// Copyright (c) 2019 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/x86/lookup_table_compute.h" #include #include #include #include #include "lite/core/op_registry.h" namespace paddle { namespace lite { namespace kernels { namespace x86 { TEST(lookup_table_x86, compute) { LookupTableCompute lookup_table; operators::LookupTableParam param; lite::Tensor w, ids, out, out_ref; int64_t padding_idx = -1; int vocab_size = 40; int emb_size = 50; int ids_h = 30; int ids_w = 20; auto w_dim = DDim({vocab_size, emb_size}); auto ids_dim = DDim({ids_h, ids_w}); auto out_dim = DDim({ids_h, ids_w, emb_size}); w.Resize(w_dim); ids.Resize(ids_dim); out.Resize(out_dim); out_ref.Resize(out_dim); auto* w_data = w.mutable_data(); auto* ids_data = ids.mutable_data(); auto* out_data = out.mutable_data(); auto* out_ref_data = out_ref.mutable_data(); int w_num = w_dim.production(); for (int i = 0; i < w_num; i++) { w_data[i] = static_cast(i + 1) / (w_num + 1); } int ids_num = ids_dim.production(); for (int i = 0; i < ids_num; i++) { ids_data[i] = i % vocab_size; } int out_num = out_dim.production(); for (int i = 0; i < out_num; i++) { out_ref_data[i] = static_cast((i % (vocab_size * emb_size)) + 1) / (w_num + 1); } param.W = &w; param.Ids = &ids; param.Out = &out; param.padding_idx = padding_idx; lookup_table.SetParam(param); lookup_table.Run(); for (int i = 0; i < out_num; i++) { EXPECT_NEAR(out_data[i], out_ref_data[i], 1e-5); } } } // namespace x86 } // namespace kernels } // namespace lite } // namespace paddle USE_LITE_KERNEL(lookup_table, kX86, kInt64, kNCHW, def);