common.hpp 11.6 KB
Newer Older
Po-Yen, Chen's avatar
Po-Yen, Chen committed
1
2
3
4
5
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.

#pragma once

6
#include <cassert>
Po-Yen, Chen's avatar
Po-Yen, Chen committed
7
8
9
#include <cstddef>
#include <cstdlib>
#include <iostream>
Po-Yen, Chen's avatar
Po-Yen, Chen committed
10
11
#include <iterator>
#include <numeric>
12
#include <type_traits>
Po-Yen, Chen's avatar
Po-Yen, Chen committed
13
14
15

#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/element/binary_element_wise_operation.hpp"
16
#include "ck/tensor_operation/gpu/device/device_permute.hpp"
17
#include "ck/utility/type.hpp"
Po-Yen, Chen's avatar
Po-Yen, Chen committed
18
19
20
21
22
23

#include "ck/library/utility/check_err.hpp"
#include "ck/library/utility/device_memory.hpp"
#include "ck/library/utility/host_tensor.hpp"
#include "ck/library/utility/host_tensor_generator.hpp"

24
using F16 = ck::half_t;
25
using F32 = float;
26

Po-Yen, Chen's avatar
Po-Yen, Chen committed
27
28
29
30
31
32
33
34
struct ExecutionConfig final
{
    bool do_verification = true;
    bool time_kernel     = false;
};

struct Problem final
{
35
36
37
38
39
40
41
42
43
44
45
46
    using Shape = std::array<std::size_t, 3>;
    using Axes  = Shape;

    Problem() = delete;

    explicit Problem(const Shape& default_shape, const Axes& default_axes)
        : shape(default_shape), axes(default_axes)
    {
    }

    Shape shape;
    Axes axes;
Po-Yen, Chen's avatar
Po-Yen, Chen committed
47
48
};

49
50
51
52
53
template <ck::index_t... Is>
using S = ck::Sequence<Is...>;

using PassThrough = ck::tensor_operation::element_wise::PassThrough;

54
55
56
57
58
59
60
61
62
63
64
namespace detail {

template <typename T, typename = void>
struct is_iterator : std::false_type
{
};

template <typename T>
struct is_iterator<T,
                   std::void_t<decltype(*std::declval<T>()),
                               decltype(++std::declval<std::add_lvalue_reference_t<T>>()),
65
                               decltype(std::declval<std::add_lvalue_reference_t<T>>()++)>>
66
67
68
69
70
71
72
    : std::true_type
{
};

template <typename T>
inline constexpr bool is_iterator_v = is_iterator<T>::value;

73
74
75
76
77
78
struct Placeholder final
{
    template <typename T>
    constexpr inline operator T() const noexcept;
};

79
template <typename Iterator, typename = void>
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
struct is_output_iterator : std::false_type
{
};

template <typename Iterator>
struct is_output_iterator<
    Iterator,
    std::void_t<decltype(*std::declval<Iterator>() = std::declval<Placeholder>())>>
    : std::bool_constant<is_iterator_v<Iterator>>
{
};

template <typename T>
inline constexpr bool is_output_iterator_v = is_output_iterator<T>::value;

95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
template <typename Iterator, typename = void>
struct is_bidirectional_iterator : std::false_type
{
};

template <typename Iterator>
struct is_bidirectional_iterator<
    Iterator,
    std::void_t<decltype(--std::declval<std::add_lvalue_reference_t<Iterator>>()),
                decltype(std::declval<std::add_lvalue_reference_t<Iterator>>()--)>>
    : std::bool_constant<is_iterator_v<Iterator>>
{
};

template <typename Iterator>
inline constexpr bool is_bidirectional_iterator_v = is_bidirectional_iterator<Iterator>::value;

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
template <typename Iterator, typename = void>
struct is_random_access_iterator : std::false_type
{
};

template <typename Iterator>
struct is_random_access_iterator<Iterator,
                                 std::void_t<decltype(std::declval<Iterator>() + 1),
                                             decltype(std::declval<Iterator>() - 1),
                                             decltype(std::declval<Iterator>()[1])>>
    : std::bool_constant<is_iterator_v<Iterator>>
{
};

template <typename Iterator>
inline constexpr bool is_random_access_iterator_v = is_random_access_iterator<Iterator>::value;

template <typename T, typename = void>
struct is_range : std::false_type
{
};

template <typename T>
struct is_range<T,
                std::void_t<decltype(begin(std::declval<T>())), decltype(end(std::declval<T>()))>>
    : std::bool_constant<is_iterator_v<ck::remove_cvref_t<decltype(begin(std::declval<T>()))>>>
{
};

template <typename T>
inline constexpr bool is_range_v = is_range<T>::value;

144
145
146
147
148
149
150
151
152
153
154
155
156
157
template <typename Range, typename = void>
struct is_sized_range : std::false_type
{
};

template <typename Range>
struct is_sized_range<Range, std::void_t<decltype(size(std::declval<Range>()))>>
    : std::bool_constant<is_range_v<Range>>
{
};

template <typename Range>
inline constexpr bool is_sized_range_v = is_sized_range<Range>::value;

158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
template <typename Range, typename = void>
struct is_bidirectional_range : std::false_type
{
};

template <typename Range>
struct is_bidirectional_range<Range, std::void_t<>>
    : std::bool_constant<
          is_range_v<Range> &&
          is_bidirectional_iterator_v<ck::remove_cvref_t<decltype(begin(std::declval<Range>()))>>>
{
};

template <typename Range>
inline constexpr bool is_bidirectional_range_v = is_bidirectional_range<Range>::value;

174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
template <typename Range, typename = void>
struct is_random_access_range : std::false_type
{
};

template <typename Range>
struct is_random_access_range<Range, std::void_t<>>
    : std::bool_constant<
          is_range_v<Range> &&
          is_random_access_iterator_v<ck::remove_cvref_t<decltype(begin(std::declval<Range>()))>>>
{
};

template <typename Range>
inline constexpr bool is_random_access_range_v = is_random_access_range<Range>::value;

} // namespace detail

192
193
194
195
196
197
template <typename Range>
auto front(Range&& range) -> decltype(std::forward<Range>(range).front())
{
    return std::forward<Range>(range).front();
}

198
template <typename Axes>
199
inline std::enable_if_t<detail::is_random_access_range_v<Axes>, bool>
200
is_valid_axes(const Axes& axes)
201
202
203
204
205
206
207
208
{
    using std::empty;
    if(empty(axes))
    {
        return false;
    }

    using std::begin, std::end;
209
    std::vector<std::size_t> sorted_axes(begin(axes), end(axes));
210

211
212
    std::sort(begin(sorted_axes), end(sorted_axes));
    const auto last = std::unique(begin(sorted_axes), end(sorted_axes));
213

214
215
    return (last == end(sorted_axes)) && (*begin(sorted_axes) == 0) &&
           (*std::prev(last) == size(axes) - 1);
216
217
}

Po-Yen, Chen's avatar
Po-Yen, Chen committed
218
219
inline bool parse_cmd_args(int argc, char* argv[], ExecutionConfig& config, Problem& problem)
{
220
    constexpr int num_execution_config_args = 2;
221
    constexpr int num_problem_args          = 3 + 3;
222

Po-Yen, Chen's avatar
Po-Yen, Chen committed
223
224
225
226
    if(!(num_problem_args == size(problem.shape) + size(problem.axes)))
    {
        return false;
    }
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242

    if(argc == 1)
    {
        // use default case
    }
    else if(argc == 1 + num_execution_config_args)
    {
        config.do_verification = std::stoi(argv[1]);
        config.time_kernel     = std::stoi(argv[2]);
    }
    else if(argc == 1 + num_execution_config_args + num_problem_args)
    {
        config.do_verification = std::stoi(argv[1]);
        config.time_kernel     = std::stoi(argv[2]);

        // read shape
243
        for(std::size_t idx = 0; idx < size(problem.shape); ++idx)
244
        {
245
            problem.shape[idx] = std::stoi(argv[idx + (1 + num_execution_config_args)]);
246
247
248
        }

        // read axes
249
250
        for(std::size_t idx = 0; idx < size(problem.axes); ++idx)
        {
251
252
            problem.axes[idx] =
                std::stoi(argv[idx + (1 + num_execution_config_args + size(problem.shape))]);
253
254
255
        }

        if(!is_valid_axes(problem.axes))
256
        {
257
258
259
260
261
262
            std::cerr << "invalid axes: ";
            std::copy(begin(problem.axes),
                      end(problem.axes),
                      std::ostream_iterator<std::size_t>(std::cerr, " "));
            std::cerr << std::endl;
            return false;
263
264
265
266
267
268
        }
    }
    else
    {
        std::cerr << "arg1: verification (0=no, 1=yes)" << std::endl
                  << "arg2: time kernel (0=no, 1=yes)" << std::endl
269
270
                  << "arg3 ~ arg5: shape for 3D tensor" << std::endl
                  << "arg6 ~ arg8: axes to permute" << std::endl;
271
272
273
        return false;
    }

Po-Yen, Chen's avatar
Po-Yen, Chen committed
274
275
    return true;
}
276
277
278
279
280
281
282
283
284
285
286
287
288

template <typename Shape>
inline std::enable_if_t<detail::is_range_v<Shape>, bool> is_valid_shape(const Shape& shape)
{
    using std::begin, std::end;
    using std::empty;
    return !empty(shape) && std::all_of(begin(shape), end(shape), [](auto dim) { return 0 < dim; });
}

template <typename Shape, typename Indices>
inline std::enable_if_t<detail::is_sized_range_v<Shape> && detail::is_sized_range_v<Indices>, bool>
is_valid_indices(const Shape& shape, const Indices& indices)
{
Po-Yen, Chen's avatar
Po-Yen, Chen committed
289
290
291
292
    if(!is_valid_shape(shape))
    {
        return false;
    }
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328

    using std::empty;
    if(empty(indices))
    {
        return false;
    }

    using std::size;
    if(size(shape) != size(indices))
    {
        return false;
    }

    using std::begin, std::end;

    auto dim = begin(shape);
    auto idx = begin(indices);
    for(; dim != end(shape) && idx != end(indices); ++dim, ++idx)
    {
        if(*dim <= *idx)
        {
            return false;
        }
    }

    return true;
}

template <typename Shape, typename Axes, typename OutputIterator>
inline std::enable_if_t<detail::is_random_access_range_v<Shape> &&
                            detail::is_sized_range_v<Shape> && detail::is_sized_range_v<Axes> &&
                            detail::is_output_iterator_v<OutputIterator>,
                        OutputIterator>
transpose_shape(const Shape& shape, const Axes& axes, OutputIterator iter)
{
    using std::size;
329
    assert(size(shape) == size(axes));
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
    assert(is_valid_shape(shape) && is_valid_axes(axes));

    for(const auto axis : axes)
    {
        *iter++ = shape[axis];
    }

    return iter;
}

template <typename Shape, typename Indices>
std::enable_if_t<detail::is_bidirectional_range_v<Shape> && detail::is_sized_range_v<Shape> &&
                     detail::is_bidirectional_range_v<Indices> && detail::is_sized_range_v<Indices>,
                 bool>
advance_indices(const Shape& shape, Indices& indices)
{
346
    using std::size;
Po-Yen, Chen's avatar
Po-Yen, Chen committed
347
348
349
350
    if(!(is_valid_shape(shape) && is_valid_indices(shape, indices) && size(shape) == size(indices)))
    {
        return false;
    }
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367

    bool carry = true;

    using std::rbegin, std::rend;
    auto dim = rbegin(shape);
    auto idx = rbegin(indices);
    for(; carry && dim != rend(shape) && idx != rend(indices); ++dim, ++idx)
    {
        assert(*idx < *dim);

        *idx  = (*idx + carry);
        carry = ((*idx == *dim) ? (*idx = 0, true) : false);
    }

    return !carry;
}

Po-Yen, Chen's avatar
Po-Yen, Chen committed
368
369
370
371
372
373
template <typename Src, typename Axes, typename Functor, typename Dest>
std::enable_if_t<detail::is_random_access_range_v<Axes> && detail::is_sized_range_v<Axes> &&
                     std::is_invocable_v<Functor,
                                         std::add_lvalue_reference_t<Dest>,
                                         std::add_lvalue_reference_t<Src>>,
                 bool>
374
host_permute(const Tensor<Src>& src, const Axes& axes, Functor functor, Tensor<Dest>& dest)
375
376
377
{
    const auto& shape            = src.mDesc.GetLengths();
    const auto& transposed_shape = dest.mDesc.GetLengths();
Po-Yen, Chen's avatar
Po-Yen, Chen committed
378
379
380
381
382
383
    if(!(is_valid_shape(shape) && is_valid_shape(transposed_shape)))
    {
        return false;
    }

    using std::size;
384
    if(!(is_valid_axes(axes) && size(axes) == 3))
Po-Yen, Chen's avatar
Po-Yen, Chen committed
385
386
387
    {
        return false;
    }
388
389
390
391

    static_assert(detail::is_sized_range_v<ck::remove_cvref_t<decltype(shape)>> &&
                  detail::is_sized_range_v<ck::remove_cvref_t<decltype(transposed_shape)>>);

392
    if(!(size(shape) == 3 && size(transposed_shape) == 3))
Po-Yen, Chen's avatar
Po-Yen, Chen committed
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
    {
        return false;
    }

    static_assert(detail::is_random_access_range_v<ck::remove_cvref_t<decltype(shape)>> &&
                  detail::is_random_access_range_v<ck::remove_cvref_t<decltype(transposed_shape)>>);
    {
        for(std::size_t idx = 0; idx < size(shape); ++idx)
        {
            if(transposed_shape[idx] != shape[axes[idx]])
            {
                return false;
            }
        }
    }
408

409
    std::array<std::size_t, 3> indices{};
Po-Yen, Chen's avatar
Po-Yen, Chen committed
410
411
412
413
    if(!is_valid_indices(shape, indices))
    {
        return false;
    }
414

415
416
    do
    {
Po-Yen, Chen's avatar
Po-Yen, Chen committed
417
        Dest output = 0;
418
419
        functor(output, src(indices[0], indices[1], indices[2]));
        dest(indices[axes[0]], indices[axes[1]], indices[axes[2]]) = output;
420
    } while(advance_indices(shape, indices));
Po-Yen, Chen's avatar
Po-Yen, Chen committed
421
422

    return true;
423
}