| // Licensed to the Apache Software Foundation (ASF) under one |
| // or more contributor license agreements. See the NOTICE file |
| // distributed with this work for additional information |
| // regarding copyright ownership. The ASF licenses this file |
| // to you 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 "vec/functions/array/function_array_distance.h" |
| |
| #include "vec/functions/simple_function_factory.h" |
| |
| namespace doris::vectorized { |
| |
| FAISS_PRAGMA_IMPRECISE_FUNCTION_BEGIN |
| float CosineDistance::distance(const float* x, const float* y, size_t d) { |
| float dot_prod = 0; |
| float squared_x = 0; |
| float squared_y = 0; |
| for (size_t i = 0; i < d; ++i) { |
| dot_prod += x[i] * y[i]; |
| squared_x += x[i] * x[i]; |
| squared_y += y[i] * y[i]; |
| } |
| if (squared_x == 0 or squared_y == 0) { |
| return 2.0f; |
| } |
| return 1 - dot_prod / sqrt(squared_x * squared_y); |
| } |
| FAISS_PRAGMA_IMPRECISE_FUNCTION_END |
| |
| void register_function_array_distance(SimpleFunctionFactory& factory) { |
| factory.register_function<FunctionArrayDistance<L1Distance>>(); |
| factory.register_function<FunctionArrayDistance<L2Distance>>(); |
| factory.register_function<FunctionArrayDistance<CosineDistance>>(); |
| factory.register_function<FunctionArrayDistance<InnerProduct>>(); |
| factory.register_function<FunctionArrayDistance<L2DistanceApproximate>>(); |
| factory.register_function<FunctionArrayDistance<InnerProductApproximate>>(); |
| } |
| |
| } // namespace doris::vectorized |