miopen.cpp 125 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>
13
#include <migraphx/quantization.hpp>
Paul's avatar
Paul committed
14
15
16

#include <miopen/miopen.h>

Paul's avatar
Paul committed
17
18
19
#include <future>
#include <thread>

Paul's avatar
Paul committed
20
#include <test.hpp>
Paul's avatar
Paul committed
21

Paul's avatar
Paul committed
22
23
24
25
#ifdef __clang__
#pragma clang diagnostic push
#pragma clang diagnostic ignored "-Wglobal-constructors"
#endif
Paul's avatar
Paul committed
26

Paul's avatar
Paul committed
27
28
// An improved async, that doesn't block
template <class Function>
Paul's avatar
Paul committed
29
30
std::future<typename std::result_of<Function()>::type> detach_async(Function&& f,
                                                                    bool parallel = true)
Paul's avatar
Paul committed
31
{
Paul's avatar
Paul committed
32
33
34
35
36
37
38
39
    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);
    }
40
    return std::async(std::launch::deferred, std::forward<Function>(f));
Paul's avatar
Paul committed
41
42
}

Paul's avatar
Paul committed
43
44
struct auto_print
{
Paul's avatar
Paul committed
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
    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
64
    static std::array<std::function<void()>, 2> handlers;
Paul's avatar
Paul committed
65
    int index;
Paul's avatar
Paul committed
66
    template <class T>
Paul's avatar
Paul committed
67
    auto_print(T& x, int i) : index(i)
Paul's avatar
Paul committed
68
    {
Paul's avatar
Paul committed
69
        handlers[index] = [&x] { std::cout << x << std::endl; };
Paul's avatar
Paul committed
70
    }
Paul's avatar
Paul committed
71

Paul's avatar
Paul committed
72
    ~auto_print()
Paul's avatar
Paul committed
73
    {
Paul's avatar
Paul committed
74
        handlers[index] = [] {};
Paul's avatar
Paul committed
75
76
    }
};
Paul's avatar
Paul committed
77
std::array<std::function<void()>, 2> auto_print::handlers = {};
Paul's avatar
Paul committed
78

Paul's avatar
Paul committed
79
template <class T>
Paul's avatar
Latest  
Paul committed
80
81
82
83
84
auto get_hash(const T& x)
{
    return std::hash<T>{}(x);
}

Paul's avatar
Paul committed
85
void compile_check(migraphx::program& p, const migraphx::target& t)
Paul's avatar
Paul committed
86
87
{
    auto name = t.name();
Paul's avatar
Paul committed
88
    auto s    = p.get_shape();
Paul's avatar
Paul committed
89
    std::stringstream ss;
Paul's avatar
Paul committed
90
    p.compile(t, migraphx::tracer{ss});
Paul's avatar
Paul committed
91
    if(p.get_shape() != s)
Paul's avatar
Paul committed
92
93
94
95
96
97
    {
        std::cout << ss.str() << std::endl;
        throw std::runtime_error("Compiling program with " + name + " alters its shape");
    }
}

Paul's avatar
Paul committed
98
template <class V>
Paul's avatar
Paul committed
99
migraphx::argument run_cpu(migraphx::program& p)
Paul's avatar
Paul committed
100
{
Paul's avatar
Paul committed
101
    V v;
Paul's avatar
Paul committed
102
    p = v.create_program();
Paul's avatar
Paul committed
103
    auto_print pp{p, 0};
Paul's avatar
Paul committed
104
105
    compile_check(p, migraphx::cpu::target{});
    migraphx::program::parameter_map m;
Paul's avatar
Paul committed
106
    for(auto&& x : p.get_parameter_shapes())
Paul's avatar
Paul committed
107
    {
Paul's avatar
Paul committed
108
        m[x.first] = migraphx::generate_argument(x.second, get_hash(x.first));
Paul's avatar
Paul committed
109
    }
Paul's avatar
Paul committed
110
    return p.eval(m);
Paul's avatar
Paul committed
111
112
}

Paul's avatar
Paul committed
113
template <class V>
Paul's avatar
Paul committed
114
migraphx::argument run_gpu(migraphx::program& p)
Paul's avatar
Paul committed
115
{
Paul's avatar
Paul committed
116
    V v;
Paul's avatar
Paul committed
117
    p = v.create_program();
Paul's avatar
Paul committed
118
    auto_print pp{p, 1};
Paul's avatar
Paul committed
119
120
    compile_check(p, migraphx::gpu::target{});
    migraphx::program::parameter_map m;
Paul's avatar
Paul committed
121
    for(auto&& x : p.get_parameter_shapes())
Paul's avatar
Paul committed
122
    {
Paul's avatar
Paul committed
123
124
        m[x.first] =
            migraphx::gpu::to_gpu(migraphx::generate_argument(x.second, get_hash(x.first)));
Paul's avatar
Paul committed
125
    }
Paul's avatar
Paul committed
126
    // Program should have an output parameter
Paul's avatar
Paul committed
127
    EXPECT(bool{m.find("output") != m.end()});
Paul's avatar
Paul committed
128
129
130
131
132
133
    // 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()));
Paul's avatar
Paul committed
134
    return migraphx::gpu::from_gpu(p.eval(m));
Paul's avatar
Paul committed
135
136
}

Paul's avatar
Paul committed
137
template <class V>
Paul's avatar
Paul committed
138
void run_verify_program()
Paul's avatar
Paul committed
139
{
Paul's avatar
Paul committed
140
141
142
143
    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
144
145
    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
146
    auto cpu_arg   = cpu_arg_f.get();
Paul's avatar
Paul committed
147
    bool passed    = verify_args(migraphx::get_type_name<V>(), cpu_arg, gpu_arg);
Paul's avatar
Paul committed
148
149
150
151
152
153
154
155
156
    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
157
    std::set_terminate(nullptr);
Paul's avatar
Paul committed
158
159
}

Paul's avatar
Paul committed
160
template <class T>
Paul's avatar
Paul committed
161
162
163
164
165
166
int auto_register_verify_program()
{
    test::add_test_case(migraphx::get_type_name<T>(), [] { run_verify_program<T>(); });
    return 0;
}

Paul's avatar
Paul committed
167
template <class T>
Paul's avatar
Paul committed
168
169
170
171
172
struct verify_program
{
    static int static_register;
    // This typedef ensures that the static member will be instantiated if
    // the class itself is instantiated
Paul's avatar
Paul committed
173
174
    using static_register_type =
        std::integral_constant<decltype(&static_register), &static_register>;
Paul's avatar
Paul committed
175
176
};

Paul's avatar
Paul committed
177
template <class T>
Paul's avatar
Paul committed
178
int verify_program<T>::static_register = auto_register_verify_program<T>(); // NOLINT
Paul's avatar
Paul committed
179
180

struct test_literals : verify_program<test_literals>
Paul's avatar
Paul committed
181
{
Paul's avatar
Paul committed
182
    migraphx::program create_program() const
Paul's avatar
Paul committed
183
    {
Paul's avatar
Paul committed
184
        migraphx::program p;
Paul's avatar
Paul committed
185
        auto input = p.add_literal(
Paul's avatar
Paul committed
186
            generate_literal(migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}));
Paul's avatar
Paul committed
187
        auto weights = p.add_literal(
Paul's avatar
Paul committed
188
189
190
            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
191
192
193
194
        return p;
    }
};

Paul's avatar
Paul committed
195
struct test_add : verify_program<test_add>
Paul's avatar
Paul committed
196
{
Paul's avatar
Paul committed
197
    migraphx::program create_program() const
Paul's avatar
Paul committed
198
    {
Paul's avatar
Paul committed
199
200
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Paul's avatar
Paul committed
201
202
        auto x = p.add_parameter("x", s);
        auto y = p.add_parameter("y", s);
Paul's avatar
Paul committed
203
        p.add_instruction(migraphx::op::add{}, x, y);
Paul's avatar
Paul committed
204
205
206
207
        return p;
    }
};

Paul's avatar
Paul committed
208
struct test_add_half : verify_program<test_add_half>
Paul's avatar
Paul committed
209
{
Paul's avatar
Paul committed
210
    migraphx::program create_program() const
Paul's avatar
Paul committed
211
    {
Paul's avatar
Paul committed
212
213
        migraphx::program p;
        migraphx::shape s{migraphx::shape::half_type, {3}};
Paul's avatar
Paul committed
214
215
        auto x = p.add_parameter("x", s);
        auto y = p.add_parameter("y", s);
Paul's avatar
Paul committed
216
        p.add_instruction(migraphx::op::add{}, x, y);
Paul's avatar
Paul committed
217
218
219
220
        return p;
    }
};

Paul's avatar
Paul committed
221
struct test_mul : verify_program<test_mul>
Khalique's avatar
Khalique committed
222
{
Paul's avatar
Paul committed
223
    migraphx::program create_program() const
Khalique's avatar
Khalique committed
224
    {
Paul's avatar
Paul committed
225
226
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Khalique's avatar
Khalique committed
227
228
        auto x = p.add_parameter("x", s);
        auto y = p.add_parameter("y", s);
Paul's avatar
Paul committed
229
        p.add_instruction(migraphx::op::mul{}, x, y);
Khalique's avatar
Khalique committed
230
231
232
233
        return p;
    }
};

Paul's avatar
Paul committed
234
struct test_exp : verify_program<test_exp>
Shucai Xiao's avatar
Shucai Xiao committed
235
236
237
238
239
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {6}};
240
        auto x = p.add_instruction(migraphx::op::abs{}, p.add_parameter("x", s));
Shucai Xiao's avatar
Shucai Xiao committed
241
242
243
244
245
        p.add_instruction(migraphx::op::exp{}, x);
        return p;
    }
};

Paul's avatar
Paul committed
246
struct test_log : verify_program<test_log>
Shucai Xiao's avatar
Shucai Xiao committed
247
248
249
250
251
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {6}};
252
        auto x = p.add_instruction(migraphx::op::abs{}, p.add_parameter("x", s));
Shucai Xiao's avatar
Shucai Xiao committed
253
254
255
256
257
        p.add_instruction(migraphx::op::log{}, x);
        return p;
    }
};

Paul's avatar
Paul committed
258
struct test_sin : verify_program<test_sin>
259
260
261
262
263
264
265
266
267
268
269
{
    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;
    }
};

Paul's avatar
Paul committed
270
struct test_cos : verify_program<test_cos>
Shucai Xiao's avatar
Shucai Xiao committed
271
272
273
274
275
276
277
278
279
280
281
{
    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;
    }
};

Paul's avatar
Paul committed
282
struct test_tan : verify_program<test_tan>
Shucai Xiao's avatar
Shucai Xiao committed
283
284
285
286
287
288
289
290
291
292
293
{
    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;
    }
};

Paul's avatar
Paul committed
294
struct test_sinh : verify_program<test_sinh>
295
296
297
298
299
300
301
302
303
304
305
{
    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;
    }
};

Paul's avatar
Paul committed
306
struct test_cosh : verify_program<test_cosh>
307
308
309
310
311
312
313
314
315
316
317
{
    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;
    }
};

Paul's avatar
Paul committed
318
struct test_tanh : verify_program<test_tanh>
319
320
321
322
323
324
325
326
327
328
{
    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;
    }
};

329
330
331
332
333
struct test_trans_tanh : verify_program<test_trans_tanh>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
334
        auto x  = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
335
336
        auto tx = p.add_instruction(migraphx::op::transpose{{0, 1, 3, 2}}, x);
        auto tanhx = p.add_instruction(migraphx::op::tanh{}, tx);
Shucai Xiao's avatar
Shucai Xiao committed
337
        auto r     = p.add_instruction(migraphx::op::add{}, tanhx, tanhx);
338
339
        p.add_instruction(migraphx::op::contiguous{}, r);

340
341
342
343
        return p;
    }
};

344
345
346
347
348
struct test_slice_sin : verify_program<test_slice_sin>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
349
350
        auto l = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {2, 2}});
        auto t = p.add_instruction(migraphx::op::slice{{1}, {1}, {2}}, l);
351
352
        p.add_instruction(migraphx::op::sin{}, t);

353
354
355
356
        return p;
    }
};

Paul's avatar
Paul committed
357
struct test_asin : verify_program<test_asin>
358
359
360
361
362
363
364
365
366
367
368
{
    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;
    }
};

Paul's avatar
Paul committed
369
struct test_acos : verify_program<test_acos>
370
371
372
373
374
375
376
377
378
379
380
{
    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;
    }
};

Paul's avatar
Paul committed
381
struct test_atan : verify_program<test_atan>
382
383
384
385
386
387
388
389
390
391
392
{
    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;
    }
};

Paul's avatar
Paul committed
393
struct test_scale : verify_program<test_scale>
Khalique's avatar
Khalique committed
394
{
Paul's avatar
Paul committed
395
    migraphx::program create_program() const
Khalique's avatar
Khalique committed
396
    {
Paul's avatar
Paul committed
397
398
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Khalique's avatar
Khalique committed
399
        auto x     = p.add_parameter("x", s);
Paul's avatar
Paul committed
400
        auto y     = p.add_parameter("y", migraphx::shape::float_type);
401
        auto scale = p.add_instruction(migraphx::op::scalar{s.lens()}, y);
Paul's avatar
Paul committed
402
        p.add_instruction(migraphx::op::mul{}, x, scale);
Khalique's avatar
Khalique committed
403
404
405
406
        return p;
    }
};

Paul's avatar
Paul committed
407
struct test_slice : verify_program<test_slice>
408
{
Paul's avatar
Paul committed
409
    migraphx::program create_program() const
410
    {
Paul's avatar
Paul committed
411
412
        migraphx::program p;
        migraphx::shape s{migraphx::shape::int32_type, {2, 2, 4}};
413
        auto x      = p.add_parameter("x", s);
Paul's avatar
Paul committed
414
415
416
        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);
417
418
419
420
421

        return p;
    }
};

Paul's avatar
Paul committed
422
struct test_triadd : verify_program<test_triadd>
Paul's avatar
Paul committed
423
{
Paul's avatar
Paul committed
424
    migraphx::program create_program() const
Paul's avatar
Paul committed
425
    {
Paul's avatar
Paul committed
426
427
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Paul's avatar
Paul committed
428
429
430
        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
431
432
        auto sum = p.add_instruction(migraphx::op::add{}, x, y);
        p.add_instruction(migraphx::op::add{}, sum, z);
Paul's avatar
Paul committed
433
434
435
436
        return p;
    }
};

Paul's avatar
Paul committed
437
struct test_triadd2 : verify_program<test_triadd2>
Paul's avatar
Paul committed
438
{
Paul's avatar
Paul committed
439
    migraphx::program create_program() const
Paul's avatar
Paul committed
440
    {
Paul's avatar
Paul committed
441
442
443
        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
444
445
446
        auto x   = p.add_parameter("x", s);
        auto y   = p.add_parameter("y", s);
        auto z   = p.add_parameter("z", b);
447
        auto zb  = p.add_instruction(migraphx::op::broadcast{1, s.lens()}, z);
Paul's avatar
Paul committed
448
449
        auto sum = p.add_instruction(migraphx::op::add{}, x, y);
        p.add_instruction(migraphx::op::add{}, sum, zb);
Paul's avatar
Paul committed
450
451
452
453
        return p;
    }
};

Paul's avatar
Paul committed
454
struct test_add_broadcast : verify_program<test_add_broadcast>
Paul's avatar
Paul committed
455
{
Paul's avatar
Paul committed
456
    migraphx::program create_program() const
Paul's avatar
Paul committed
457
    {
Paul's avatar
Paul committed
458
459
460
461
        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}});
462
        auto by = p.add_instruction(migraphx::op::broadcast{0, x->get_shape().lens()}, y);
Paul's avatar
Paul committed
463
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Paul committed
464
465
466
467
        return p;
    }
};

Paul's avatar
Paul committed
468
struct test_add_broadcast2 : verify_program<test_add_broadcast2>
Paul's avatar
Paul committed
469
{
Paul's avatar
Paul committed
470
    migraphx::program create_program() const
Paul's avatar
Paul committed
471
    {
Paul's avatar
Paul committed
472
473
474
475
        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}});
476
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape().lens()}, y);
Paul's avatar
Paul committed
477
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Paul committed
478
479
480
481
        return p;
    }
};

Paul's avatar
Paul committed
482
struct test_add_broadcast3 : verify_program<test_add_broadcast3>
Paul's avatar
Latest  
Paul committed
483
{
Paul's avatar
Paul committed
484
    migraphx::program create_program() const
Paul's avatar
Latest  
Paul committed
485
    {
Paul's avatar
Paul committed
486
487
488
489
        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}});
490
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape().lens()}, y);
Paul's avatar
Paul committed
491
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Latest  
Paul committed
492
493
494
495
        return p;
    }
};

Paul's avatar
Paul committed
496
struct test_add_broadcast4 : verify_program<test_add_broadcast4>
Paul's avatar
Latest  
Paul committed
497
{
Paul's avatar
Paul committed
498
    migraphx::program create_program() const
Paul's avatar
Latest  
Paul committed
499
    {
Paul's avatar
Paul committed
500
501
502
503
        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}});
504
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape().lens()}, y);
Paul's avatar
Paul committed
505
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Latest  
Paul committed
506
507
508
509
        return p;
    }
};

Paul's avatar
Paul committed
510
struct test_add_broadcast5 : verify_program<test_add_broadcast5>
Paul's avatar
Paul committed
511
{
Paul's avatar
Paul committed
512
    migraphx::program create_program() const
Paul's avatar
Paul committed
513
    {
Paul's avatar
Paul committed
514
515
516
517
        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}});
518
        auto by = p.add_instruction(migraphx::op::broadcast{1, x->get_shape().lens()}, y);
Paul's avatar
Paul committed
519
        p.add_instruction(migraphx::op::add{}, x, by);
Paul's avatar
Paul committed
520
521
522
523
        return p;
    }
};

Paul's avatar
Paul committed
524
struct test_triadd_broadcast : verify_program<test_triadd_broadcast>
Paul's avatar
Paul committed
525
{
Paul's avatar
Paul committed
526
    migraphx::program create_program() const
Paul's avatar
Paul committed
527
    {
Paul's avatar
Paul committed
528
529
530
531
532
        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}});
533
        auto by  = p.add_instruction(migraphx::op::broadcast{0, x->get_shape().lens()}, y);
Paul's avatar
Paul committed
534
535
        auto sum = p.add_instruction(migraphx::op::add{}, x, by);
        p.add_instruction(migraphx::op::add{}, sum, z);
Paul's avatar
Paul committed
536
537
538
539
        return p;
    }
};

Paul's avatar
Paul committed
540
struct test_sub : verify_program<test_sub>
541
542
543
544
545
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
Shucai Xiao's avatar
Shucai Xiao committed
546
547
548
        auto x    = p.add_parameter("x", s);
        auto y    = p.add_parameter("y", s);
        auto z    = p.add_parameter("z", s);
549
550
551
552
553
554
        auto diff = p.add_instruction(migraphx::op::sub{}, x, y);
        p.add_instruction(migraphx::op::sub{}, diff, z);
        return p;
    }
};

Paul's avatar
Paul committed
555
struct test_sub2 : verify_program<test_sub2>
556
557
558
559
560
561
{
    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
562
563
564
        auto x    = p.add_parameter("x", s);
        auto y    = p.add_parameter("y", s);
        auto z    = p.add_parameter("z", b);
565
        auto zb   = p.add_instruction(migraphx::op::broadcast{1, s.lens()}, z);
566
567
568
569
570
571
        auto diff = p.add_instruction(migraphx::op::sub{}, x, y);
        p.add_instruction(migraphx::op::sub{}, diff, zb);
        return p;
    }
};

572
struct test_softmax1 : verify_program<test_softmax1>
Paul's avatar
Paul committed
573
{
Paul's avatar
Paul committed
574
    migraphx::program create_program() const
Paul's avatar
Paul committed
575
    {
Paul's avatar
Paul committed
576
        migraphx::program p;
577
578
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {5, 3, 3, 4}});
        p.add_instruction(migraphx::op::softmax{0}, x);
Paul's avatar
Paul committed
579
580
581
582
        return p;
    }
};

Paul's avatar
Paul committed
583
struct test_softmax2 : verify_program<test_softmax2>
Paul's avatar
Paul committed
584
{
Paul's avatar
Paul committed
585
    migraphx::program create_program() const
Paul's avatar
Paul committed
586
    {
Paul's avatar
Paul committed
587
        migraphx::program p;
Paul's avatar
Paul committed
588
589
        auto x =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 1000, 1, 1}});
Paul's avatar
Paul committed
590
        p.add_instruction(migraphx::op::softmax{}, x);
Paul's avatar
Paul committed
591
592
593
594
        return p;
    }
};

595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
template <int Axis>
struct test_softmax : verify_program<test_softmax<Axis>>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3, 4, 5, 6}};
        auto param = p.add_parameter("0", s);
        p.add_instruction(migraphx::op::softmax{Axis}, param);

        return p;
    }
};

template struct test_softmax<0>;
template struct test_softmax<1>;
template struct test_softmax<2>;
template struct test_softmax<3>;

Paul's avatar
Paul committed
614
struct test_conv : verify_program<test_conv>
Paul's avatar
Paul committed
615
{
Paul's avatar
Paul committed
616
    migraphx::program create_program() const
Paul's avatar
Paul committed
617
    {
Paul's avatar
Paul committed
618
        migraphx::program p;
Paul's avatar
Paul committed
619
620
        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
Paul's avatar
Paul committed
621
        auto weights =
Paul's avatar
Paul committed
622
623
            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
624
625
626
627
        return p;
    }
};

Paul's avatar
Paul committed
628
struct test_conv2 : verify_program<test_conv2>
Paul's avatar
Paul committed
629
{
Paul's avatar
Paul committed
630
    migraphx::program create_program() const
Paul's avatar
Paul committed
631
    {
Paul's avatar
Paul committed
632
        migraphx::program p;
Paul's avatar
Paul committed
633
        auto input =
Paul's avatar
Paul committed
634
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 512, 28, 28}});
Paul's avatar
Paul committed
635
        auto weights =
Paul's avatar
Paul committed
636
637
            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
638
639
640
641
        return p;
    }
};

Paul's avatar
Paul committed
642
struct test_group_conv : verify_program<test_group_conv>
Khalique's avatar
Khalique committed
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
{
    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
658
struct test_conv_relu : verify_program<test_conv_relu>
Paul's avatar
Paul committed
659
{
Paul's avatar
Paul committed
660
    migraphx::program create_program() const
Paul's avatar
Paul committed
661
    {
Paul's avatar
Paul committed
662
        migraphx::program p;
Paul's avatar
Paul committed
663
664
        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
Paul's avatar
Paul committed
665
        auto weights =
Paul's avatar
Paul committed
666
667
668
            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
669
670
671
672
        return p;
    }
};

Paul's avatar
Paul committed
673
struct test_conv_relu_half : verify_program<test_conv_relu_half>
Paul's avatar
Paul committed
674
{
Paul's avatar
Paul committed
675
    migraphx::program create_program() const
Paul's avatar
Paul committed
676
    {
Paul's avatar
Paul committed
677
        migraphx::program p;
Paul's avatar
Paul committed
678
679
        auto input =
            p.add_parameter("x", migraphx::shape{migraphx::shape::half_type, {4, 3, 3, 3}});
Paul's avatar
Paul committed
680
        auto weights =
Paul's avatar
Paul committed
681
682
683
            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
684
685
686
687
        return p;
    }
};

Paul's avatar
Paul committed
688
struct test_add_relu : verify_program<test_add_relu>
Paul's avatar
Paul committed
689
{
Paul's avatar
Paul committed
690
    migraphx::program create_program() const
Paul's avatar
Paul committed
691
    {
Paul's avatar
Paul committed
692
693
694
695
696
        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
697
698
699
700
        return p;
    }
};

Paul's avatar
Paul committed
701
struct test_sigmoid : verify_program<test_sigmoid>
Khalique's avatar
Khalique committed
702
703
704
705
{
    migraphx::program create_program() const
    {
        migraphx::program p;
Khalique's avatar
Khalique committed
706
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
Khalique's avatar
Khalique committed
707
708
709
710
711
        p.add_instruction(migraphx::op::sigmoid{}, x);
        return p;
    }
};

Paul's avatar
Paul committed
712
struct test_abs : verify_program<test_abs>
Khalique's avatar
Khalique committed
713
714
715
716
{
    migraphx::program create_program() const
    {
        migraphx::program p;
Khalique's avatar
Khalique committed
717
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
Khalique's avatar
Khalique committed
718
719
720
721
722
        p.add_instruction(migraphx::op::abs{}, x);
        return p;
    }
};

723
724
725
726
727
struct test_trans_abs : verify_program<test_trans_abs>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
728
        auto x  = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
729
        auto tx = p.add_instruction(migraphx::op::transpose{{0, 1, 3, 2}}, x);
730
        auto absx = p.add_instruction(migraphx::op::abs{}, tx);
Shucai Xiao's avatar
Shucai Xiao committed
731
        auto r    = p.add_instruction(migraphx::op::add{}, absx, absx);
732
        p.add_instruction(migraphx::op::contiguous{}, r);
Shucai Xiao's avatar
Shucai Xiao committed
733

734
735
736
737
        return p;
    }
};

Paul's avatar
Paul committed
738
struct test_leaky_relu : verify_program<test_leaky_relu>
739
{
Paul's avatar
Paul committed
740
    migraphx::program create_program() const
741
    {
Paul's avatar
Paul committed
742
743
744
        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);
745
746
747
748
        return p;
    }
};

Paul's avatar
Paul committed
749
struct test_elu : verify_program<test_elu>
Khalique's avatar
Khalique committed
750
751
752
753
754
755
756
757
758
759
{
    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;
    }
};

Paul's avatar
Paul committed
760
struct test_relu_lrn : verify_program<test_relu_lrn>
Khalique's avatar
Khalique committed
761
{
Khalique's avatar
Khalique committed
762
    migraphx::program create_program() const
Khalique's avatar
Khalique committed
763
    {
Khalique's avatar
Khalique committed
764
765
766
767
        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
768
769
770
771
        return p;
    }
};

Paul's avatar
Paul committed
772
struct test_conv_pooling : verify_program<test_conv_pooling>
Paul's avatar
Paul committed
773
{
Paul's avatar
Paul committed
774
    migraphx::program create_program() const
Paul's avatar
Paul committed
775
    {
Paul's avatar
Paul committed
776
        migraphx::program p;
Paul's avatar
Paul committed
777
        auto input =
Paul's avatar
Paul committed
778
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 32, 32}});
Paul's avatar
Paul committed
779
        auto weights =
Paul's avatar
Paul committed
780
781
782
783
            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
784
785
786
787
        return p;
    }
};

Paul's avatar
Paul committed
788
struct test_global_avg_pooling : verify_program<test_global_avg_pooling>
789
{
Paul's avatar
Paul committed
790
    migraphx::program create_program() const
791
    {
Paul's avatar
Paul committed
792
        migraphx::program p;
793
        auto input =
Paul's avatar
Paul committed
794
795
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
        auto op    = migraphx::op::pooling{"average"};
796
        auto lens  = input->get_shape().lens();
Khalique's avatar
Khalique committed
797
        op.lengths = {lens[2], lens[3]};
798
799
800
801
802
        p.add_instruction(op, input);
        return p;
    }
};

Paul's avatar
Paul committed
803
struct test_global_max_pooling : verify_program<test_global_max_pooling>
804
{
Paul's avatar
Paul committed
805
    migraphx::program create_program() const
806
    {
Paul's avatar
Paul committed
807
        migraphx::program p;
808
        auto input =
Paul's avatar
Paul committed
809
810
            p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
        auto op    = migraphx::op::pooling{"max"};
811
        auto lens  = input->get_shape().lens();
Khalique's avatar
Khalique committed
812
        op.lengths = {lens[2], lens[3]};
813
814
815
816
817
        p.add_instruction(op, input);
        return p;
    }
};

Paul's avatar
Paul committed
818
struct test_gemm : verify_program<test_gemm>
Paul's avatar
Paul committed
819
{
Paul's avatar
Paul committed
820
    migraphx::program create_program() const
Paul's avatar
Paul committed
821
    {
Paul's avatar
Paul committed
822
823
824
825
        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
826
827
828
829
        return p;
    }
};

Paul's avatar
Paul committed
830
struct test_gemm_ex : verify_program<test_gemm_ex>
831
832
833
834
835
836
837
838
839
840
841
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto a = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {1, 1, 4, 5}});
        auto b = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 3}});
        p.add_instruction(migraphx::op::dot{}, a, b);
        return p;
    }
};

Paul's avatar
Paul committed
842
struct test_gemm_half : verify_program<test_gemm_half>
Paul's avatar
Paul committed
843
{
Paul's avatar
Paul committed
844
    migraphx::program create_program() const
Paul's avatar
Paul committed
845
    {
Paul's avatar
Paul committed
846
847
848
849
        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
850
851
852
853
        return p;
    }
};

Paul's avatar
Paul committed
854
struct test_gemm_ld //: verify_program<test_gemm_ld>
Paul's avatar
Paul committed
855
{
Paul's avatar
Paul committed
856
    migraphx::program create_program() const
Paul's avatar
Paul committed
857
    {
Paul's avatar
Paul committed
858
        migraphx::program p;
Paul's avatar
Paul committed
859
860
861
862
        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
863
        p.add_instruction(migraphx::op::dot{}, a, b);
Paul's avatar
Paul committed
864
865
866
867
        return p;
    }
};

Paul's avatar
Paul committed
868
struct test_gemm_transposeb : verify_program<test_gemm_transposeb>
869
{
Paul's avatar
Paul committed
870
    migraphx::program create_program() const
871
    {
Paul's avatar
Paul committed
872
873
874
875
876
        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);
877
878
879
880
        return p;
    }
};

Paul's avatar
Paul committed
881
struct test_gemm_transposeb_ex : verify_program<test_gemm_transposeb_ex>
882
883
884
885
886
887
888
889
890
891
892
893
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {1, 4, 5}});
        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {1, 3, 5}});
        auto bt = p.add_instruction(migraphx::op::transpose{{0, 2, 1}}, b);
        p.add_instruction(migraphx::op::dot{}, a, bt);
        return p;
    }
};

Paul's avatar
Paul committed
894
struct test_gemm_transposea : verify_program<test_gemm_transposea>
895
{
Paul's avatar
Paul committed
896
    migraphx::program create_program() const
897
    {
Paul's avatar
Paul committed
898
899
900
901
902
        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);
903
904
905
906
        return p;
    }
};

Paul's avatar
Paul committed
907
struct test_gemm_transposea_ex : verify_program<test_gemm_transposea_ex>
908
909
910
911
912
913
914
915
916
917
918
919
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto a  = p.add_parameter("a", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 4}});
        auto b  = p.add_parameter("b", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 3}});
        auto at = p.add_instruction(migraphx::op::transpose{{0, 1, 3, 2}}, a);
        p.add_instruction(migraphx::op::dot{}, at, b);
        return p;
    }
};

Paul's avatar
Paul committed
920
struct test_gemm_transposeab : verify_program<test_gemm_transposeab>
921
{
Paul's avatar
Paul committed
922
    migraphx::program create_program() const
923
    {
Paul's avatar
Paul committed
924
925
926
927
928
929
        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);
930
931
932
933
        return p;
    }
};

934
struct gemm_multi_dim_2 : verify_program<gemm_multi_dim_2>
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 4}};
        auto l1 = p.add_parameter("1", m1_shape);
        auto l2 = p.add_parameter("2", m2_shape);

        p.add_instruction(migraphx::op::dot{}, l1, l2);

        return p;
    }
};

950
951
952
953
954
955
956
struct gemm_2args_mm_1 : verify_program<gemm_2args_mm_1>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {1, 3, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
957
958
        auto l1  = p.add_parameter("1", m1_shape);
        auto l2  = p.add_parameter("2", m2_shape);
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
        auto bl2 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4}}, l2);

        p.add_instruction(migraphx::op::dot{}, l1, bl2);

        return p;
    }
};

struct gemm_2args_mm_2 : verify_program<gemm_2args_mm_2>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {3, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
974
975
        auto l1  = p.add_parameter("1", m1_shape);
        auto l2  = p.add_parameter("2", m2_shape);
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
        auto bl2 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4}}, l2);

        p.add_instruction(migraphx::op::dot{}, l1, bl2);

        return p;
    }
};

struct gemm_2args_mm_3 : verify_program<gemm_2args_mm_3>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {1, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {3, 3, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
991
        auto l1  = p.add_parameter("1", m1_shape);
992
        auto bl1 = p.add_instruction(migraphx::op::multibroadcast{{3, 2, 3}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
993
        auto l2  = p.add_parameter("2", m2_shape);
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007

        p.add_instruction(migraphx::op::dot{}, bl1, l2);

        return p;
    }
};

struct gemm_2args_mm_4 : verify_program<gemm_2args_mm_4>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {3, 3, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
1008
        auto l1  = p.add_parameter("1", m1_shape);
1009
        auto bl1 = p.add_instruction(migraphx::op::multibroadcast{{3, 2, 3}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1010
        auto l2  = p.add_parameter("2", m2_shape);
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024

        p.add_instruction(migraphx::op::dot{}, bl1, l2);

        return p;
    }
};

struct gemm_2args_mm_5 : verify_program<gemm_2args_mm_5>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 1, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 3, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
1025
        auto l1  = p.add_parameter("1", m1_shape);
1026
        auto bl1 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 2, 3}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1027
        auto l2  = p.add_parameter("2", m2_shape);
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041

        p.add_instruction(migraphx::op::dot{}, bl1, l2);

        return p;
    }
};

struct gemm_2args_mm_6 : verify_program<gemm_2args_mm_6>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 1, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {1, 3, 3, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
1042
        auto l1  = p.add_parameter("1", m1_shape);
1043
        auto bl1 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 2, 3}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1044
        auto l2  = p.add_parameter("2", m2_shape);
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
        auto bl2 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 3, 4}}, l2);

        p.add_instruction(migraphx::op::dot{}, bl1, bl2);

        return p;
    }
};

struct gemm_2args_mm_7 : verify_program<gemm_2args_mm_7>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 3, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
1060
        auto l1  = p.add_parameter("1", m1_shape);
1061
        auto bl1 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 2, 3}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1062
        auto l2  = p.add_parameter("2", m2_shape);
1063
1064
1065
1066
1067
1068
1069
1070

        p.add_instruction(migraphx::op::dot{}, bl1, l2);

        return p;
    }
};

struct gemm_multi_dim_2_3 : verify_program<gemm_multi_dim_2_3>
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 3, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 3, 2}};
        auto l1 = p.add_parameter("1", m1_shape);
        auto l2 = p.add_parameter("2", m2_shape);

        p.add_instruction(migraphx::op::dot{}, l1, l2);

        return p;
    }
};

1086
1087
1088
1089
1090
1091
1092
1093
struct gemm_2args_vv : verify_program<gemm_2args_vv>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {8}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {8}};
        auto l1     = p.add_parameter("1", m1_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1094
        auto ul1    = p.add_instruction(migraphx::op::unsqueeze{{0}}, l1);
1095
        auto l2     = p.add_parameter("2", m2_shape);
Shucai Xiao's avatar
Shucai Xiao committed
1096
        auto ul2    = p.add_instruction(migraphx::op::unsqueeze{{1}}, l2);
1097
1098
        float alpha = 0.23f;

Shucai Xiao's avatar
Shucai Xiao committed
1099
        auto res  = p.add_instruction(migraphx::op::dot{alpha}, ul1, ul2);
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
        auto sres = p.add_instruction(migraphx::op::squeeze{{0}}, res);
        p.add_instruction(migraphx::op::squeeze{{0}}, sres);

        return p;
    }
};

struct gemm_2args_mv : verify_program<gemm_2args_mv>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {3, 5}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {5}};
Shucai Xiao's avatar
Shucai Xiao committed
1114
1115
        auto l1  = p.add_parameter("1", m1_shape);
        auto l2  = p.add_parameter("2", m2_shape);
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
        auto ul2 = p.add_instruction(migraphx::op::unsqueeze{{1}}, l2);

        p.add_instruction(migraphx::op::dot{}, l1, ul2);

        return p;
    }
};

struct gemm_2args_bmv : verify_program<gemm_2args_bmv>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 3, 3, 5}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {5}};
Shucai Xiao's avatar
Shucai Xiao committed
1131
1132
1133
        auto l1   = p.add_parameter("1", m1_shape);
        auto l2   = p.add_parameter("2", m2_shape);
        auto ul2  = p.add_instruction(migraphx::op::unsqueeze{{1}}, l2);
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
        auto bul2 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 5, 1}}, ul2);

        p.add_instruction(migraphx::op::dot{}, l1, bul2);

        return p;
    }
};

struct gemm_2args_vm : verify_program<gemm_2args_vm>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {5}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {5, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
1149
        auto l1  = p.add_parameter("1", m1_shape);
1150
        auto ul1 = p.add_instruction(migraphx::op::unsqueeze{{0}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1151
        auto l2  = p.add_parameter("2", m2_shape);
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166

        auto res = p.add_instruction(migraphx::op::dot{}, ul1, l2);
        p.add_instruction(migraphx::op::squeeze{{0}}, res);

        return p;
    }
};

struct gemm_2args_vbm : verify_program<gemm_2args_vbm>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {5}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {2, 2, 5, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
1167
1168
        auto l1   = p.add_parameter("1", m1_shape);
        auto ul1  = p.add_instruction(migraphx::op::unsqueeze{{0}}, l1);
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
        auto bul1 = p.add_instruction(migraphx::op::multibroadcast{{2, 2, 1, 5}}, ul1);

        auto l2 = p.add_parameter("2", m2_shape);

        auto res = p.add_instruction(migraphx::op::dot{}, bul1, l2);
        p.add_instruction(migraphx::op::squeeze{{2}}, res);

        return p;
    }
};

struct gemm_multi_3args : verify_program<gemm_multi_3args>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 3, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {2, 3, 3, 2}};
        migraphx::shape m3_shape{migraphx::shape::float_type, {2, 3, 2, 2}};

        auto l1     = p.add_parameter("1", m1_shape);
        auto l2     = p.add_parameter("2", m2_shape);
        auto l3     = p.add_parameter("3", m3_shape);
        float alpha = 0.35;
        float beta  = 0.41;
        p.add_instruction(migraphx::op::dot{alpha, beta}, l1, l2, l3);

        return p;
    }
};

struct gemm_multi_3args_c25 : verify_program<gemm_multi_3args_c25>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {3, 5}};
        migraphx::shape m3_shape{migraphx::shape::float_type, {2, 5}};

        auto l1     = p.add_parameter("1", m1_shape);
        auto l2     = p.add_parameter("2", m2_shape);
        auto l3     = p.add_parameter("3", m3_shape);
        float alpha = 0.35;
        float beta  = 0.41;
        p.add_instruction(migraphx::op::dot{alpha, beta}, l1, l2, l3);

        return p;
    }
};

struct gemm_multi_3args_beta0 : verify_program<gemm_multi_3args_beta0>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {1, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {1, 3, 4}};
        migraphx::shape m3_shape{migraphx::shape::float_type, {1, 2, 4}};
        auto l1 = p.add_parameter("1", m1_shape);
        auto l2 = p.add_parameter("2", m2_shape);
        auto l3 = p.add_parameter("3", m3_shape);

        float alpha = 1.0f;
        float beta  = 0.0f;
        p.add_instruction(migraphx::op::dot{alpha, beta}, l1, l2, l3);

        return p;
    }
};

struct gemm_multi_3args_alpha0 : verify_program<gemm_multi_3args_alpha0>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape m1_shape{migraphx::shape::float_type, {1, 2, 3}};
        migraphx::shape m2_shape{migraphx::shape::float_type, {1, 3, 4}};
        migraphx::shape m3_shape{migraphx::shape::float_type, {1, 2, 4}};
        auto l1 = p.add_parameter("1", m1_shape);
        auto l2 = p.add_parameter("2", m2_shape);
        auto l3 = p.add_parameter("3", m3_shape);

        float alpha = 0.0f;
        float beta  = 1.0f;
        p.add_instruction(migraphx::op::dot{alpha, beta}, l1, l2, l3);

        return p;
    }
};

Paul's avatar
Paul committed
1260
struct test_contiguous : verify_program<test_contiguous>
1261
{
Paul's avatar
Paul committed
1262
    migraphx::program create_program() const
1263
    {
Paul's avatar
Paul committed
1264
1265
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {4, 4, 4, 3}, {48, 4, 1, 16}};
1266
        auto x = p.add_parameter("x", s);
Paul's avatar
Paul committed
1267
        p.add_instruction(migraphx::op::contiguous{}, x);
Paul's avatar
Paul committed
1268
        EXPECT(p.get_shape().standard());
1269
1270
1271
1272
        return p;
    }
};

Paul's avatar
Paul committed
1273
struct test_transpose : verify_program<test_transpose>
1274
{
Paul's avatar
Paul committed
1275
    migraphx::program create_program() const
1276
    {
Paul's avatar
Paul committed
1277
1278
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {4, 3, 4, 4}};
1279
1280
        auto x                    = p.add_parameter("x", s);
        std::vector<int64_t> perm = {0, 2, 3, 1};
Paul's avatar
Paul committed
1281
1282
        auto l                    = p.add_instruction(migraphx::op::transpose{perm}, x);
        p.add_instruction(migraphx::op::contiguous{}, l);
1283
1284
1285
        return p;
    }
};
1286

Paul's avatar
Paul committed
1287
struct test_batchnorm_inference_2 : verify_program<test_batchnorm_inference_2>
Paul's avatar
Paul committed
1288
1289
1290
1291
1292
1293
{
    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
1294
    migraphx::program create_program() const
Paul's avatar
Paul committed
1295
    {
Paul's avatar
Paul committed
1296
        migraphx::program p;
Paul's avatar
Paul committed
1297

Paul's avatar
Paul committed
1298
1299
        migraphx::shape s{migraphx::shape::float_type, {batches, channels, height, width}};
        migraphx::shape vars{migraphx::shape::float_type, {channels}};
Paul's avatar
Paul committed
1300
        auto x        = p.add_parameter("x", s);
Paul's avatar
Paul committed
1301
1302
1303
1304
1305
        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
1306
1307
1308
1309
        return p;
    }
};

Paul's avatar
Paul committed
1310
struct test_batchnorm_inference : verify_program<test_batchnorm_inference>
wsttiger's avatar
wsttiger committed
1311
1312
1313
1314
1315
1316
{
    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
1317
    migraphx::program create_program() const
wsttiger's avatar
wsttiger committed
1318
    {
Paul's avatar
Paul committed
1319
        migraphx::program p;
wsttiger's avatar
wsttiger committed
1320

Paul's avatar
Paul committed
1321
1322
        migraphx::shape s{migraphx::shape::float_type, {batches, channels, height, width}};
        migraphx::shape vars{migraphx::shape::float_type, {channels}};
wsttiger's avatar
wsttiger committed
1323
        auto x        = p.add_parameter("x", s);
Paul's avatar
Paul committed
1324
1325
1326
1327
1328
        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
1329
1330
1331
1332
        return p;
    }
};

Khalique's avatar
Khalique committed
1333
1334
1335
1336
1337
1338
struct test_clip : verify_program<test_clip>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        auto x = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3}});
1339
        p.add_instruction(migraphx::op::clip{6.0, 0.0}, x);
Khalique's avatar
Khalique committed
1340
1341
1342
1343
        return p;
    }
};

Paul's avatar
Paul committed
1344
struct test_conv_bn : verify_program<test_conv_bn>
Paul's avatar
Paul committed
1345
{
Paul's avatar
Paul committed
1346
    migraphx::program create_program() const
Paul's avatar
Paul committed
1347
    {
Paul's avatar
Paul committed
1348
        migraphx::program p;
Paul's avatar
Paul committed
1349

Paul's avatar
Paul committed
1350
1351
1352
        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
1353
1354
        auto x        = p.add_parameter("x", xs);
        auto w        = p.add_parameter("w", ws);
Paul's avatar
Paul committed
1355
1356
1357
1358
1359
1360
        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
1361
1362
1363
1364
        return p;
    }
};

Paul's avatar
Paul committed
1365
struct test_conv_bn_relu_pooling : verify_program<test_conv_bn_relu_pooling>
Paul's avatar
Paul committed
1366
{
Paul's avatar
Paul committed
1367
    migraphx::program create_program() const
Paul's avatar
Paul committed
1368
    {
Paul's avatar
Paul committed
1369
        migraphx::program p;
Paul's avatar
Paul committed
1370

Paul's avatar
Paul committed
1371
1372
1373
        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
1374
1375
        auto x        = p.add_parameter("x", xs);
        auto w        = p.add_parameter("w", ws);
Paul's avatar
Paul committed
1376
1377
1378
1379
1380
        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
1381
        auto bn       = p.add_instruction(
Paul's avatar
Paul committed
1382
1383
1384
            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
1385
1386
1387
1388
        return p;
    }
};

Paul's avatar
Paul committed
1389
struct test_concat : verify_program<test_concat>
1390
{
Paul's avatar
Paul committed
1391
    migraphx::program create_program() const
1392
    {
Paul's avatar
Paul committed
1393
        migraphx::program p;
wsttiger's avatar
wsttiger committed
1394
        std::size_t axis = 1;
Paul's avatar
Paul committed
1395
1396
1397
        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}};
1398
1399
1400
        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
1401
        p.add_instruction(migraphx::op::concat{axis}, l0, l1, l2);
1402
1403
1404
1405
        return p;
    }
};

Paul's avatar
Paul committed
1406
struct test_concat2 : verify_program<test_concat2>
1407
{
Paul's avatar
Paul committed
1408
    migraphx::program create_program() const
1409
    {
Paul's avatar
Paul committed
1410
        migraphx::program p;
wsttiger's avatar
wsttiger committed
1411
        std::size_t axis = 0;
Paul's avatar
Paul committed
1412
1413
1414
        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}};
1415
1416
1417
        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
1418
        p.add_instruction(migraphx::op::concat{axis}, l0, l1, l2);
1419
1420
1421
1422
        return p;
    }
};

Paul's avatar
Paul committed
1423
struct test_concat_relu : verify_program<test_concat_relu>
wsttiger's avatar
wsttiger committed
1424
{
Paul's avatar
Paul committed
1425
    migraphx::program create_program() const
wsttiger's avatar
wsttiger committed
1426
    {
Paul's avatar
Paul committed
1427
        migraphx::program p;
wsttiger's avatar
wsttiger committed
1428
        std::size_t axis = 0;
Paul's avatar
Paul committed
1429
1430
1431
        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
1432
1433
1434
        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
1435
1436
1437
1438
1439
        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
1440
1441
1442
1443
        return p;
    }
};

Paul's avatar
Paul committed
1444
struct test_pad : verify_program<test_pad>
1445
1446
1447
1448
1449
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s0{migraphx::shape::int32_type, {1, 96, 165, 165}};
Khalique's avatar
Khalique committed
1450
1451
1452
1453
        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
1454
        auto l0                    = p.add_parameter("x", s0);
Khalique's avatar
Khalique committed
1455
1456
1457
        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
1458
        p.add_instruction(migraphx::op::pad{pads3}, l0);
Khalique's avatar
Khalique committed
1459
        return p;
Khalique's avatar
Khalique committed
1460
    }
Khalique's avatar
Khalique committed
1461
};
Khalique's avatar
Khalique committed
1462

Paul's avatar
Paul committed
1463
struct test_pooling_autopad : verify_program<test_pooling_autopad>
1464
1465
1466
1467
1468
1469
1470
1471
{
    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
1472
1473
        op.lengths      = {2, 2};
        op.stride       = {2, 2};
1474
1475
1476
1477
1478
        p.add_instruction(op, l0);
        return p;
    }
};

Paul's avatar
Paul committed
1479
struct test_gather : verify_program<test_gather>
1480
1481
1482
1483
1484
1485
1486
{
    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
1487
1488
        auto a0  = p.add_parameter("data", s);
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
1489
        int axis = 0;
1490
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
1491
1492
1493
1494
        return p;
    }
};

Paul's avatar
Paul committed
1495
struct test_gather_neg_axis : verify_program<test_gather_neg_axis>
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
{
    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;
    }
};

Paul's avatar
Paul committed
1511
struct test_gather_scalar_output : verify_program<test_gather_scalar_output>
1512
1513
1514
1515
1516
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
1517
        migraphx::shape s_indices{migraphx::shape::int32_type};
1518
1519
1520
1521
1522
1523
1524
1525
1526
        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;
    }
};

Paul's avatar
Paul committed
1527
struct test_gather_scalar_index : verify_program<test_gather_scalar_index>
1528
1529
1530
1531
1532
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
1533
        migraphx::shape s_indices{migraphx::shape::int32_type};
1534
1535
1536
1537
1538
1539
1540
1541
1542
        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;
    }
};

Paul's avatar
Paul committed
1543
struct test_gather_1d_index : verify_program<test_gather_1d_index>
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
{
    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
1559
1560
void manual_identity()
{
Paul's avatar
Paul committed
1561
    migraphx::program p;
wsttiger's avatar
wsttiger committed
1562
    std::vector<float> data0 = {0, 1, 2, 3};
Paul's avatar
Paul committed
1563
1564
1565
1566
1567
    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
1568
1569
    for(auto&& x : p.get_parameter_shapes())
    {
Paul's avatar
Paul committed
1570
        m[x.first] = migraphx::gpu::to_gpu(migraphx::generate_argument(x.second));
wsttiger's avatar
wsttiger committed
1571
    }
Paul's avatar
Paul committed
1572
    auto result = migraphx::gpu::from_gpu(p.eval(m));
wsttiger's avatar
wsttiger committed
1573
1574
1575
1576
1577
    std::cout << result << std::endl;
}

void manual_test_concat_relu()
{
Paul's avatar
Paul committed
1578
    migraphx::program p;
wsttiger's avatar
wsttiger committed
1579
    std::size_t axis         = 0;
wsttiger's avatar
wsttiger committed
1580
1581
1582
    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
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
    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
1597
1598
    for(auto&& x : p.get_parameter_shapes())
    {
Paul's avatar
Paul committed
1599
        m[x.first] = migraphx::gpu::to_gpu(migraphx::generate_argument(x.second));
wsttiger's avatar
wsttiger committed
1600
    }
Paul's avatar
Paul committed
1601
    auto result = migraphx::gpu::from_gpu(p.eval(m));
wsttiger's avatar
wsttiger committed
1602
1603
1604
    std::cout << result << std::endl;
}

Paul's avatar
Paul committed
1605
struct test_conv_bn_relu_pooling2 : verify_program<test_conv_bn_relu_pooling2>
Paul's avatar
Paul committed
1606
{
Paul's avatar
Paul committed
1607
1608
    static migraphx::instruction_ref
    add_bn(migraphx::program& p, migraphx::instruction_ref x, std::size_t channels)
Paul's avatar
Paul committed
1609
    {
Paul's avatar
Paul committed
1610
        migraphx::shape vars{migraphx::shape::float_type, {channels}};
Paul's avatar
Paul committed
1611
1612
1613
1614
1615
        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
1616
        return p.add_instruction(
Paul's avatar
Paul committed
1617
            migraphx::op::batch_norm_inference{}, x, scale, bias, mean, variance);
Paul's avatar
Paul committed
1618
    }
Paul's avatar
Paul committed
1619
    migraphx::program create_program() const
Paul's avatar
Paul committed
1620
    {
Paul's avatar
Paul committed
1621
        migraphx::program p;
Paul's avatar
Paul committed
1622

Paul's avatar
Paul committed
1623
1624
1625
1626
        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
1627
1628
        auto x1    = p.add_parameter("x1", xs1);
        auto w1    = p.add_parameter("w1", ws1);
Paul's avatar
Paul committed
1629
        auto conv1 = p.add_instruction(migraphx::op::convolution{{0, 0}, {1, 1}, {1, 1}}, x1, w1);
Paul's avatar
Paul committed
1630
1631
1632
        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
1633
        auto conv2 = p.add_instruction(migraphx::op::convolution{{0, 0}, {2, 2}, {1, 1}}, x2, w2);
Paul's avatar
Paul committed
1634
        auto bn2   = add_bn(p, conv2, 2048);
Paul's avatar
Paul committed
1635
1636
1637
        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
1638
1639
1640
1641
        return p;
    }
};

Paul's avatar
Paul committed
1642
struct test_rnn_forward : verify_program<test_rnn_forward>
1643
1644
1645
1646
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
1647
        std::size_t seq_len     = 1;
1648
1649
1650
        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
1651
        float clip              = 0.0f;
1652
1653
1654
1655
1656
1657

        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}};
1658
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
1659

Shucai Xiao's avatar
Shucai Xiao committed
1660
        auto seq  = p.add_parameter("seq", in_shape);
1661
1662
1663
        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
1664
        auto ih   = p.add_parameter("ih", ih_shape);
1665
        auto und  = p.add_instruction(migraphx::op::undefined{});
Shucai Xiao's avatar
Shucai Xiao committed
1666

1667
1668
1669
        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1670
                                                migraphx::op::rnn_direction::forward,
1671
1672
1673
1674
1675
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
1676
                              und,
1677
1678
1679
1680
1681
1682
1683
                              ih);
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

Paul's avatar
Paul committed
1684
struct test_rnn_forward10 : verify_program<test_rnn_forward10>
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
{
    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
1703
1704
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
1705
        auto bias = p.add_parameter("bias", b_shape);
1706
        auto ih   = p.add_parameter("ih", ih_shape);
1707
        auto und  = p.add_instruction(migraphx::op::undefined{});
1708

Shucai Xiao's avatar
Shucai Xiao committed
1709
1710
1711
        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1712
                                                migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
1713
1714
1715
1716
1717
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
1718
                              und,
Shucai Xiao's avatar
Shucai Xiao committed
1719
                              ih);
Shucai Xiao's avatar
Shucai Xiao committed
1720
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
1721
1722
1723
1724
1725

        return p;
    }
};

Paul's avatar
Paul committed
1726
struct test_rnn_reverse : verify_program<test_rnn_reverse>
1727
1728
1729
1730
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
1731
        std::size_t seq_len     = 1;
1732
1733
1734
        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
1735
        float clip              = 0.0f;
1736
1737
1738
1739
1740
1741

        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}};
1742
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
1743

Shucai Xiao's avatar
Shucai Xiao committed
1744
        auto seq  = p.add_parameter("seq", in_shape);
1745
1746
1747
        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
1748
        auto ih   = p.add_parameter("ih", ih_shape);
1749
        auto und  = p.add_instruction(migraphx::op::undefined{});
1750
1751
1752

        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
1753
                                            migraphx::op::rnn_direction::reverse,
1754
1755
1756
1757
1758
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
1759
                          und,
1760
1761
1762
1763
1764
1765
                          ih);

        return p;
    }
};

Paul's avatar
Paul committed
1766
struct test_rnn_reverse2 : verify_program<test_rnn_reverse2>
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
{
    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
1785
1786
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
1787
        auto bias = p.add_parameter("bias", b_shape);
1788
        auto ih   = p.add_parameter("ih", ih_shape);
1789
        auto und  = p.add_instruction(migraphx::op::undefined{});
1790

Shucai Xiao's avatar
Shucai Xiao committed
1791
1792
        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
1793
                                            migraphx::op::rnn_direction::reverse,
Shucai Xiao's avatar
Shucai Xiao committed
1794
1795
1796
1797
1798
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
1799
                          und,
Shucai Xiao's avatar
Shucai Xiao committed
1800
                          ih);
Shucai Xiao's avatar
Shucai Xiao committed
1801

1802
1803
1804
1805
        return p;
    }
};

Paul's avatar
Paul committed
1806
struct test_rnn_3args : verify_program<test_rnn_3args>
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
{
    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
1822
1823
1824
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
1825
1826
1827

        p.add_instruction(migraphx::op::rnn{hidden_size,
                                            {migraphx::op::tanh{}, migraphx::op::tanh{}},
1828
                                            migraphx::op::rnn_direction::reverse,
1829
1830
1831
1832
1833
1834
1835
1836
1837
                                            clip},
                          seq,
                          w,
                          r);

        return p;
    }
};

Paul's avatar
Paul committed
1838
struct test_rnn_4args : verify_program<test_rnn_4args>
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
{
    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{}},
1862
                                            migraphx::op::rnn_direction::reverse,
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
                                            clip},
                          seq,
                          w,
                          r,
                          bias);

        return p;
    }
};

Paul's avatar
Paul committed
1873
struct test_rnn_5args : verify_program<test_rnn_5args>
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
{
    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);
1894
        auto und  = p.add_instruction(migraphx::op::undefined{});
1895
1896
1897
1898

        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1899
                                                migraphx::op::rnn_direction::forward,
1900
1901
1902
1903
                                                clip},
                              seq,
                              w,
                              r,
1904
1905
                              bias,
                              und);
1906
1907
1908
1909
1910
1911
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

Paul's avatar
Paul committed
1912
struct test_rnn_bidirectional : verify_program<test_rnn_bidirectional>
1913
1914
1915
1916
{
    migraphx::program create_program() const
    {
        std::size_t batch_size  = 2;
1917
        std::size_t seq_len     = 1;
1918
1919
1920
        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
1921
        float clip              = 0.0f;
1922
1923
1924
1925
1926
1927

        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}};
1928
        migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
1929

Shucai Xiao's avatar
Shucai Xiao committed
1930
        auto seq  = p.add_parameter("seq", in_shape);
1931
1932
1933
        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
1934
        auto ih   = p.add_parameter("ih", ih_shape);
1935
        auto und  = p.add_instruction(migraphx::op::undefined{});
1936
1937
1938
1939

        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1940
                                                migraphx::op::rnn_direction::bidirectional,
1941
1942
1943
1944
1945
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
1946
                              und,
1947
1948
1949
1950
1951
1952
1953
                              ih);
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

Paul's avatar
Paul committed
1954
struct test_rnn_bidirectional10 : verify_program<test_rnn_bidirectional10>
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
{
    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
1973
1974
        auto w    = p.add_parameter("w", w_shape);
        auto r    = p.add_parameter("r", r_shape);
1975
        auto bias = p.add_parameter("bias", b_shape);
1976
        auto ih   = p.add_parameter("ih", ih_shape);
1977
        auto und  = p.add_instruction(migraphx::op::undefined{});
Shucai Xiao's avatar
Shucai Xiao committed
1978
1979
1980
        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
1981
                                                migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
1982
1983
1984
1985
1986
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
1987
                              und,
Shucai Xiao's avatar
Shucai Xiao committed
1988
                              ih);
Shucai Xiao's avatar
Shucai Xiao committed
1989
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
Shucai Xiao's avatar
Shucai Xiao committed
1990

1991
1992
1993
1994
        return p;
    }
};

Paul's avatar
Paul committed
1995
struct test_rnn_bi_3args : verify_program<test_rnn_bi_3args>
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
{
    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}};
2010
2011
        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}};
2012

Shucai Xiao's avatar
Shucai Xiao committed
2013
2014
2015
        auto seq = p.add_parameter("seq", in_shape);
        auto w   = p.add_parameter("w", w_shape);
        auto r   = p.add_parameter("r", r_shape);
2016
2017
2018
        auto output =
            p.add_instruction(migraphx::op::rnn{hidden_size,
                                                {migraphx::op::tanh{}, migraphx::op::tanh{}},
2019
                                                migraphx::op::rnn_direction::bidirectional,
2020
2021
2022
2023
2024
2025
2026
2027
2028
2029
                                                clip},
                              seq,
                              w,
                              r);
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

Paul's avatar
Paul committed
2030
struct test_gru_forward_last : verify_program<test_gru_forward_last>
Shucai Xiao's avatar
Shucai Xiao committed
2031
2032
2033
2034
2035
2036
2037
2038
2039
2040
2041
2042
{
    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
2043
2044
2045
2046
        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
2047
2048
2049
2050
2051
2052
2053
2054
2055
2056
2057
2058
2059
        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{}},
2060
                                                migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
2061
2062
2063
2064
2065
2066
2067
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
2068
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
Shucai Xiao's avatar
Shucai Xiao committed
2069
2070
2071
2072
2073

        return p;
    }
};

Paul's avatar
Paul committed
2074
struct test_gru_forward_hs : verify_program<test_gru_forward_hs>
Shucai Xiao's avatar
Shucai Xiao committed
2075
2076
2077
2078
2079
2080
2081
2082
2083
2084
2085
2086
{
    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
2087
2088
2089
2090
        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
2091
2092
2093
2094
2095
2096
2097
2098
2099
2100
2101
        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
2102
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2103
                                            migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
2104
2105
2106
2107
2108
2109
2110
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);
Shucai Xiao's avatar
Shucai Xiao committed
2111
2112
2113
2114
2115

        return p;
    }
};

Paul's avatar
Paul committed
2116
struct test_gru_forward_3args_und : verify_program<test_gru_forward_3args_und>
Shucai Xiao's avatar
Shucai Xiao committed
2117
2118
2119
2120
2121
2122
2123
2124
2125
2126
2127
2128
{
    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
2129
2130
2131
2132
2133
2134
2135
2136
        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
2137
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2138
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2139
                                            migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
2140
2141
2142
2143
2144
2145
2146
                                            clip},
                          seq,
                          w,
                          r,
                          und,
                          und,
                          und);
Shucai Xiao's avatar
Shucai Xiao committed
2147
2148
2149
2150
2151

        return p;
    }
};

Paul's avatar
Paul committed
2152
struct test_gru_forward_3args : verify_program<test_gru_forward_3args>
Shucai Xiao's avatar
Shucai Xiao committed
2153
2154
2155
2156
2157
2158
2159
2160
2161
2162
2163
2164
{
    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
2165
2166
2167
2168
2169
2170
2171
        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
2172
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2173
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2174
                                            migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
2175
2176
2177
2178
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
2179
2180
2181
2182
2183

        return p;
    }
};

Paul's avatar
Paul committed
2184
struct test_gru_forward_seq1 : verify_program<test_gru_forward_seq1>
Shucai Xiao's avatar
Shucai Xiao committed
2185
2186
2187
2188
2189
2190
2191
2192
2193
2194
2195
2196
{
    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
2197
2198
2199
2200
2201
2202
2203
        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
2204
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2205
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2206
                                            migraphx::op::rnn_direction::forward,
Shucai Xiao's avatar
Shucai Xiao committed
2207
2208
2209
2210
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
2211
2212
2213
2214
2215

        return p;
    }
};

Paul's avatar
Paul committed
2216
struct test_gru_forward_default_actv : verify_program<test_gru_forward_default_actv>
Shucai Xiao's avatar
Shucai Xiao committed
2217
2218
2219
2220
2221
2222
2223
2224
2225
2226
2227
2228
{
    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
2229
2230
2231
2232
2233
2234
2235
2236
        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
2237
2238
2239
2240
            migraphx::op::gru{hidden_size, {}, migraphx::op::rnn_direction::forward, clip},
            seq,
            w,
            r);
Shucai Xiao's avatar
Shucai Xiao committed
2241
2242
2243
2244
2245

        return p;
    }
};

Paul's avatar
Paul committed
2246
struct test_gru_forward_default_actv1 : verify_program<test_gru_forward_default_actv1>
Shucai Xiao's avatar
Shucai Xiao committed
2247
2248
2249
2250
2251
2252
2253
2254
2255
2256
2257
2258
{
    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
2259
2260
2261
2262
        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
2263
2264
2265
2266
2267
2268
2269
2270
2271
2272
        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
2273
2274
        p.add_instruction(
            migraphx::op::gru{
2275
                hidden_size, {migraphx::op::sigmoid{}}, migraphx::op::rnn_direction::forward, clip},
Shucai Xiao's avatar
Shucai Xiao committed
2276
2277
2278
2279
2280
2281
            seq,
            w,
            r,
            bias,
            und,
            ih);
Shucai Xiao's avatar
Shucai Xiao committed
2282
2283
2284
2285
2286

        return p;
    }
};

Paul's avatar
Paul committed
2287
struct test_gru_reverse_last : verify_program<test_gru_reverse_last>
Shucai Xiao's avatar
Shucai Xiao committed
2288
2289
2290
2291
2292
2293
2294
2295
2296
2297
2298
2299
{
    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
2300
2301
2302
2303
        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
2304
2305
2306
2307
2308
2309
2310
2311
2312
2313
2314
2315
2316
        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{}},
2317
                                                migraphx::op::rnn_direction::reverse,
Shucai Xiao's avatar
Shucai Xiao committed
2318
2319
2320
2321
2322
2323
2324
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
2325
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
Shucai Xiao's avatar
Shucai Xiao committed
2326
2327
2328
2329
2330

        return p;
    }
};

Paul's avatar
Paul committed
2331
struct test_gru_reverse_3args : verify_program<test_gru_reverse_3args>
Shucai Xiao's avatar
Shucai Xiao committed
2332
2333
2334
2335
2336
2337
2338
2339
2340
2341
2342
2343
{
    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
2344
2345
2346
2347
2348
2349
2350
        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
2351
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2352
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2353
                                            migraphx::op::rnn_direction::reverse,
Shucai Xiao's avatar
Shucai Xiao committed
2354
2355
2356
2357
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
2358
2359
2360
2361
2362

        return p;
    }
};

Paul's avatar
Paul committed
2363
struct test_gru_bidirct_last : verify_program<test_gru_bidirct_last>
Shucai Xiao's avatar
Shucai Xiao committed
2364
2365
2366
2367
2368
2369
2370
2371
2372
2373
2374
2375
{
    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
2376
2377
2378
2379
        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
2380
2381
2382
2383
2384
2385
2386
2387
2388
2389
2390
2391
2392
        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{}},
2393
                                                migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
2394
2395
2396
2397
2398
2399
2400
                                                clip},
                              seq,
                              w,
                              r,
                              bias,
                              und,
                              ih);
2401
        p.add_instruction(migraphx::op::rnn_last_output{}, output);
Shucai Xiao's avatar
Shucai Xiao committed
2402
2403
2404
2405
2406

        return p;
    }
};

Paul's avatar
Paul committed
2407
struct test_gru_bidirct_hs : verify_program<test_gru_bidirct_hs>
Shucai Xiao's avatar
Shucai Xiao committed
2408
2409
2410
2411
2412
2413
2414
2415
2416
2417
2418
2419
{
    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
2420
2421
2422
2423
        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
2424
2425
2426
2427
2428
2429
2430
2431
2432
2433
2434
        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
2435
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2436
                                            migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
2437
2438
2439
2440
2441
2442
2443
                                            clip},
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);
Shucai Xiao's avatar
Shucai Xiao committed
2444
2445
2446
2447
2448

        return p;
    }
};

Paul's avatar
Paul committed
2449
struct test_gru_bidirct_3args_und : verify_program<test_gru_bidirct_3args_und>
Shucai Xiao's avatar
Shucai Xiao committed
2450
2451
2452
2453
2454
2455
2456
2457
2458
2459
2460
2461
{
    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
2462
2463
2464
2465
2466
2467
2468
2469
        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
2470
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2471
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2472
                                            migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
2473
2474
2475
2476
2477
2478
2479
                                            clip},
                          seq,
                          w,
                          r,
                          und,
                          und,
                          und);
Shucai Xiao's avatar
Shucai Xiao committed
2480
2481
2482
2483
2484

        return p;
    }
};

Paul's avatar
Paul committed
2485
struct test_gru_bidirct_3args : verify_program<test_gru_bidirct_3args>
Shucai Xiao's avatar
Shucai Xiao committed
2486
2487
2488
2489
2490
2491
2492
2493
2494
2495
2496
2497
{
    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
2498
2499
2500
2501
2502
2503
2504
        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
2505
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2506
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2507
                                            migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
2508
2509
2510
2511
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
2512
2513
2514
2515
2516

        return p;
    }
};

Paul's avatar
Paul committed
2517
struct test_gru_bidirct_seq1 : verify_program<test_gru_bidirct_seq1>
Shucai Xiao's avatar
Shucai Xiao committed
2518
2519
2520
2521
2522
2523
2524
2525
2526
2527
2528
2529
{
    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
2530
2531
2532
2533
2534
2535
2536
        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
2537
        p.add_instruction(migraphx::op::gru{hidden_size,
Shucai Xiao's avatar
Shucai Xiao committed
2538
                                            {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
2539
                                            migraphx::op::rnn_direction::bidirectional,
Shucai Xiao's avatar
Shucai Xiao committed
2540
2541
2542
2543
                                            clip},
                          seq,
                          w,
                          r);
Shucai Xiao's avatar
Shucai Xiao committed
2544
2545
2546
2547
2548

        return p;
    }
};

Paul's avatar
Paul committed
2549
struct test_gru_bidirct_default_actv : verify_program<test_gru_bidirct_default_actv>
Shucai Xiao's avatar
Shucai Xiao committed
2550
2551
2552
2553
2554
2555
2556
2557
2558
2559
2560
2561
{
    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
2562
2563
2564
2565
2566
2567
2568
2569
        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
2570
2571
2572
2573
            migraphx::op::gru{hidden_size, {}, migraphx::op::rnn_direction::bidirectional, clip},
            seq,
            w,
            r);
Shucai Xiao's avatar
Shucai Xiao committed
2574
2575
2576
2577
2578

        return p;
    }
};

Paul's avatar
Paul committed
2579
struct test_gru_bidirct_default_actv1 : verify_program<test_gru_bidirct_default_actv1>
Shucai Xiao's avatar
Shucai Xiao committed
2580
2581
2582
2583
2584
2585
2586
2587
2588
2589
2590
2591
{
    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
2592
2593
2594
2595
        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
2596
2597
2598
2599
2600
2601
2602
2603
2604
2605
        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
2606
2607
2608
2609
2610
2611
2612
2613
2614
2615
        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
2616
2617
2618
2619
2620

        return p;
    }
};

Paul's avatar
Paul committed
2621
struct test_lstm_forward_last : verify_program<test_lstm_forward_last>
2622
2623
2624
2625
2626
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
{
    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
2652
2653
2654
2655
2656
2657
2658
2659
2660
2661
2662
2663
2664
        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);
2665
2666
2667
2668
2669
2670
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

Paul's avatar
Paul committed
2671
struct test_lstm_forward_hs : verify_program<test_lstm_forward_hs>
2672
2673
2674
2675
2676
2677
2678
2679
2680
2681
2682
2683
2684
2685
2686
2687
2688
2689
2690
2691
2692
2693
2694
2695
2696
2697
2698
2699
2700
2701
{
    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
2702
2703
2704
2705
2706
2707
2708
2709
2710
2711
2712
2713
2714
2715
        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);
2716
2717
2718
2719
2720

        return p;
    }
};

Paul's avatar
Paul committed
2721
struct test_lstm_forward_3args_und : verify_program<test_lstm_forward_3args_und>
2722
2723
2724
2725
2726
2727
2728
2729
2730
2731
2732
2733
2734
2735
2736
2737
2738
2739
2740
2741
{
    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
2742
2743
2744
2745
2746
2747
2748
2749
2750
2751
2752
2753
2754
2755
        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);
2756
2757
2758
2759
2760

        return p;
    }
};

Paul's avatar
Paul committed
2761
struct test_lstm_forward_3args : verify_program<test_lstm_forward_3args>
2762
2763
2764
2765
2766
2767
2768
2769
2770
2771
2772
2773
2774
2775
2776
2777
2778
2779
2780
{
    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
2781
2782
2783
2784
2785
2786
2787
2788
2789
        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);
2790
2791
2792
2793
2794

        return p;
    }
};

Paul's avatar
Paul committed
2795
struct test_lstm_forward_seq1 : verify_program<test_lstm_forward_seq1>
2796
2797
2798
2799
2800
2801
2802
2803
2804
2805
2806
2807
2808
2809
2810
2811
2812
2813
2814
{
    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
2815
2816
2817
2818
2819
2820
2821
2822
2823
        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);
2824
2825
2826
2827
2828

        return p;
    }
};

Paul's avatar
Paul committed
2829
struct test_lstm_forward_default_actv : verify_program<test_lstm_forward_default_actv>
2830
2831
2832
2833
2834
2835
2836
2837
2838
2839
2840
2841
2842
2843
2844
2845
2846
2847
2848
2849
2850
2851
2852
2853
2854
2855
2856
2857
2858
{
    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;
    }
};

Paul's avatar
Paul committed
2859
struct test_lstm_forward_default_actv1 : verify_program<test_lstm_forward_default_actv1>
2860
2861
2862
2863
2864
2865
2866
2867
2868
2869
2870
2871
2872
2873
2874
2875
2876
2877
2878
2879
2880
2881
2882
2883
2884
2885
2886
2887
2888
2889
2890
2891
2892
2893
2894
2895
2896
2897
2898
2899
{
    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;
    }
};

Paul's avatar
Paul committed
2900
struct test_lstm_reverse_last : verify_program<test_lstm_reverse_last>
2901
2902
2903
2904
2905
2906
2907
2908
2909
2910
2911
2912
2913
2914
2915
2916
2917
2918
2919
2920
2921
2922
2923
2924
2925
2926
2927
2928
2929
2930
{
    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
2931
2932
2933
2934
2935
2936
2937
2938
2939
2940
2941
2942
2943
2944
        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);
2945
2946
2947
2948
2949
2950
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

Paul's avatar
Paul committed
2951
struct test_lstm_reverse_3args : verify_program<test_lstm_reverse_3args>
2952
2953
2954
2955
2956
2957
2958
2959
2960
2961
2962
2963
2964
2965
2966
2967
2968
2969
2970
{
    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
2971
2972
2973
2974
2975
2976
2977
2978
2979
        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);
2980
2981
2982
2983
2984

        return p;
    }
};

Paul's avatar
Paul committed
2985
struct test_lstm_reverse_3args_cell_output : verify_program<test_lstm_reverse_3args_cell_output>
2986
2987
2988
2989
2990
2991
2992
2993
2994
2995
2996
2997
2998
2999
3000
3001
3002
3003
3004
{
    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
3005
3006
3007
3008
3009
3010
3011
3012
3013
        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);
3014
3015
3016
3017
3018
3019
        p.add_instruction(migraphx::op::lstm_last_cell_output{}, hs);

        return p;
    }
};

Paul's avatar
Paul committed
3020
struct test_lstm_bidirct_last : verify_program<test_lstm_bidirct_last>
3021
3022
3023
3024
3025
3026
3027
3028
3029
3030
3031
3032
3033
3034
3035
3036
3037
3038
3039
3040
3041
3042
3043
3044
3045
3046
3047
{
    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
3048
        auto pph  = p.add_parameter("pph", pph_shape);
3049
3050
        auto und  = p.add_instruction(migraphx::op::undefined{});

Shucai Xiao's avatar
Shucai Xiao committed
3051
3052
3053
3054
3055
3056
3057
3058
3059
3060
3061
3062
3063
3064
        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);
3065
3066
3067
3068
3069
3070
        p.add_instruction(migraphx::op::rnn_last_output{}, output);

        return p;
    }
};

Paul's avatar
Paul committed
3071
struct test_lstm_bidirct_hs : verify_program<test_lstm_bidirct_hs>
3072
3073
3074
3075
3076
3077
3078
3079
3080
3081
3082
3083
3084
3085
3086
3087
3088
3089
3090
3091
3092
3093
3094
3095
3096
3097
3098
{
    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
3099
3100
3101
                                             {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
3102
3103
3104
3105
3106
3107
3108
3109
3110
3111
3112
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

Paul's avatar
Paul committed
3113
struct test_lstm_bidirct_3args_und : verify_program<test_lstm_bidirct_3args_und>
3114
3115
3116
3117
3118
3119
3120
3121
3122
3123
3124
3125
3126
3127
3128
3129
3130
3131
3132
3133
{
    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
3134
3135
3136
3137
3138
3139
3140
3141
3142
3143
3144
3145
3146
        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);
3147
3148
3149
3150
3151

        return p;
    }
};

Paul's avatar
Paul committed
3152
struct test_lstm_bidirct_3args : verify_program<test_lstm_bidirct_3args>
3153
3154
3155
3156
3157
3158
3159
3160
3161
3162
3163
3164
3165
3166
3167
3168
3169
3170
3171
3172
{
    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
3173
3174
3175
                                             {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
3176
3177
3178
3179
3180
3181
3182
3183
                          seq,
                          w,
                          r);

        return p;
    }
};

Paul's avatar
Paul committed
3184
struct test_lstm_bidirct_seq1 : verify_program<test_lstm_bidirct_seq1>
3185
3186
3187
3188
3189
3190
3191
3192
3193
3194
3195
3196
3197
3198
3199
3200
3201
3202
3203
3204
{
    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
3205
3206
3207
                                             {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
3208
3209
3210
3211
3212
3213
3214
3215
                          seq,
                          w,
                          r);

        return p;
    }
};

Paul's avatar
Paul committed
3216
struct test_lstm_bidirct_default_actv : verify_program<test_lstm_bidirct_default_actv>
3217
3218
3219
3220
3221
3222
3223
3224
3225
3226
3227
3228
3229
3230
3231
3232
3233
3234
3235
3236
3237
3238
3239
3240
3241
3242
3243
3244
3245
{
    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;
    }
};

Paul's avatar
Paul committed
3246
struct test_lstm_bidirct_default_actv1 : verify_program<test_lstm_bidirct_default_actv1>
3247
3248
3249
3250
3251
3252
3253
3254
3255
3256
3257
3258
3259
3260
3261
3262
3263
3264
3265
3266
3267
3268
3269
3270
3271
3272
3273
{
    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
3274
3275
3276
                                             {migraphx::op::sigmoid{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
3277
3278
3279
3280
3281
3282
3283
3284
3285
3286
3287
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

Paul's avatar
Paul committed
3288
struct test_lstm_bidirct_default_actv2 : verify_program<test_lstm_bidirct_default_actv2>
3289
3290
3291
3292
3293
3294
3295
3296
3297
3298
3299
3300
3301
3302
3303
3304
3305
3306
3307
3308
3309
3310
3311
3312
3313
3314
3315
{
    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
3316
3317
3318
                                             {migraphx::op::tanh{}, migraphx::op::sigmoid{}},
                                             migraphx::op::rnn_direction::bidirectional,
                                             clip},
3319
3320
3321
3322
3323
3324
3325
3326
3327
3328
3329
                          seq,
                          w,
                          r,
                          bias,
                          und,
                          ih);

        return p;
    }
};

Shucai Xiao's avatar
Shucai Xiao committed
3330
template <int Axis>
Paul's avatar
Paul committed
3331
struct test_logsoftmax : verify_program<test_logsoftmax<Axis>>
3332
3333
3334
3335
3336
3337
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3, 4, 5, 6}};
        auto param = p.add_parameter("0", s);
Shucai Xiao's avatar
Shucai Xiao committed
3338
        p.add_instruction(migraphx::op::logsoftmax{Axis}, param);
3339
3340
3341
3342
3343

        return p;
    }
};

Paul's avatar
Paul committed
3344
3345
3346
3347
3348
3349
template struct test_logsoftmax<0>;
template struct test_logsoftmax<1>;
template struct test_logsoftmax<2>;
template struct test_logsoftmax<3>;
template struct test_logsoftmax<4>;

Shucai Xiao's avatar
Shucai Xiao committed
3350
template <int Axis>
Paul's avatar
Paul committed
3351
struct test_logsoftmax_1 : verify_program<test_logsoftmax_1<Axis>>
3352
3353
3354
3355
3356
3357
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {3}};
        auto param = p.add_parameter("0", s);
Shucai Xiao's avatar
Shucai Xiao committed
3358
        p.add_instruction(migraphx::op::logsoftmax{Axis}, param);
3359
3360
3361
3362
3363

        return p;
    }
};

Paul's avatar
Paul committed
3364
3365
3366
template struct test_logsoftmax_1<0>;
template struct test_logsoftmax_1<1>;

Shucai Xiao's avatar
Shucai Xiao committed
3367
3368
3369
3370
3371
3372
3373
3374
3375
3376
3377
3378
3379
3380
3381
3382
3383
3384
3385
3386
3387
3388
3389
3390
3391
3392
3393
3394
3395
3396
3397
struct test_fp32_fp16_lall : verify_program<test_fp32_fp16_lall>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {2, 3}};
        std::vector<float> data(2 * 3);
        std::iota(data.begin(), data.end(), 1.0f);
        auto l1 = p.add_literal(migraphx::literal(s, data));
        auto l2 = p.add_parameter("p2", s);
        p.add_instruction(migraphx::op::add{}, l1, l2);
        migraphx::quantize(p, {"all"});
        return p;
    };
};

struct test_fp32_fp16_ladd : verify_program<test_fp32_fp16_ladd>
{
    migraphx::program create_program() const
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {2, 3}};
        std::vector<float> data(2 * 3);
        std::iota(data.begin(), data.end(), 1.0f);
        auto l1 = p.add_literal(migraphx::literal(s, data));
        auto l2 = p.add_parameter("p2", s);
        p.add_instruction(migraphx::op::add{}, l1, l2);
        migraphx::quantize(p, {"add"});
        return p;
    };
};
3398
3399
3400

struct test_fp32_fp16_add : verify_program<test_fp32_fp16_add>
{
Shucai Xiao's avatar
Shucai Xiao committed
3401
    migraphx::program create_program()
3402
3403
3404
3405
3406
3407
3408
3409
3410
3411
3412
3413
3414
3415
3416
3417
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {2, 3}};
        auto p1   = p.add_parameter("x", s);
        auto p2   = p.add_parameter("y", s);
        auto sum  = p.add_instruction(migraphx::op::add{}, p1, p2);
        auto diff = p.add_instruction(migraphx::op::sub{}, sum, p2);
        p.add_instruction(migraphx::op::add{}, diff, p1);
        migraphx::quantize(p, {"add"});

        return p;
    };
};

struct test_fp32_fp16_sub : verify_program<test_fp32_fp16_sub>
{
Shucai Xiao's avatar
Shucai Xiao committed
3418
    migraphx::program create_program()
3419
3420
3421
3422
3423
3424
3425
3426
3427
3428
3429
3430
3431
3432
    {
        migraphx::program p;
        migraphx::shape s{migraphx::shape::float_type, {2, 3}};
        auto p1   = p.add_parameter("x", s);
        auto p2   = p.add_parameter("y", s);
        auto sum  = p.add_instruction(migraphx::op::add{}, p1, p2);
        auto diff = p.add_instruction(migraphx::op::sub{}, sum, p2);
        p.add_instruction(migraphx::op::add{}, diff, p1);
        migraphx::quantize(p, {"sub"});

        return p;
    };
};

Paul's avatar
Paul committed
3433
int main(int argc, const char* argv[]) { test::run(argc, argv); }