onnx_test.cpp 70.3 KB
Newer Older
Scott Thornton's avatar
Scott Thornton committed
1
2
#include <iostream>
#include <vector>
Paul's avatar
Paul committed
3
4
5
6
#include <migraphx/literal.hpp>
#include <migraphx/operators.hpp>
#include <migraphx/program.hpp>
#include <migraphx/instruction.hpp>
Shucai Xiao's avatar
Shucai Xiao committed
7
#include <migraphx/instruction_ref.hpp>
Shucai Xiao's avatar
Shucai Xiao committed
8
9
10
#include <migraphx/pass_manager.hpp>
#include <migraphx/dead_code_elimination.hpp>
#include <migraphx/eliminate_identity.hpp>
Paul's avatar
Paul committed
11
#include <migraphx/onnx.hpp>
Scott Thornton's avatar
Scott Thornton committed
12
13
#include "test.hpp"

Shucai Xiao's avatar
Shucai Xiao committed
14
15
migraphx::program optimize_onnx(const std::string& name, bool eliminate_deadcode = false)
{
16
17
18
    migraphx::onnx_options options;
    options.skip_unknown_operators = true;
    auto prog                      = migraphx::parse_onnx(name, options);
Shucai Xiao's avatar
Shucai Xiao committed
19
20
21
22
23
    if(eliminate_deadcode)
        migraphx::run_passes(prog, {migraphx::dead_code_elimination{}});

    // remove the last identity instruction
    auto last_ins = std::prev(prog.end());
24
    if(last_ins->name() == "@return")
Shucai Xiao's avatar
Shucai Xiao committed
25
26
27
28
29
30
31
    {
        prog.remove_instruction(last_ins);
    }

    return prog;
}

Khalique's avatar
Khalique committed
32
TEST_CASE(acos_test)
Scott Thornton's avatar
Scott Thornton committed
33
{
Paul's avatar
Paul committed
34
    migraphx::program p;
Khalique's avatar
Khalique committed
35
36
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::acos{}, input);
Scott Thornton's avatar
Scott Thornton committed
37

Shucai Xiao's avatar
Shucai Xiao committed
38
    auto prog = optimize_onnx("acos_test.onnx");
Scott Thornton's avatar
Scott Thornton committed
39
40
41
42

    EXPECT(p == prog);
}

43
44
45
46
47
48
49
50
51
52
53
TEST_CASE(acosh_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::acosh{}, input);

    auto prog = optimize_onnx("acosh_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
54
TEST_CASE(add_bcast_test)
55
{
Paul's avatar
Paul committed
56
    migraphx::program p;
Khalique's avatar
Khalique committed
57
58
59
60
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3, 4}});
    auto l2 = p.add_instruction(migraphx::op::broadcast{1, l0->get_shape().lens()}, l1);
    p.add_instruction(migraphx::op::add{}, l0, l2);
Paul's avatar
Paul committed
61

Shucai Xiao's avatar
Shucai Xiao committed
62
    auto prog = optimize_onnx("add_bcast_test.onnx");
Paul's avatar
Paul committed
63

64
65
66
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
67
TEST_CASE(add_fp16_test)
Scott Thornton's avatar
Scott Thornton committed
68
{
Paul's avatar
Paul committed
69
    migraphx::program p;
Khalique's avatar
Khalique committed
70
71
72
73
74
    auto l0 =
        p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::half_type, {1}}, {1.5}});
    auto l1 =
        p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::half_type, {1}}, {2.5}});
    p.add_instruction(migraphx::op::add{}, l0, l1);
Shucai Xiao's avatar
Shucai Xiao committed
75
    auto prog = optimize_onnx("add_fp16_test.onnx");
Scott Thornton's avatar
Scott Thornton committed
76
77
78
79

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
80
TEST_CASE(add_scalar_test)
81
{
Paul's avatar
Paul committed
82
    migraphx::program p;
83
84
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::uint8_type, {2, 3, 4, 5}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::uint8_type});
Khalique's avatar
Khalique committed
85
    auto m1 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
86
87
88
    auto r  = p.add_instruction(migraphx::op::add{}, l0, m1);
    p.add_return({r});
    auto prog = migraphx::parse_onnx("add_scalar_test.onnx");
89
90
91
92

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
93
TEST_CASE(argmax_test)
Khalique's avatar
Khalique committed
94
{
Paul's avatar
Paul committed
95
    migraphx::program p;
Khalique's avatar
Khalique committed
96
97
98
    auto l0  = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto ins = p.add_instruction(migraphx::op::argmax{2}, l0);
    p.add_instruction(migraphx::op::squeeze{{2}}, ins);
Shucai Xiao's avatar
Shucai Xiao committed
99
    auto prog = optimize_onnx("argmax_test.onnx");
Khalique's avatar
Khalique committed
100
101
102
103

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
104
TEST_CASE(argmin_test)
105
{
Paul's avatar
Paul committed
106
    migraphx::program p;
Khalique's avatar
Khalique committed
107
108
109
    auto l0  = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto ins = p.add_instruction(migraphx::op::argmin{3}, l0);
    p.add_instruction(migraphx::op::squeeze{{3}}, ins);
Shucai Xiao's avatar
Shucai Xiao committed
110
    auto prog = optimize_onnx("argmin_test.onnx");
111
112
113
114

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
115
TEST_CASE(asin_test)
116
{
Paul's avatar
Paul committed
117
    migraphx::program p;
Khalique's avatar
Khalique committed
118
119
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::asin{}, input);
120

Shucai Xiao's avatar
Shucai Xiao committed
121
    auto prog = optimize_onnx("asin_test.onnx");
122
123
124
125

    EXPECT(p == prog);
}

126
127
128
129
130
131
132
133
134
135
136
TEST_CASE(asinh_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::asinh{}, input);

    auto prog = optimize_onnx("asinh_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
137
TEST_CASE(atan_test)
Khalique's avatar
Khalique committed
138
{
Paul's avatar
Paul committed
139
    migraphx::program p;
Khalique's avatar
Khalique committed
140
141
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::atan{}, input);
Khalique's avatar
Khalique committed
142

Shucai Xiao's avatar
Shucai Xiao committed
143
    auto prog = optimize_onnx("atan_test.onnx");
Khalique's avatar
Khalique committed
144
145
146
147

    EXPECT(p == prog);
}

148
149
150
151
152
153
154
155
156
157
158
TEST_CASE(atanh_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::atanh{}, input);

    auto prog = optimize_onnx("atanh_test.onnx");

    EXPECT(p == prog);
}

159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
TEST_CASE(averagepool_1d_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 5}});
    p.add_instruction(migraphx::op::pooling{"average", {0}, {1}, {3}}, l0);

    auto prog = optimize_onnx("averagepool_1d_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(averagepool_3d_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 5, 5, 5}});
    p.add_instruction(migraphx::op::pooling{"average", {0, 0, 0}, {1, 1, 1}, {3, 3, 3}}, l0);

    auto prog = optimize_onnx("averagepool_3d_test.onnx");
    EXPECT(p == prog);
}

179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
TEST_CASE(averagepool_notset_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 5}});
    std::vector<int64_t> pads = {0, 0, 0, 0, 0, 0, 1, 1};
    auto ins_pad              = p.add_instruction(migraphx::op::pad{pads}, input);
    p.add_instruction(migraphx::op::pooling{"average", {0, 0}, {2, 2}, {6, 6}}, ins_pad);

    auto prog = optimize_onnx("averagepool_notset_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(averagepool_same_lower_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 5}});
    std::vector<int64_t> pads = {0, 0, 1, 1, 0, 0, 0, 0};
    auto ins_pad              = p.add_instruction(migraphx::op::pad{pads}, input);
    p.add_instruction(
        migraphx::op::pooling{
            "average", {0, 0}, {1, 1}, {2, 2}, migraphx::op::padding_mode_t::same},
        ins_pad);

    auto prog = optimize_onnx("averagepool_same_lower_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(averagepool_same_upper_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 5}});
    std::vector<int64_t> pads = {0, 0, 0, 0, 0, 0, 1, 1};
    auto ins_pad              = p.add_instruction(migraphx::op::pad{pads}, input);
    p.add_instruction(
        migraphx::op::pooling{
            "average", {0, 0}, {1, 1}, {2, 2}, migraphx::op::padding_mode_t::same},
        ins_pad);

    auto prog = optimize_onnx("averagepool_same_upper_test.onnx");

    EXPECT(p == prog);
}

224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
TEST_CASE(batchnorm_1d_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 5}});
    auto l1 = p.add_parameter("1", {migraphx::shape::float_type, {3}});
    auto l2 = p.add_parameter("2", {migraphx::shape::float_type, {3}});
    auto l3 = p.add_parameter("3", {migraphx::shape::float_type, {3}});
    auto l4 = p.add_parameter("4", {migraphx::shape::float_type, {3}});
    p.add_instruction(migraphx::op::batch_norm_inference{}, l0, l1, l2, l3, l4);

    auto prog = optimize_onnx("batchnorm_1d_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(batchnorm_3d_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 5, 5, 5}});
    auto l1 = p.add_parameter("1", {migraphx::shape::float_type, {3}});
    auto l2 = p.add_parameter("2", {migraphx::shape::float_type, {3}});
    auto l3 = p.add_parameter("3", {migraphx::shape::float_type, {3}});
    auto l4 = p.add_parameter("4", {migraphx::shape::float_type, {3}});
    p.add_instruction(migraphx::op::batch_norm_inference{}, l0, l1, l2, l3, l4);

    auto prog = optimize_onnx("batchnorm_3d_test.onnx");
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
252
TEST_CASE(cast_test)
Khalique's avatar
Khalique committed
253
{
Paul's avatar
Paul committed
254
    migraphx::program p;
Khalique's avatar
Khalique committed
255
256
    auto l = p.add_parameter("x", migraphx::shape{migraphx::shape::half_type, {10}});
    p.add_instruction(migraphx::op::convert{migraphx::shape::float_type}, l);
Khalique's avatar
Khalique committed
257

Shucai Xiao's avatar
Shucai Xiao committed
258
    auto prog = optimize_onnx("cast_test.onnx");
Khalique's avatar
Khalique committed
259
260
261
    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
262
263
264
265
266
267
TEST_CASE(ceil_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::ceil{}, input);

Shucai Xiao's avatar
Shucai Xiao committed
268
    auto prog = optimize_onnx("ceil_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
269
270
271
272

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
273
TEST_CASE(clip_test)
Khalique's avatar
Khalique committed
274
275
{
    migraphx::program p;
kahmed10's avatar
kahmed10 committed
276
277
278
279
280
281
    auto l0      = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3}});
    auto min_val = p.add_literal(0.0f);
    auto max_val = p.add_literal(6.0f);
    min_val      = p.add_instruction(migraphx::op::multibroadcast{{3}}, min_val);
    max_val      = p.add_instruction(migraphx::op::multibroadcast{{3}}, max_val);
    p.add_instruction(migraphx::op::clip{}, l0, min_val, max_val);
Shucai Xiao's avatar
Shucai Xiao committed
282
    auto prog = optimize_onnx("clip_test.onnx");
Khalique's avatar
Khalique committed
283

284
285
286
    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
TEST_CASE(clip_test_op11)
{
    migraphx::program p;
    auto min_val = p.add_literal(0.0f);
    auto max_val = p.add_literal(6.0f);
    auto l0      = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3}});
    min_val      = p.add_instruction(migraphx::op::multibroadcast{{3}}, min_val);
    max_val      = p.add_instruction(migraphx::op::multibroadcast{{3}}, max_val);
    p.add_instruction(migraphx::op::clip{}, l0, min_val, max_val);
    auto prog = optimize_onnx("clip_test_op11.onnx");

    EXPECT(p == prog);
}

TEST_CASE(clip_test_op11_min_only)
{
    migraphx::program p;
    auto min_val = p.add_literal(0.0f);
    auto l0      = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3}});
    min_val      = p.add_instruction(migraphx::op::multibroadcast{{3}}, min_val);
    p.add_instruction(migraphx::op::max{}, l0, min_val);
    auto prog = optimize_onnx("clip_test_op11_min_only.onnx");

    EXPECT(p == prog);
}

TEST_CASE(clip_test_op11_no_args)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3}});
    p.add_instruction(migraphx::op::identity{}, l0);
    auto prog = optimize_onnx("clip_test_op11_no_args.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
323
TEST_CASE(concat_test)
Shucai Xiao's avatar
Shucai Xiao committed
324
325
{
    migraphx::program p;
Khalique's avatar
Khalique committed
326
327
328
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 4, 3}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {7, 4, 3}});
    p.add_instruction(migraphx::op::concat{0}, l0, l1);
Shucai Xiao's avatar
Shucai Xiao committed
329
    auto prog = optimize_onnx("concat_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
330
331
332
333

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
334
TEST_CASE(constant_test)
Shucai Xiao's avatar
Shucai Xiao committed
335
336
{
    migraphx::program p;
Khalique's avatar
Khalique committed
337
    p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::float_type, {3}}, {0, 1, 2}});
Shucai Xiao's avatar
Shucai Xiao committed
338
    auto prog = optimize_onnx("constant_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
339
340
341
342

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
343
TEST_CASE(constant_fill_test)
Shucai Xiao's avatar
Shucai Xiao committed
344
{
Khalique's avatar
Khalique committed
345
346
347
348
349

    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {2, 3}};
    std::vector<float> value(s.elements(), 1.0);
    p.add_literal(migraphx::literal{s, value});
Shucai Xiao's avatar
Shucai Xiao committed
350
    auto prog = optimize_onnx("constant_fill_test.onnx");
Khalique's avatar
Khalique committed
351
352
353
354
355
356
357
358
359
360
361
362
363
364

    EXPECT(p == prog);
}

TEST_CASE(constant_fill_input_as_shape_test)
{
    migraphx::program p;
    auto l0 = p.add_literal(migraphx::literal{{migraphx::shape::int32_type, {2}}, {2, 3}});
    std::vector<std::size_t> dims(l0->get_shape().elements());
    migraphx::literal ls = l0->get_literal();
    ls.visit([&](auto s) { dims.assign(s.begin(), s.end()); });
    migraphx::shape s{migraphx::shape::float_type, dims};
    std::vector<float> value(s.elements(), 1.0);
    p.add_literal(migraphx::literal{s, value});
Shucai Xiao's avatar
Shucai Xiao committed
365
    auto prog = optimize_onnx("constant_fill_input_as_shape_test.onnx");
Khalique's avatar
Khalique committed
366
367

    EXPECT(p == prog);
Shucai Xiao's avatar
Shucai Xiao committed
368
369
}

Khalique's avatar
Khalique committed
370
TEST_CASE(constant_scalar_test)
371
372
{
    migraphx::program p;
Khalique's avatar
Khalique committed
373
    p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::int32_type, {1}}, {1}});
Shucai Xiao's avatar
Shucai Xiao committed
374
    auto prog = optimize_onnx("constant_scalar_test.onnx");
375
376
377
378

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
379
TEST_CASE(const_of_shape_empty_input_test)
Shucai Xiao's avatar
Shucai Xiao committed
380
381
{
    migraphx::program p;
Khalique's avatar
Khalique committed
382
383
384
385
    p.add_literal(migraphx::literal());
    migraphx::shape s(migraphx::shape::int64_type, {1}, {0});
    std::vector<int64_t> vec(s.elements(), 10);
    p.add_literal(migraphx::literal(s, vec));
Shucai Xiao's avatar
Shucai Xiao committed
386

Shucai Xiao's avatar
Shucai Xiao committed
387
    auto prog = optimize_onnx("const_of_shape_empty_input_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
388
    EXPECT(p == prog);
Khalique's avatar
Khalique committed
389
390
}

Khalique's avatar
Khalique committed
391
TEST_CASE(const_of_shape_float_test)
392
393
{
    migraphx::program p;
Khalique's avatar
Khalique committed
394
395
396
397
398
    migraphx::shape ss(migraphx::shape::int32_type, {3});
    p.add_literal(migraphx::literal(ss, {2, 3, 4}));
    migraphx::shape s(migraphx::shape::float_type, {2, 3, 4});
    std::vector<float> vec(s.elements(), 10.0f);
    p.add_literal(migraphx::literal(s, vec));
399

Shucai Xiao's avatar
Shucai Xiao committed
400
    auto prog = optimize_onnx("const_of_shape_float_test.onnx");
401
402
403
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
404
TEST_CASE(const_of_shape_int64_test)
405
406
{
    migraphx::program p;
Khalique's avatar
Khalique committed
407
408
409
410
411
    migraphx::shape ss(migraphx::shape::int32_type, {3});
    p.add_literal(migraphx::literal(ss, {2, 3, 4}));
    migraphx::shape s(migraphx::shape::int64_type, {2, 3, 4});
    std::vector<int64_t> vec(s.elements(), 10);
    p.add_literal(migraphx::literal(s, vec));
412

Shucai Xiao's avatar
Shucai Xiao committed
413
    auto prog = optimize_onnx("const_of_shape_int64_test.onnx");
414
415
416
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
417
TEST_CASE(const_of_shape_no_value_attr_test)
418
419
{
    migraphx::program p;
Khalique's avatar
Khalique committed
420
421
422
423
424
    migraphx::shape ss(migraphx::shape::int32_type, {3});
    p.add_literal(migraphx::literal(ss, {2, 3, 4}));
    migraphx::shape s(migraphx::shape::float_type, {2, 3, 4});
    std::vector<float> vec(s.elements(), 0.0f);
    p.add_literal(migraphx::literal(s, vec));
425

Shucai Xiao's avatar
Shucai Xiao committed
426
    auto prog = optimize_onnx("const_of_shape_no_value_attr_test.onnx");
427
428
429
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
430
TEST_CASE(conv_autopad_fail_test)
431
{
Shucai Xiao's avatar
Shucai Xiao committed
432
    EXPECT(test::throws([&] { optimize_onnx("conv_autopad_fail_test.onnx"); }));
Khalique's avatar
Khalique committed
433
}
434

435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
TEST_CASE(conv_1d_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 5}});
    auto l1 = p.add_parameter("1", {migraphx::shape::float_type, {1, 3, 3}});
    p.add_instruction(migraphx::op::convolution{{0}, {1}, {1}}, l0, l1);

    auto prog = optimize_onnx("conv_1d_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(conv_3d_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 5, 5, 5}});
    auto l1 = p.add_parameter("1", {migraphx::shape::float_type, {1, 3, 3, 3, 3}});
    p.add_instruction(migraphx::op::convolution{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}}, l0, l1);

    auto prog = optimize_onnx("conv_3d_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(conv_attr_fail_test)
{
    EXPECT(test::throws([&] { migraphx::parse_onnx("conv_attr_fail_test.onnx"); }));
}

462
463
464
465
466
467
468
469
470
471
472
473
474
475
TEST_CASE(conv_autopad_same_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 32, 32}});
    auto l1 = p.add_parameter("1", {migraphx::shape::float_type, {1, 3, 3, 3}});
    migraphx::op::convolution op;
    op.padding      = {1, 1};
    op.padding_mode = migraphx::op::padding_mode_t::same;
    p.add_instruction(op, l0, l1);

    auto prog = optimize_onnx("conv_autopad_same_test.onnx");
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
476
477
478
479
480
481
482
483
484
485
486
TEST_CASE(conv_bias_test)
{
    migraphx::program p;
    auto l0       = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 32, 32}});
    auto l1       = p.add_parameter("1", {migraphx::shape::float_type, {1, 3, 5, 5}});
    auto l2       = p.add_parameter("2", {migraphx::shape::float_type, {1}});
    uint64_t axis = 1;
    auto l3       = p.add_instruction(migraphx::op::convolution{}, l0, l1);
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
    p.add_instruction(migraphx::op::add{}, l3, l4);

Shucai Xiao's avatar
Shucai Xiao committed
487
    auto prog = optimize_onnx("conv_bias_test.onnx");
Khalique's avatar
Khalique committed
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
    EXPECT(p == prog);
}

TEST_CASE(conv_bn_relu_maxpool_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 32, 32}});
    auto l1 = p.add_parameter("1", {migraphx::shape::float_type, {1, 3, 5, 5}});
    auto l2 = p.add_parameter("2", {migraphx::shape::float_type, {1}});

    auto p3       = p.add_parameter("3", {migraphx::shape::float_type, {1}});
    auto p4       = p.add_parameter("4", {migraphx::shape::float_type, {1}});
    auto p5       = p.add_parameter("5", {migraphx::shape::float_type, {1}});
    auto p6       = p.add_parameter("6", {migraphx::shape::float_type, {1}});
    uint64_t axis = 1;
    auto l3       = p.add_instruction(migraphx::op::convolution{}, l0, l1);
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
    auto l5       = p.add_instruction(migraphx::op::add{}, l3, l4);
    auto l6 = p.add_instruction(migraphx::op::batch_norm_inference{1.0e-5f}, l5, p3, p4, p5, p6);
    auto l7 = p.add_instruction(migraphx::op::relu{}, l6);
    p.add_instruction(migraphx::op::pooling{"max", {{0, 0}}, {{2, 2}}, {{2, 2}}}, l7);

Shucai Xiao's avatar
Shucai Xiao committed
510
    auto prog = optimize_onnx("conv_bn_relu_maxpool_test.onnx");
Khalique's avatar
Khalique committed
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
    EXPECT(p == prog);
}

TEST_CASE(conv_relu_maxpool_test)
{
    migraphx::program p;
    auto l0       = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 32, 32}});
    auto l1       = p.add_parameter("1", {migraphx::shape::float_type, {1, 3, 5, 5}});
    auto l2       = p.add_parameter("2", {migraphx::shape::float_type, {1}});
    uint64_t axis = 1;
    auto l3       = p.add_instruction(migraphx::op::convolution{}, l0, l1);
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
    auto l5       = p.add_instruction(migraphx::op::add{}, l3, l4);
    auto l6       = p.add_instruction(migraphx::op::relu{}, l5);
    p.add_instruction(migraphx::op::pooling{"max", {{0, 0}}, {{2, 2}}, {{2, 2}}}, l6);

Shucai Xiao's avatar
Shucai Xiao committed
527
    auto prog = optimize_onnx("conv_relu_maxpool_test.onnx");
Khalique's avatar
Khalique committed
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
    EXPECT(p == prog);
}

TEST_CASE(conv_relu_maxpool_x2_test)
{
    migraphx::program p;
    auto l0       = p.add_parameter("0", {migraphx::shape::float_type, {1, 3, 32, 32}});
    auto l1       = p.add_parameter("1", {migraphx::shape::float_type, {5, 3, 5, 5}});
    auto l2       = p.add_parameter("2", {migraphx::shape::float_type, {5}});
    uint64_t axis = 1;
    auto l3       = p.add_instruction(migraphx::op::convolution{}, l0, l1);
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
    auto l5       = p.add_instruction(migraphx::op::add{}, l3, l4);
    auto l6       = p.add_instruction(migraphx::op::relu{}, l5);
    auto l7 = p.add_instruction(migraphx::op::pooling{"max", {{0, 0}}, {{2, 2}}, {{2, 2}}}, l6);

    auto l8  = p.add_parameter("3", {migraphx::shape::float_type, {1, 5, 5, 5}});
    auto l9  = p.add_parameter("4", {migraphx::shape::float_type, {1}});
    auto l10 = p.add_instruction(migraphx::op::convolution{}, l7, l8);
    auto l11 = p.add_instruction(migraphx::op::broadcast{axis, l10->get_shape().lens()}, l9);
    auto l12 = p.add_instruction(migraphx::op::add{}, l10, l11);
    auto l13 = p.add_instruction(migraphx::op::relu{}, l12);
    p.add_instruction(migraphx::op::pooling{"max", {{0, 0}}, {{2, 2}}, {{2, 2}}}, l13);

Shucai Xiao's avatar
Shucai Xiao committed
552
    auto prog = optimize_onnx("conv_relu_maxpool_x2_test.onnx");
Khalique's avatar
Khalique committed
553
554
555
556

    EXPECT(p == prog);
}

557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
TEST_CASE(convinteger_bias_test)
{
    migraphx::program p;
    auto l0       = p.add_parameter("0", {migraphx::shape::int8_type, {1, 3, 32, 32}});
    auto l1       = p.add_parameter("1", {migraphx::shape::int8_type, {1, 3, 5, 5}});
    auto l2       = p.add_parameter("2", {migraphx::shape::int32_type, {1}});
    uint64_t axis = 1;
    auto l3       = p.add_instruction(migraphx::op::quant_convolution{}, l0, l1);
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
    p.add_instruction(migraphx::op::add{}, l3, l4);

    auto prog = optimize_onnx("convinteger_bias_test.onnx");
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
572
TEST_CASE(cos_test)
573
574
575
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
Khalique's avatar
Khalique committed
576
    p.add_instruction(migraphx::op::cos{}, input);
577

Shucai Xiao's avatar
Shucai Xiao committed
578
    auto prog = optimize_onnx("cos_test.onnx");
579
580
581
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
582
TEST_CASE(cosh_test)
583
584
585
586
587
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1}});
    p.add_instruction(migraphx::op::cosh{}, input);

Shucai Xiao's avatar
Shucai Xiao committed
588
    auto prog = optimize_onnx("cosh_test.onnx");
589
590
591
592

    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
TEST_CASE(deconv_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", {migraphx::shape::float_type, {1, 1, 3, 3}});
    auto l1 = p.add_parameter("w", {migraphx::shape::float_type, {1, 1, 3, 3}});
    p.add_instruction(migraphx::op::deconvolution{}, l0, l1);

    auto prog = optimize_onnx("deconv_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(deconv_bias_test)
{
    migraphx::program p;
    auto l0       = p.add_parameter("x", {migraphx::shape::float_type, {1, 1, 3, 3}});
    auto l1       = p.add_parameter("w", {migraphx::shape::float_type, {1, 1, 3, 3}});
    auto l2       = p.add_parameter("b", {migraphx::shape::float_type, {1}});
    uint64_t axis = 1;
    auto l3       = p.add_instruction(migraphx::op::deconvolution{}, l0, l1);
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
    p.add_instruction(migraphx::op::add{}, l3, l4);

    auto prog = optimize_onnx("deconv_bias_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(deconv_input_pads_strides_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", {migraphx::shape::float_type, {1, 1, 3, 3}});
    auto l1 = p.add_parameter("w", {migraphx::shape::float_type, {1, 2, 3, 3}});
    p.add_instruction(migraphx::op::deconvolution{{1, 1}, {3, 2}}, l0, l1);

    auto prog = optimize_onnx("deconv_input_pads_strides_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(deconv_input_pads_asymm_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", {migraphx::shape::float_type, {1, 1, 3, 3}});
    auto l1 = p.add_parameter("w", {migraphx::shape::float_type, {1, 2, 3, 3}});
    auto l2 = p.add_instruction(migraphx::op::deconvolution{{0, 0}, {3, 2}}, l0, l1);
kahmed10's avatar
kahmed10 committed
636
    p.add_instruction(migraphx::op::slice{{2, 3}, {0, 0}, {8, 6}}, l2);
kahmed10's avatar
kahmed10 committed
637
638
639
640
641

    auto prog = optimize_onnx("deconv_input_pads_asymm_test.onnx");
    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
642
643
644
645
646
647
648
649
650
651
652
653
654
TEST_CASE(deconv_input_pads_asymm_1d_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", {migraphx::shape::float_type, {1, 1, 3}});
    auto l1 = p.add_parameter("w", {migraphx::shape::float_type, {1, 2, 3}});
    auto l2 = p.add_instruction(migraphx::op::deconvolution{{0}, {2}, {1}}, l0, l1);
    p.add_instruction(migraphx::op::slice{{2}, {0}, {6}}, l2);

    auto prog = optimize_onnx("deconv_input_pads_asymm_1d_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(deconv_output_padding_test)
kahmed10's avatar
kahmed10 committed
655
656
657
658
659
660
661
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", {migraphx::shape::float_type, {1, 1, 3, 3}});
    auto l1 = p.add_parameter("w", {migraphx::shape::float_type, {1, 2, 3, 3}});
    auto l2 = p.add_instruction(migraphx::op::deconvolution{{0, 0}, {3, 2}}, l0, l1);
    p.add_instruction(migraphx::op::pad{{0, 0, 0, 0, 0, 0, 1, 1}}, l2);

kahmed10's avatar
kahmed10 committed
662
    auto prog = optimize_onnx("deconv_output_padding_test.onnx");
kahmed10's avatar
kahmed10 committed
663
664
665
    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
666
667
668
669
670
671
672
673
674
675
676
677
678
679
TEST_CASE(deconv_output_padding_3d_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", {migraphx::shape::float_type, {1, 1, 3, 3, 3}});
    auto l1 = p.add_parameter("w", {migraphx::shape::float_type, {1, 2, 3, 3, 3}});
    auto l2 =
        p.add_instruction(migraphx::op::deconvolution{{0, 0, 0}, {3, 2, 2}, {1, 1, 1}}, l0, l1);
    p.add_instruction(migraphx::op::pad{{0, 0, 0, 0, 0, 0, 0, 1, 1, 1}}, l2);

    auto prog = optimize_onnx("deconv_output_padding_3d_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(deconv_output_shape_test)
kahmed10's avatar
kahmed10 committed
680
681
682
683
684
685
686
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", {migraphx::shape::float_type, {1, 1, 3, 3}});
    auto l1 = p.add_parameter("w", {migraphx::shape::float_type, {1, 2, 3, 3}});
    auto l2 = p.add_instruction(migraphx::op::deconvolution{{0, 0}, {3, 2}}, l0, l1);
    p.add_instruction(migraphx::op::pad{{0, 0, 0, 0, 0, 0, 1, 1}}, l2);

kahmed10's avatar
kahmed10 committed
687
688
689
690
691
692
693
694
695
696
697
698
699
700
    auto prog = optimize_onnx("deconv_output_shape_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(deconv_output_shape_3d_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", {migraphx::shape::float_type, {1, 1, 3, 3, 3}});
    auto l1 = p.add_parameter("w", {migraphx::shape::float_type, {1, 2, 3, 3, 3}});
    auto l2 =
        p.add_instruction(migraphx::op::deconvolution{{0, 0, 0}, {3, 2, 2}, {1, 1, 1}}, l0, l1);
    p.add_instruction(migraphx::op::pad{{0, 0, 0, 0, 0, 0, 0, 1, 1, 1}}, l2);

    auto prog = optimize_onnx("deconv_output_shape_3d_test.onnx");
kahmed10's avatar
kahmed10 committed
701
702
703
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
704
TEST_CASE(dropout_test)
Shucai Xiao's avatar
Shucai Xiao committed
705
706
{
    migraphx::program p;
Khalique's avatar
Khalique committed
707
708
    auto input = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 2, 2}});
    p.add_instruction(migraphx::op::identity{}, input);
Shucai Xiao's avatar
Shucai Xiao committed
709

Shucai Xiao's avatar
Shucai Xiao committed
710
    auto prog = optimize_onnx("dropout_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
711
712
713
714

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
715
716
717
718
719
720
TEST_CASE(elu_test)
{
    migraphx::program p;
    auto input = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3}});
    p.add_instruction(migraphx::op::elu{0.01}, input);

Shucai Xiao's avatar
Shucai Xiao committed
721
    auto prog = optimize_onnx("elu_test.onnx");
Khalique's avatar
Khalique committed
722
723
724
725

    EXPECT(p == prog);
}

726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
TEST_CASE(embedding_bag_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("weight", migraphx::shape{migraphx::shape::float_type, {4, 2}});
    migraphx::literal l{migraphx::shape{migraphx::shape::int32_type, {3}}, {1, 0, 2}};
    auto l1 = p.add_literal(l);
    p.add_literal(0);
    auto l4 = p.add_instruction(migraphx::op::gather{}, l0, l1);
    auto r1 = p.add_instruction(migraphx::op::reduce_sum{{0}}, l4);
    auto l5 = p.add_instruction(migraphx::op::gather{}, l0, l1);
    auto r2 = p.add_instruction(migraphx::op::reduce_mean{{0}}, l5);
    auto l6 = p.add_instruction(migraphx::op::gather{}, l0, l1);
    auto r3 = p.add_instruction(migraphx::op::reduce_max{{0}}, l6);
    p.add_return({r1, r2, r3});

    auto prog = migraphx::parse_onnx("embedding_bag_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(embedding_bag_offset_test)
{
    EXPECT(test::throws([&] { migraphx::parse_onnx("embedding_bag_offset_test.onnx"); }));
}

Khalique's avatar
Khalique committed
751
TEST_CASE(erf_test)
752
753
{
    migraphx::program p;
Khalique's avatar
Khalique committed
754
755
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10, 15}});
    p.add_instruction(migraphx::op::erf{}, input);
Khalique's avatar
Khalique committed
756

Shucai Xiao's avatar
Shucai Xiao committed
757
    auto prog = optimize_onnx("erf_test.onnx");
Khalique's avatar
Khalique committed
758
759
760
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
761
TEST_CASE(exp_test)
762
763
764
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
Khalique's avatar
Khalique committed
765
    p.add_instruction(migraphx::op::exp{}, input);
Khalique's avatar
Khalique committed
766

Shucai Xiao's avatar
Shucai Xiao committed
767
    auto prog = optimize_onnx("exp_test.onnx");
Khalique's avatar
Khalique committed
768
    EXPECT(p == prog);
Khalique's avatar
Khalique committed
769
770
}

Khalique's avatar
Khalique committed
771
TEST_CASE(expand_test)
772
773
{
    migraphx::program p;
Khalique's avatar
Khalique committed
774
775
776
777
778
    migraphx::shape s(migraphx::shape::float_type, {3, 1, 1});
    auto param = p.add_parameter("x", s);
    migraphx::shape ss(migraphx::shape::int32_type, {4});
    p.add_literal(migraphx::literal(ss, {2, 3, 4, 5}));
    p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, param);
Khalique's avatar
Khalique committed
779

Shucai Xiao's avatar
Shucai Xiao committed
780
    auto prog = optimize_onnx("expand_test.onnx");
Khalique's avatar
Khalique committed
781
    EXPECT(p == prog);
Khalique's avatar
Khalique committed
782
783
}

Khalique's avatar
Khalique committed
784
TEST_CASE(flatten_test)
785
786
787
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
Khalique's avatar
Khalique committed
788
789
    p.add_instruction(migraphx::op::flatten{2}, l0);
    p.add_instruction(migraphx::op::flatten{1}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
790
    auto prog = optimize_onnx("flatten_test.onnx");
791
792
793
794

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
795
796
797
798
799
800
TEST_CASE(floor_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::floor{}, input);

Shucai Xiao's avatar
Shucai Xiao committed
801
    auto prog = optimize_onnx("floor_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
802
803
804
805

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
806
TEST_CASE(gather_test)
807
808
{
    migraphx::program p;
Khalique's avatar
Khalique committed
809
810
811
812
    auto l0  = p.add_parameter("data", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto l1  = p.add_parameter("indices", migraphx::shape{migraphx::shape::int32_type, {2, 3}});
    int axis = 1;
    p.add_instruction(migraphx::op::gather{axis}, l0, l1);
Shucai Xiao's avatar
Shucai Xiao committed
813
    auto prog = optimize_onnx("gather_test.onnx");
814
815
816
817

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
TEST_CASE(gather_elements_axis0_test)
{
    migraphx::program p;
    auto data    = p.add_parameter("data", {migraphx::shape::float_type, {3, 4}});
    auto indices = p.add_parameter("indices", {migraphx::shape::int32_type, {2, 3}});
    std::vector<int> ind_indices{0, 1, 2, 4, 5, 6};
    std::vector<int> ind_axis_indices{0, 0, 0, 1, 1, 1};
    migraphx::shape ind_s{migraphx::shape::int32_type, {2, 3}};
    auto l_data_indices =
        p.add_literal(migraphx::literal{ind_s, ind_indices.begin(), ind_indices.end()});
    auto l_ind_axis_indices =
        p.add_literal(migraphx::literal{ind_s, ind_axis_indices.begin(), ind_axis_indices.end()});
    auto l_stride = p.add_literal(migraphx::literal{{migraphx::shape::int32_type, {1}}, {4}});

    auto rsp_data    = p.add_instruction(migraphx::op::reshape{{12}}, data);
    auto lbst_stride = p.add_instruction(migraphx::op::multibroadcast{ind_s.lens()}, l_stride);
    auto axis_delta  = p.add_instruction(migraphx::op::sub{}, indices, l_ind_axis_indices);
    auto mul_delta   = p.add_instruction(migraphx::op::mul{}, axis_delta, lbst_stride);
    auto ind         = p.add_instruction(migraphx::op::add{}, l_data_indices, mul_delta);
    auto ret         = p.add_instruction(migraphx::op::gather{0}, rsp_data, ind);
    p.add_return({ret});

    auto prog = migraphx::parse_onnx("gather_elements_axis0_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(gather_elements_axis1_test)
{
    migraphx::program p;
    auto data    = p.add_parameter("data", {migraphx::shape::float_type, {3, 4}});
    auto indices = p.add_parameter("indices", {migraphx::shape::int32_type, {2, 3}});
    std::vector<int> ind_indices{0, 1, 2, 4, 5, 6};
    std::vector<int> ind_axis_indices{0, 1, 2, 0, 1, 2};
    migraphx::shape ind_s{migraphx::shape::int32_type, {2, 3}};
    auto l_data_indices =
        p.add_literal(migraphx::literal{ind_s, ind_indices.begin(), ind_indices.end()});
    auto l_ind_axis_indices =
        p.add_literal(migraphx::literal{ind_s, ind_axis_indices.begin(), ind_axis_indices.end()});
    auto l_stride = p.add_literal(migraphx::literal{{migraphx::shape::int32_type, {1}}, {1}});

    auto rsp_data    = p.add_instruction(migraphx::op::reshape{{12}}, data);
    auto lbst_stride = p.add_instruction(migraphx::op::multibroadcast{ind_s.lens()}, l_stride);
    auto axis_delta  = p.add_instruction(migraphx::op::sub{}, indices, l_ind_axis_indices);
    auto mul_delta   = p.add_instruction(migraphx::op::mul{}, axis_delta, lbst_stride);
    auto ind         = p.add_instruction(migraphx::op::add{}, l_data_indices, mul_delta);
    auto ret         = p.add_instruction(migraphx::op::gather{0}, rsp_data, ind);
    p.add_return({ret});

    auto prog = migraphx::parse_onnx("gather_elements_axis1_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
872
TEST_CASE(gemm_test)
873
874
{
    migraphx::program p;
875
876
877
    auto l0    = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {5, 7}});
    auto l1    = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {11, 5}});
    auto l2    = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type});
Khalique's avatar
Khalique committed
878
879
    auto t0    = p.add_instruction(migraphx::op::transpose{{1, 0}}, l0);
    auto t1    = p.add_instruction(migraphx::op::transpose{{1, 0}}, l1);
880
    auto bl2   = p.add_instruction(migraphx::op::multibroadcast{{7, 11}}, l2);
Khalique's avatar
Khalique committed
881
882
    auto alpha = 2.f;
    auto beta  = 2.0f;
883
    p.add_instruction(migraphx::op::dot{alpha, beta}, t0, t1, bl2);
Shucai Xiao's avatar
Shucai Xiao committed
884
    auto prog = optimize_onnx("gemm_test.onnx");
885
886
887
888

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
889
TEST_CASE(gemm_ex_test)
890
891
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
892
893
    auto l0    = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {1, 1, 8, 6}});
    auto l1    = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {1, 1, 8, 7}});
Khalique's avatar
Khalique committed
894
895
896
897
898
    auto l2    = p.add_parameter("3", migraphx::shape{migraphx::shape::float_type, {1, 1, 6, 7}});
    auto t0    = p.add_instruction(migraphx::op::transpose{{0, 1, 3, 2}}, l0);
    auto alpha = 0.5f;
    auto beta  = 0.8f;
    p.add_instruction(migraphx::op::dot{alpha, beta}, t0, l1, l2);
Shucai Xiao's avatar
Shucai Xiao committed
899
    auto prog = optimize_onnx("gemm_ex_test.onnx");
900
901
902
903

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
904
TEST_CASE(gemm_ex_brcst_test)
905
906
{
    migraphx::program p;
Khalique's avatar
Khalique committed
907
908
909
910
911
912
913
914
915
    auto l0 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 6}});
    auto l1 = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 7}});
    auto l2 = p.add_parameter("3", migraphx::shape{migraphx::shape::float_type, {1, 1, 6, 1}});
    auto t0 = p.add_instruction(migraphx::op::transpose{{0, 1, 3, 2}}, l0);
    std::vector<std::size_t> out_lens{1, 1, 6, 7};
    auto t2    = p.add_instruction(migraphx::op::multibroadcast{out_lens}, l2);
    auto alpha = 0.5f;
    auto beta  = 0.8f;
    p.add_instruction(migraphx::op::dot{alpha, beta}, t0, l1, t2);
Shucai Xiao's avatar
Shucai Xiao committed
916
    auto prog = optimize_onnx("gemm_ex_brcst_test.onnx");
917
918
919
920

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
921
TEST_CASE(globalavgpool_test)
922
923
{
    migraphx::program p;
Khalique's avatar
Khalique committed
924
925
926
927
928
929
    auto input = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
    auto op    = migraphx::op::pooling{"average"};
    auto lens  = input->get_shape().lens();
    op.lengths = {lens[2], lens[3]};
    p.add_instruction(op, input);

Shucai Xiao's avatar
Shucai Xiao committed
930
    auto prog = optimize_onnx("globalavgpool_test.onnx");
931
932
933
934

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
935
TEST_CASE(globalmaxpool_test)
Khalique's avatar
Khalique committed
936
937
{
    migraphx::program p;
Khalique's avatar
Khalique committed
938
939
940
941
942
943
    auto input = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
    auto op    = migraphx::op::pooling{"max"};
    auto lens  = input->get_shape().lens();
    op.lengths = {lens[2], lens[3]};
    p.add_instruction(op, input);

Shucai Xiao's avatar
Shucai Xiao committed
944
    auto prog = optimize_onnx("globalmaxpool_test.onnx");
Khalique's avatar
Khalique committed
945
946
947
948

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
949
TEST_CASE(group_conv_test)
950
951
{
    migraphx::program p;
Khalique's avatar
Khalique committed
952
953
954
955
956
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 4, 16, 16}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {4, 1, 3, 3}});
    migraphx::op::convolution op;
    op.group = 4;
    p.add_instruction(op, l0, l1);
Shucai Xiao's avatar
Shucai Xiao committed
957
    auto prog = optimize_onnx("group_conv_test.onnx");
958
959
960
961

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
962
TEST_CASE(imagescaler_test)
963
964
{
    migraphx::program p;
Khalique's avatar
Khalique committed
965
966
967
968
969
970
971
972
973
974
    migraphx::shape s{migraphx::shape::float_type, {1, 3, 16, 16}};
    auto l0        = p.add_parameter("0", s);
    auto scale_val = p.add_literal(0.5f);
    auto bias_vals = p.add_literal(
        migraphx::literal{migraphx::shape{migraphx::shape::float_type, {3}}, {0.01, 0.02, 0.03}});
    auto scaled_tensor = p.add_instruction(migraphx::op::scalar{s.lens()}, scale_val);
    auto img_scaled    = p.add_instruction(migraphx::op::mul{}, l0, scaled_tensor);
    auto bias_bcast    = p.add_instruction(migraphx::op::broadcast{1, s.lens()}, bias_vals);
    p.add_instruction(migraphx::op::add{}, img_scaled, bias_bcast);

Shucai Xiao's avatar
Shucai Xiao committed
975
    auto prog = optimize_onnx("imagescaler_test.onnx");
976
977
978
979

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
TEST_CASE(imagescaler_half_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::half_type, {1, 3, 16, 16}};
    auto l0 = p.add_parameter("0", s);
    auto scale_val =
        p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::half_type}, {0.5f}});
    auto bias_vals = p.add_literal(
        migraphx::literal{migraphx::shape{migraphx::shape::half_type, {3}}, {0.01, 0.02, 0.03}});
    auto scaled_tensor = p.add_instruction(migraphx::op::scalar{s.lens()}, scale_val);
    auto img_scaled    = p.add_instruction(migraphx::op::mul{}, l0, scaled_tensor);
    auto bias_bcast    = p.add_instruction(migraphx::op::broadcast{1, s.lens()}, bias_vals);
    p.add_instruction(migraphx::op::add{}, img_scaled, bias_bcast);

    auto prog = optimize_onnx("imagescaler_half_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
999
TEST_CASE(implicit_add_bcast_test)
1000
1001
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1002
1003
1004
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3, 4, 1}});
    auto l3 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
1005
    p.add_instruction(migraphx::op::add{}, l0, l3);
Khalique's avatar
Khalique committed
1006

Shucai Xiao's avatar
Shucai Xiao committed
1007
    auto prog = optimize_onnx("implicit_add_bcast_test.onnx");
1008
1009
1010
1011

    EXPECT(p == prog);
}

1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
TEST_CASE(implicit_add_bcast_user_input_shape_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {4, 5, 1}});
    auto l3 = p.add_instruction(migraphx::op::multibroadcast{{3, 4, 5, 6}}, l1);
    auto r  = p.add_instruction(migraphx::op::add{}, l0, l3);
    p.add_return({r});

    migraphx::onnx_options options;
    options.map_input_dims["0"] = {3, 4, 5, 6};
    options.map_input_dims["1"] = {4, 5, 1};
    auto prog                   = migraphx::parse_onnx("implicit_add_bcast_test.onnx", options);

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1029
TEST_CASE(implicit_pow_bcast_test)
1030
1031
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1032
1033
1034
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3, 4, 1}});
    auto l3 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
1035
    p.add_instruction(migraphx::op::pow{}, l0, l3);
Khalique's avatar
Khalique committed
1036

Shucai Xiao's avatar
Shucai Xiao committed
1037
    auto prog = optimize_onnx("implicit_pow_bcast_test.onnx");
1038
1039
1040
1041

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1042
TEST_CASE(implicit_sub_bcast_test)
1043
1044
1045
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
Khalique's avatar
Khalique committed
1046
1047
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {4, 5}});
    auto l3 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
1048
    p.add_instruction(migraphx::op::sub{}, l0, l3);
Khalique's avatar
Khalique committed
1049

Shucai Xiao's avatar
Shucai Xiao committed
1050
    auto prog = optimize_onnx("implicit_sub_bcast_test.onnx");
1051
1052
1053
1054

    EXPECT(p == prog);
}

1055
1056
1057
1058
1059
1060
1061
1062
TEST_CASE(initializer_not_an_input)
{
    migraphx::program p;
    std::vector<float> w = {1, 2, 3, 4, 5, 6, 7, 8};
    auto l1 = p.add_literal(migraphx::literal({migraphx::shape::float_type, {2, 4}}, w));
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {5, 2}});
    p.add_instruction(migraphx::op::dot{}, l0, l1);

Shucai Xiao's avatar
Shucai Xiao committed
1063
    auto prog = optimize_onnx("initializer_not_an_input.onnx");
kahmed10's avatar
kahmed10 committed
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095

    EXPECT(p == prog);
}

TEST_CASE(instance_norm_test)
{
    std::vector<size_t> dims{1, 2, 3, 3};
    migraphx::shape s1{migraphx::shape::float_type, dims};
    migraphx::shape s2{migraphx::shape::float_type, {2}};

    migraphx::program p;
    auto x     = p.add_parameter("0", s1);
    auto scale = p.add_parameter("1", s2);
    auto bias  = p.add_parameter("2", s2);

    auto mean            = p.add_instruction(migraphx::op::reduce_mean{{2, 3}}, x);
    auto mean_bcast      = p.add_instruction(migraphx::op::multibroadcast{dims}, mean);
    auto l0              = p.add_instruction(migraphx::op::sqdiff{}, x, mean_bcast);
    auto variance        = p.add_instruction(migraphx::op::reduce_mean{{2, 3}}, l0);
    auto l1              = p.add_instruction(migraphx::op::sub{}, x, mean_bcast);
    auto epsilon_literal = p.add_literal(1e-5f);
    auto epsilon_bcast   = p.add_instruction(migraphx::op::multibroadcast{dims}, epsilon_literal);
    auto variance_bcast  = p.add_instruction(migraphx::op::multibroadcast{dims}, variance);
    auto l2              = p.add_instruction(migraphx::op::add{}, variance_bcast, epsilon_bcast);
    auto l3              = p.add_instruction(migraphx::op::rsqrt{}, l2);
    auto l4              = p.add_instruction(migraphx::op::mul{}, l1, l3);
    auto scale_bcast     = p.add_instruction(migraphx::op::broadcast{1, dims}, scale);
    auto bias_bcast      = p.add_instruction(migraphx::op::broadcast{1, dims}, bias);
    auto l5              = p.add_instruction(migraphx::op::mul{}, l4, scale_bcast);
    p.add_instruction(migraphx::op::add{}, l5, bias_bcast);

    auto prog = optimize_onnx("instance_norm_test.onnx");
1096
1097
1098
1099

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1100
TEST_CASE(leaky_relu_test)
1101
1102
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1103
1104
1105
1106
    float alpha = 0.01f;
    auto l0     = p.add_parameter("0", {migraphx::shape::float_type, {3}});
    p.add_instruction(migraphx::op::leaky_relu{alpha}, l0);

Shucai Xiao's avatar
Shucai Xiao committed
1107
    auto prog = optimize_onnx("leaky_relu_test.onnx");
1108
1109
1110
1111

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1112
TEST_CASE(log_test)
1113
1114
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1115
1116
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::log{}, input);
1117

Shucai Xiao's avatar
Shucai Xiao committed
1118
    auto prog = optimize_onnx("log_test.onnx");
1119
1120
1121
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1122
TEST_CASE(logsoftmax_test)
1123
1124
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1125
1126
1127
    auto l0  = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    int axis = 1;
    p.add_instruction(migraphx::op::logsoftmax{axis}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
1128
    auto prog = optimize_onnx("logsoftmax_test.onnx");
1129
1130
1131
1132

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1133
TEST_CASE(lrn_test)
1134
1135
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1136
1137
1138
1139
1140
1141
1142
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 28, 24, 24}});
    migraphx::op::lrn op;
    op.size  = 5;
    op.alpha = 0.0001;
    op.beta  = 0.75;
    op.bias  = 1.0;
    p.add_instruction(op, l0);
Shucai Xiao's avatar
Shucai Xiao committed
1143
    auto prog = optimize_onnx("lrn_test.onnx");
1144
1145
1146
1147

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1148
TEST_CASE(matmul_bmbm_test)
1149
1150
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1151
1152
1153
1154
1155
1156
    auto l0  = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3, 6, 7}});
    auto l1  = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {5, 2, 1, 7, 8}});
    auto bl0 = p.add_instruction(migraphx::op::multibroadcast{{5, 2, 3, 6, 7}}, l0);
    auto bl1 = p.add_instruction(migraphx::op::multibroadcast{{5, 2, 3, 7, 8}}, l1);
    p.add_instruction(migraphx::op::dot{1.0f, 0.0f}, bl0, bl1);

Shucai Xiao's avatar
Shucai Xiao committed
1157
    auto prog = optimize_onnx("matmul_bmbm_test.onnx");
1158
1159
1160
1161

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1162
TEST_CASE(matmul_bmv_test)
1163
{
Khalique's avatar
Khalique committed
1164
1165
1166
1167
1168
1169
1170
    migraphx::program p;
    auto l0   = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3, 6, 7}});
    auto l1   = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {7}});
    auto sl1  = p.add_instruction(migraphx::op::unsqueeze{{1}}, l1);
    auto bsl1 = p.add_instruction(migraphx::op::multibroadcast{{3, 7, 1}}, sl1);
    auto res  = p.add_instruction(migraphx::op::dot{1.0f, 0.0f}, l0, bsl1);
    p.add_instruction(migraphx::op::squeeze{{2}}, res);
1171

Shucai Xiao's avatar
Shucai Xiao committed
1172
    auto prog = optimize_onnx("matmul_bmv_test.onnx");
1173

Khalique's avatar
Khalique committed
1174
    EXPECT(p == prog);
1175
1176
}

Khalique's avatar
Khalique committed
1177
TEST_CASE(matmul_mv_test)
1178
1179
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1180
1181
1182
1183
1184
1185
    auto l0  = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {6, 7}});
    auto l1  = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {7}});
    auto sl1 = p.add_instruction(migraphx::op::unsqueeze{{1}}, l1);
    auto res = p.add_instruction(migraphx::op::dot{1.0f, 0.0f}, l0, sl1);
    p.add_instruction(migraphx::op::squeeze{{1}}, res);

Shucai Xiao's avatar
Shucai Xiao committed
1186
    auto prog = optimize_onnx("matmul_mv_test.onnx");
1187
1188
1189
1190

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1191
TEST_CASE(matmul_vbm_test)
1192
1193
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1194
1195
1196
1197
    auto l0   = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {7}});
    auto l1   = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {5, 7, 8}});
    auto sl0  = p.add_instruction(migraphx::op::unsqueeze{{0}}, l0);
    auto bsl0 = p.add_instruction(migraphx::op::multibroadcast{{5, 1, 7}}, sl0);
1198
    auto res  = p.add_instruction(migraphx::op::dot{1.0f, 0.0f}, bsl0, l1);
Khalique's avatar
Khalique committed
1199
1200
    p.add_instruction(migraphx::op::squeeze{{1}}, res);

Shucai Xiao's avatar
Shucai Xiao committed
1201
    auto prog = optimize_onnx("matmul_vbm_test.onnx");
1202
1203
1204
1205

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1206
TEST_CASE(matmul_vm_test)
1207
1208
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1209
1210
1211
1212
1213
1214
    auto l0  = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {7}});
    auto l1  = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {7, 8}});
    auto sl0 = p.add_instruction(migraphx::op::unsqueeze{{0}}, l0);
    auto res = p.add_instruction(migraphx::op::dot{1.0f, 0.0f}, sl0, l1);
    p.add_instruction(migraphx::op::squeeze{{0}}, res);

Shucai Xiao's avatar
Shucai Xiao committed
1215
    auto prog = optimize_onnx("matmul_vm_test.onnx");
1216
1217
1218
1219

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1220
TEST_CASE(matmul_vv_test)
1221
1222
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
1223
1224
    auto l0  = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {7}});
    auto l1  = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {7}});
1225
1226
1227
1228
1229
1230
    auto sl0 = p.add_instruction(migraphx::op::unsqueeze{{0}}, l0);
    auto sl1 = p.add_instruction(migraphx::op::unsqueeze{{1}}, l1);
    auto res = p.add_instruction(migraphx::op::dot{1.0f, 0.0f}, sl0, sl1);
    auto sr0 = p.add_instruction(migraphx::op::squeeze{{0}}, res);
    p.add_instruction(migraphx::op::squeeze{{0}}, sr0);

Shucai Xiao's avatar
Shucai Xiao committed
1231
    auto prog = optimize_onnx("matmul_vv_test.onnx");
1232
1233
1234
1235

    EXPECT(p == prog);
}

1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
TEST_CASE(matmulinteger_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("1", migraphx::shape{migraphx::shape::int8_type, {3, 6, 16}});
    auto l1 = p.add_parameter("2", migraphx::shape{migraphx::shape::int8_type, {3, 16, 8}});
    p.add_instruction(migraphx::op::quant_dot{1, 0}, l0, l1);

    auto prog = optimize_onnx("matmulinteger_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1248
TEST_CASE(max_test)
1249
1250
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1251
1252
1253
1254
1255
    auto input0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3}});
    auto input1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3}});
    auto input2 = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {3}});
    auto l0     = p.add_instruction(migraphx::op::max{}, input0, input1);
    p.add_instruction(migraphx::op::max{}, l0, input2);
1256

Shucai Xiao's avatar
Shucai Xiao committed
1257
    optimize_onnx("max_test.onnx");
Khalique's avatar
Khalique committed
1258
}
1259

1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
TEST_CASE(maxpool_notset_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 5}});
    std::vector<int64_t> pads = {0, 0, 0, 0, 0, 0, 1, 1};
    float val                 = std::numeric_limits<float>::lowest();
    auto ins_pad              = p.add_instruction(migraphx::op::pad{pads, val}, input);
    p.add_instruction(migraphx::op::pooling{"max", {0, 0}, {2, 2}, {6, 6}}, ins_pad);

    auto prog = optimize_onnx("maxpool_notset_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(maxpool_same_upper_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 5}});
    std::vector<int64_t> pads = {0, 0, 0, 0, 0, 0, 1, 1};
    float val                 = std::numeric_limits<float>::lowest();
    auto ins_pad              = p.add_instruction(migraphx::op::pad{pads, val}, input);
    p.add_instruction(
        migraphx::op::pooling{"max", {0, 0}, {1, 1}, {2, 2}, migraphx::op::padding_mode_t::same},
        ins_pad);

    auto prog = optimize_onnx("maxpool_same_upper_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1290
1291
1292
1293
1294
1295
1296
1297
1298
TEST_CASE(min_test)
{
    migraphx::program p;
    auto input0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3}});
    auto input1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3}});
    auto input2 = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {3}});
    auto l0     = p.add_instruction(migraphx::op::min{}, input0, input1);
    p.add_instruction(migraphx::op::min{}, l0, input2);

Shucai Xiao's avatar
Shucai Xiao committed
1299
    optimize_onnx("min_test.onnx");
1300
1301
}

Khalique's avatar
Khalique committed
1302
TEST_CASE(no_pad_test)
1303
1304
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1305
1306
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 2}});
    p.add_instruction(migraphx::op::identity{}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
1307
    auto prog = optimize_onnx("no_pad_test.onnx");
1308

Khalique's avatar
Khalique committed
1309
1310
1311
    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
TEST_CASE(neg_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {2, 3}};
    auto input = p.add_parameter("0", s);
    auto ret   = p.add_instruction(migraphx::op::neg{}, input);
    p.add_return({ret});

    auto prog = migraphx::parse_onnx("neg_test.onnx");

    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
1325
1326
1327
TEST_CASE(onehot_test)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
    migraphx::shape s_ind{migraphx::shape::int32_type, {5, 2}};
    migraphx::shape s_val{migraphx::shape::half_type, {2}};
    p.add_literal(3);
    auto l_ind = p.add_parameter("indices", s_ind);
    auto l_val = p.add_parameter("values", s_val);
    migraphx::shape s_dep{migraphx::shape::half_type, {3, 3}};
    std::vector<float> data_dep{1, 0, 0, 0, 1, 0, 0, 0, 1};
    auto l_dep      = p.add_literal(migraphx::literal(s_dep, data_dep));
    auto gather_out = p.add_instruction(migraphx::op::gather{0}, l_dep, l_ind);
    auto tr_out     = p.add_instruction(migraphx::op::transpose{{2, 0, 1}}, gather_out);
    auto off_val    = p.add_instruction(migraphx::op::slice{{0}, {0}, {1}}, l_val);
    auto on_val     = p.add_instruction(migraphx::op::slice{{0}, {1}, {2}}, l_val);
    auto diff       = p.add_instruction(migraphx::op::sub{}, on_val, off_val);
    auto mb_off_val = p.add_instruction(migraphx::op::multibroadcast{{3, 5, 2}}, off_val);
    auto mb_diff    = p.add_instruction(migraphx::op::multibroadcast{{3, 5, 2}}, diff);
    auto mul        = p.add_instruction(migraphx::op::mul{}, tr_out, mb_diff);
    auto r          = p.add_instruction(migraphx::op::add{}, mul, mb_off_val);
    p.add_return({r});

    auto prog = migraphx::parse_onnx("onehot_test.onnx");
kahmed10's avatar
kahmed10 committed
1348
1349
1350
1351

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1352
1353
1354
1355
1356
TEST_CASE(pad_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 2}});
    p.add_instruction(migraphx::op::pad{{1, 1, 1, 1}}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
1357
    auto prog = optimize_onnx("pad_test.onnx");
1358
1359
1360
1361

    EXPECT(p == prog);
}

1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
TEST_CASE(pad_3arg_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 2}});
    p.add_literal({migraphx::shape{migraphx::shape::float_type}, {1.0f}});
    p.add_literal({migraphx::shape{migraphx::shape::int32_type, {4}}, {1, 1, 2, 2}});
    auto r = p.add_instruction(migraphx::op::pad{{1, 1, 2, 2}, 1.0f}, l0);
    p.add_return({r});

    auto prog = migraphx::parse_onnx("pad_3arg_test.onnx");

    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
TEST_CASE(pad_reflect_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 2}});
    p.add_literal({migraphx::shape{migraphx::shape::int32_type, {4}}, {0, 2, 0, 1}});
    auto l1 = p.add_instruction(migraphx::op::slice{{0, 1}, {0, 1}, {2, 2}}, l0);
    auto l2 = p.add_instruction(migraphx::op::slice{{0, 1}, {0, 0}, {2, 1}}, l0);
    auto l3 = p.add_instruction(migraphx::op::slice{{0, 1}, {0, 0}, {2, 1}}, l0);
    auto r  = p.add_instruction(migraphx::op::concat{1}, l2, l1, l0, l3);
    p.add_return({r});

    auto prog = migraphx::parse_onnx("pad_reflect_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(pad_reflect_multiaxis_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3}});
    p.add_literal({migraphx::shape{migraphx::shape::int32_type, {4}}, {0, 2, 2, 0}});
    auto l1 = p.add_instruction(migraphx::op::slice{{0, 1}, {0, 1}, {2, 2}}, l0);
    auto l2 = p.add_instruction(migraphx::op::slice{{0, 1}, {0, 2}, {2, 3}}, l0);
    auto l3 = p.add_instruction(migraphx::op::concat{1}, l2, l1, l0);
    auto l4 = p.add_instruction(migraphx::op::slice{{0, 1}, {0, 0}, {1, 5}}, l3);
    auto l5 = p.add_instruction(migraphx::op::slice{{0, 1}, {1, 0}, {2, 5}}, l3);
    auto r  = p.add_instruction(migraphx::op::concat{0}, l3, l4, l5);
    p.add_return({r});

    auto prog = migraphx::parse_onnx("pad_reflect_multiaxis_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1410
TEST_CASE(pow_test)
1411
1412
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1413
1414
1415
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    p.add_instruction(migraphx::op::pow{}, l0, l1);
1416

Shucai Xiao's avatar
Shucai Xiao committed
1417
    auto prog = optimize_onnx("pow_test.onnx");
1418
1419
1420
1421

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
TEST_CASE(prelu_brcst_test)
{
    migraphx::program p;
    auto l0  = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    auto l1  = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {4, 5}});
    auto bl1 = p.add_instruction(migraphx::op::multibroadcast{l0->get_shape().lens()}, l1);
    auto ret = p.add_instruction(migraphx::op::prelu{}, l0, bl1);
    p.add_return({ret});

    auto prog = migraphx::parse_onnx("prelu_brcst_test.onnx");

    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
TEST_CASE(range_test)
{
    migraphx::program p;
    p.add_literal(int64_t{10});
    p.add_literal(int64_t{6});
    p.add_literal(int64_t{-3});
    p.add_literal(migraphx::literal{{migraphx::shape::int64_type, {2}}, {10, 7}});

    auto prog = optimize_onnx("range_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(range_float_test)
{
    migraphx::program p;
    p.add_literal(float{2});
    p.add_literal(float{11});
    p.add_literal(float{2});
    p.add_literal(migraphx::literal{{migraphx::shape::float_type, {5}}, {2, 4, 6, 8, 10}});

    auto prog = optimize_onnx("range_float_test.onnx");

    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
TEST_CASE(recip_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3}});
    p.add_instruction(migraphx::op::recip{}, input);

    auto prog = optimize_onnx("recip_test.onnx");

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
TEST_CASE(reducel1_test)
{
    migraphx::program p;
    auto l0     = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto abs_l0 = p.add_instruction(migraphx::op::abs{}, l0);
    auto sum_l0 = p.add_instruction(migraphx::op::reduce_sum{{-2}}, abs_l0);
    p.add_instruction(migraphx::op::squeeze{{-2}}, sum_l0);
    auto prog = optimize_onnx("reducel1_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(reducel2_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto square_l0 = p.add_instruction(migraphx::op::mul{}, l0, l0);
    auto sum_l0    = p.add_instruction(migraphx::op::reduce_sum{{-1}}, square_l0);
    auto squ_l0    = p.add_instruction(migraphx::op::squeeze{{-1}}, sum_l0);
    p.add_instruction(migraphx::op::sqrt{}, squ_l0);
    auto prog = optimize_onnx("reducel2_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(reduce_log_sum_test)
{
    migraphx::program p;
    auto l0     = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto sum_l0 = p.add_instruction(migraphx::op::reduce_sum{{-3}}, l0);
    p.add_instruction(migraphx::op::log{}, sum_l0);
    auto prog = optimize_onnx("reduce_log_sum_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(reduce_log_sum_exp_test)
{
    migraphx::program p;
    auto l0     = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto exp_l0 = p.add_instruction(migraphx::op::exp{}, l0);
    auto sum_l0 = p.add_instruction(migraphx::op::reduce_sum{{-4}}, exp_l0);
    p.add_instruction(migraphx::op::log{}, sum_l0);
    auto prog = optimize_onnx("reduce_log_sum_exp_test.onnx");

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1521
1522
1523
1524
1525
TEST_CASE(reducemax_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    p.add_instruction(migraphx::op::reduce_max{{2}}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
1526
    auto prog = optimize_onnx("reducemax_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
1527
1528
1529
1530

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1531
TEST_CASE(reducemean_test)
1532
1533
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1534
1535
1536
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto l1 = p.add_instruction(migraphx::op::reduce_mean{{2, 3}}, l0);
    p.add_instruction(migraphx::op::squeeze{{2, 3}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1537
    auto prog = optimize_onnx("reducemean_test.onnx");
1538
1539
1540
1541

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1542
TEST_CASE(reducemean_keepdims_test)
1543
1544
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1545
1546
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    p.add_instruction(migraphx::op::reduce_mean{{2}}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
1547
    auto prog = optimize_onnx("reducemean_keepdims_test.onnx");
1548
1549
1550
1551

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1552
1553
1554
1555
1556
1557
TEST_CASE(reducemin_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto l1 = p.add_instruction(migraphx::op::reduce_min{{2, 3}}, l0);
    p.add_instruction(migraphx::op::squeeze{{2, 3}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1558
    auto prog = optimize_onnx("reducemin_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
1559
1560
1561
1562

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
TEST_CASE(reduceprod_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    p.add_instruction(migraphx::op::reduce_prod{{2}}, l0);
    auto prog = optimize_onnx("reduceprod_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1573
TEST_CASE(reducesum_test)
Khalique's avatar
Khalique committed
1574
1575
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1576
1577
1578
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto l1 = p.add_instruction(migraphx::op::reduce_sum{{2}}, l0);
    p.add_instruction(migraphx::op::squeeze{{2}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1579
    auto prog = optimize_onnx("reducesum_test.onnx");
1580
1581

    EXPECT(p == prog);
Khalique's avatar
Khalique committed
1582
1583
}

Khalique's avatar
Khalique committed
1584
TEST_CASE(reducesum_multiaxis_test)
Khalique's avatar
Khalique committed
1585
1586
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1587
1588
1589
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto l1 = p.add_instruction(migraphx::op::reduce_sum{{2, 3}}, l0);
    p.add_instruction(migraphx::op::squeeze{{2, 3}}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1590
    auto prog = optimize_onnx("reducesum_multiaxis_test.onnx");
1591
1592

    EXPECT(p == prog);
Khalique's avatar
Khalique committed
1593
1594
}

Khalique's avatar
Khalique committed
1595
TEST_CASE(reducesum_keepdims_test)
Khalique's avatar
Khalique committed
1596
1597
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1598
1599
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    p.add_instruction(migraphx::op::reduce_sum{{2, 3}}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
1600
    auto prog = optimize_onnx("reducesum_keepdims_test.onnx");
1601
1602
1603
1604

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
TEST_CASE(reducesum_square_test)
{
    migraphx::program p;
    auto l0     = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
    auto squ_l0 = p.add_instruction(migraphx::op::mul{}, l0, l0);
    auto sum_l0 = p.add_instruction(migraphx::op::reduce_sum{{-2}}, squ_l0);
    p.add_instruction(migraphx::op::squeeze{{-2}}, sum_l0);
    auto prog = optimize_onnx("reducesum_square_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1617
TEST_CASE(reshape_test)
1618
{
Khalique's avatar
Khalique committed
1619
    migraphx::program p;
Khalique's avatar
Khalique committed
1620
1621
1622
1623
    migraphx::op::reshape op;
    std::vector<int64_t> reshape_dims{3, 8};
    p.add_literal(
        migraphx::literal{migraphx::shape{migraphx::shape::int64_type, {2}}, reshape_dims});
1624
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {4, 2, 3}});
Khalique's avatar
Khalique committed
1625
1626
1627
    op.dims = reshape_dims;
    p.add_instruction(op, l0);
    p.add_instruction(op, l0);
Shucai Xiao's avatar
Shucai Xiao committed
1628
    auto prog = optimize_onnx("reshape_test.onnx");
1629
1630

    EXPECT(p == prog);
Khalique's avatar
Khalique committed
1631
1632
}

Khalique's avatar
Khalique committed
1633
TEST_CASE(reshape_non_standard_test)
1634
1635
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1636
1637
1638
1639
1640
1641
1642
    migraphx::op::reshape op;
    std::vector<int64_t> reshape_dims{4, 3, 2};
    migraphx::shape s{migraphx::shape::float_type, {2, 3, 4}};
    auto x      = p.add_parameter("x", s);
    auto tran_x = p.add_instruction(migraphx::op::transpose{{0, 2, 1}}, x);
    auto cont_x = p.add_instruction(migraphx::op::contiguous{}, tran_x);
    p.add_instruction(migraphx::op::reshape{{4, 3, 2}}, cont_x);
Shucai Xiao's avatar
Shucai Xiao committed
1643
    auto prog = optimize_onnx("reshape_non_standard_test.onnx");
1644
1645
1646
1647

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1648
1649
1650
1651
1652
1653
TEST_CASE(round_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::double_type, {10, 5}});
    p.add_instruction(migraphx::op::round{}, input);

Shucai Xiao's avatar
Shucai Xiao committed
1654
    auto prog = optimize_onnx("round_test.onnx");
Khalique's avatar
Khalique committed
1655
1656
1657
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1658
TEST_CASE(shape_test)
1659
1660
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1661
1662
1663
1664
    migraphx::shape s{migraphx::shape::float_type, {3, 4, 5, 6}};
    auto l0 = p.add_parameter("x", s);
    migraphx::shape s_shape{migraphx::shape::int64_type, {4}};
    p.add_literal(s_shape, l0->get_shape().lens());
Shucai Xiao's avatar
Shucai Xiao committed
1665
    auto prog = optimize_onnx("shape_test.onnx");
1666
1667
1668
1669

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1670
TEST_CASE(shape_gather_test)
1671
1672
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1673
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {7, 3, 10}});
1674
1675
    migraphx::shape const_shape{migraphx::shape::int32_type, {1}};
    auto l2 = p.add_literal(migraphx::literal{const_shape, {1}});
Khalique's avatar
Khalique committed
1676
1677
1678
1679
    auto l1 =
        p.add_literal(migraphx::shape{migraphx::shape::int64_type, {3}}, l0->get_shape().lens());
    int axis = 0;
    p.add_instruction(migraphx::op::gather{axis}, l1, l2);
Shucai Xiao's avatar
Shucai Xiao committed
1680
    auto prog = optimize_onnx("shape_gather_test.onnx");
1681
1682
1683
1684

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1685
TEST_CASE(sign_test)
Khalique's avatar
Khalique committed
1686
1687
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1688
1689
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::double_type, {10, 5}});
    p.add_instruction(migraphx::op::sign{}, input);
Khalique's avatar
Khalique committed
1690

Shucai Xiao's avatar
Shucai Xiao committed
1691
    auto prog = optimize_onnx("sign_test.onnx");
Khalique's avatar
Khalique committed
1692
1693
1694
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1695
TEST_CASE(sin_test)
1696
1697
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1698
1699
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::sin{}, input);
1700

Shucai Xiao's avatar
Shucai Xiao committed
1701
    auto prog = optimize_onnx("sin_test.onnx");
1702
1703
1704
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1705
TEST_CASE(sinh_test)
1706
1707
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1708
1709
1710
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::sinh{}, input);

Shucai Xiao's avatar
Shucai Xiao committed
1711
    auto prog = optimize_onnx("sinh_test.onnx");
1712
1713
1714
1715

    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
TEST_CASE(slice_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3, 2}});
    p.add_instruction(migraphx::op::slice{{0, 1}, {1, 0}, {2, 2}}, l0);
    auto prog = optimize_onnx("slice_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(slice_3arg_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {5, 5}});
    p.add_literal({{migraphx::shape::int32_type, {2}}, {0, 0}});
    p.add_literal({{migraphx::shape::int32_type, {2}}, {2, 5}});
    auto ret = p.add_instruction(migraphx::op::slice{{0, 1}, {0, 0}, {2, 5}}, l0);
    p.add_return({ret});

    auto prog = migraphx::parse_onnx("slice_3arg_test.onnx");

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1740
1741
1742
1743
1744
TEST_CASE(slice_5arg_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {5, 5}});
    p.add_literal({{migraphx::shape::int32_type, {2}}, {1, 1}});
1745
1746
1747
    p.add_literal({{migraphx::shape::int32_type, {2}}, {-1, -2}});
    p.add_literal({{migraphx::shape::int32_type, {2}}, {-1, -1}});
    p.add_literal({{migraphx::shape::int32_type, {2}}, {-5, -3}});
Shucai Xiao's avatar
Shucai Xiao committed
1748
1749
1750
1751
1752
1753
1754
1755
    auto ret = p.add_instruction(migraphx::op::slice{{-1, -2}, {-5, -3}, {-1, -1}}, l0);
    p.add_return({ret});

    auto prog = migraphx::parse_onnx("slice_5arg_test.onnx");

    EXPECT(p == prog);
}

1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
TEST_CASE(slice_max_end_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {10, 20}});
    p.add_instruction(migraphx::op::slice{{0, 1}, {1, 2}, {3000000000, -1}}, l0);
    auto prog = optimize_onnx("slice_max_end_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1766
TEST_CASE(softmax_test)
Shucai Xiao's avatar
Shucai Xiao committed
1767
1768
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1769
1770
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3}});
    p.add_instruction(migraphx::op::softmax{1}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
1771
    auto prog = optimize_onnx("softmax_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
1772
1773
1774
1775

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
TEST_CASE(split_minus_axis_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10, 15}});
    auto r1    = p.add_instruction(migraphx::op::slice{{-1}, {0}, {5}}, input);
    auto r2    = p.add_instruction(migraphx::op::slice{{-1}, {5}, {10}}, input);
    auto r3    = p.add_instruction(migraphx::op::slice{{-1}, {10}, {15}}, input);
    p.add_return({r1, r2, r3});

    auto prog = migraphx::parse_onnx("split_minus_axis_test.onnx");

    EXPECT(p == prog);
}

1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
TEST_CASE(split_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10, 15}});
    auto r1    = p.add_instruction(migraphx::op::slice{{1}, {0}, {7}}, input);
    auto r2    = p.add_instruction(migraphx::op::slice{{1}, {7}, {11}}, input);
    auto r3    = p.add_instruction(migraphx::op::slice{{1}, {11}, {15}}, input);
    p.add_return({r1, r2, r3});

    auto prog = migraphx::parse_onnx("split_test.onnx");
    EXPECT(p == prog);
}

TEST_CASE(split_test_default)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10, 15}});
    auto r1    = p.add_instruction(migraphx::op::slice{{0}, {0}, {5}}, input);
    auto r2    = p.add_instruction(migraphx::op::slice{{0}, {5}, {10}}, input);
    p.add_return({r1, r2});

    auto prog = migraphx::parse_onnx("split_test_default.onnx");
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1815
TEST_CASE(sqrt_test)
Shucai Xiao's avatar
Shucai Xiao committed
1816
1817
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1818
1819
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10, 15}});
    p.add_instruction(migraphx::op::sqrt{}, input);
Shucai Xiao's avatar
Shucai Xiao committed
1820

Shucai Xiao's avatar
Shucai Xiao committed
1821
    auto prog = optimize_onnx("sqrt_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
1822
1823
1824
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1825
TEST_CASE(squeeze_unsqueeze_test)
Khalique's avatar
Khalique committed
1826
1827
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1828
1829
1830
1831
1832
1833
    std::vector<int64_t> squeeze_axes{0, 2, 3, 5};
    std::vector<int64_t> unsqueeze_axes{0, 1, 3, 5};
    auto l0 =
        p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 1, 1, 2, 1}});
    auto l1 = p.add_instruction(migraphx::op::squeeze{squeeze_axes}, l0);
    p.add_instruction(migraphx::op::unsqueeze{unsqueeze_axes}, l1);
Shucai Xiao's avatar
Shucai Xiao committed
1834
    auto prog = optimize_onnx("squeeze_unsqueeze_test.onnx");
Khalique's avatar
Khalique committed
1835
1836
1837
1838

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1839
TEST_CASE(sub_bcast_test)
Shucai Xiao's avatar
Shucai Xiao committed
1840
1841
1842
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
Khalique's avatar
Khalique committed
1843
1844
1845
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3, 4}});
    auto l2 = p.add_instruction(migraphx::op::broadcast{1, l0->get_shape().lens()}, l1);
    p.add_instruction(migraphx::op::sub{}, l0, l2);
Shucai Xiao's avatar
Shucai Xiao committed
1846

Shucai Xiao's avatar
Shucai Xiao committed
1847
    auto prog = optimize_onnx("sub_bcast_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
1848
1849
1850
1851

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1852
TEST_CASE(sub_scalar_test)
Shucai Xiao's avatar
Shucai Xiao committed
1853
1854
1855
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
1856
    auto l1 = p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::float_type}, {1}});
Khalique's avatar
Khalique committed
1857
    auto m1 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
1858
    p.add_instruction(migraphx::op::sub{}, l0, m1);
Shucai Xiao's avatar
Shucai Xiao committed
1859
    auto prog = optimize_onnx("sub_scalar_test.onnx");
Shucai Xiao's avatar
Shucai Xiao committed
1860
1861
1862
1863

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1864
TEST_CASE(sum_test)
1865
1866
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1867
1868
1869
1870
1871
    auto input0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3}});
    auto input1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3}});
    auto input2 = p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {3}});
    auto l0     = p.add_instruction(migraphx::op::add{}, input0, input1);
    p.add_instruction(migraphx::op::add{}, l0, input2);
1872

Shucai Xiao's avatar
Shucai Xiao committed
1873
    auto prog = optimize_onnx("sum_test.onnx");
1874
1875
1876
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1877
TEST_CASE(tan_test)
1878
1879
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1880
1881
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::tan{}, input);
1882

Shucai Xiao's avatar
Shucai Xiao committed
1883
    auto prog = optimize_onnx("tan_test.onnx");
1884
1885
1886
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1887
TEST_CASE(tanh_test)
1888
1889
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1890
1891
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1}});
    p.add_instruction(migraphx::op::tanh{}, input);
1892

Shucai Xiao's avatar
Shucai Xiao committed
1893
    auto prog = optimize_onnx("tanh_test.onnx");
1894
1895
1896
1897

    EXPECT(p == prog);
}

kahmed10's avatar
kahmed10 committed
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
TEST_CASE(tile_test)
{
    migraphx::program p;
    p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::int64_type, {2}}, {1, 2}});
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {2, 2}});
    p.add_instruction(migraphx::op::concat{1}, input, input);

    auto prog = optimize_onnx("tile_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(tile_test_3x2)
{
    migraphx::program p;
    p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::int64_type, {2}}, {3, 2}});
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {2, 2}});
    auto l0    = p.add_instruction(migraphx::op::concat{0}, input, input);
    auto l1    = p.add_instruction(migraphx::op::concat{0}, l0, input);
    p.add_instruction(migraphx::op::concat{1}, l1, l1);

    auto prog = optimize_onnx("tile_test_3x2.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1924
TEST_CASE(transpose_test)
1925
1926
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1927
1928
1929
1930
    auto input = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 2, 2, 3}});
    std::vector<int64_t> perm{0, 3, 1, 2};
    p.add_instruction(migraphx::op::transpose{perm}, input);

Shucai Xiao's avatar
Shucai Xiao committed
1931
    auto prog = optimize_onnx("transpose_test.onnx");
1932
1933
1934
1935

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1936
TEST_CASE(transpose_gather_test)
1937
1938
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
    auto make_contiguous = [&p](migraphx::instruction_ref ins) {
        if(ins->get_shape().standard())
        {
            return ins;
        }

        return p.add_instruction(migraphx::op::contiguous{}, ins);
    };

    auto data = p.add_parameter("data", migraphx::shape{migraphx::shape::float_type, {3, 5, 4, 6}});
    auto ind =
        p.add_parameter("indices", migraphx::shape{migraphx::shape::int32_type, {2, 4, 3, 5}});
    auto tr_data = p.add_instruction(migraphx::op::transpose{{0, 2, 1, 3}}, data);
    auto tr_ind  = p.add_instruction(migraphx::op::transpose{{0, 2, 1, 3}}, ind);
    int axis     = 1;
    p.add_instruction(
        migraphx::op::gather{axis}, make_contiguous(tr_data), make_contiguous(tr_ind));

Shucai Xiao's avatar
Shucai Xiao committed
1957
    auto prog = optimize_onnx("transpose_gather_test.onnx");
1958
1959
1960
1961

    EXPECT(p == prog);
}

1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
TEST_CASE(undefined_test)
{
    migraphx::program p;
    p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    auto l1 = p.add_instruction(migraphx::op::undefined{});
    auto l2 = p.add_instruction(migraphx::op::identity{}, l1);
    p.add_return({l2});

    auto prog = migraphx::parse_onnx("undefined_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
1975
TEST_CASE(unknown_test)
1976
1977
{
    migraphx::program p;
Khalique's avatar
Khalique committed
1978
1979
1980
1981
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3, 4}});
    auto l2 = p.add_instruction(migraphx::op::unknown{"Unknown"}, l0, l1);
    p.add_instruction(migraphx::op::unknown{"Unknown"}, l2);
Shucai Xiao's avatar
Shucai Xiao committed
1982
    auto prog = optimize_onnx("unknown_test.onnx");
1983
1984
1985
1986

    EXPECT(p == prog);
}

1987
1988
1989
1990
1991
TEST_CASE(unknown_aten_test)
{
    EXPECT(test::throws([&] { migraphx::parse_onnx("unknown_aten_test.onnx"); }));
}

1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
TEST_CASE(unknown_test_throw)
{
    EXPECT(test::throws([&] { migraphx::parse_onnx("unknown_test.onnx"); }));
}

TEST_CASE(unknown_test_throw_print_error)
{
    migraphx::onnx_options options;
    options.print_program_on_error = true;
    EXPECT(test::throws([&] { migraphx::parse_onnx("unknown_test.onnx", options); }));
}

2004
2005
2006
2007
2008
TEST_CASE(variable_batch_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
    p.add_instruction(migraphx::op::identity{}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
2009
    auto prog = optimize_onnx("variable_batch_test.onnx");
2010
2011
2012
2013

    EXPECT(p == prog);
}

2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
2026
2027
2028
TEST_CASE(variable_batch_user_input_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 16, 16}});
    auto r  = p.add_instruction(migraphx::op::identity{}, l0);
    p.add_return({r});

    migraphx::onnx_options options;
    options.default_dim_value = 2;

    auto prog = migraphx::parse_onnx("variable_batch_test.onnx", options);

    EXPECT(p == prog);
}

2029
2030
2031
2032
2033
2034
TEST_CASE(variable_batch_leq_zero_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
    p.add_instruction(migraphx::op::add{}, l0, l1);
Shucai Xiao's avatar
Shucai Xiao committed
2035
    auto prog = optimize_onnx("variable_batch_leq_zero_test.onnx");
2036
2037
2038
2039

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
2040
int main(int argc, const char* argv[]) { test::run(argc, argv); }