1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
|
/*******************************************************************************
* Copyright 2016-2018 Intel Corporation
*
* 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.
*******************************************************************************/
#ifndef CPU_REF_CONVOLUTION_HPP
#define CPU_REF_CONVOLUTION_HPP
#include <assert.h>
#include "c_types_map.hpp"
#include "type_helpers.hpp"
#include "utils.hpp"
#include "cpu_convolution_pd.hpp"
#include "cpu_primitive.hpp"
namespace mkldnn {
namespace impl {
namespace cpu {
template <impl::data_type_t src_type,
impl::data_type_t wei_type = src_type,
impl::data_type_t dst_type = src_type,
impl::data_type_t acc_type = dst_type>
struct ref_convolution_fwd_t: public cpu_primitive_t {
struct pd_t: public cpu_convolution_fwd_pd_t {
using cpu_convolution_fwd_pd_t::cpu_convolution_fwd_pd_t;
DECLARE_COMMON_PD_T("ref:any", ref_convolution_fwd_t);
status_t init() {
using namespace data_type;
bool ok = true
&& is_fwd()
&& set_default_alg_kind(alg_kind::convolution_direct)
&& expect_data_types(src_type, wei_type, data_type::undef,
dst_type, acc_type)
&& IMPLICATION(with_bias(), true
&& IMPLICATION(src_type == u8,
utils::one_of(bias_md_.data_type, f32, s32, s8, u8))
&& IMPLICATION(src_type == f32,
bias_md_.data_type == f32))
&& set_default_formats()
&& attr()->has_default_values();
return ok ? status::success : status::unimplemented;
}
protected:
bool set_default_formats() {
using namespace format_tag;
auto dat_tag = utils::pick(ndims() - 3, ncw, nchw, ncdhw);
auto wei_tag = with_groups()
? utils::pick(ndims() - 3, goiw, goihw, goidhw)
: utils::pick(ndims() - 3, oiw, oihw, oidhw);
return set_default_formats_common(dat_tag, wei_tag, dat_tag);
}
};
ref_convolution_fwd_t(const pd_t *apd): cpu_primitive_t(apd) {}
typedef typename prec_traits<src_type>::type src_data_t;
typedef typename prec_traits<wei_type>::type wei_data_t;
typedef typename prec_traits<dst_type>::type dst_data_t;
typedef typename prec_traits<acc_type>::type acc_data_t;
virtual status_t execute(const exec_ctx_t &ctx) const override {
execute_forward(ctx);
return status::success;
}
private:
void execute_forward(const exec_ctx_t &ctx) const;
const pd_t *pd() const { return (const pd_t *)primitive_t::pd(); }
};
template <impl::data_type_t diff_src_type, impl::data_type_t wei_type,
impl::data_type_t diff_dst_type,
impl::data_type_t acc_type = diff_src_type>
struct ref_convolution_bwd_data_t: public cpu_primitive_t {
struct pd_t: public cpu_convolution_bwd_data_pd_t {
using cpu_convolution_bwd_data_pd_t::cpu_convolution_bwd_data_pd_t;
DECLARE_COMMON_PD_T("ref:any", ref_convolution_bwd_data_t);
status_t init() {
bool ok = true
&& desc()->prop_kind == prop_kind::backward_data
&& set_default_alg_kind(alg_kind::convolution_direct)
&& expect_data_types(diff_src_type, wei_type, data_type::undef,
diff_dst_type, acc_type)
&& set_default_formats()
&& attr()->has_default_values();
return ok ? status::success : status::unimplemented;
}
virtual bool support_bias() const override { return true; }
protected:
bool set_default_formats() {
using namespace format_tag;
auto dat_tag = utils::pick(ndims() - 3, ncw, nchw, ncdhw);
auto wei_tag = with_groups()
? utils::pick(ndims() - 3, goiw, goihw, goidhw)
: utils::pick(ndims() - 3, oiw, oihw, oidhw);
return set_default_formats_common(dat_tag, wei_tag, dat_tag);
}
};
ref_convolution_bwd_data_t(const pd_t *apd): cpu_primitive_t(apd) {}
typedef typename prec_traits<diff_src_type>::type diff_src_data_t;
typedef typename prec_traits<wei_type>::type wei_data_t;
typedef typename prec_traits<diff_dst_type>::type diff_dst_data_t;
typedef typename prec_traits<acc_type>::type acc_data_t;
virtual status_t execute(const exec_ctx_t &ctx) const override {
execute_backward_data(ctx);
return status::success;
}
private:
void execute_backward_data(const exec_ctx_t &ctx) const;
const pd_t *pd() const { return (const pd_t *)primitive_t::pd(); }
};
template <impl::data_type_t src_type, impl::data_type_t diff_wei_type,
impl::data_type_t diff_dst_type,
impl::data_type_t acc_type = diff_wei_type>
struct ref_convolution_bwd_weights_t: public cpu_primitive_t {
struct pd_t: public cpu_convolution_bwd_weights_pd_t {
using cpu_convolution_bwd_weights_pd_t::cpu_convolution_bwd_weights_pd_t;
DECLARE_COMMON_PD_T("ref:any", ref_convolution_bwd_weights_t);
status_t init() {
bool ok = true
&& desc()->prop_kind == prop_kind::backward_weights
&& set_default_alg_kind(alg_kind::convolution_direct)
&& expect_data_types(src_type, diff_wei_type, diff_wei_type,
diff_dst_type, acc_type)
&& set_default_formats()
&& attr()->has_default_values();
return ok ? status::success : status::unimplemented;
}
protected:
bool set_default_formats() {
using namespace format_tag;
auto dat_tag = utils::pick(ndims() - 3, ncw, nchw, ncdhw);
auto wei_tag = with_groups()
? utils::pick(ndims() - 3, goiw, goihw, goidhw)
: utils::pick(ndims() - 3, oiw, oihw, oidhw);
return set_default_formats_common(dat_tag, wei_tag, dat_tag);
}
};
ref_convolution_bwd_weights_t(const pd_t *apd): cpu_primitive_t(apd) {}
typedef typename prec_traits<src_type>::type src_data_t;
typedef typename prec_traits<diff_wei_type>::type diff_wei_data_t;
typedef typename prec_traits<diff_dst_type>::type diff_dst_data_t;
typedef typename prec_traits<acc_type>::type acc_data_t;
virtual status_t execute(const exec_ctx_t &ctx) const override {
execute_backward_weights(ctx);
return status::success;
}
private:
void execute_backward_weights(const exec_ctx_t &ctx) const;
const pd_t *pd() const { return (const pd_t *)primitive_t::pd(); }
};
}
}
}
#endif
// vim: et ts=4 sw=4 cindent cino^=l0,\:0,N-s
|