| 1 | /******************************************************************************* |
| 2 | * Copyright 2017-2018 Intel Corporation |
| 3 | * |
| 4 | * Licensed under the Apache License, Version 2.0 (the "License"); |
| 5 | * you may not use this file except in compliance with the License. |
| 6 | * You may obtain a copy of the License at |
| 7 | * |
| 8 | * http://www.apache.org/licenses/LICENSE-2.0 |
| 9 | * |
| 10 | * Unless required by applicable law or agreed to in writing, software |
| 11 | * distributed under the License is distributed on an "AS IS" BASIS, |
| 12 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 13 | * See the License for the specific language governing permissions and |
| 14 | * limitations under the License. |
| 15 | *******************************************************************************/ |
| 16 | |
| 17 | #ifndef CPU_SIMPLE_Q10N_HPP |
| 18 | #define CPU_SIMPLE_Q10N_HPP |
| 19 | |
| 20 | #include <assert.h> |
| 21 | |
| 22 | #include "c_types_map.hpp" |
| 23 | #include "math_utils.hpp" |
| 24 | #include "nstl.hpp" |
| 25 | #include "type_helpers.hpp" |
| 26 | #include "utils.hpp" |
| 27 | |
| 28 | namespace mkldnn { |
| 29 | namespace impl { |
| 30 | namespace cpu { |
| 31 | |
| 32 | using namespace mkldnn::impl::math; |
| 33 | |
| 34 | template <typename out_t> |
| 35 | inline out_t round_and_saturate(float f) |
| 36 | { return math::saturate<out_t>(out_round<int>(f)); } |
| 37 | |
| 38 | /* Quantization with alpha == 1 and beta == 0 */ |
| 39 | template <typename in_t, typename out_t, typename enabled = void> |
| 40 | struct qz_a1b0 { |
| 41 | out_t operator()(in_t in) |
| 42 | { return round_and_saturate<out_t>((float)in); } |
| 43 | }; |
| 44 | |
| 45 | template <typename in_t, typename out_t> |
| 46 | struct qz_a1b0<in_t, out_t, |
| 47 | typename utils::enable_if<true |
| 48 | && nstl::is_integral<in_t>::value |
| 49 | && !is_subset<in_t, out_t>::value |
| 50 | >::type> { |
| 51 | out_t operator()(in_t in) { return math::saturate<out_t>(in); } |
| 52 | }; |
| 53 | |
| 54 | template <typename in_t, typename out_t> |
| 55 | struct qz_a1b0<in_t, out_t, |
| 56 | typename utils::enable_if<is_subset<in_t, out_t>::value>::type> { |
| 57 | out_t operator()(in_t in) { return (out_t)in; } |
| 58 | }; |
| 59 | |
| 60 | /* Quantization with alpha == 1 */ |
| 61 | template <typename in_t, typename out_t> struct qz_a1 { |
| 62 | out_t operator()(in_t in, out_t out, float beta) |
| 63 | { return round_and_saturate<out_t>((float)in + beta * out); } |
| 64 | }; |
| 65 | |
| 66 | template <typename in_t> struct qz_a1<in_t, float> { |
| 67 | float operator()(in_t in, float out, float beta) |
| 68 | { return (float)in + beta * out; } |
| 69 | }; |
| 70 | |
| 71 | /* Quantization with beta == 0 */ |
| 72 | template <typename in_t, typename out_t> struct qz_b0 { |
| 73 | out_t operator()(in_t in, float alpha) |
| 74 | { return round_and_saturate<out_t>(alpha * in); } |
| 75 | }; |
| 76 | |
| 77 | template <typename in_t> struct qz_b0<in_t, float> { |
| 78 | float operator()(in_t in, float alpha) { return alpha * in; } |
| 79 | }; |
| 80 | |
| 81 | /* Quantization */ |
| 82 | template <typename in_t, typename out_t> struct qz { |
| 83 | out_t operator()(in_t in, out_t out, float alpha, float beta) { |
| 84 | return round_and_saturate<out_t>( |
| 85 | alpha * in + (beta ? beta * out : 0)); |
| 86 | } |
| 87 | }; |
| 88 | |
| 89 | template <typename in_t> struct qz<in_t, float> { |
| 90 | float operator()(in_t in, float out, float alpha, float beta) |
| 91 | { return alpha * in + (beta ? beta * out : 0); } |
| 92 | }; |
| 93 | |
| 94 | } |
| 95 | } |
| 96 | } |
| 97 | |
| 98 | #endif |
| 99 | |