operation.hpp 20.6 KB
Newer Older
Paul's avatar
Paul committed
1
2
#ifndef MIGRAPHX_GUARD_MIGRAPHLIB_OPERAND_HPP
#define MIGRAPHX_GUARD_MIGRAPHLIB_OPERAND_HPP
Paul's avatar
Paul committed
3

Paul's avatar
Paul committed
4
#include <cassert>
Paul's avatar
Paul committed
5
6
7
8
9
#include <string>
#include <functional>
#include <memory>
#include <type_traits>
#include <utility>
Shucai Xiao's avatar
Shucai Xiao committed
10
#include <unordered_map>
Paul's avatar
Paul committed
11
12
#include <migraphx/reflect.hpp>
#include <migraphx/streamutils.hpp>
Shucai Xiao's avatar
Shucai Xiao committed
13
#include <migraphx/normalize_attributes.hpp>
Paul's avatar
Paul committed
14
#include <migraphx/argument.hpp>
Shucai Xiao's avatar
Shucai Xiao committed
15
#include <migraphx/module_ref.hpp>
16
#include <migraphx/serialize.hpp>
Paul's avatar
Paul committed
17
#include <migraphx/auto_any_cast.hpp>
18
#include <migraphx/lifetime.hpp>
Paul's avatar
Paul committed
19
#include <migraphx/config.hpp>
Paul's avatar
Paul committed
20

Paul's avatar
Paul committed
21
namespace migraphx {
Paul's avatar
Paul committed
22
inline namespace MIGRAPHX_INLINE_NS {
Paul's avatar
Paul committed
23

Paul's avatar
Paul committed
24
25
struct context;

Paul's avatar
Paul committed
26
27
28
29
30
31
32
33
#ifdef DOXYGEN

/// The operation interface represents an action an instruction will perform. All
/// operation classes must be CopyConstructible.
struct operation
{
    /// A unique name identifying the operation
    std::string name() const;
Paul's avatar
Paul committed
34
35
    /// An optional method that can be used to finalize the operator before running
    void finalize(context& ctx);
Paul's avatar
Paul committed
36
37
38
    /// This is used to compute the resulting shape from an operation. If an
    /// operation cannot be run with input shapes, then it should throw an
    /// exception.
Paul's avatar
Paul committed
39
    shape compute_shape(const std::vector<shape>& input) const;
Paul's avatar
Paul committed
40
    /**
Paul's avatar
Paul committed
41
42
     * @brief This performs the operation's computation.
     *
Paul's avatar
Paul committed
43
44
     * This method can be optional when the operation is only used as a placeholder to be lowered
     * later on.
Paul's avatar
Paul committed
45
46
47
48
49
     *
     * @param ctx This is the context created by the `target` during compilation. Implementations
     * can use the target's `context` class rather than the `context` interface class.
     * @param output This is the output shape. It is equivalent to running `compute_shape` with each
     * `shape` of the `argument`.
Paul's avatar
Paul committed
50
     * @param input This is the `argument` result from the previous instruction's computation.
Paul's avatar
Paul committed
51
52
     * @return Return an `argument` of the result computation. The `shape` of `argument` should be
     * the same the `output` shape.
Paul's avatar
Paul committed
53
     */
Paul's avatar
Paul committed
54
    argument compute(context& ctx, const shape& output, const std::vector<argument>& input) const;
Paul's avatar
Paul committed
55
56
    /// An optional method to return which argument the output will alias. If
    /// there is no aliased output then -1 can be returned.
Paul's avatar
Paul committed
57
    std::ptrdiff_t output_alias(const std::vector<shape>& input) const;
Paul's avatar
Paul committed
58
59
    /// An optional stream operator to print the operation. When this is not
    /// implemented, it will just print the operation's name.
Paul's avatar
Paul committed
60
    friend std::ostream& operator<<(std::ostream& os, const operation& op);
Paul's avatar
Paul committed
61
62
};

Paul's avatar
Paul committed
63
64
/// Returns true if operation does not require a context to run compute
bool is_context_free(const operation& x);
Shucai Xiao's avatar
Shucai Xiao committed
65
66
/// Returns true if operation needs normalization before running compute
bool need_normalization(const operation& x);
Paul's avatar
Paul committed
67
68
/// Returns true if the operation has a finalize method
bool has_finalize(const operation& x);
Paul's avatar
Paul committed
69

Paul's avatar
Paul committed
70
71
#else

72
73
74
namespace detail {

namespace operation_operators {
Paul's avatar
Paul committed
75

Paul's avatar
Paul committed
76
77
template <class T>
auto operator<<(std::ostream& os, const T& x) -> decltype(os << x.name())
Paul's avatar
Paul committed
78
{
Paul's avatar
Paul committed
79
80
    os << x.name();
    char delim = '[';
Paul's avatar
Paul committed
81
    reflect_each(x, [&](auto&& y, auto name) {
Paul's avatar
Paul committed
82
        os << delim;
Paul's avatar
Paul committed
83
84
        os << name << "=";
        stream_write_value(os, y);
Paul's avatar
Paul committed
85
86
        delim = ',';
    });
Paul's avatar
Paul committed
87
88
    if(delim == ',')
        os << "]";
Paul's avatar
Paul committed
89
    return os;
Paul's avatar
Paul committed
90
91
}

Paul's avatar
Paul committed
92
93
94
template <class T, class U>
auto operator==(const T& x, const U& y) -> decltype(x.name() == y.name())
{
Paul's avatar
Paul committed
95
96
    static_assert(is_reflectable<T>{} or sizeof(T) <= 1,
                  "Missing equality operator or reflect method.");
Paul's avatar
Paul committed
97
98
99
100
101
102
    if(x.name() != y.name())
        return false;
    const auto& yy = any_cast<T>(y);
    return reflect_tie(x) == reflect_tie(yy);
}

103
} // namespace operation_operators
Paul's avatar
Paul committed
104

Shucai Xiao's avatar
Shucai Xiao committed
105
template <class T>
106
auto normalize_compute_shape_op(rank<2>, const T& x, const std::vector<shape>& inputs)
Shucai Xiao's avatar
Shucai Xiao committed
107
    -> decltype(x.normalize_compute_shape(inputs))
Shucai Xiao's avatar
Shucai Xiao committed
108
109
110
111
112
113
{
    dependent_type<operation, T> y = x;
    normalize_attributes(y, inputs[0].lens());
    return any_cast<T>(y).normalize_compute_shape(inputs);
}

114
115
116
117
118
119
120
template <class T>
auto normalize_compute_shape_op(rank<1>, const T& x, const std::vector<shape>& inputs)
    -> decltype(x.compute_shape(inputs, {}))
{
    return x.compute_shape(inputs, {});
}

Shucai Xiao's avatar
Shucai Xiao committed
121
122
123
124
125
126
127
128
129
130
template <class T>
shape normalize_compute_shape_op(rank<0>, const T& x, const std::vector<shape>&)
{
    std::string name = x.name();
    MIGRAPHX_THROW("Shape not computable: " + name);
}

template <class T>
shape normalize_compute_shape_op(const T& x, const std::vector<shape>& inputs)
{
131
    return normalize_compute_shape_op(rank<2>{}, x, inputs);
Shucai Xiao's avatar
Shucai Xiao committed
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
}

template <class T>
auto compute_shape_op(rank<1>,
                      const T& x,
                      const std::vector<shape>& inputs,
                      const std::vector<module_ref>& mod_args)
    -> decltype(x.compute_shape(inputs, mod_args))
{
    return x.compute_shape(inputs, mod_args);
}

template <class T>
shape
    compute_shape_op(rank<0>, const T& x, const std::vector<shape>&, const std::vector<module_ref>&)
{
    std::string name = x.name();
    MIGRAPHX_THROW("Shape not computable: " + name);
}

template <class T>
shape compute_shape_op(const T& x,
                       const std::vector<shape>& inputs,
                       const std::vector<module_ref>& mod_args)
{
    return compute_shape_op(rank<1>{}, x, inputs, mod_args);
}

template <class T>
auto normalize_compute_shape_op(rank<1>,
                                const T& x,
                                const std::vector<shape>& inputs,
                                std::vector<module_ref>& mod_args)
    -> decltype(x.normalize_compute_shape(inputs, mod_args))
{
    return x.normalize_compute_shape(inputs, mod_args);
}

template <class T>
shape normalize_compute_shape_op(rank<0>,
                                 const T& x,
                                 const std::vector<shape>&,
                                 const std::vector<module_ref>&)
{
    std::string name = x.name();
    MIGRAPHX_THROW("Shape not computable: " + name);
}

template <class T>
shape normalize_compute_shape_op(const T& x,
                                 const std::vector<shape>& inputs,
                                 std::vector<module_ref>& mod_args)
{
    return normalize_compute_shape_op(rank<1>{}, x, inputs, mod_args);
}

Paul's avatar
Paul committed
188
template <class T>
Shucai Xiao's avatar
Shucai Xiao committed
189
auto compute_op(rank<1>,
Paul's avatar
Paul committed
190
191
192
193
194
                const T& x,
                context& ctx,
                const shape& output_shape,
                const std::vector<argument>& input)
    -> decltype(x.compute(auto_any_cast(ctx), output_shape, input))
Paul's avatar
Paul committed
195
196
197
198
199
{
    return x.compute(auto_any_cast(ctx), output_shape, input);
}

template <class T>
Paul's avatar
Paul committed
200
argument compute_op(rank<0>, const T& x, context&, const shape&, const std::vector<argument>&)
Paul's avatar
Paul committed
201
{
Paul's avatar
Paul committed
202
    std::string name = x.name();
Paul's avatar
Paul committed
203
    MIGRAPHX_THROW("Not computable: " + name);
Paul's avatar
Paul committed
204
205
}

Paul's avatar
Paul committed
206
template <class T>
Paul's avatar
Paul committed
207
208
argument
compute_op(const T& x, context& ctx, const shape& output_shape, const std::vector<argument>& input)
Paul's avatar
Paul committed
209
{
Shucai Xiao's avatar
Shucai Xiao committed
210
    return compute_op(rank<1>{}, x, ctx, output_shape, input);
Paul's avatar
Paul committed
211
212
213
}

template <class T>
Shucai Xiao's avatar
Shucai Xiao committed
214
auto compute_op(rank<1>, const T& x, const shape& output_shape, const std::vector<argument>& input)
Paul's avatar
Paul committed
215
216
217
218
219
220
    -> decltype(x.compute(output_shape, input))
{
    return x.compute(output_shape, input);
}

template <class T>
Shucai Xiao's avatar
Shucai Xiao committed
221
argument compute_op(rank<0>, const T& x, const shape&, const std::vector<argument>&)
Paul's avatar
Paul committed
222
223
{
    std::string name = x.name();
Shucai Xiao's avatar
Shucai Xiao committed
224
    MIGRAPHX_THROW("Not computable: " + name);
Paul's avatar
Paul committed
225
226
227
}

template <class T>
Shucai Xiao's avatar
Shucai Xiao committed
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
argument compute_op(const T& x, const shape& output_shape, const std::vector<argument>& input)
{
    return compute_op(rank<1>{}, x, output_shape, input);
}

template <class T, class F>
auto compute_op(rank<1>,
                const T& x,
                const shape& output,
                const std::vector<argument>& inputs,
                const std::vector<module_ref>& module_args,
                F f) -> decltype(x.compute(output, inputs, module_args, f))
{
    return x.compute(output, inputs, module_args, f);
}

template <class T, class F>
argument compute_op(rank<0>,
                    const T& x,
                    const shape&,
                    const std::vector<argument>&,
                    const std::vector<module_ref>&,
                    F)
Paul's avatar
Paul committed
251
252
253
254
255
{
    std::string name = x.name();
    MIGRAPHX_THROW("Not computable: " + name);
}

Shucai Xiao's avatar
Shucai Xiao committed
256
257
258
259
260
261
template <class T, class F>
argument compute_op(const T& x,
                    const shape& output,
                    const std::vector<argument>& inputs,
                    const std::vector<module_ref>& module_args,
                    F f)
Paul's avatar
Paul committed
262
{
Shucai Xiao's avatar
Shucai Xiao committed
263
    return compute_op(rank<1>{}, x, output, inputs, module_args, f);
Paul's avatar
Paul committed
264
265
}

Shucai Xiao's avatar
Shucai Xiao committed
266
267
268
269
270
271
272
273
274
275
276
277
template <class T, class F>
auto compute_op(rank<4>,
                const T& x,
                context& ctx,
                const shape& output,
                const std::vector<argument>& inputs,
                const std::vector<module_ref>& module_args,
                F f) -> decltype(x.compute(auto_any_cast(ctx), output, inputs, module_args, f))
{
    return x.compute(auto_any_cast(ctx), output, inputs, module_args, f);
}

Shucai Xiao's avatar
Shucai Xiao committed
278
template <class T, class F>
Shucai Xiao's avatar
Shucai Xiao committed
279
auto compute_op(rank<3>,
Shucai Xiao's avatar
Shucai Xiao committed
280
                const T& x,
Shucai Xiao's avatar
Shucai Xiao committed
281
282
                context&,
                const shape& output,
Shucai Xiao's avatar
Shucai Xiao committed
283
284
                const std::vector<argument>& inputs,
                const std::vector<module_ref>& module_args,
Shucai Xiao's avatar
Shucai Xiao committed
285
                F f) -> decltype(x.compute(output, inputs, module_args, f))
Shucai Xiao's avatar
Shucai Xiao committed
286
{
Shucai Xiao's avatar
Shucai Xiao committed
287
    return x.compute(output, inputs, module_args, f);
Shucai Xiao's avatar
Shucai Xiao committed
288
289
290
}

template <class T, class F>
Shucai Xiao's avatar
Shucai Xiao committed
291
292
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
auto compute_op(rank<2>,
                const T& x,
                context&,
                const shape& output,
                const std::vector<argument>& inputs,
                const std::vector<module_ref>&,
                F) -> decltype(x.compute(output, inputs))
{
    return x.compute(output, inputs);
}

template <class T, class F>
auto compute_op(rank<1>,
                const T& x,
                context& ctx,
                const shape& output,
                const std::vector<argument>& inputs,
                const std::vector<module_ref>&,
                F) -> decltype(x.compute(auto_any_cast(ctx), output, inputs))
{
    return x.compute(auto_any_cast(ctx), output, inputs);
}

template <class T, class F>
argument compute_op(rank<0>,
                    const T& x,
                    context&,
                    const shape&,
                    const std::vector<argument>&,
                    const std::vector<module_ref>&,
                    F)
Shucai Xiao's avatar
Shucai Xiao committed
322
323
324
325
326
327
328
{
    std::string name = x.name();
    MIGRAPHX_THROW("Not computable: " + name);
}

template <class T, class F>
argument compute_op(const T& x,
Shucai Xiao's avatar
Shucai Xiao committed
329
330
                    context& ctx,
                    const shape& output,
Shucai Xiao's avatar
Shucai Xiao committed
331
332
333
334
                    const std::vector<argument>& inputs,
                    const std::vector<module_ref>& module_args,
                    F f)
{
Shucai Xiao's avatar
Shucai Xiao committed
335
    return compute_op(rank<4>{}, x, ctx, output, inputs, module_args, f);
Shucai Xiao's avatar
Shucai Xiao committed
336
337
}

Paul's avatar
Paul committed
338
template <class T>
Paul's avatar
Paul committed
339
340
341
342
343
auto is_context_free_op(rank<1>,
                        const T& x,
                        const shape& output_shape,
                        const std::vector<argument>& input)
    -> decltype(x.compute(output_shape, input), std::true_type{});
Paul's avatar
Paul committed
344
345

template <class T>
Paul's avatar
Paul committed
346
347
auto is_context_free_op(rank<0>, const T&, const shape&, const std::vector<argument>&)
    -> std::false_type;
Paul's avatar
Paul committed
348
349

template <class T>
Paul's avatar
Paul committed
350
351
auto is_context_free_op(const T& x) -> decltype(is_context_free_op(
    rank<1>{}, x, std::declval<const shape&>(), std::declval<std::vector<argument>>()))
Paul's avatar
Paul committed
352
353
{
    return {};
Paul's avatar
Paul committed
354
355
}

Shucai Xiao's avatar
Shucai Xiao committed
356
357
358
359
360
361
362
363
364
365
366
367
368
369
template <class T>
auto need_normalization_op(rank<1>, const T& x, const std::vector<shape>& inputs)
    -> decltype(x.normalize_compute_shape(inputs), std::true_type{});

template <class T>
auto need_normalization_op(rank<0>, const T&, const std::vector<shape>&) -> std::false_type;

template <class T>
auto need_normalization_op(const T& x)
    -> decltype(need_normalization_op(rank<1>{}, x, std::declval<std::vector<shape>>()))
{
    return {};
}

Paul's avatar
Paul committed
370
template <class T>
371
std::ptrdiff_t output_alias_op(const T&, const std::vector<shape>&)
Paul's avatar
Paul committed
372
373
374
375
{
    return -1;
}

Paul's avatar
Paul committed
376
template <class T>
Paul's avatar
Paul committed
377
378
auto finalize_op(
    rank<1>, T& x, context& ctx, const shape& output_shape, const std::vector<shape>& input)
Paul's avatar
Paul committed
379
380
381
382
383
384
385
    -> decltype(x.finalize(auto_any_cast(ctx), output_shape, input), void())
{
    x.finalize(auto_any_cast(ctx), output_shape, input);
}

template <class T>
void finalize_op(rank<0>, T&, context&, const shape&, const std::vector<shape>&)
Paul's avatar
Paul committed
386
387
{
}
Paul's avatar
Paul committed
388
389
390
391
392
393
394
395

template <class T>
void finalize_op(T& x, context& ctx, const shape& output_shape, const std::vector<shape>& input)
{
    finalize_op(rank<1>{}, x, ctx, output_shape, input);
}

template <class T>
Paul's avatar
Paul committed
396
397
auto has_finalize_op(
    rank<1>, T& x, context& ctx, const shape& output_shape, const std::vector<shape>& input)
Paul's avatar
Paul committed
398
399
400
401
402
403
404
    -> decltype(x.finalize(auto_any_cast(ctx), output_shape, input), std::true_type{});

template <class T>
auto has_finalize_op(rank<0>, T&, context&, const shape&, const std::vector<shape>&)
    -> std::false_type;

template <class T>
Paul's avatar
Paul committed
405
406
407
408
409
auto has_finalize_op(const T&) -> decltype(has_finalize_op(rank<1>{},
                                                           std::declval<T&>(),
                                                           std::declval<context&>(),
                                                           std::declval<const shape&>(),
                                                           std::declval<std::vector<shape>>()))
Paul's avatar
Paul committed
410
411
412
413
{
    return {};
}

414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
template <class T>
auto compile_op(
    rank<1>, T& x, context& ctx, const shape& output_shape, const std::vector<shape>& input)
    -> decltype(x.compile(auto_any_cast(ctx), output_shape, input))
{
    return x.compile(auto_any_cast(ctx), output_shape, input);
}

template <class T>
value compile_op(rank<0>, T&, context&, const shape&, const std::vector<shape>&)
{
    return value::object{};
}

template <class T>
value compile_op(const T& x,
                 context& ctx,
                 const shape& output_shape,
                 const std::vector<shape>& input)
{
    return compile_op(rank<1>{}, x, ctx, output_shape, input);
}

437
438
439
440
441
442
template <class T>
value attributes_op(const T&)
{
    return value::object{};
}

443
444
445
446
447
448
449
450
451
template <class T>
value to_value_op(const T& x)
{
    return migraphx::to_value(x);
}

template <class T>
void from_value_op(T& x, const value& v)
{
452
453
    if(not(v.is_object() or (v.empty() and v.is_array())))
        MIGRAPHX_THROW("Value is not an object");
454
455
456
    return migraphx::from_value(v, x);
}

457
template <class T>
458
lifetime get_lifetime_op(const T&)
459
{
460
    return lifetime::local;
461
462
}

463
464
} // namespace detail

465
<%
Paul's avatar
Paul committed
466
467
468
 interface(
     'operation',
     virtual('name', returns = 'std::string', const = True),
Paul's avatar
Paul committed
469
470
     virtual(
         'is_context_free', returns = 'bool', const = True, default = 'detail::is_context_free_op'),
Shucai Xiao's avatar
Shucai Xiao committed
471
472
473
474
     virtual('need_normalization',
             returns = 'bool',
             const   = True,
             default = 'detail::need_normalization_op'),
475
     virtual('has_finalize', returns = 'bool', const = True, default = 'detail::has_finalize_op'),
476
477
     virtual(
         'get_lifetime', returns = 'lifetime', const = True, default = 'detail::get_lifetime_op'),
Paul's avatar
Paul committed
478
     virtual('output_alias',
Paul's avatar
Paul committed
479
             returns = 'std::ptrdiff_t',
Paul's avatar
Paul committed
480
481
             input   = 'const std::vector<shape>&',
             const   = True,
482
             default = 'detail::output_alias_op'),
483
484
485
486
487
488
     virtual('compile',
             returns = 'value',
             ctx     = 'context&',
             output  = 'const shape&',
             input   = 'const std::vector<shape>&',
             default = 'detail::compile_op'),
Paul's avatar
Paul committed
489
490
491
492
     virtual('finalize',
             ctx     = 'context&',
             output  = 'const shape&',
             input   = 'const std::vector<shape>&',
493
             default = 'detail::finalize_op'),
Shucai Xiao's avatar
Shucai Xiao committed
494
495
496
497
498
     virtual('compute_shape',
             returns = 'shape',
             input   = 'const std::vector<shape>&',
             const   = True,
             default = 'detail::normalize_compute_shape_op'),
Shucai Xiao's avatar
Shucai Xiao committed
499
500
501
502
503
504
     virtual('compute_shape',
             returns  = 'shape',
             inputs   = 'const std::vector<shape>&',
             mod_args = 'const std::vector<module_ref>&',
             const    = True,
             default  = 'detail::compute_shape_op'),
Paul's avatar
Paul committed
505
506
507
508
509
510
     virtual('compute',
             returns = 'argument',
             ctx     = 'context&',
             output  = 'const shape&',
             input   = 'const std::vector<argument>&',
             const   = True,
511
             default = 'detail::compute_op'),
Paul's avatar
Paul committed
512
513
514
515
516
     virtual('compute',
             returns = 'argument',
             output  = 'const shape&',
             input   = 'const std::vector<argument>&',
             const   = True,
517
             default = 'detail::compute_op'),
Shucai Xiao's avatar
Shucai Xiao committed
518
519
520
     virtual(
         'compute',
         returns     = 'argument',
Shucai Xiao's avatar
Shucai Xiao committed
521
522
523
524
525
526
527
528
529
530
531
532
         output      = 'const shape&',
         input       = 'const std::vector<argument>&',
         module_args = 'const std::vector<module_ref>&',
         run =
             'std::function<std::vector<argument>(module_ref&, const std::unordered_map<std::string, argument>&)>',
         const   = True,
         default = 'detail::compute_op'),
     virtual(
         'compute',
         returns     = 'argument',
         ctx         = 'context&',
         output      = 'const shape&',
Shucai Xiao's avatar
Shucai Xiao committed
533
534
535
         input       = 'const std::vector<argument>&',
         module_args = 'const std::vector<module_ref>&',
         run =
Shucai Xiao's avatar
Shucai Xiao committed
536
             'std::function<std::vector<argument>(module_ref&, const std::unordered_map<std::string, argument>&)>',
Shucai Xiao's avatar
Shucai Xiao committed
537
538
         const   = True,
         default = 'detail::compute_op'),
539
540
     virtual('to_value', returns = 'value', const = True, default = 'detail::to_value_op'),
     virtual('from_value', v = 'const value&', default = 'detail::from_value_op'),
541
     virtual('attributes', returns = 'value', const = True, default = 'detail::attributes_op'),
Paul's avatar
Paul committed
542
543
544
545
     friend('operator<<',
            returns = 'std::ostream &',
            os      = 'std::ostream &',
            op      = 'const operation &',
546
            using   = 'migraphx::detail::operation_operators::operator<<'),
Paul's avatar
Paul committed
547
548
549
550
     friend('operator==',
            returns = 'bool',
            x       = 'const operation &',
            y       = 'const operation &',
551
            using   = 'migraphx::detail::operation_operators::operator==')) %>
Paul's avatar
Paul committed
552
553

    inline bool operator!=(const operation& x, const operation& y)
Paul's avatar
Paul committed
554
555
556
557
{
    return !(x == y);
}

558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
inline value
compile(operation& op, context& ctx, const shape& output_shape, const std::vector<shape>& input)
{
    return op.compile(ctx, output_shape, input);
}
template <class Context>
inline value
compile(operation& op, Context& ctx, const shape& output_shape, const std::vector<shape>& input)
{
    dependent_type<context, Context> ctx2 = std::ref(ctx);
    return compile(op, ctx2, output_shape, input);
}
template <class T, class Context>
inline auto compile(T& op, Context& ctx, const shape& output_shape, const std::vector<shape>& input)
    -> decltype(op.compile(ctx, ctx, output_shape, input))
{
    return op.compile(ctx, ctx, output_shape, input);
}
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
inline shape compute_shape(const operation& op, const std::vector<shape>& inputs)
{
    return op.compute_shape(inputs);
}

template <class T>
inline auto compute_shape(const T& op, const std::vector<shape>& inputs)
    -> decltype(op.compute_shape(inputs))
{
    return op.compute_shape(inputs);
}

template <class T>
inline auto compute_shape(const T& op, const std::vector<shape>& inputs)
    -> decltype(op.normalize_compute_shape(inputs))
{
    return detail::normalize_compute_shape_op(op, inputs);
}

Shucai Xiao's avatar
Shucai Xiao committed
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
inline shape compute_shape(const operation& op,
                           const std::vector<shape>& inputs,
                           const std::vector<module_ref>& mod_args)
{
    return op.compute_shape(inputs, mod_args);
}

template <class T>
inline auto compute_shape(const T& op,
                          const std::vector<shape>& inputs,
                          const std::vector<module_ref>& mod_args)
    -> decltype(op.compute_shape(inputs, mod_args))
{
    return op.compute_shape(inputs, mod_args);
}

template <class T>
inline auto compute_shape(const T& op,
                          const std::vector<shape>& inputs,
                          const std::vector<module_ref>& mod_args)
    -> decltype(op.normalize_compute_shape(inputs, mod_args))
{
    return detail::normalize_compute_shape_op(op, inputs, mod_args);
}

Paul's avatar
Paul committed
620
inline bool is_context_free(const operation& op) { return op.is_context_free(); }
Paul's avatar
Paul committed
621

Paul's avatar
Paul committed
622
template <class T>
Paul's avatar
Paul committed
623
624
bool is_context_free(const T& x)
{
625
    return detail::is_context_free_op(x);
Paul's avatar
Paul committed
626
627
}

Shucai Xiao's avatar
Shucai Xiao committed
628
629
630
631
632
633
634
635
inline bool need_normalization(const operation& op) { return op.need_normalization(); }

template <class T>
bool need_normalization(const T& x)
{
    return detail::need_normalization_op(x);
}

Paul's avatar
Paul committed
636
637
638
639
640
inline bool has_finalize(const operation& op) { return op.has_finalize(); }

template <class T>
bool has_finalize(const T& x)
{
641
    return detail::has_finalize_op(x);
Paul's avatar
Paul committed
642
643
}

644
645
646
void migraphx_to_value(value& v, const operation& op);
void migraphx_from_value(const value& v, operation& op);

Paul's avatar
Paul committed
647
648
#endif

Paul's avatar
Paul committed
649
} // namespace MIGRAPHX_INLINE_NS
Paul's avatar
Paul committed
650
} // namespace migraphx
Paul's avatar
Paul committed
651
652

#endif