operators = operators; _tensors = tensors; _inputs = inputs; _outputs = outputs; } TosaSerializationBasicBlock::~TosaSerializationBasicBlock() { // deallocate all operators for (auto op : GetOperators()) { delete op; // ~TosaSerializationOperator() } // deallocate all tensors for (auto ts : GetTensors()) { delete ts; // ~TosaSerializationTensor() } } TosaSerializationHandler::TosaSerializationHandler() { _schemaLoaded = false; SetTosaVersion(); } TosaSerializationHandler::~TosaSerializationHandler() { Clear(); // deallocate all basic blocks } tosa_err_t TosaSerializationHandler::SetTosaVersion() { // version is specified within .fbs // and it's encoded as defaulted value of CreateTosaVersion() // need to write out one object to read that value out // TODO: very costly now. is there any better way to encode constant in .fbs? auto fboffset_version = CreateVersion(_builder); auto fboffset_tosa_graph = CreateTosaGraphDirect(_builder, fboffset_version, nullptr); _builder.Finish(fboffset_tosa_graph); std::string jsongen; uint8_t* buf = _builder.GetBufferPointer(); auto fb_tosa_graph = GetTosaGraph(buf); auto fb_tosa_version = fb_tosa_graph->version(); _version.set_version(fb_tosa_version->_major(), fb_tosa_version->_minor(), fb_tosa_version->_patch(), fb_tosa_version->_experimental()); return TOSA_OK; } tosa_err_t TosaSerializationHandler::LoadFileSchema(const char* schema_filename) { std::string schema; bool ok; ok = flatbuffers::LoadFile(schema_filename, false, &schema); if (!ok) { printf("Error loading schema file: %s\n", schema_filename); return TOSA_FILE_ERROR; } ok = _parser.Parse(schema.c_str()); if (!ok) { printf("Error parsing ISA schema file: %s\n", schema_filename); return TOSA_FILE_ERROR; } _schemaLoaded = true; return TOSA_OK; } tosa_err_t TosaSerializationHandler::LoadFileJson(const char* filename) { std::string jsonfile; bool ok; tosa_err_t err; if (!_schemaLoaded) { return TOSA_SCHEMA_MISSING; } ok = flatbuffers::LoadFile(filename, false, &jsonfile); if (!ok) { printf("Error loading json file: %s\n", filename); return TOSA_FILE_ERROR; } ok = _parser.Parse(jsonfile.c_str()); if (!ok) { printf("Error parsing json file: %s\n", filename); return TOSA_FILE_ERROR; } uint8_t* buf = _parser.builder_.GetBufferPointer(); err = InitWithBuf(buf); if (err != TOSA_OK) { return err; } return TOSA_OK; } tosa_err_t TosaSerializationHandler::SaveFileJson(const char* filename) { std::string jsongen; tosa_err_t err; if (!_schemaLoaded) { return TOSA_SCHEMA_MISSING; } err = FreezeBuilder(); if (err != TOSA_OK) { return err; } uint8_t* buf = _builder.GetBufferPointer(); if (!GenerateText(_parser, buf, &jsongen)) { printf("Couldn't serialize parsed data to JSON!\n"); return TOSA_FILE_ERROR; } FILE* file = fopen(filename, "wb"); if (!file) { printf("Couldn't open output file: %s\n", filename); return TOSA_FILE_ERROR; } if (fwrite(jsongen.c_str(), sizeof(char), jsongen.size(), file) != jsongen.size()) { printf("Error writing to json output file: %s\n", filename); fclose(file); return TOSA_FILE_ERROR; } if (file) fclose(file); return TOSA_OK; } tosa_err_t TosaSerializationHandler::LoadFileTosaFlatbuffer(const char* filename) { std::string read_buffer; tosa_err_t err; uint8_t* buf; bool ok; ok = flatbuffers::LoadFile(filename, false, &read_buffer); if (!ok) { printf("Error loading flatbuffer file: %s\n", filename); return TOSA_FILE_ERROR; } buf = (uint8_t*)read_buffer.data(); err = InitWithBuf(buf); if (err != TOSA_OK) { return err; } return TOSA_OK; } tosa_err_t TosaSerializationHandler::SaveFileTosaFlatbuffer(const char* filename) { tosa_err_t err; err = FreezeBuilder(); if (err != TOSA_OK) { return err; } uint8_t* buf = _builder.GetBufferPointer(); bool ok = flatbuffers::SaveFile(filename, (const char*)buf, _builder.GetSize(), false); if (!ok) { printf("Error saving floatbuffer file: %s\n", filename); return TOSA_FILE_ERROR; } return TOSA_OK; } tosa_err_t TosaSerializationHandler::Clear() { // deallocate all basic blocks for (auto bb : GetBlocks()) { delete bb; } _blocks.clear(); return TOSA_OK; } tosa_err_t TosaSerializationHandler::CheckTosaVersion(const TosaVersion& read_version) { if (_version != read_version) { printf("WARNING: read tosa version: %s != schema tosa version %s\n", read_version.to_string().c_str(), _version.to_string().c_str()); return TOSA_VERSION_MISMATCH; } return TOSA_OK; } tosa_err_t TosaSerializationHandler::InitWithBuf(const uint8_t* buf) { auto fb_tosa_graph = GetTosaGraph(buf); auto fb_tosa_version = fb_tosa_graph->version(); auto fb_tosa_blocks = fb_tosa_graph->blocks(); std::vector operator_inputs_container; std::vector operator_outputs_container; std::vector block_operators_container; std::vector block_tensors_container; std::vector block_inputs_container; std::vector block_outputs_container; TosaAttributeBase* typed_attribute = NULL; TosaQuantInfoBase* typed_qinfo = NULL; TosaSerializationOperator* new_operator = NULL; TosaSerializationBasicBlock* new_block = NULL; TosaSerializationTensor* new_tensor = NULL; // erase container Clear(); TosaVersion read_version(fb_tosa_version->_major(), fb_tosa_version->_minor(), fb_tosa_version->_patch(), fb_tosa_version->_experimental()); tosa_err_t err = CheckTosaVersion(read_version); if (err != TOSA_OK) return err; for (size_t i = 0; i < fb_tosa_blocks->size(); i++) { auto curr_block = fb_tosa_blocks->Get(i); auto block_name = curr_block->name()->str(); auto fb_tosa_operators = curr_block->operators(); block_operators_container.clear(); for (size_t j = 0; j < fb_tosa_operators->size(); j++) { auto curr_operator = fb_tosa_operators->Get(j); auto operator_op = curr_operator->op(); auto attribute_type = curr_operator->attribute_type(); auto attribute = curr_operator->attribute(); auto operator_qinfo_type = curr_operator->quant_info_type(); auto operator_qinfo = curr_operator->quant_info(); // input tensors auto operator_inputs = curr_operator->inputs(); operator_inputs_container.clear(); if (operator_inputs) { for (size_t k = 0; k < operator_inputs->size(); k++) { auto curr_input = operator_inputs->Get(k); operator_inputs_container.push_back(curr_input->str()); } } // output tensors auto operator_outputs = curr_operator->outputs(); operator_outputs_container.clear(); if (operator_outputs) { for (size_t k = 0; k < operator_outputs->size(); k++) { auto curr_output = operator_outputs->Get(k); operator_outputs_container.push_back(curr_output->str()); } } switch (attribute_type) { case Attribute_NONE: typed_attribute = new TosaNoneAttribute(); break; #define DEF_ATTRIBUTE(NAME, ...) \ case Attribute_##NAME##Attribute: \ typed_attribute = new Tosa##NAME##Attribute(attribute); \ break; #include "attribute.def" #undef DEF_ATTRIBUTE default: printf("TosaSerializationHandler::InitWithBuf(): Attribute %s not implemented yet\n", EnumNamesAttribute()[attribute_type]); return TOSA_INTERNAL_ERROR; } switch (operator_qinfo_type) { case QuantInfo_NONE: typed_qinfo = new TosaNoneQuantInfo(); break; #define DEF_QUANTIZATION_INFO(NAME, ...) \ case QuantInfo_##NAME##QuantInfo: \ typed_qinfo = new Tosa##NAME##QuantInfo(operator_qinfo); \ break; #include "quant_info.def" #undef DEF_QUANTIZATION_INFO default: printf("TosaSerializationHandler::InitWithBuf(): QuantInfo %s not implemented yet\n", EnumNamesQuantInfo()[operator_qinfo_type]); return TOSA_INTERNAL_ERROR; } new_operator = new TosaSerializationOperator(operator_op, attribute_type, typed_attribute, operator_qinfo_type, typed_qinfo, operator_inputs_container, operator_outputs_container); if (new_operator) { block_operators_container.push_back(new_operator); } else { return TOSA_MEMORY_ERROR; } if (typed_attribute) delete typed_attribute; if (typed_qinfo) delete typed_qinfo; } auto fb_tosa_tensors = curr_block->tensors(); block_tensors_container.clear(); for (size_t j = 0; j < fb_tosa_tensors->size(); j++) { auto curr_tensor = fb_tosa_tensors->Get(j); auto tensor_name = curr_tensor->name(); auto tensor_shape = curr_tensor->shape(); auto tensor_type = curr_tensor->type(); auto tensor_npy_filename = curr_tensor->npy_filename(); new_tensor = new TosaSerializationTensor(tensor_name, *tensor_shape, tensor_type, tensor_npy_filename); if (new_tensor) { block_tensors_container.push_back(new_tensor); } else { return TOSA_MEMORY_ERROR; } } auto block_inputs = curr_block->inputs(); auto block_outputs = curr_block->outputs(); block_inputs_container.clear(); block_outputs_container.clear(); for (size_t j = 0; j < block_inputs->size(); j++) { auto curr_block_input = block_inputs->Get(j); block_inputs_container.push_back(curr_block_input->str()); } for (size_t j = 0; j < block_outputs->size(); j++) { auto curr_block_output = block_outputs->Get(j); block_outputs_container.push_back(curr_block_output->str()); } new_block = new TosaSerializationBasicBlock(block_name, block_operators_container, block_tensors_container, block_inputs_container, block_outputs_container); if (new_block) { this->GetBlocks().push_back(new_block); } else { return TOSA_MEMORY_ERROR; } } return TOSA_OK; } tosa_err_t TosaSerializationHandler::FreezeBuilder() { std::vector> fboffset_blocks; std::vector> fboffset_block_operators; std::vector> fboffset_block_tensors; std::vector> fboffset_block_inputs; std::vector> fboffset_block_outputs; std::vector> fboffset_operator_inputs; std::vector> fboffset_operator_outputs; // translate TosaFlatbufferOperator to flatbuffers::Offset for (auto block : GetBlocks()) { fboffset_block_operators.clear(); fboffset_block_tensors.clear(); fboffset_block_inputs.clear(); fboffset_block_outputs.clear(); auto block_name = _builder.CreateString(block->GetName().c_str()); for (auto tensor_str : block->GetInputs()) { auto tensor_name = _builder.CreateString(tensor_str.c_str()); fboffset_block_inputs.push_back(tensor_name); } for (auto tensor_str : block->GetOutputs()) { auto tensor_name = _builder.CreateString(tensor_str.c_str()); fboffset_block_outputs.push_back(tensor_name); } auto fb_block_inputs = _builder.CreateVector(fboffset_block_inputs); auto fb_block_outputs = _builder.CreateVector(fboffset_block_outputs); for (auto op : block->GetOperators()) { fboffset_operator_inputs.clear(); fboffset_operator_outputs.clear(); auto operator_op = op->GetOp(); auto attribute_type = op->GetAttributeType(); for (auto tensor_str : op->GetInputTensorNames()) { auto tensor_name = _builder.CreateString(tensor_str.c_str()); fboffset_operator_inputs.push_back(tensor_name); } for (auto tensor_str : op->GetOutputTensorNames()) { auto tensor_name = _builder.CreateString(tensor_str.c_str()); fboffset_operator_outputs.push_back(tensor_name); } auto fb_operator_inputs = _builder.CreateVector(fboffset_operator_inputs); auto fb_operator_outputs = _builder.CreateVector(fboffset_operator_outputs); flatbuffers::Offset fb_attribute; switch (attribute_type) { case Attribute_NONE: fb_attribute = 0; break; #define DEF_ARGS_S_STR(NAME, V) , _builder.CreateString(reinterpret_cast(op->GetAttribute())->V().c_str()) #define DEF_ARGS_S_DEFAULT(NAME, V) , reinterpret_cast(op->GetAttribute())->V() #define DEF_ARGS_S_int32_t(NAME, V) DEF_ARGS_S_DEFAULT(NAME, V) #define DEF_ARGS_S_float(NAME, V) DEF_ARGS_S_DEFAULT(NAME, V) #define DEF_ARGS_S_bool(NAME, V) DEF_ARGS_S_DEFAULT(NAME, V) #define DEF_ARGS_S_ResizeMode(NAME, V) DEF_ARGS_S_DEFAULT(NAME, V) #define DEF_ARGS_S_string(NAME, V) DEF_ARGS_S_STR(NAME, V) #define DEF_ARGS_S(NAME, T, V) DEF_ARGS_S_##T(NAME, V) #define DEF_ARGS_V(NAME, T, V) , _builder.CreateVector(reinterpret_cast(op->GetAttribute())->V()) #define DEF_ARGS_1(NAME, T0, F0, V0) DEF_ARGS_##F0(NAME, T0, V0) #define DEF_ARGS_2(NAME, T0, F0, V0, T1, F1, V1) DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) #define DEF_ARGS_3(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) #define DEF_ARGS_4(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) #define DEF_ARGS_5(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3, T4, F4, V4) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) \ DEF_ARGS_##F4(NAME, T4, V4) #define DEF_ARGS_6(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3, T4, F4, V4, T5, F5, V5) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) \ DEF_ARGS_##F4(NAME, T4, V4) DEF_ARGS_##F5(NAME, T5, V5) #define DEF_ARGS_7(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3, T4, F4, V4, T5, F5, V5, T6, F6, V6) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) \ DEF_ARGS_##F4(NAME, T4, V4) DEF_ARGS_##F5(NAME, T5, V5) DEF_ARGS_##F6(NAME, T6, V6) #define DEF_ATTRIBUTE(NAME, NUM_ARGS, ...) \ case Attribute_##NAME##Attribute: \ fb_attribute = Create##NAME##Attribute(_builder DEF_ARGS_##NUM_ARGS(NAME##Attribute, __VA_ARGS__)).Union(); \ break; #include "attribute.def" #undef DEF_ATTRIBUTE #undef DEF_ARGS_1 #undef DEF_ARGS_2 #undef DEF_ARGS_3 #undef DEF_ARGS_4 #undef DEF_ARGS_5 #undef DEF_ARGS_6 #undef DEF_ARGS_7 #undef DEF_ARGS_S #undef DEF_ARGS_V #undef DEF_ARGS_S_int32_t #undef DEF_ARGS_S_float #undef DEF_ARGS_S_bool #undef DEF_ARGS_S_ResizeMode #undef DEF_ARGS_S_string #undef DEF_ARGS_S_STR #undef DEF_ARGS_S_DEFAULT default: printf("TosaSerializationHandler::FreezeBuilder(): Attribute %s not implemented yet\n", EnumNamesAttribute()[attribute_type]); return TOSA_INTERNAL_ERROR; } auto qinfo_type = op->GetQInfoType(); flatbuffers::Offset fb_operator_qinfo; switch (qinfo_type) { case QuantInfo_NONE: fb_operator_qinfo = 0; break; #define DEF_ARGS_S(NAME, T, V) , reinterpret_cast(op->GetQInfo())->V() #define DEF_ARGS_V(NAME, T, V) , _builder.CreateVector(reinterpret_cast(op->GetQInfo())->V()) #define DEF_ARGS_1(NAME, T0, F0, V0) DEF_ARGS_##F0(NAME, T0, V0) #define DEF_ARGS_2(NAME, T0, F0, V0, T1, F1, V1) DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) #define DEF_ARGS_3(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) #define DEF_ARGS_4(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) #define DEF_ARGS_5(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3, T4, F4, V4) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) \ DEF_ARGS_##F4(NAME, T4, V4) #define DEF_ARGS_6(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3, T4, F4, V4, T5, F5, V5) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) \ DEF_ARGS_##F4(NAME, T4, V4) DEF_ARGS_##F5(NAME, T5, V5) #define DEF_ARGS_7(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3, T4, F4, V4, T5, F5, V5, T6, F6, V6) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) \ DEF_ARGS_##F4(NAME, T4, V4) DEF_ARGS_##F5(NAME, T5, V5) DEF_ARGS_##F6(NAME, T6, V6) #define DEF_ARGS_8(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3, T4, F4, V4, T5, F5, V5, T6, F6, V6, T7, F7, \ V7) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) \ DEF_ARGS_##F4(NAME, T4, V4) DEF_ARGS_##F5(NAME, T5, V5) DEF_ARGS_##F6(NAME, T6, V6) \ DEF_ARGS_##F7(NAME, T7, V7) #define DEF_ARGS_9(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3, T4, F4, V4, T5, F5, V5, T6, F6, V6, T7, F7, \ V7, T8, F8, V8) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) \ DEF_ARGS_##F4(NAME, T4, V4) DEF_ARGS_##F5(NAME, T5, V5) DEF_ARGS_##F6(NAME, T6, V6) \ DEF_ARGS_##F7(NAME, T7, V7) DEF_ARGS_##F8(NAME, T8, V8) #define DEF_ARGS_10(NAME, T0, F0, V0, T1, F1, V1, T2, F2, V2, T3, F3, V3, T4, F4, V4, T5, F5, V5, T6, F6, V6, T7, F7, \ V7, T8, F8, V8, T9, F9, V9) \ DEF_ARGS_##F0(NAME, T0, V0) DEF_ARGS_##F1(NAME, T1, V1) DEF_ARGS_##F2(NAME, T2, V2) DEF_ARGS_##F3(NAME, T3, V3) \ DEF_ARGS_##F4(NAME, T4, V4) DEF_ARGS_##F5(NAME, T5, V5) DEF_ARGS_##F6(NAME, T6, V6) \ DEF_ARGS_##F7(NAME, T7, V7) DEF_ARGS_##F8(NAME, T8, V8) DEF_ARGS_##F9(NAME, T9, V9) #define DEF_QUANTIZATION_INFO(NAME, NUM_ARGS, ...) \ case QuantInfo_##NAME##QuantInfo: \ fb_operator_qinfo = \ Create##NAME##QuantInfo(_builder DEF_ARGS_##NUM_ARGS(NAME##QuantInfo, __VA_ARGS__)).Union(); \ break; #include "quant_info.def" #undef DEF_QUANTIZATION_INFO #undef DEF_ARGS_1 #undef DEF_ARGS_2 #undef DEF_ARGS_3 #undef DEF_ARGS_4 #undef DEF_ARGS_5 #undef DEF_ARGS_6 #undef DEF_ARGS_7 #undef DEF_ARGS_8 #undef DEF_ARGS_9 #undef DEF_ARGS_10 #undef DEF_ARGS_S #undef DEF_ARGS_V default: printf("TosaSerializationHandler::FreezeBuilder(): Attribute %s not implemented yet\n", EnumNamesAttribute()[attribute_type]); return TOSA_INTERNAL_ERROR; } auto fboffset_operator = CreateTosaOperator(_builder, operator_op, attribute_type, fb_attribute, fb_operator_inputs, fb_operator_outputs, qinfo_type, fb_operator_qinfo); fboffset_block_operators.push_back(fboffset_operator); } auto fb_block_operators = _builder.CreateVector(fboffset_block_operators); for (auto tensor : block->GetTensors()) { auto tensor_name = _builder.CreateString(tensor->GetName().c_str()); auto tensor_shape = _builder.CreateVector(tensor->GetShape()); auto tensor_dtype = tensor->GetDtype(); flatbuffers::Offset tensor_npy_filename = 0; if (!tensor->GetNpyFilePtr().empty()) tensor_npy_filename = _builder.CreateString(tensor->GetNpyFilePtr().c_str()); auto fboffset_tensor = CreateTosaTensor(_builder, tensor_name, tensor_shape, tensor_dtype, tensor_npy_filename); fboffset_block_tensors.push_back(fboffset_tensor); } auto fb_block_tensors = _builder.CreateVector(fboffset_block_tensors); auto fboffset_block = CreateTosaBasicBlock(_builder, block_name, fb_block_operators, fb_block_tensors, fb_block_inputs, fb_block_outputs); fboffset_blocks.push_back(fboffset_block); } auto fb_blocks = _builder.CreateVector(fboffset_blocks); auto fb_version = CreateVersion(_builder, GetTosaVersion()._major, GetTosaVersion()._minor, GetTosaVersion()._patch, GetTosaVersion()._experimental); auto fb_graph = CreateTosaGraph(_builder, fb_version, fb_blocks); _builder.Finish(fb_graph); return TOSA_OK; }