miopen.cpp 108 KB
Newer Older
Paul's avatar
Paul committed
1

Paul's avatar
Paul committed
2
3
4
5
6
7
8
9
10
11
12
#include <migraphx/program.hpp>
#include <migraphx/operators.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/cpu/target.hpp>
#include <migraphx/gpu/target.hpp>
#include <migraphx/gpu/miopen.hpp>
#include <migraphx/gpu/hip.hpp>
#include <migraphx/manage_ptr.hpp>
#include <migraphx/type_name.hpp>
#include <migraphx/verify_args.hpp>
#include <migraphx/instruction.hpp>
Paul's avatar
Paul committed
13
14
15

#include <miopen/miopen.h>

Paul's avatar
Paul committed
16
17
18
#include <future>
#include <thread>

Paul's avatar
Paul committed
19
20
#include "test.hpp"

Paul's avatar
Paul committed
21
22
23
24
#ifdef __clang__
#pragma clang diagnostic push
#pragma clang diagnostic ignored "-Wglobal-constructors"
#endif
Paul's avatar
Paul committed
25

Paul's avatar
Paul committed
26
27
// An improved async, that doesn't block
template <class Function>
Paul's avatar
Paul committed
28
29
std::future<typename std::result_of<Function()>::type> detach_async(Function&& f,
                                                                    bool parallel = true)
Paul's avatar
Paul committed
30
{
Paul's avatar
Paul committed
31
32
33
34
35
36
37
38
    if(parallel)
    {
        using result_type = typename std::result_of<Function()>::type;
        std::packaged_task<result_type()> task(std::forward<Function>(f));
        auto fut = task.get_future();
        std::thread(std::move(task)).detach();
        return std::move(fut);
    }
39
    return std::async(std::launch::deferred, std::forward<Function>(f));
Paul's avatar
Paul committed
40
41
}

Paul's avatar
Paul committed
42
43
struct auto_print
{
Paul's avatar
Paul committed
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
    static void set_terminate_handler(const std::string& name)
    {
        static std::string pname;
        pname = name;
        std::set_terminate(+[] {
            std::cout << "FAILED: " << pname << std::endl;
            try
            {
                std::rethrow_exception(std::current_exception());
            }
            catch(const std::exception& e)
            {
                std::cout << "    what(): " << e.what() << std::endl;
            }
            std::cout << std::endl;
            for(auto&& handle : auto_print::handlers)
                handle();
        });
    }
Paul's avatar
Paul committed
63
    static std::array<std::function<void()>, 2> handlers;
Paul's avatar
Paul committed
64
    int index;
Paul's avatar
Paul committed
65
    template <class T>
Paul's avatar
Paul committed
66
    auto_print(T& x, int i) : index(i)
Paul's avatar
Paul committed
67
    {
Paul's avatar
Paul committed
68
        handlers[index] = [&x] { std::cout << x << std::endl; };
Paul's avatar
Paul committed
69
    }
Paul's avatar
Paul committed
70

Paul's avatar
Paul committed
71
    ~auto_print()
Paul's avatar
Paul committed
72
    {
Paul's avatar
Paul committed
73
        handlers[index] = [] {};
Paul's avatar
Paul committed
74
75
    }
};
Paul's avatar
Paul committed
76
std::array<std::function<void()>, 2> auto_print::handlers = {};
Paul's avatar
Paul committed
77

Paul's avatar
Paul committed
78
template <class T>
Paul's avatar
Latest  
Paul committed
79
80
81
82
83
auto get_hash(const T& x)
{
    return std::hash<T>{}(x);
}

Paul's avatar
Paul committed
84
void compile_check(migraphx::program& p, const migraphx::target& t)
Paul's avatar
Paul committed
85
86
{
    auto name = t.name();
Paul's avatar
Paul committed
87
    auto s    = p.get_shape();
Paul's avatar
Paul committed
88
    std::stringstream ss;
Paul's avatar
Paul committed
89
    p.compile(t, migraphx::tracer{ss});
Paul's avatar
Paul committed
90
    if(p.get_shape() != s)
Paul's avatar
Paul committed
91
92
93
94
95
96
    {
        std::cout << ss.str() << std::endl;
        throw std::runtime_error("Compiling program with " + name + " alters its shape");
    }
}

Paul's avatar
Paul committed
97
template <class V>
Paul's avatar
Paul committed
98
migraphx::argument run_cpu(migraphx::program& p)
Paul's avatar
Paul committed
99
{
Paul's avatar
Paul committed
100
    V v;
Paul's avatar
Paul committed
101
    p = v.create_program();
Paul's avatar
Paul committed
102
    auto_print pp{p, 0};
Paul's avatar
Paul committed
103
104
    compile_check(p, migraphx::cpu::target{});
    migraphx::program::parameter_map m;
Paul's avatar
Paul committed
105
    for(auto&& x : p.get_parameter_shapes())
Paul's avatar
Paul committed
106
    {
Paul's avatar
Paul committed
107
        m[x.first] = migraphx::generate_argument(x.second, get_hash(x.first));
Paul's avatar
Paul committed
108
    }
Paul's avatar
Paul committed
109
    return p.eval(m);
Paul's avatar
Paul committed
110
111
}

Paul's avatar
Paul committed
112
template <class V>
Paul's avatar
Paul committed
113
migraphx::argument run_gpu(migraphx::program& p)
Paul's avatar
Paul committed
114
{
Paul's avatar
Paul committed
115
    V v;
Paul's avatar
Paul committed
116
    p = v.create_program();
Paul's avatar
Paul committed
117
    auto_print pp{p, 1};
Paul's avatar
Paul committed
118
119
    compile_check(p, migraphx::gpu::target{});
    migraphx::program::parameter_map m;
Paul's avatar
Paul committed
120
    for(auto&& x : p.get_parameter_shapes())
Paul's avatar
Paul committed
121
    {
Paul's avatar
Paul committed
122
123
        m[x.first] =
            migraphx::gpu::to_gpu(migraphx::generate_argument(x.second, get_hash(x.first)));
Paul's avatar
Paul committed
124
    }
Paul's avatar
Paul committed
125
    // Program should have an output parameter
Paul's avatar
Paul committed
126
    EXPECT(bool{m.find("output") != m.end()});
Paul's avatar
Paul committed
127
128
129
130
131
132
    // Ensure the program doesn't modify the context in a dry run
    auto ctx = p.get_context();
    assert(&ctx != &p.get_context());
    EXPECT(is_shared(ctx, p.get_context()));
    p.dry_run(m);
    EXPECT(is_shared(ctx, p.get_context()));
mei-ye's avatar
mei-ye committed
133
134
135
    auto eval = p.eval(m);
    auto ret_val = migraphx::gpu::from_gpu(eval);
    return ret_val;
Paul's avatar
Paul committed
136
137
}

Paul's avatar
Paul committed
138
139
140
template <class V>
void verify_program()
{
Paul's avatar
Paul committed
141
142
143
144
    auto_print::set_terminate_handler(migraphx::get_type_name<V>());
    // std::cout << migraphx::get_type_name<V>() << std::endl;
    migraphx::program cpu_prog;
    migraphx::program gpu_prog;
Paul's avatar
Paul committed
145
146
    auto cpu_arg_f = detach_async([&] { return run_cpu<V>(cpu_prog); });
    auto gpu_arg   = run_gpu<V>(gpu_prog);
Paul's avatar
Paul committed
147
    auto cpu_arg   = cpu_arg_f.get();
Paul's avatar
Paul committed
148
    bool passed    = verify_args(migraphx::get_type_name<V>(), cpu_arg, gpu_arg);
Paul's avatar
Paul committed
149
150
151
152
153
154
155
156
157
    if(not passed)
    {
        V v;
        auto p = v.create_program();
        std::cout << p << std::endl;
        std::cout << "cpu:\n" << cpu_prog << std::endl;
        std::cout << "gpu:\n" << gpu_prog << std::endl;
        std::cout << std::endl;
    }
Paul's avatar
Paul committed
158
    std::set_terminate(nullptr);
Paul's avatar
Paul committed
159
160
}

Paul's avatar
Paul committed
161
162
struct test_literals
{
Paul's avatar
Paul committed
163
    migraphx::program create_program() const
Paul's avatar
Paul committed
164
    {
Paul's avatar
Paul committed
165
        migraphx::program p;
Paul's avatar
Paul committed
166
        auto input = p.add_literal(
Paul's avatar
Paul committed
167
            generate_literal(migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}));
Paul's avatar
Paul committed
168
        auto weights = p.add_literal(
Paul's avatar
Paul committed
169
170
171
            generate_literal(migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}));
        auto conv = p.add_instruction(migraphx::op::convolution{}, input, weights);
        p.add_instruction(migraphx::op::relu{}, conv);
Paul's avatar
Paul committed
172
173
174
175
        return p;
    }
};

Paul's avatar
Paul committed
176
177
struct test_add
{
Paul's avatar
Paul committed
178
    migraphx::program create_program() const
Paul's avatar
Paul committed
179
    {
Paul's avatar
Paul committed
180
181
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Paul's avatar
Paul committed
182
183
        auto x = p.add_parameter("x", s);
        auto y = p.add_parameter("y", s);
Paul's avatar
Paul committed
184
        p.add_instruction(migraphx::op::add{}, x, y);
Paul's avatar
Paul committed
185
186
187
188
        return p;
    }
};

Paul's avatar
Paul committed
189
190
struct test_add_half
{
Paul's avatar
Paul committed
191
    migraphx::program create_program() const
Paul's avatar
Paul committed
192
    {
Paul's avatar
Paul committed
193
194
        migraphx::program p;
        migraphx::shape s{migraphx::shape::half_type, {3}};
Paul's avatar
Paul committed
195
196
        auto x = p.add_parameter("x", s);
        auto y = p.add_parameter("y", s);
Paul's avatar
Paul committed
197
        p.add_instruction(migraphx::op::add{}, x, y);
Paul's avatar
Paul committed
198
199
200
201
        return p;
    }
};

Khalique's avatar
Khalique committed
202
203
struct test_mul
{
Paul's avatar
Paul committed
204
    migraphx::program create_program() const
Khalique's avatar
Khalique committed
205
    {
Paul's avatar
Paul committed
206
207
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Khalique's avatar
Khalique committed
208
209
        auto x = p.add_parameter("x", s);
        auto y = p.add_parameter("y", s);
Paul's avatar
Paul committed
210
        p.add_instruction(migraphx::op::mul{}, x, y);
Khalique's avatar
Khalique committed
211
212
213
214
        return p;
    }
};

Shucai Xiao's avatar
Shucai Xiao committed
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
struct test_exp
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {6}};
        std::vector<float> data{0.1f, 0.2f, 1.f, 2.f, 0.6f, 10.f};
        auto x = p.add_literal(s, data);
        p.add_instruction(migraphx::op::exp{}, x);
        return p;
    }
};

struct test_log
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {6}};
        std::vector<float> data{0.1f, 0.2f, 1.f, 2.f, 0.6f, 100.f};
        auto x = p.add_literal(s, data);
        p.add_instruction(migraphx::op::log{}, x);
        return p;
    }
};

241
242
243
244
245
246
247
248
249
250
251
252
struct test_sin
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {10}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::sin{}, x);
        return p;
    }
};

Shucai Xiao's avatar
Shucai Xiao committed
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
struct test_cos
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {8}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::cos{}, x);
        return p;
    }
};

struct test_tan
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::tan{}, x);
        return p;
    }
};

277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
struct test_sinh
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::sinh{}, x);
        return p;
    }
};

struct test_cosh
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::cosh{}, x);
        return p;
    }
};

301
302
303
304
305
306
307
308
309
310
311
struct test_tanh
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        p.add_instruction(migraphx::op::tanh{}, x);
        return p;
    }
};

312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
struct test_asin
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::asin{}, x);
        return p;
    }
};

struct test_acos
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::acos{}, x);
        return p;
    }
};

struct test_atan
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::double_type, {16}};
        auto x = p.add_parameter("x", s);
        p.add_instruction(migraphx::op::atan{}, x);
        return p;
    }
};

Khalique's avatar
Khalique committed
348
349
struct test_scale
{
Paul's avatar
Paul committed
350
    migraphx::program create_program() const
Khalique's avatar
Khalique committed
351
    {
Paul's avatar
Paul committed
352
353
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Khalique's avatar
Khalique committed
354
        auto x     = p.add_parameter("x", s);
Paul's avatar
Paul committed
355
356
357
        auto y     = p.add_parameter("y", migraphx::shape::float_type);
        auto scale = p.add_instruction(migraphx::op::scalar{s}, y);
        p.add_instruction(migraphx::op::mul{}, x, scale);
Khalique's avatar
Khalique committed
358
359
360
361
        return p;
    }
};

362
363
struct test_slice
{
Paul's avatar
Paul committed
364
    migraphx::program create_program() const
365
    {
Paul's avatar
Paul committed
366
367
        migraphx::program p;
        migraphx::shape s{migraphx::shape::int32_type, {2, 2, 4}};
368
        auto x      = p.add_parameter("x", s);
Paul's avatar
Paul committed
369
370
371
        auto y      = p.add_parameter("y", {migraphx::shape::int32_type, {2, 2, 2}});
        auto slice0 = p.add_instruction(migraphx::op::slice{{2}, {0}, {2}}, x);
        p.add_instruction(migraphx::op::add{}, y, slice0);
372
373
374
375
376

        return p;
    }
};

Paul's avatar
Paul committed
377
378
struct test_triadd
{
Paul's avatar
Paul committed
379
    migraphx::program create_program() const
Paul's avatar
Paul committed
380
    {
Paul's avatar
Paul committed
381
382
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Paul's avatar
Paul committed
383
384
385
        auto x   = p.add_parameter("x", s);
        auto y   = p.add_parameter("y", s);
        auto z   = p.add_parameter("z", s);
Paul's avatar
Paul committed
386
387
        auto sum = p.add_instruction(migraphx::op::add{}, x, y);
        p.add_instruction(migraphx::op::add{}, sum, z);
Paul's avatar
Paul committed
388
389
390
391
392
393
        return p;
    }
};

struct test_triadd2
{
Paul's avatar
Paul committed
394
    migraphx::program create_program() const
Paul's avatar
Paul committed
395
    {
Paul's avatar
Paul committed
396
397
398
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {2, 3}};
        migraphx::shape b{migraphx::shape::float_type, {3}};
Paul's avatar
Paul committed
399
400
401
        auto x   = p.add_parameter("x", s);
        auto y   = p.add_parameter("y", s);
        auto z   = p.add_parameter("z", b);
Paul's avatar
Paul committed
402
403
404
        auto zb  = p.add_instruction(migraphx::op::broadcast{1, s}, z);
        auto sum = p.add_instruction(migraphx::op::add{}, x, y);
        p.add_instruction(migraphx::op::add{}, sum, zb);
Paul's avatar
Paul committed
405
406
407
408
        return p;
    }
};

Paul's avatar
Paul committed
409
410
struct test_add_broadcast
{
Paul's avatar
Paul committed
411
    migraphx::program create_program() const
Paul's avatar
Paul committed
412
    {
Paul's avatar
Paul committed
413
414
415
416
417
418
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 2, 3}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {2, 2}});
        auto by = p.add_instruction(migraphx::op::broadcast{0, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Paul committed
419
420
421
422
        return p;
    }
};

Paul's avatar
Paul committed
423
424
struct test_add_broadcast2
{
Paul's avatar
Paul committed
425
    migraphx::program create_program() const
Paul's avatar
Paul committed
426
    {
Paul's avatar
Paul committed
427
428
429
430
431
432
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 3, 4}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {3}});
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Paul committed
433
434
435
436
        return p;
    }
};

Paul's avatar
Latest  
Paul committed
437
438
struct test_add_broadcast3
{
Paul's avatar
Paul committed
439
    migraphx::program create_program() const
Paul's avatar
Latest  
Paul committed
440
    {
Paul's avatar
Paul committed
441
442
443
444
445
446
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 4, 5}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {4}});
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Latest  
Paul committed
447
448
449
450
451
452
        return p;
    }
};

struct test_add_broadcast4
{
Paul's avatar
Paul committed
453
    migraphx::program create_program() const
Paul's avatar
Latest  
Paul committed
454
    {
Paul's avatar
Paul committed
455
456
457
458
459
460
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 3, 5}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {3}});
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Latest  
Paul committed
461
462
463
464
        return p;
    }
};

Paul's avatar
Paul committed
465
466
struct test_add_broadcast5
{
Paul's avatar
Paul committed
467
    migraphx::program create_program() const
Paul's avatar
Paul committed
468
    {
Paul's avatar
Paul committed
469
470
471
472
473
474
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x  = p.add_parameter("x", {migraphx::shape::float_type, {2, 4, 8}});
        auto y  = p.add_parameter("y", {migraphx::shape::float_type, {4}});
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape()}, y);
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Paul committed
475
476
477
478
        return p;
    }
};

Paul's avatar
Paul committed
479
480
struct test_triadd_broadcast
{
Paul's avatar
Paul committed
481
    migraphx::program create_program() const
Paul's avatar
Paul committed
482
    {
Paul's avatar
Paul committed
483
484
485
486
487
488
489
490
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto x   = p.add_parameter("x", {migraphx::shape::float_type, {2, 2, 3}});
        auto y   = p.add_parameter("y", {migraphx::shape::float_type, {2, 2}});
        auto z   = p.add_parameter("z", {migraphx::shape::float_type, {2, 2, 3}});
        auto by  = p.add_instruction(migraphx::op::broadcast{0, x->get_shape()}, y);
        auto sum = p.add_instruction(migraphx::op::add{}, x, by);
        p.add_instruction(migraphx::op::add{}, sum, z);
Paul's avatar
Paul committed
491
492
493
494
        return p;
    }
};

495
496
497
498
499
500
struct test_sub
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Shucai Xiao's avatar
Shucai Xiao committed
501
502
503
        auto x    = p.add_parameter("x", s);
        auto y    = p.add_parameter("y", s);
        auto z    = p.add_parameter("z", s);
504
505
506
507
508
509
510
511
512
513
514
515
516
        auto diff = p.add_instruction(migraphx::op::sub{}, x, y);
        p.add_instruction(migraphx::op::sub{}, diff, z);
        return p;
    }
};

struct test_sub2
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {2, 3}};
        migraphx::shape b{migraphx::shape::float_type, {3}};
Shucai Xiao's avatar
Shucai Xiao committed
517
518
519
520
        auto x    = p.add_parameter("x", s);
        auto y    = p.add_parameter("y", s);
        auto z    = p.add_parameter("z", b);
        auto zb   = p.add_instruction(migraphx::op::broadcast{1, s}, z);
521
522
523
524
525
526
        auto diff = p.add_instruction(migraphx::op::sub{}, x, y);
        p.add_instruction(migraphx::op::sub{}, diff, zb);
        return p;
    }
};

Paul's avatar
Paul committed
527
528
struct test_softmax
{
Paul's avatar
Paul committed
529
    migraphx::program create_program() const
Paul's avatar
Paul committed
530
    {
Paul's avatar
Paul committed
531
532
533
        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {5, 3, 4, 2}});
        p.add_instruction(migraphx::op::softmax{}, x);
Paul's avatar
Paul committed
534
535
536
537
538
539
        return p;
    }
};

struct test_softmax2
{
Paul's avatar
Paul committed
540
    migraphx::program create_program() const
Paul's avatar
Paul committed
541
    {
Paul's avatar
Paul committed
542
        migraphx::program p;
Paul's avatar
Paul committed
543
544
        auto x =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 1000, 1, 1}});
Paul's avatar
Paul committed
545
        p.add_instruction(migraphx::op::softmax{}, x);
Paul's avatar
Paul committed
546
547
548
549
        return p;
    }
};

Paul's avatar
Paul committed
550
551
struct test_conv
{
Paul's avatar
Paul committed
552
    migraphx::program create_program() const
Paul's avatar
Paul committed
553
    {
Paul's avatar
Paul committed
554
        migraphx::program p;
Paul's avatar
Paul committed
555
556
        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
Paul's avatar
Paul committed
557
        auto weights =
Paul's avatar
Paul committed
558
559
            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        p.add_instruction(migraphx::op::convolution{}, input, weights);
Paul's avatar
Paul committed
560
561
562
563
        return p;
    }
};

Paul's avatar
Paul committed
564
565
struct test_conv2
{
Paul's avatar
Paul committed
566
    migraphx::program create_program() const
Paul's avatar
Paul committed
567
    {
Paul's avatar
Paul committed
568
        migraphx::program p;
Paul's avatar
Paul committed
569
        auto input =
Paul's avatar
Paul committed
570
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 512, 28, 28}});
Paul's avatar
Paul committed
571
        auto weights =
Paul's avatar
Paul committed
572
573
            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {256, 512, 1, 1}});
        p.add_instruction(migraphx::op::convolution{{0, 0}, {1, 1}, {1, 1}}, input, weights);
Paul's avatar
Paul committed
574
575
576
577
        return p;
    }
};

Khalique's avatar
Khalique committed
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
struct test_group_conv
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 4, 16, 16}});
        auto weights =
            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 1, 3, 3}});
        migraphx::op::convolution op;
        op.group = 4;
        p.add_instruction(op, input, weights);
        return p;
    }
};

Paul's avatar
Paul committed
594
struct test_conv_relu
Paul's avatar
Paul committed
595
{
Paul's avatar
Paul committed
596
    migraphx::program create_program() const
Paul's avatar
Paul committed
597
    {
Paul's avatar
Paul committed
598
        migraphx::program p;
Paul's avatar
Paul committed
599
600
        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
Paul's avatar
Paul committed
601
        auto weights =
Paul's avatar
Paul committed
602
603
604
            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        auto conv = p.add_instruction(migraphx::op::convolution{}, input, weights);
        p.add_instruction(migraphx::op::relu{}, conv);
Paul's avatar
Paul committed
605
606
607
608
        return p;
    }
};

Paul's avatar
Paul committed
609
610
struct test_conv_relu_half
{
Paul's avatar
Paul committed
611
    migraphx::program create_program() const
Paul's avatar
Paul committed
612
    {
Paul's avatar
Paul committed
613
        migraphx::program p;
Paul's avatar
Paul committed
614
615
        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::half_type, {4, 3, 3, 3}});
Paul's avatar
Paul committed
616
        auto weights =
Paul's avatar
Paul committed
617
618
619
            p.add_parameter("w", migraphx::shape{migraphx::shape::half_type, {4, 3, 3, 3}});
        auto conv = p.add_instruction(migraphx::op::convolution{}, input, weights);
        p.add_instruction(migraphx::op::relu{}, conv);
Paul's avatar
Paul committed
620
621
622
623
        return p;
    }
};

Paul's avatar
Paul committed
624
625
struct test_add_relu
{
Paul's avatar
Paul committed
626
    migraphx::program create_program() const
Paul's avatar
Paul committed
627
    {
Paul's avatar
Paul committed
628
629
630
631
632
        migraphx::program p;
        auto x   = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        auto y   = p.add_parameter("y", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        auto add = p.add_instruction(migraphx::op::add{}, x, y);
        p.add_instruction(migraphx::op::relu{}, add);
Paul's avatar
Paul committed
633
634
635
636
        return p;
    }
};

Khalique's avatar
Khalique committed
637
638
639
640
641
struct test_sigmoid
{
    migraphx::program create_program() const
    {
        migraphx::program p;
Khalique's avatar
Khalique committed
642
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
Khalique's avatar
Khalique committed
643
644
645
646
647
648
649
650
651
652
        p.add_instruction(migraphx::op::sigmoid{}, x);
        return p;
    }
};

struct test_abs
{
    migraphx::program create_program() const
    {
        migraphx::program p;
Khalique's avatar
Khalique committed
653
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
Khalique's avatar
Khalique committed
654
655
656
657
658
        p.add_instruction(migraphx::op::abs{}, x);
        return p;
    }
};

659
660
struct test_leaky_relu
{
Paul's avatar
Paul committed
661
    migraphx::program create_program() const
662
    {
Paul's avatar
Paul committed
663
664
665
        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        p.add_instruction(migraphx::op::leaky_relu{0.01}, x);
666
667
668
669
        return p;
    }
};

Khalique's avatar
Khalique committed
670
671
672
673
674
675
676
677
678
679
680
struct test_elu
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        p.add_instruction(migraphx::op::leaky_relu{1.0}, x);
        return p;
    }
};

Khalique's avatar
Khalique committed
681
struct test_relu_lrn
Khalique's avatar
Khalique committed
682
{
Khalique's avatar
Khalique committed
683
    migraphx::program create_program() const
Khalique's avatar
Khalique committed
684
    {
Khalique's avatar
Khalique committed
685
686
687
688
        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 5, 2, 2}});
        auto y = p.add_instruction(migraphx::op::relu{}, x);
        p.add_instruction(migraphx::op::lrn{0.0001, 0.75, 1.0, 5}, y);
Khalique's avatar
Khalique committed
689
690
691
692
        return p;
    }
};

Paul's avatar
Paul committed
693
694
struct test_conv_pooling
{
Paul's avatar
Paul committed
695
    migraphx::program create_program() const
Paul's avatar
Paul committed
696
    {
Paul's avatar
Paul committed
697
        migraphx::program p;
Paul's avatar
Paul committed
698
        auto input =
Paul's avatar
Paul committed
699
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 32, 32}});
Paul's avatar
Paul committed
700
        auto weights =
Paul's avatar
Paul committed
701
702
703
704
            p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
        auto conv    = p.add_instruction(migraphx::op::convolution{}, input, weights);
        auto pooling = p.add_instruction(migraphx::op::pooling{"max"}, conv);
        p.add_instruction(migraphx::op::relu{}, pooling);
Paul's avatar
Paul committed
705
706
707
708
        return p;
    }
};

709
710
struct test_global_avg_pooling
{
Paul's avatar
Paul committed
711
    migraphx::program create_program() const
712
    {
Paul's avatar
Paul committed
713
        migraphx::program p;
714
        auto input =
Paul's avatar
Paul committed
715
716
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
        auto op    = migraphx::op::pooling{"average"};
717
        auto lens  = input->get_shape().lens();
Khalique's avatar
Khalique committed
718
        op.lengths = {lens[2], lens[3]};
719
720
721
722
723
724
725
        p.add_instruction(op, input);
        return p;
    }
};

struct test_global_max_pooling
{
Paul's avatar
Paul committed
726
    migraphx::program create_program() const
727
    {
Paul's avatar
Paul committed
728
        migraphx::program p;
729
        auto input =
Paul's avatar
Paul committed
730
731
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
        auto op    = migraphx::op::pooling{"max"};
732
        auto lens  = input->get_shape().lens();
Khalique's avatar
Khalique committed
733
        op.lengths = {lens[2], lens[3]};
734
735
736
737
738
        p.add_instruction(op, input);
        return p;
    }
};

Paul's avatar
Paul committed
739
740
struct test_gemm
{
Paul's avatar
Paul committed
741
    migraphx::program create_program() const
Paul's avatar
Paul committed
742
    {
Paul's avatar
Paul committed
743
744
745
746
        migraphx::program p;
        auto a = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {4, 5}});
        auto b = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {5, 3}});
        p.add_instruction(migraphx::op::dot{}, a, b);
Paul's avatar
Paul committed
747
748
749
750
        return p;
    }
};

Paul's avatar
Paul committed
751
752
struct test_gemm_half
{
Paul's avatar
Paul committed
753
    migraphx::program create_program() const
Paul's avatar
Paul committed
754
    {
Paul's avatar
Paul committed
755
756
757
758
        migraphx::program p;
        auto a = p.add_parameter("a", migraphx::shape{migraphx::shape::half_type, {4, 5}});
        auto b = p.add_parameter("b", migraphx::shape{migraphx::shape::half_type, {5, 3}});
        p.add_instruction(migraphx::op::dot{}, a, b);
Paul's avatar
Paul committed
759
760
761
762
        return p;
    }
};

Paul's avatar
Paul committed
763
764
struct test_gemm_ld
{
Paul's avatar
Paul committed
765
    migraphx::program create_program() const
Paul's avatar
Paul committed
766
    {
Paul's avatar
Paul committed
767
        migraphx::program p;
Paul's avatar
Paul committed
768
769
770
771
        auto a =
            p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {4, 5}, {10, 1}});
        auto b =
            p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {5, 3}, {20, 1}});
Paul's avatar
Paul committed
772
        p.add_instruction(migraphx::op::dot{}, a, b);
Paul's avatar
Paul committed
773
774
775
776
        return p;
    }
};

777
778
struct test_gemm_transposeb
{
Paul's avatar
Paul committed
779
    migraphx::program create_program() const
780
    {
Paul's avatar
Paul committed
781
782
783
784
785
        migraphx::program p;
        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {4, 5}});
        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {3, 5}});
        auto bt = p.add_instruction(migraphx::op::transpose{{1, 0}}, b);
        p.add_instruction(migraphx::op::dot{}, a, bt);
786
787
788
789
790
791
        return p;
    }
};

struct test_gemm_transposea
{
Paul's avatar
Paul committed
792
    migraphx::program create_program() const
793
    {
Paul's avatar
Paul committed
794
795
796
797
798
        migraphx::program p;
        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {5, 4}});
        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {5, 3}});
        auto at = p.add_instruction(migraphx::op::transpose{{1, 0}}, a);
        p.add_instruction(migraphx::op::dot{}, at, b);
799
800
801
802
803
804
        return p;
    }
};

struct test_gemm_transposeab
{
Paul's avatar
Paul committed
805
    migraphx::program create_program() const
806
    {
Paul's avatar
Paul committed
807
808
809
810
811
812
        migraphx::program p;
        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {5, 4}});
        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {3, 5}});
        auto at = p.add_instruction(migraphx::op::transpose{{1, 0}}, a);
        auto bt = p.add_instruction(migraphx::op::transpose{{1, 0}}, b);
        p.add_instruction(migraphx::op::dot{}, at, bt);
813
814
815
816
        return p;
    }
};

817
818
struct test_contiguous
{
Paul's avatar
Paul committed
819
    migraphx::program create_program() const
820
    {
Paul's avatar
Paul committed
821
822
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {4, 4, 4, 3}, {48, 4, 1, 16}};
823
        auto x = p.add_parameter("x", s);
Paul's avatar
Paul committed
824
        p.add_instruction(migraphx::op::contiguous{}, x);
Paul's avatar
Paul committed
825
        EXPECT(p.get_shape().standard());
826
827
828
829
        return p;
    }
};

830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
struct test_eliminate_contiguous
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {2, 3, 4, 5}};
        auto seq = p.add_parameter("seq", s);
        std::vector<int64_t> perm{0, 2, 1, 3};
        auto tran_seq = p.add_instruction(migraphx::op::transpose{perm}, seq);
        std::vector<int64_t> out_shape{0, 0, -1};
        p.add_instruction(migraphx::op::reshape{out_shape}, tran_seq);

        return p;
    }
};

846
struct test_transpose
847
{
Paul's avatar
Paul committed
848
    migraphx::program create_program() const
849
    {
Paul's avatar
Paul committed
850
851
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {4, 3, 4, 4}};
852
853
        auto x                    = p.add_parameter("x", s);
        std::vector<int64_t> perm = {0, 2, 3, 1};
Paul's avatar
Paul committed
854
855
        auto l                    = p.add_instruction(migraphx::op::transpose{perm}, x);
        p.add_instruction(migraphx::op::contiguous{}, l);
856
857
858
        return p;
    }
};
859

Paul's avatar
Paul committed
860
861
862
863
864
865
866
struct test_batchnorm_inference_2
{
    const size_t width    = 14;
    const size_t height   = 14;
    const size_t channels = 256;
    const size_t batches  = 1;

Paul's avatar
Paul committed
867
    migraphx::program create_program() const
Paul's avatar
Paul committed
868
    {
Paul's avatar
Paul committed
869
        migraphx::program p;
Paul's avatar
Paul committed
870

Paul's avatar
Paul committed
871
872
        migraphx::shape s{migraphx::shape::float_type, {batches, channels, height, width}};
        migraphx::shape vars{migraphx::shape::float_type, {channels}};
Paul's avatar
Paul committed
873
        auto x        = p.add_parameter("x", s);
Paul's avatar
Paul committed
874
875
876
877
878
        auto scale    = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1)));
        auto bias     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2)));
        auto mean     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
        auto variance = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
        p.add_instruction(migraphx::op::batch_norm_inference{}, x, scale, bias, mean, variance);
Paul's avatar
Paul committed
879
880
881
882
        return p;
    }
};

wsttiger's avatar
wsttiger committed
883
884
885
886
887
888
889
struct test_batchnorm_inference
{
    const size_t width    = 3;
    const size_t height   = 3;
    const size_t channels = 3;
    const size_t batches  = 4;

Paul's avatar
Paul committed
890
    migraphx::program create_program() const
wsttiger's avatar
wsttiger committed
891
    {
Paul's avatar
Paul committed
892
        migraphx::program p;
wsttiger's avatar
wsttiger committed
893

Paul's avatar
Paul committed
894
895
        migraphx::shape s{migraphx::shape::float_type, {batches, channels, height, width}};
        migraphx::shape vars{migraphx::shape::float_type, {channels}};
wsttiger's avatar
wsttiger committed
896
        auto x        = p.add_parameter("x", s);
Paul's avatar
Paul committed
897
898
899
900
901
        auto scale    = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1)));
        auto bias     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2)));
        auto mean     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
        auto variance = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
        p.add_instruction(migraphx::op::batch_norm_inference{}, x, scale, bias, mean, variance);
wsttiger's avatar
wsttiger committed
902
903
904
905
        return p;
    }
};

Paul's avatar
Paul committed
906
907
struct test_conv_bn
{
Paul's avatar
Paul committed
908
    migraphx::program create_program() const
Paul's avatar
Paul committed
909
    {
Paul's avatar
Paul committed
910
        migraphx::program p;
Paul's avatar
Paul committed
911

Paul's avatar
Paul committed
912
913
914
        migraphx::shape xs{migraphx::shape::float_type, {1, 3, 224, 224}};
        migraphx::shape ws{migraphx::shape::float_type, {64, 3, 7, 7}};
        migraphx::shape vars{migraphx::shape::float_type, {64}};
Paul's avatar
Paul committed
915
916
        auto x        = p.add_parameter("x", xs);
        auto w        = p.add_parameter("w", ws);
Paul's avatar
Paul committed
917
918
919
920
921
922
        auto conv     = p.add_instruction(migraphx::op::convolution{{3, 3}, {2, 2}, {1, 1}}, x, w);
        auto scale    = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1)));
        auto bias     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2)));
        auto mean     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
        auto variance = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
        p.add_instruction(migraphx::op::batch_norm_inference{}, conv, scale, bias, mean, variance);
Paul's avatar
Paul committed
923
924
925
926
        return p;
    }
};

Paul's avatar
Paul committed
927
928
struct test_conv_bn_relu_pooling
{
Paul's avatar
Paul committed
929
    migraphx::program create_program() const
Paul's avatar
Paul committed
930
    {
Paul's avatar
Paul committed
931
        migraphx::program p;
Paul's avatar
Paul committed
932

Paul's avatar
Paul committed
933
934
935
        migraphx::shape xs{migraphx::shape::float_type, {1, 3, 224, 224}};
        migraphx::shape ws{migraphx::shape::float_type, {64, 3, 7, 7}};
        migraphx::shape vars{migraphx::shape::float_type, {64}};
Paul's avatar
Paul committed
936
937
        auto x        = p.add_parameter("x", xs);
        auto w        = p.add_parameter("w", ws);
Paul's avatar
Paul committed
938
939
940
941
942
        auto conv     = p.add_instruction(migraphx::op::convolution{{3, 3}, {2, 2}, {1, 1}}, x, w);
        auto scale    = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1)));
        auto bias     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2)));
        auto mean     = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
        auto variance = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
wsttiger's avatar
wsttiger committed
943
        auto bn       = p.add_instruction(
Paul's avatar
Paul committed
944
945
946
            migraphx::op::batch_norm_inference{}, conv, scale, bias, mean, variance);
        auto relu = p.add_instruction(migraphx::op::relu{}, bn);
        p.add_instruction(migraphx::op::pooling{"average", {1, 1}, {2, 2}, {3, 3}}, relu);
Paul's avatar
Paul committed
947
948
949
950
        return p;
    }
};

951
952
struct test_concat
{
Paul's avatar
Paul committed
953
    migraphx::program create_program() const
954
    {
Paul's avatar
Paul committed
955
        migraphx::program p;
wsttiger's avatar
wsttiger committed
956
        std::size_t axis = 1;
Paul's avatar
Paul committed
957
958
959
        migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
        migraphx::shape s1{migraphx::shape::int32_type, {2, 3}};
        migraphx::shape s2{migraphx::shape::int32_type, {2, 1}};
960
961
962
        auto l0 = p.add_parameter("x", s0);
        auto l1 = p.add_parameter("y", s1);
        auto l2 = p.add_parameter("z", s2);
Paul's avatar
Paul committed
963
        p.add_instruction(migraphx::op::concat{axis}, l0, l1, l2);
964
965
966
967
968
969
        return p;
    }
};

struct test_concat2
{
Paul's avatar
Paul committed
970
    migraphx::program create_program() const
971
    {
Paul's avatar
Paul committed
972
        migraphx::program p;
wsttiger's avatar
wsttiger committed
973
        std::size_t axis = 0;
Paul's avatar
Paul committed
974
975
976
        migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
        migraphx::shape s1{migraphx::shape::int32_type, {3, 2}};
        migraphx::shape s2{migraphx::shape::int32_type, {1, 2}};
977
978
979
        auto l0 = p.add_parameter("x", s0);
        auto l1 = p.add_parameter("y", s1);
        auto l2 = p.add_parameter("z", s2);
Paul's avatar
Paul committed
980
        p.add_instruction(migraphx::op::concat{axis}, l0, l1, l2);
981
982
983
984
        return p;
    }
};

wsttiger's avatar
wsttiger committed
985
986
struct test_concat_relu
{
Paul's avatar
Paul committed
987
    migraphx::program create_program() const
wsttiger's avatar
wsttiger committed
988
    {
Paul's avatar
Paul committed
989
        migraphx::program p;
wsttiger's avatar
wsttiger committed
990
        std::size_t axis = 0;
Paul's avatar
Paul committed
991
992
993
        migraphx::shape s0{migraphx::shape::float_type, {2, 2}};
        migraphx::shape s1{migraphx::shape::float_type, {3, 2}};
        migraphx::shape s2{migraphx::shape::float_type, {1, 2}};
wsttiger's avatar
wsttiger committed
994
995
996
        auto l0 = p.add_parameter("x", s0);
        auto l1 = p.add_parameter("y", s1);
        auto l2 = p.add_parameter("z", s2);
Paul's avatar
Paul committed
997
998
999
1000
1001
        auto r0 = p.add_instruction(migraphx::op::relu{}, l0);
        auto r1 = p.add_instruction(migraphx::op::relu{}, l1);
        auto r2 = p.add_instruction(migraphx::op::relu{}, l2);
        auto c0 = p.add_instruction(migraphx::op::concat{axis}, r0, r1, r2);
        p.add_instruction(migraphx::op::relu{}, c0);
wsttiger's avatar
wsttiger committed
1002
1003
1004
1005
        return p;
    }
};

1006
1007
1008
1009
1010
1011
struct test_pad
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s0{migraphx::shape::int32_type, {1, 96, 165, 165}};
Khalique's avatar
Khalique committed
1012
1013
1014
1015
        std::vector<int64_t> pads0 = {0, 0, 0, 0, 0, 0, 1, 1};
        std::vector<int64_t> pads1 = {0, 0, 0, 0, 1, 1, 1, 1};
        std::vector<int64_t> pads2 = {1, 1, 1, 1, 0, 0, 0, 0};
        std::vector<int64_t> pads3 = {1, 0, 1, 0, 1, 0, 2, 0};
Khalique's avatar
Khalique committed
1016
        auto l0                    = p.add_parameter("x", s0);
Khalique's avatar
Khalique committed
1017
1018
1019
        p.add_instruction(migraphx::op::pad{pads0}, l0);
        p.add_instruction(migraphx::op::pad{pads1}, l0);
        p.add_instruction(migraphx::op::pad{pads2}, l0);
Khalique's avatar
Khalique committed
1020
        p.add_instruction(migraphx::op::pad{pads3}, l0);
Khalique's avatar
Khalique committed
1021
        return p;
Khalique's avatar
Khalique committed
1022
    }
Khalique's avatar
Khalique committed
1023
};
Khalique's avatar
Khalique committed
1024

1025
1026
1027
1028
1029
1030
1031
1032
1033
struct test_pooling_autopad
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s0{migraphx::shape::float_type, {1, 3, 63, 63}};
        auto l0 = p.add_parameter("x", s0);
        migraphx::op::pooling op{"max"};
        op.padding_mode = migraphx::op::padding_mode_t::same;
Khalique's avatar
Khalique committed
1034
1035
        op.lengths      = {2, 2};
        op.stride       = {2, 2};
1036
1037
1038
1039
1040
        p.add_instruction(op, l0);
        return p;
    }
};

1041
1042
1043
1044
1045
1046
1047
1048
struct test_gather
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
        migraphx::shape s_indices{migraphx::shape::int32_type, {2, 2}};
        std::vector<int> indices{1, 2, 2, 1};
Shucai Xiao's avatar
Shucai Xiao committed
1049
1050
        auto a0  = p.add_parameter("data", s);
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
1051
        int axis = 0;
1052
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
1053
1054
1055
1056
        return p;
    }
};

1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
struct test_gather_neg_axis
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
        migraphx::shape s_indices{migraphx::shape::int32_type, {2, 2}};
        std::vector<int> indices{1, 2, 2, 1};
        auto a0  = p.add_parameter("data", s);
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
        int axis = -1;
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
        return p;
    }
};

1073
1074
1075
1076
1077
1078
struct test_gather_scalar_output
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
1079
        migraphx::shape s_indices{migraphx::shape::int32_type};
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
        std::vector<int> indices{1};
        auto a0  = p.add_parameter("data", s);
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
        int axis = 0;
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
        return p;
    }
};

struct test_gather_scalar_index
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
1095
        migraphx::shape s_indices{migraphx::shape::int32_type};
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
        std::vector<int> indices{1};
        auto a0  = p.add_parameter("data", s);
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
        int axis = -1;
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
        return p;
    }
};

struct test_gather_1d_index
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
        migraphx::shape s_indices{migraphx::shape::int32_type, {1}};
        std::vector<int> indices{1};
        auto a0  = p.add_parameter("data", s);
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
        int axis = -1;
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
        return p;
    }
};

wsttiger's avatar
wsttiger committed
1121
1122
void manual_identity()
{
Paul's avatar
Paul committed
1123
    migraphx::program p;
wsttiger's avatar
wsttiger committed
1124
    std::vector<float> data0 = {0, 1, 2, 3};
Paul's avatar
Paul committed
1125
1126
1127
1128
1129
    migraphx::shape s0{migraphx::shape::float_type, {2, 2}};
    auto l0 = p.add_literal(migraphx::literal{s0, data0});
    p.add_instruction(migraphx::op::identity{}, l0);
    p.compile(migraphx::gpu::target{});
    migraphx::program::parameter_map m;
wsttiger's avatar
wsttiger committed
1130
1131
    for(auto&& x : p.get_parameter_shapes())
    {
Paul's avatar
Paul committed
1132
        m[x.first] = migraphx::gpu::to_gpu(migraphx::generate_argument(x.second));
wsttiger's avatar
wsttiger committed
1133
    }
Paul's avatar
Paul committed
1134
    auto result = migraphx::gpu::from_gpu(p.eval(m));
wsttiger's avatar
wsttiger committed
1135
1136
1137
1138
1139
    std::cout << result << std::endl;
}

void manual_test_concat_relu()
{
Paul's avatar
Paul committed
1140
    migraphx::program p;
wsttiger's avatar
wsttiger committed
1141
    std::size_t axis         = 0;
wsttiger's avatar
wsttiger committed
1142
1143
1144
    std::vector<float> data0 = {0, 1, 2, 3};
    std::vector<float> data1 = {4, 5, 6, 7, 8, 9};
    std::vector<float> data2 = {10, 11};
Paul's avatar
Paul committed
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
    migraphx::shape s0{migraphx::shape::float_type, {2, 2}};
    migraphx::shape s1{migraphx::shape::float_type, {3, 2}};
    migraphx::shape s2{migraphx::shape::float_type, {1, 2}};
    auto l0 = p.add_literal(migraphx::literal{s0, data0});
    auto l1 = p.add_literal(migraphx::literal{s1, data1});
    auto l2 = p.add_literal(migraphx::literal{s2, data2});
    auto r0 = p.add_instruction(migraphx::op::relu{}, l0);
    auto r1 = p.add_instruction(migraphx::op::relu{}, l1);
    auto r2 = p.add_instruction(migraphx::op::relu{}, l2);
    auto c0 = p.add_instruction(migraphx::op::concat{axis}, r0, r1, r2);
    p.add_instruction(migraphx::op::relu{}, c0);

    p.compile(migraphx::gpu::target{});
    migraphx::program::parameter_map m;
wsttiger's avatar
wsttiger committed
1159
1160
    for(auto&& x : p.get_parameter_shapes())
    {
Paul's avatar
Paul committed
1161
        m[x.first] = migraphx::gpu::to_gpu(migraphx::generate_argument(x.second));
wsttiger's avatar
wsttiger committed
1162
    }
Paul's avatar
Paul committed
1163
    auto result = migraphx::gpu::from_gpu(p.eval(m));
wsttiger's avatar
wsttiger committed
1164
1165
1166
    std::cout << result << std::endl;
}

Paul's avatar
Paul committed
1167
1168
struct test_conv_bn_relu_pooling2
{
Paul's avatar
Paul committed
1169
1170
    static migraphx::instruction_ref
    add_bn(migraphx::program& p, migraphx::instruction_ref x, std::size_t channels)
Paul's avatar
Paul committed
1171
    {
Paul's avatar
Paul committed
1172
        migraphx::shape vars{migraphx::shape::float_type, {channels}};
Paul's avatar
Paul committed
1173
1174
1175
1176
1177
        auto scale = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1 + channels)));
        auto bias  = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2 + channels)));
        auto mean  = p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3 + channels)));
        auto variance =
            p.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4 + channels)));
wsttiger's avatar
wsttiger committed
1178
        return p.add_instruction(
Paul's avatar
Paul committed
1179
            migraphx::op::batch_norm_inference{}, x, scale, bias, mean, variance);
Paul's avatar
Paul committed
1180
    }
Paul's avatar
Paul committed
1181
    migraphx::program create_program() const
Paul's avatar
Paul committed
1182
    {
Paul's avatar
Paul committed
1183
        migraphx::program p;
Paul's avatar
Paul committed
1184

Paul's avatar
Paul committed
1185
1186
1187
1188
        migraphx::shape xs1{migraphx::shape::float_type, {1, 512, 7, 7}};
        migraphx::shape xs2{migraphx::shape::float_type, {1, 1024, 14, 14}};
        migraphx::shape ws1{migraphx::shape::float_type, {2048, 512, 1, 1}};
        migraphx::shape ws2{migraphx::shape::float_type, {2048, 1024, 1, 1}};
Paul's avatar
Paul committed
1189
1190
        auto x1    = p.add_parameter("x1", xs1);
        auto w1    = p.add_parameter("w1", ws1);
Paul's avatar
Paul committed
1191
        auto conv1 = p.add_instruction(migraphx::op::convolution{{0, 0}, {1, 1}, {1, 1}}, x1, w1);
Paul's avatar
Paul committed
1192
1193
1194
        auto bn1   = add_bn(p, conv1, 2048);
        auto x2    = p.add_parameter("x2", xs2);
        auto w2    = p.add_parameter("w2", ws2);
Paul's avatar
Paul committed
1195
        auto conv2 = p.add_instruction(migraphx::op::convolution{{0, 0}, {2, 2}, {1, 1}}, x2, w2);
Paul's avatar
Paul committed
1196
        auto bn2   = add_bn(p, conv2, 2048);
Paul's avatar
Paul committed
1197
1198
1199
        auto add   = p.add_instruction(migraphx::op::add{}, bn1, bn2);
        auto relu  = p.add_instruction(migraphx::op::relu{}, add);
        p.add_instruction(migraphx::op::pooling{"average", {1, 1}, {2, 2}, {3, 3}}, relu);
Paul's avatar
Paul committed
1200
1201
1202
1203
        return p;
    }
};

1204
1205
1206
1207
1208
struct test_rnn_forward
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
1209
        std::size_t seq_len     = 1;
1210
1211
1212
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 1;
Shucai Xiao's avatar
Shucai Xiao committed
1213
        float clip              = 0.0f;
1214
1215
1216
1217
1218
1219

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
1220
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
1221

Shucai Xiao's avatar
Shucai Xiao committed
1222
        auto seq  = p.add_parameter("seq", in_shape);
1223
1224
1225
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1226
        auto ih   = p.add_parameter("ih", ih_shape);
1227
        auto und  = p.add_instruction(migraphx::op::undefined{});
Shucai Xiao's avatar
Shucai Xiao committed
1228

1229
1230
1231
        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1232
                                                migraphx::op::rnn_direction::forward,
1233
1234
1235
1236
1237
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
1238
                              und,
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
                              ih);
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

struct test_rnn_forward10
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 10;
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1265
1266
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
1267
        auto bias = p.add_parameter("bias", b_shape);
1268
        auto ih   = p.add_parameter("ih", ih_shape);
1269
        auto und  = p.add_instruction(migraphx::op::undefined{});
1270

Shucai Xiao's avatar
Shucai Xiao committed
1271
1272
1273
        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1274
                                                migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
1275
1276
1277
1278
1279
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
1280
                              und,
Shucai Xiao's avatar
Shucai Xiao committed
1281
                              ih);
Shucai Xiao's avatar
Shucai Xiao committed
1282
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292

        return p;
    }
};

struct test_rnn_reverse
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
1293
        std::size_t seq_len     = 1;
1294
1295
1296
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 1;
Shucai Xiao's avatar
Shucai Xiao committed
1297
        float clip              = 0.0f;
1298
1299
1300
1301
1302
1303

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
1304
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
1305

Shucai Xiao's avatar
Shucai Xiao committed
1306
        auto seq  = p.add_parameter("seq", in_shape);
1307
1308
1309
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1310
        auto ih   = p.add_parameter("ih", ih_shape);
1311
        auto und  = p.add_instruction(migraphx::op::undefined{});
1312
1313
1314

        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
1315
                                            migraphx::op::rnn_direction::reverse,
1316
1317
1318
1319
1320
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
1321
                          und,
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
                          ih);

        return p;
    }
};

struct test_rnn_reverse2
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 2;
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1347
1348
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
1349
        auto bias = p.add_parameter("bias", b_shape);
1350
        auto ih   = p.add_parameter("ih", ih_shape);
1351
        auto und  = p.add_instruction(migraphx::op::undefined{});
1352

Shucai Xiao's avatar
Shucai Xiao committed
1353
1354
        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
1355
                                            migraphx::op::rnn_direction::reverse,
Shucai Xiao's avatar
Shucai Xiao committed
1356
1357
1358
1359
1360
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
1361
                          und,
Shucai Xiao's avatar
Shucai Xiao committed
1362
                          ih);
Shucai Xiao's avatar
Shucai Xiao committed
1363

1364
1365
1366
1367
        return p;
    }
};

1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
struct test_rnn_3args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};

Shucai Xiao's avatar
Shucai Xiao committed
1384
1385
1386
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
1387
1388
1389

        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
1390
                                            migraphx::op::rnn_direction::reverse,
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
                                            clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_rnn_4args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 5;
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);

        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
1424
                                            migraphx::op::rnn_direction::reverse,
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
                                            clip},
                          seq,
                          w,
                          r,
                          bias);

        return p;
    }
};

struct test_rnn_5args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 10;
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
1456
        auto und  = p.add_instruction(migraphx::op::undefined{});
1457
1458
1459
1460

        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1461
                                                migraphx::op::rnn_direction::forward,
1462
1463
1464
1465
                                                clip},
                              seq,
                              w,
                              r,
1466
1467
                              bias,
                              und);
1468
1469
1470
1471
1472
1473
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

1474
1475
1476
1477
1478
struct test_rnn_bidirectional
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
1479
        std::size_t seq_len     = 1;
1480
1481
1482
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 2;
Shucai Xiao's avatar
Shucai Xiao committed
1483
        float clip              = 0.0f;
1484
1485
1486
1487
1488
1489

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
1490
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
1491

Shucai Xiao's avatar
Shucai Xiao committed
1492
        auto seq  = p.add_parameter("seq", in_shape);
1493
1494
1495
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1496
        auto ih   = p.add_parameter("ih", ih_shape);
1497
        auto und  = p.add_instruction(migraphx::op::undefined{});
1498
1499
1500
1501

        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1502
                                                migraphx::op::rnn_direction::bidirectional,
1503
1504
1505
1506
1507
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
1508
                              und,
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
                              ih);
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

struct test_rnn_bidirectional10
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 10;
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1535
1536
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
1537
        auto bias = p.add_parameter("bias", b_shape);
1538
        auto ih   = p.add_parameter("ih", ih_shape);
1539
        auto und  = p.add_instruction(migraphx::op::undefined{});
Shucai Xiao's avatar
Shucai Xiao committed
1540
1541
1542
        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1543
                                                migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
1544
1545
1546
1547
1548
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
1549
                              und,
Shucai Xiao's avatar
Shucai Xiao committed
1550
                              ih);
Shucai Xiao's avatar
Shucai Xiao committed
1551
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
Shucai Xiao's avatar
Shucai Xiao committed
1552

1553
1554
1555
1556
        return p;
    }
};

1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
struct test_rnn_bi_3args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 10;
        std::size_t hidden_size = 4;
        std::size_t input_size  = 3;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
1572
1573
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
1574

Shucai Xiao's avatar
Shucai Xiao committed
1575
1576
1577
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
1578
1579
1580
        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1581
                                                migraphx::op::rnn_direction::bidirectional,
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
                                                clip},
                              seq,
                              w,
                              r);
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

Shucai Xiao's avatar
Shucai Xiao committed
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
struct test_gru_forward_last
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1605
1606
1607
1608
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto output =
            p.add_instruction(migraphx::op::gru{hidden_size,
                                                {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
1622
                                                migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
1623
1624
1625
1626
1627
1628
1629
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
1630
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
Shucai Xiao's avatar
Shucai Xiao committed
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648

        return p;
    }
};

struct test_gru_forward_hs
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1649
1650
1651
1652
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
1664
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
1665
                                            migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
1666
1667
1668
1669
1670
1671
1672
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);
Shucai Xiao's avatar
Shucai Xiao committed
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690

        return p;
    }
};

struct test_gru_forward_3args_und
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1691
1692
1693
1694
1695
1696
1697
1698
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        auto und = p.add_instruction(migraphx::op::undefined{});
Shucai Xiao's avatar
Shucai Xiao committed
1699
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
1700
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
1701
                                            migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
1702
1703
1704
1705
1706
1707
1708
                                            clip},
                          seq,
                          w,
                          r,
                          und,
                          und,
                          und);
Shucai Xiao's avatar
Shucai Xiao committed
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726

        return p;
    }
};

struct test_gru_forward_3args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1727
1728
1729
1730
1731
1732
1733
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1734
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
1735
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
1736
                                            migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
1737
1738
1739
1740
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758

        return p;
    }
};

struct test_gru_forward_seq1
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1759
1760
1761
1762
1763
1764
1765
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1766
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
1767
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
1768
                                            migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
1769
1770
1771
1772
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790

        return p;
    }
};

struct test_gru_forward_default_actv
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1791
1792
1793
1794
1795
1796
1797
1798
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        p.add_instruction(
Shucai Xiao's avatar
Shucai Xiao committed
1799
1800
1801
1802
            migraphx::op::gru{hidden_size, {}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r);
Shucai Xiao's avatar
Shucai Xiao committed
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820

        return p;
    }
};

struct test_gru_forward_default_actv1
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1821
1822
1823
1824
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

Shucai Xiao's avatar
Shucai Xiao committed
1835
1836
        p.add_instruction(
            migraphx::op::gru{
1837
                hidden_size, {migraphx::op::sigmoid{}}, migraphx::op::rnn_direction::forward, clip},
Shucai Xiao's avatar
Shucai Xiao committed
1838
1839
1840
1841
1842
1843
            seq,
            w,
            r,
            bias,
            und,
            ih);
Shucai Xiao's avatar
Shucai Xiao committed
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861

        return p;
    }
};

struct test_gru_reverse_last
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1862
1863
1864
1865
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto output =
            p.add_instruction(migraphx::op::gru{hidden_size,
                                                {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
1879
                                                migraphx::op::rnn_direction::reverse,
Shucai Xiao's avatar
Shucai Xiao committed
1880
1881
1882
1883
1884
1885
1886
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
1887
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
Shucai Xiao's avatar
Shucai Xiao committed
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905

        return p;
    }
};

struct test_gru_reverse_3args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1906
1907
1908
1909
1910
1911
1912
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1913
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
1914
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
1915
                                            migraphx::op::rnn_direction::reverse,
Shucai Xiao's avatar
Shucai Xiao committed
1916
1917
1918
1919
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937

        return p;
    }
};

struct test_gru_bidirct_last
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1938
1939
1940
1941
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        auto output =
            p.add_instruction(migraphx::op::gru{hidden_size,
                                                {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
1955
                                                migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
1956
1957
1958
1959
1960
1961
1962
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
1963
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
Shucai Xiao's avatar
Shucai Xiao committed
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981

        return p;
    }
};

struct test_gru_bidirct_hs
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1982
1983
1984
1985
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
Shucai Xiao's avatar
Shucai Xiao committed
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
1997
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
1998
                                            migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
1999
2000
2001
2002
2003
2004
2005
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);
Shucai Xiao's avatar
Shucai Xiao committed
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023

        return p;
    }
};

struct test_gru_bidirct_3args_und
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
2024
2025
2026
2027
2028
2029
2030
2031
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        auto und = p.add_instruction(migraphx::op::undefined{});
Shucai Xiao's avatar
Shucai Xiao committed
2032
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2033
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2034
                                            migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
2035
2036
2037
2038
2039
2040
2041
                                            clip},
                          seq,
                          w,
                          r,
                          und,
                          und,
                          und);
Shucai Xiao's avatar
Shucai Xiao committed
2042
2043
2044
2045
2046
2047
2048
2049
2050
2051
2052
2053
2054
2055
2056
2057
2058
2059

        return p;
    }
};

struct test_gru_bidirct_3args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
2060
2061
2062
2063
2064
2065
2066
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
Shucai Xiao's avatar
Shucai Xiao committed
2067
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2068
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2069
                                            migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
2070
2071
2072
2073
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
2074
2075
2076
2077
2078
2079
2080
2081
2082
2083
2084
2085
2086
2087
2088
2089
2090
2091

        return p;
    }
};

struct test_gru_bidirct_seq1
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
2092
2093
2094
2095
2096
2097
2098
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
Shucai Xiao's avatar
Shucai Xiao committed
2099
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2100
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2101
                                            migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
2102
2103
2104
2105
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
2106
2107
2108
2109
2110
2111
2112
2113
2114
2115
2116
2117
2118
2119
2120
2121
2122
2123

        return p;
    }
};

struct test_gru_bidirct_default_actv
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
2124
2125
2126
2127
2128
2129
2130
2131
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        p.add_instruction(
Shucai Xiao's avatar
Shucai Xiao committed
2132
2133
2134
2135
            migraphx::op::gru{hidden_size, {}, migraphx::op::rnn_direction::bidirectional, clip},
            seq,
            w,
            r);
Shucai Xiao's avatar
Shucai Xiao committed
2136
2137
2138
2139
2140
2141
2142
2143
2144
2145
2146
2147
2148
2149
2150
2151
2152
2153

        return p;
    }
};

struct test_gru_bidirct_default_actv1
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
Shucai Xiao's avatar
Shucai Xiao committed
2154
2155
2156
2157
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 3 * hidden_size, hidden_size}};
Shucai Xiao's avatar
Shucai Xiao committed
2158
2159
2160
2161
2162
2163
2164
2165
2166
2167
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

Shucai Xiao's avatar
Shucai Xiao committed
2168
2169
2170
2171
2172
2173
2174
2175
2176
2177
        p.add_instruction(migraphx::op::gru{hidden_size,
                                            {migraphx::op::sigmoid{}},
                                            migraphx::op::rnn_direction::bidirectional,
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);
Shucai Xiao's avatar
Shucai Xiao committed
2178
2179
2180
2181
2182

        return p;
    }
};

2183
2184
2185
2186
2187
2188
2189
2190
2191
2192
2193
2194
2195
2196
2197
2198
2199
2200
2201
2202
2203
2204
2205
2206
2207
2208
2209
2210
2211
2212
2213
struct test_lstm_forward_last
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape ic_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto ic   = p.add_parameter("ic", ic_shape);
        auto pph  = p.add_parameter("pph", pph_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

Shucai Xiao's avatar
Shucai Xiao committed
2214
2215
2216
2217
2218
2219
2220
2221
2222
2223
2224
2225
2226
        auto output = p.add_instruction(
            migraphx::op::gru{hidden_size,
                              {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                              migraphx::op::rnn_direction::forward,
                              clip},
            seq,
            w,
            r,
            bias,
            und,
            ih,
            ic,
            pph);
2227
2228
2229
2230
2231
2232
2233
2234
2235
2236
2237
2238
2239
2240
2241
2242
2243
2244
2245
2246
2247
2248
2249
2250
2251
2252
2253
2254
2255
2256
2257
2258
2259
2260
2261
2262
2263
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

struct test_lstm_forward_hs
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape ic_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto ic   = p.add_parameter("ic", ic_shape);
        auto pph  = p.add_parameter("pph", pph_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

Shucai Xiao's avatar
Shucai Xiao committed
2264
2265
2266
2267
2268
2269
2270
2271
2272
2273
2274
2275
2276
2277
        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r,
            bias,
            und,
            ih,
            ic,
            pph);
2278
2279
2280
2281
2282
2283
2284
2285
2286
2287
2288
2289
2290
2291
2292
2293
2294
2295
2296
2297
2298
2299
2300
2301
2302
2303

        return p;
    }
};

struct test_lstm_forward_3args_und
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        auto und = p.add_instruction(migraphx::op::undefined{});
Shucai Xiao's avatar
Shucai Xiao committed
2304
2305
2306
2307
2308
2309
2310
2311
2312
2313
2314
2315
2316
2317
        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r,
            und,
            und,
            und,
            und,
            und);
2318
2319
2320
2321
2322
2323
2324
2325
2326
2327
2328
2329
2330
2331
2332
2333
2334
2335
2336
2337
2338
2339
2340
2341
2342

        return p;
    }
};

struct test_lstm_forward_3args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
Shucai Xiao's avatar
Shucai Xiao committed
2343
2344
2345
2346
2347
2348
2349
2350
2351
        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r);
2352
2353
2354
2355
2356
2357
2358
2359
2360
2361
2362
2363
2364
2365
2366
2367
2368
2369
2370
2371
2372
2373
2374
2375
2376

        return p;
    }
};

struct test_lstm_forward_seq1
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
Shucai Xiao's avatar
Shucai Xiao committed
2377
2378
2379
2380
2381
2382
2383
2384
2385
        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::forward,
                clip},
            seq,
            w,
            r);
2386
2387
2388
2389
2390
2391
2392
2393
2394
2395
2396
2397
2398
2399
2400
2401
2402
2403
2404
2405
2406
2407
2408
2409
2410
2411
2412
2413
2414
2415
2416
2417
2418
2419
2420
2421
2422
2423
2424
2425
2426
2427
2428
2429
2430
2431
2432
2433
2434
2435
2436
2437
2438
2439
2440
2441
2442
2443
2444
2445
2446
2447
2448
2449
2450
2451
2452
2453
2454
2455
2456
2457
2458
2459
2460
2461
2462
2463
2464
2465
2466
2467
2468
2469
2470
2471
2472
2473
2474
2475
2476
2477
2478
2479
2480
2481
2482
2483
2484
2485
2486
2487
2488
2489
2490
2491
2492

        return p;
    }
};

struct test_lstm_forward_default_actv
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        p.add_instruction(
            migraphx::op::lstm{hidden_size, {}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r);

        return p;
    }
};

struct test_lstm_forward_default_actv1
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(
            migraphx::op::lstm{
                hidden_size, {migraphx::op::sigmoid{}}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r,
            bias,
            und,
            ih);

        return p;
    }
};

struct test_lstm_reverse_last
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape ic_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto ic   = p.add_parameter("ic", ic_shape);
        auto pph  = p.add_parameter("pph", pph_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

Shucai Xiao's avatar
Shucai Xiao committed
2493
2494
2495
2496
2497
2498
2499
2500
2501
2502
2503
2504
2505
2506
        auto output = p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::reverse,
                clip},
            seq,
            w,
            r,
            bias,
            und,
            ih,
            ic,
            pph);
2507
2508
2509
2510
2511
2512
2513
2514
2515
2516
2517
2518
2519
2520
2521
2522
2523
2524
2525
2526
2527
2528
2529
2530
2531
2532
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

struct test_lstm_reverse_3args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
Shucai Xiao's avatar
Shucai Xiao committed
2533
2534
2535
2536
2537
2538
2539
2540
2541
        p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::reverse,
                clip},
            seq,
            w,
            r);
2542
2543
2544
2545
2546
2547
2548
2549
2550
2551
2552
2553
2554
2555
2556
2557
2558
2559
2560
2561
2562
2563
2564
2565
2566

        return p;
    }
};

struct test_lstm_reverse_3args_cell_output
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 1;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
Shucai Xiao's avatar
Shucai Xiao committed
2567
2568
2569
2570
2571
2572
2573
2574
2575
        auto hs  = p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::reverse,
                clip},
            seq,
            w,
            r);
2576
2577
2578
2579
2580
2581
2582
2583
2584
2585
2586
2587
2588
2589
2590
2591
2592
2593
2594
2595
2596
2597
2598
2599
2600
2601
2602
2603
2604
2605
2606
2607
2608
2609
        p.add_instruction(migraphx::op::lstm_last_cell_output{}, hs);

        return p;
    }
};

struct test_lstm_bidirct_last
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape ic_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
        migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto ic   = p.add_parameter("ic", ic_shape);
Shucai Xiao's avatar
Shucai Xiao committed
2610
        auto pph  = p.add_parameter("pph", pph_shape);
2611
2612
        auto und  = p.add_instruction(migraphx::op::undefined{});

Shucai Xiao's avatar
Shucai Xiao committed
2613
2614
2615
2616
2617
2618
2619
2620
2621
2622
2623
2624
2625
2626
        auto output = p.add_instruction(
            migraphx::op::lstm{
                hidden_size,
                {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                migraphx::op::rnn_direction::bidirectional,
                clip},
            seq,
            w,
            r,
            bias,
            und,
            ih,
            ic,
            pph);
2627
2628
2629
2630
2631
2632
2633
2634
2635
2636
2637
2638
2639
2640
2641
2642
2643
2644
2645
2646
2647
2648
2649
2650
2651
2652
2653
2654
2655
2656
2657
2658
2659
2660
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

struct test_lstm_bidirct_hs
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(migraphx::op::lstm{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2661
2662
2663
                                             {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
2664
2665
2666
2667
2668
2669
2670
2671
2672
2673
2674
2675
2676
2677
2678
2679
2680
2681
2682
2683
2684
2685
2686
2687
2688
2689
2690
2691
2692
2693
2694
2695
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

struct test_lstm_bidirct_3args_und
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        auto und = p.add_instruction(migraphx::op::undefined{});
Shucai Xiao's avatar
Shucai Xiao committed
2696
2697
2698
2699
2700
2701
2702
2703
2704
2705
2706
2707
2708
        p.add_instruction(
            migraphx::op::gru{hidden_size,
                              {migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
                              migraphx::op::rnn_direction::bidirectional,
                              clip},
            seq,
            w,
            r,
            und,
            und,
            und,
            und,
            und);
2709
2710
2711
2712
2713
2714
2715
2716
2717
2718
2719
2720
2721
2722
2723
2724
2725
2726
2727
2728
2729
2730
2731
2732
2733
2734

        return p;
    }
};

struct test_lstm_bidirct_3args
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        p.add_instruction(migraphx::op::lstm{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2735
2736
2737
                                             {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
2738
2739
2740
2741
2742
2743
2744
2745
2746
2747
2748
2749
2750
2751
2752
2753
2754
2755
2756
2757
2758
2759
2760
2761
2762
2763
2764
2765
2766
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_lstm_bidirct_seq1
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        p.add_instruction(migraphx::op::lstm{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2767
2768
2769
                                             {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
2770
2771
2772
2773
2774
2775
2776
2777
2778
2779
2780
2781
2782
2783
2784
2785
2786
2787
2788
2789
2790
2791
2792
2793
2794
2795
2796
2797
2798
2799
2800
2801
2802
2803
2804
2805
2806
2807
2808
2809
2810
2811
2812
2813
2814
2815
2816
2817
2818
2819
2820
2821
2822
2823
2824
2825
2826
2827
2828
2829
2830
2831
2832
2833
2834
2835
                          seq,
                          w,
                          r);

        return p;
    }
};

struct test_lstm_bidirct_default_actv
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 1;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
        p.add_instruction(
            migraphx::op::lstm{hidden_size, {}, migraphx::op::rnn_direction::bidirectional, clip},
            seq,
            w,
            r);

        return p;
    }
};

struct test_lstm_bidirct_default_actv1
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(migraphx::op::lstm{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2836
2837
2838
                                             {migraphx::op::sigmoid{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
2839
2840
2841
2842
2843
2844
2845
2846
2847
2848
2849
2850
2851
2852
2853
2854
2855
2856
2857
2858
2859
2860
2861
2862
2863
2864
2865
2866
2867
2868
2869
2870
2871
2872
2873
2874
2875
2876
2877
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

struct test_lstm_bidirct_default_actv2
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
        std::size_t seq_len     = 3;
        std::size_t hidden_size = 5;
        std::size_t input_size  = 8;
        std::size_t num_dirct   = 2;
        float clip              = 0.0f;

        migraphx::program p;
        migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
        migraphx::shape w_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, input_size}};
        migraphx::shape r_shape{migraphx::shape::float_type,
                                {num_dirct, 4 * hidden_size, hidden_size}};
        migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};

        auto seq  = p.add_parameter("seq", in_shape);
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
        auto bias = p.add_parameter("bias", b_shape);
        auto ih   = p.add_parameter("ih", ih_shape);
        auto und  = p.add_instruction(migraphx::op::undefined{});

        p.add_instruction(migraphx::op::lstm{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2878
2879
2880
                                             {migraphx::op::tanh{}, migraphx::op::sigmoid{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
2881
2882
2883
2884
2885
2886
2887
2888
2889
2890
2891
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

Paul's avatar
Paul committed
2892
2893
int main()
{
Khalique's avatar
Khalique committed
2894
    verify_program<test_relu_lrn>();
2895
    verify_program<test_pooling_autopad>();
Khalique's avatar
Khalique committed
2896
    verify_program<test_abs>();
2897
2898
    verify_program<test_concat>();
    verify_program<test_concat2>();
wsttiger's avatar
wsttiger committed
2899
    verify_program<test_concat_relu>();
2900
    verify_program<test_pad>();
Paul's avatar
Paul committed
2901
    verify_program<test_add>();
Paul's avatar
Paul committed
2902
    verify_program<test_add_half>();
Khalique's avatar
Khalique committed
2903
    verify_program<test_mul>();
Shucai Xiao's avatar
Shucai Xiao committed
2904
2905
    verify_program<test_exp>();
    verify_program<test_log>();
2906
    verify_program<test_sin>();
2907
2908
    verify_program<test_cos>();
    verify_program<test_tan>();
2909
2910
    verify_program<test_sinh>();
    verify_program<test_cosh>();
2911
    verify_program<test_tanh>();
2912
2913
2914
    verify_program<test_asin>();
    verify_program<test_acos>();
    verify_program<test_atan>();
Khalique's avatar
Khalique committed
2915
    verify_program<test_scale>();
Paul's avatar
Paul committed
2916
2917
    verify_program<test_triadd>();
    verify_program<test_triadd2>();
Paul's avatar
Paul committed
2918
    verify_program<test_add_broadcast>();
Paul's avatar
Paul committed
2919
    verify_program<test_add_broadcast2>();
Paul's avatar
Latest  
Paul committed
2920
2921
    verify_program<test_add_broadcast3>();
    verify_program<test_add_broadcast4>();
Paul's avatar
Paul committed
2922
    verify_program<test_add_broadcast5>();
Paul's avatar
Paul committed
2923
    verify_program<test_triadd_broadcast>();
2924
2925
    verify_program<test_sub>();
    verify_program<test_sub2>();
Paul's avatar
Paul committed
2926
    verify_program<test_softmax>();
Paul's avatar
Paul committed
2927
    verify_program<test_softmax2>();
Paul's avatar
Paul committed
2928
    verify_program<test_conv>();
Paul's avatar
Paul committed
2929
    verify_program<test_conv2>();
Khalique's avatar
Khalique committed
2930
    verify_program<test_group_conv>();
Paul's avatar
Paul committed
2931
    verify_program<test_conv_relu>();
Paul's avatar
Paul committed
2932
    verify_program<test_conv_relu_half>();
Paul's avatar
Paul committed
2933
    verify_program<test_add_relu>();
2934
    verify_program<test_leaky_relu>();
Khalique's avatar
Khalique committed
2935
2936
    verify_program<test_sigmoid>();
    verify_program<test_elu>();
Paul's avatar
Paul committed
2937
    verify_program<test_conv_pooling>();
2938
2939
    verify_program<test_global_avg_pooling>();
    verify_program<test_global_max_pooling>();
Paul's avatar
Paul committed
2940
    verify_program<test_gemm>();
Paul's avatar
Paul committed
2941
    verify_program<test_gemm_half>();
2942
    // verify_program<test_gemm_ld>();
2943
2944
2945
    verify_program<test_gemm_transposeb>();
    verify_program<test_gemm_transposea>();
    verify_program<test_gemm_transposeab>();
2946
    verify_program<test_contiguous>();
2947
    verify_program<test_eliminate_contiguous>();
2948
    verify_program<test_transpose>();
2949
    verify_program<test_batchnorm_inference>();
Paul's avatar
Paul committed
2950
    verify_program<test_batchnorm_inference_2>();
Paul's avatar
Paul committed
2951
    verify_program<test_conv_bn>();
Paul's avatar
Paul committed
2952
    verify_program<test_conv_bn_relu_pooling>();
Paul's avatar
Paul committed
2953
    verify_program<test_conv_bn_relu_pooling2>();
2954
    verify_program<test_slice>();
2955
2956
    verify_program<test_gather>();
    verify_program<test_gather_neg_axis>();
2957
2958
2959
    verify_program<test_gather_scalar_output>();
    verify_program<test_gather_scalar_index>();
    verify_program<test_gather_1d_index>();
2960
    verify_program<test_rnn_forward>();
2961
    verify_program<test_rnn_forward10>();
Shucai Xiao's avatar
Shucai Xiao committed
2962
    verify_program<test_rnn_reverse>();
2963
2964
2965
2966
    verify_program<test_rnn_reverse2>();
    verify_program<test_rnn_3args>();
    verify_program<test_rnn_4args>();
    verify_program<test_rnn_5args>();
Shucai Xiao's avatar
Shucai Xiao committed
2967
    verify_program<test_rnn_bidirectional>();
2968
    verify_program<test_rnn_bidirectional10>();
2969
    verify_program<test_rnn_bi_3args>();
Shucai Xiao's avatar
Shucai Xiao committed
2970
2971
2972
2973
2974
2975
2976
2977
2978
2979
2980
2981
2982
2983
2984
2985
    verify_program<test_gru_forward_last>();
    verify_program<test_gru_forward_hs>();
    verify_program<test_gru_forward_3args_und>();
    verify_program<test_gru_forward_3args>();
    verify_program<test_gru_forward_seq1>();
    verify_program<test_gru_forward_default_actv>();
    verify_program<test_gru_forward_default_actv1>();
    verify_program<test_gru_reverse_last>();
    verify_program<test_gru_reverse_3args>();
    verify_program<test_gru_bidirct_last>();
    verify_program<test_gru_bidirct_hs>();
    verify_program<test_gru_bidirct_3args_und>();
    verify_program<test_gru_bidirct_3args>();
    verify_program<test_gru_bidirct_seq1>();
    verify_program<test_gru_bidirct_default_actv>();
    verify_program<test_gru_bidirct_default_actv1>();
2986
2987
2988
2989
2990
2991
2992
2993
2994
2995
2996
2997
2998
2999
3000
3001
3002
3003
    verify_program<test_lstm_forward_last>();
    verify_program<test_lstm_forward_hs>();
    verify_program<test_lstm_forward_3args_und>();
    verify_program<test_lstm_forward_3args>();
    verify_program<test_lstm_forward_seq1>();
    verify_program<test_lstm_forward_default_actv>();
    verify_program<test_lstm_forward_default_actv1>();
    verify_program<test_lstm_reverse_last>();
    verify_program<test_lstm_reverse_3args>();
    verify_program<test_lstm_reverse_3args_cell_output>();
    verify_program<test_lstm_bidirct_last>();
    verify_program<test_lstm_bidirct_hs>();
    verify_program<test_lstm_bidirct_3args_und>();
    verify_program<test_lstm_bidirct_3args>();
    verify_program<test_lstm_bidirct_seq1>();
    verify_program<test_lstm_bidirct_default_actv>();
    verify_program<test_lstm_bidirct_default_actv1>();
    verify_program<test_lstm_bidirct_default_actv2>();
Paul's avatar
Paul committed
3004
}