static_tensor.hpp 8.77 KB
Newer Older
Chao Liu's avatar
Chao Liu committed
1
2
3
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.

4
5
6
7
8
9
#ifndef CK_STATIC_TENSOR_HPP
#define CK_STATIC_TENSOR_HPP

namespace ck {

// StaticTensor for Scalar
10
template <AddressSpaceEnum AddressSpace,
11
12
13
14
15
16
17
18
19
20
          typename T,
          typename TensorDesc,
          bool InvalidElementUseNumericalZeroValue,
          typename enable_if<TensorDesc::IsKnownAtCompileTime(), bool>::type = false>
struct StaticTensor
{
    static constexpr auto desc_                  = TensorDesc{};
    static constexpr index_t ndim_               = TensorDesc::GetNumOfDimension();
    static constexpr index_t element_space_size_ = desc_.GetElementSpaceSize();

Chao Liu's avatar
Chao Liu committed
21
    __host__ __device__ constexpr StaticTensor() : invalid_element_scalar_value_{0} {}
22
23

    __host__ __device__ constexpr StaticTensor(T invalid_element_value)
Chao Liu's avatar
Chao Liu committed
24
        : invalid_element_scalar_value_{invalid_element_value}
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
    {
    }

    // read access
    template <typename Idx,
              typename enable_if<is_known_at_compile_time<Idx>::value && Idx::Size() == ndim_,
                                 bool>::type = false>
    __host__ __device__ constexpr const T& operator[](Idx) const
    {
        constexpr auto coord = make_tensor_coordinate(desc_, to_multi_index(Idx{}));

        constexpr index_t offset = coord.GetOffset();

        constexpr bool is_valid = coordinate_has_valid_offset(desc_, coord);

        if constexpr(is_valid)
        {
            return data_[Number<offset>{}];
        }
        else
        {
            if constexpr(InvalidElementUseNumericalZeroValue)
            {
Chao Liu's avatar
Chao Liu committed
48
                return zero_scalar_value_;
49
50
51
            }
            else
            {
Chao Liu's avatar
Chao Liu committed
52
                return invalid_element_scalar_value_;
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
            }
        }
    }

    // write access
    template <typename Idx,
              typename enable_if<is_known_at_compile_time<Idx>::value && Idx::Size() == ndim_,
                                 bool>::type = false>
    __host__ __device__ constexpr T& operator()(Idx)
    {
        constexpr auto coord = make_tensor_coordinate(desc_, to_multi_index(Idx{}));

        constexpr index_t offset = coord.GetOffset();

        constexpr bool is_valid = coordinate_has_valid_offset(desc_, coord);

        if constexpr(is_valid)
        {
            return data_(Number<offset>{});
        }
        else
        {
Chao Liu's avatar
Chao Liu committed
75
            return ignored_element_scalar_;
76
77
78
79
        }
    }

    StaticBuffer<AddressSpace, T, element_space_size_, true> data_;
Chao Liu's avatar
Chao Liu committed
80
81
82
    static constexpr T zero_scalar_value_ = T{0};
    const T invalid_element_scalar_value_;
    T ignored_element_scalar_;
83
84
85
};

// StaticTensor for vector
86
template <AddressSpaceEnum AddressSpace,
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
          typename S,
          index_t ScalarPerVector,
          typename TensorDesc,
          bool InvalidElementUseNumericalZeroValue,
          typename enable_if<TensorDesc::IsKnownAtCompileTime(), bool>::type = false>
struct StaticTensorTupleOfVectorBuffer
{
    static constexpr auto desc_                  = TensorDesc{};
    static constexpr index_t ndim_               = TensorDesc::GetNumOfDimension();
    static constexpr index_t element_space_size_ = desc_.GetElementSpaceSize();

    static constexpr index_t num_of_vector_ =
        math::integer_divide_ceil(element_space_size_, ScalarPerVector);

    using V = vector_type<S, ScalarPerVector>;

Chao Liu's avatar
Chao Liu committed
103
104
105
106
    __host__ __device__ constexpr StaticTensorTupleOfVectorBuffer()
        : invalid_element_scalar_value_{0}
    {
    }
107
108

    __host__ __device__ constexpr StaticTensorTupleOfVectorBuffer(S invalid_element_value)
Chao Liu's avatar
Chao Liu committed
109
        : invalid_element_scalar_value_{invalid_element_value}
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
    {
    }

    // Get S
    // Idx is for S, not V
    template <typename Idx,
              typename enable_if<is_known_at_compile_time<Idx>::value && Idx::Size() == ndim_,
                                 bool>::type = false>
    __host__ __device__ constexpr const S& operator[](Idx) const
    {
        constexpr auto coord = make_tensor_coordinate(desc_, to_multi_index(Idx{}));

        constexpr index_t offset = coord.GetOffset();

        constexpr bool is_valid = coordinate_has_valid_offset(desc_, coord);

        if constexpr(is_valid)
        {
            return data_[Number<offset>{}];
        }
        else
        {
            if constexpr(InvalidElementUseNumericalZeroValue)
            {
Chao Liu's avatar
Chao Liu committed
134
                return zero_scalar_value_;
135
136
137
            }
            else
            {
Chao Liu's avatar
Chao Liu committed
138
                return invalid_element_scalar_value_;
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
            }
        }
    }

    // Set S
    // Idx is for S, not V
    template <typename Idx,
              typename enable_if<is_known_at_compile_time<Idx>::value && Idx::Size() == ndim_,
                                 bool>::type = false>
    __host__ __device__ constexpr S& operator()(Idx)
    {
        constexpr auto coord = make_tensor_coordinate(desc_, to_multi_index(Idx{}));

        constexpr index_t offset = coord.GetOffset();

        constexpr bool is_valid = coordinate_has_valid_offset(desc_, coord);

        if constexpr(is_valid)
        {
            return data_(Number<offset>{});
        }
        else
        {
Chao Liu's avatar
Chao Liu committed
162
            return ignored_element_scalar_;
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
        }
    }

    // Get X
    // Idx is for S, not X. Idx should be aligned with X
    template <typename X,
              typename Idx,
              typename enable_if<has_same_scalar_type<S, X>::value &&
                                     is_known_at_compile_time<Idx>::value && Idx::Size() == ndim_,
                                 bool>::type = false>
    __host__ __device__ constexpr X GetAsType(Idx) const
    {
        constexpr auto coord = make_tensor_coordinate(desc_, to_multi_index(Idx{}));

        constexpr index_t offset = coord.GetOffset();

        constexpr bool is_valid = coordinate_has_valid_offset(desc_, coord);

        if constexpr(is_valid)
        {
            return data_.template GetAsType<X>(Number<offset>{});
        }
        else
        {
            if constexpr(InvalidElementUseNumericalZeroValue)
            {
                // TODO: is this right way to initialize a vector?
                return X{0};
            }
            else
            {
                // TODO: is this right way to initialize a vector?
Chao Liu's avatar
Chao Liu committed
195
                return X{invalid_element_scalar_value_};
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
            }
        }
    }

    // Set X
    // Idx is for S, not X. Idx should be aligned with X
    template <typename X,
              typename Idx,
              typename enable_if<has_same_scalar_type<S, X>::value &&
                                     is_known_at_compile_time<Idx>::value && Idx::Size() == ndim_,
                                 bool>::type = false>
    __host__ __device__ constexpr void SetAsType(Idx, X x)
    {
        constexpr auto coord = make_tensor_coordinate(desc_, to_multi_index(Idx{}));

        constexpr index_t offset = coord.GetOffset();

        constexpr bool is_valid = coordinate_has_valid_offset(desc_, coord);

        if constexpr(is_valid)
        {
            data_.template SetAsType<X>(Number<offset>{}, x);
        }
    }

    // Get read access to V. No is_valid check
    // Idx is for S, not V. Idx should be aligned with V
    template <typename Idx>
    __host__ __device__ constexpr const V& GetVectorTypeReference(Idx) const
    {
        constexpr auto coord = make_tensor_coordinate(desc_, to_multi_index(Idx{}));

        constexpr index_t offset = coord.GetOffset();

        return data_.GetVectorTypeReference(Number<offset>{});
    }

    // Get read access to V. No is_valid check
    // Idx is for S, not V. Idx should be aligned with V
    template <typename Idx>
    __host__ __device__ constexpr V& GetVectorTypeReference(Idx)
    {
        constexpr auto coord = make_tensor_coordinate(desc_, to_multi_index(Idx{}));

        constexpr index_t offset = coord.GetOffset();

        return data_.GetVectorTypeReference(Number<offset>{});
    }

    StaticBufferTupleOfVector<AddressSpace, S, num_of_vector_, ScalarPerVector, true> data_;
Chao Liu's avatar
Chao Liu committed
246
247
248
    static constexpr S zero_scalar_value_ = S{0};
    const S invalid_element_scalar_value_ = S{0};
    S ignored_element_scalar_;
249
250
};

251
template <AddressSpaceEnum AddressSpace,
252
253
254
255
256
257
258
259
260
          typename T,
          typename TensorDesc,
          typename enable_if<TensorDesc::IsKnownAtCompileTime(), bool>::type = false>
__host__ __device__ constexpr auto make_static_tensor(TensorDesc)
{
    return StaticTensor<AddressSpace, T, TensorDesc, true>{};
}

template <
261
    AddressSpaceEnum AddressSpace,
262
263
264
265
266
267
268
269
270
271
272
273
    typename T,
    typename TensorDesc,
    typename X,
    typename enable_if<TensorDesc::IsKnownAtCompileTime(), bool>::type                   = false,
    typename enable_if<is_same<remove_cvref_t<T>, remove_cvref_t<X>>::value, bool>::type = false>
__host__ __device__ constexpr auto make_static_tensor(TensorDesc, X invalid_element_value)
{
    return StaticTensor<AddressSpace, T, TensorDesc, true>{invalid_element_value};
}

} // namespace ck
#endif