// Copyright (c) 2020 PaddlePaddle Authors. 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 "lite/kernels/npu/bridges/graph.h" #include "lite/kernels/npu/bridges/registry.h" #include "lite/kernels/npu/bridges/utility.h" namespace paddle { namespace lite { namespace subgraph { namespace npu { int LookupTableConverter(void* ctx, OpLite* op, KernelBase* kernel) { CHECK(ctx != nullptr); CHECK(op != nullptr); auto graph = static_cast(ctx); auto op_info = op->op_info(); auto op_type = op_info->Type(); auto scope = op->scope(); VLOG(3) << "[NPU] Converting " + op_type + "..."; // Get input, output and op attributes auto w_name = op_info->Input("W").front(); auto w = scope->FindTensor(w_name); auto index_name = op_info->Input("Ids").front(); auto index = scope->FindTensor(index_name); auto out_name = op_info->Output("Out").front(); auto out = scope->FindTensor(out_name); auto out_shape = out->dims().Vectorize(); // W node std::shared_ptr w_node = nullptr; if (graph->Has(w_name)) { w_node = graph->Get(w_name); } else { w_node = graph->Add(w_name, *w); } // Index node std::shared_ptr index_node = nullptr; if (graph->Has(index_name)) { index_node = graph->Get(index_name); } else { index_node = graph->Add(index_name, *index); } // reshape ids auto reshaped_index_node = graph->Add(index_name + "/reshape"); auto reshaped_index_op = reshaped_index_node->data(); reshaped_index_op->set_input_tensor(*index_node->data()); reshaped_index_op->set_attr_shape(ge::AttrValue::LIST_INT({index->numel()})); reshaped_index_op->set_attr_axis(0); index_node = reshaped_index_node; // Gather node auto gather_node = graph->Add(out_name); auto gather_op = gather_node->data(); gather_op->set_input_params(*w_node->data()); gather_op->set_input_indices(*index_node->data()); // reshape out auto reshaped_gather_node = graph->Add(out_name); auto reshaped_gather_op = reshaped_gather_node->data(); reshaped_gather_op->set_input_tensor(*gather_node->data()); reshaped_gather_op->set_attr_shape( ge::AttrValue::LIST_INT(out_shape.begin(), out_shape.end())); reshaped_gather_op->set_attr_axis(0); return REBUILD_WHEN_SHAPE_CHANGED; } } // namespace npu } // namespace subgraph } // namespace lite } // namespace paddle REGISTER_SUBGRAPH_BRIDGE(lookup_table, kNPU, paddle::lite::subgraph::npu::LookupTableConverter);