/* * Copyright (c) 2021 Samsung Electronics Co., Ltd. All Rights Reserved * 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 "QuantizedModelVerifier.h" #include "VerifyQuantizedNodeLayerWiseGranularity.h" #include "VerifyQuantizedNodeChannelWiseGranularity.h" #include "VerifyQuantizedNodeU8Type.h" #include "VerifyQuantizedNodeS16Type.h" #include #include namespace luci { void QuantizedModelVerifier::verify(loco::Graph *g) { if (_quantized_dtype != Type::U8 && _quantized_dtype != Type::S16) throw std::runtime_error("Unsupported quantized dtype"); if (_granularity != Granularity::ChannelWise && _granularity != Granularity::LayerWise) throw std::runtime_error("Unsupported granularity"); for (auto node : loco::active_nodes(loco::output_nodes(g))) { auto circle_node = loco::must_cast(node); auto node_name = [&circle_node]() { if (circle_node->name().length() == 0) return std::string("(noname)"); return circle_node->name(); }; // Verify Type if (_quantized_dtype == Type::U8) { VerifyQuantizedNodeU8Type vt; if (!circle_node->accept(&vt)) throw std::runtime_error("Wrong data type detected in " + node_name()); } else if (_quantized_dtype == Type::S16) { VerifyQuantizedNodeS16Type vt; if (!circle_node->accept(&vt)) throw std::runtime_error("Wrong data type detected in " + node_name()); } // Verify Granularity if (_granularity == Granularity::LayerWise) { VerifyQuantizedNodeLayerWiseGranularity vg; if (!circle_node->accept(&vg)) throw std::runtime_error("Wrong granularity detected in " + node_name()); } else if (_granularity == Granularity::ChannelWise) { VerifyQuantizedNodeChannelWiseGranularity vg; if (!circle_node->accept(&vg)) throw std::runtime_error("Wrong granularity detected in " + node_name()); } } } } // namespace luci