onnx_test.cpp 35.3 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>
Paul's avatar
Paul committed
8
#include <migraphx/onnx.hpp>
Scott Thornton's avatar
Scott Thornton committed
9
10
#include "test.hpp"

Khalique's avatar
Khalique committed
11
TEST_CASE(pytorch_conv_bias_test)
Scott Thornton's avatar
Scott Thornton committed
12
{
Paul's avatar
Paul committed
13
14
15
16
    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}});
Scott Thornton's avatar
Scott Thornton committed
17
    uint64_t axis = 1;
Paul's avatar
Paul committed
18
    auto l3       = p.add_instruction(migraphx::op::convolution{}, l0, l1);
19
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
Paul's avatar
Paul committed
20
    p.add_instruction(migraphx::op::add{}, l3, l4);
Scott Thornton's avatar
Scott Thornton committed
21

Paul's avatar
Paul committed
22
    auto prog = migraphx::parse_onnx("conv.onnx");
Scott Thornton's avatar
Scott Thornton committed
23
24
25
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
26
TEST_CASE(pytorch_conv_relu_maxpool)
Scott Thornton's avatar
Scott Thornton committed
27
{
Paul's avatar
Paul committed
28
29
30
31
    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}});
Scott Thornton's avatar
Scott Thornton committed
32
    uint64_t axis = 1;
Paul's avatar
Paul committed
33
    auto l3       = p.add_instruction(migraphx::op::convolution{}, l0, l1);
34
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
Paul's avatar
Paul committed
35
36
37
    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);
Scott Thornton's avatar
Scott Thornton committed
38

Paul's avatar
Paul committed
39
    auto prog = migraphx::parse_onnx("conv_relu_maxpool.onnx");
Scott Thornton's avatar
Scott Thornton committed
40
41
42
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
43
TEST_CASE(pytorch_conv_bn_relu_maxpool)
44
{
Paul's avatar
Paul committed
45
46
47
48
49
50
51
52
53
    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}});
54
    uint64_t axis = 1;
Paul's avatar
Paul committed
55
    auto l3       = p.add_instruction(migraphx::op::convolution{}, l0, l1);
56
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
Paul's avatar
Paul committed
57
58
59
60
61
62
    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);

    auto prog = migraphx::parse_onnx("conv_bn_relu_maxpool.onnx");
63
64
65
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
66
TEST_CASE(pytorch_conv_relu_maxpool_x2)
Scott Thornton's avatar
Scott Thornton committed
67
{
Paul's avatar
Paul committed
68
69
70
71
    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}});
Scott Thornton's avatar
Scott Thornton committed
72
    uint64_t axis = 1;
Paul's avatar
Paul committed
73
    auto l3       = p.add_instruction(migraphx::op::convolution{}, l0, l1);
74
    auto l4       = p.add_instruction(migraphx::op::broadcast{axis, l3->get_shape().lens()}, l2);
Paul's avatar
Paul committed
75
76
77
78
79
80
81
    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);
82
    auto l11 = p.add_instruction(migraphx::op::broadcast{axis, l10->get_shape().lens()}, l9);
Paul's avatar
Paul committed
83
84
85
86
87
    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);

    auto prog = migraphx::parse_onnx("conv_relu_maxpoolX2.onnx");
Scott Thornton's avatar
Scott Thornton committed
88
89
90
91

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
92
TEST_CASE(leaky_relu_test)
93
{
Paul's avatar
Paul committed
94
    migraphx::program p;
95
    float alpha = 0.01f;
Paul's avatar
Paul committed
96
97
    auto l0     = p.add_parameter("0", {migraphx::shape::float_type, {3}});
    p.add_instruction(migraphx::op::leaky_relu{alpha}, l0);
98

Paul's avatar
Paul committed
99
    auto prog = migraphx::parse_onnx("leaky_relu.onnx");
100
101
102
103

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
104
TEST_CASE(imagescaler_test)
Khalique's avatar
Khalique committed
105
{
Paul's avatar
Paul committed
106
107
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {1, 3, 16, 16}};
Khalique's avatar
Khalique committed
108
    auto l0        = p.add_parameter("0", s);
Khalique's avatar
Khalique committed
109
    auto scale_val = p.add_literal(0.5f);
Khalique's avatar
Khalique committed
110
    auto bias_vals = p.add_literal(
Paul's avatar
Paul committed
111
        migraphx::literal{migraphx::shape{migraphx::shape::float_type, {3}}, {0.01, 0.02, 0.03}});
112
    auto scaled_tensor = p.add_instruction(migraphx::op::scalar{s.lens()}, scale_val);
Paul's avatar
Paul committed
113
    auto img_scaled    = p.add_instruction(migraphx::op::mul{}, l0, scaled_tensor);
114
    auto bias_bcast    = p.add_instruction(migraphx::op::broadcast{1, s.lens()}, bias_vals);
Paul's avatar
Paul committed
115
    p.add_instruction(migraphx::op::add{}, img_scaled, bias_bcast);
Khalique's avatar
Khalique committed
116

Paul's avatar
Paul committed
117
    auto prog = migraphx::parse_onnx("imagescaler_test.onnx");
Khalique's avatar
Khalique committed
118
119
120
121

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
122
TEST_CASE(globalavgpool_test)
123
{
Paul's avatar
Paul committed
124
125
126
    migraphx::program p;
    auto input = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
    auto op    = migraphx::op::pooling{"average"};
127
    auto lens  = input->get_shape().lens();
Khalique's avatar
Khalique committed
128
    op.lengths = {lens[2], lens[3]};
129
130
    p.add_instruction(op, input);

Paul's avatar
Paul committed
131
    auto prog = migraphx::parse_onnx("globalavgpool_test.onnx");
132
133
134
135

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
136
TEST_CASE(globalmaxpool_test)
137
{
Paul's avatar
Paul committed
138
139
140
    migraphx::program p;
    auto input = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 16, 16}});
    auto op    = migraphx::op::pooling{"max"};
141
    auto lens  = input->get_shape().lens();
Khalique's avatar
Khalique committed
142
    op.lengths = {lens[2], lens[3]};
143
144
    p.add_instruction(op, input);

Paul's avatar
Paul committed
145
    auto prog = migraphx::parse_onnx("globalmaxpool_test.onnx");
146
147
148
149

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
150
TEST_CASE(transpose_test)
Khalique's avatar
Khalique committed
151
{
Paul's avatar
Paul committed
152
153
    migraphx::program p;
    auto input = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 2, 2, 3}});
Khalique's avatar
Khalique committed
154
    std::vector<int64_t> perm{0, 3, 1, 2};
Paul's avatar
Paul committed
155
    p.add_instruction(migraphx::op::transpose{perm}, input);
Khalique's avatar
Khalique committed
156

Paul's avatar
Paul committed
157
    auto prog = migraphx::parse_onnx("transpose_test.onnx");
Khalique's avatar
Khalique committed
158
159
160
161

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
162
TEST_CASE(dropout_test)
Khalique's avatar
Khalique committed
163
{
Paul's avatar
Paul committed
164
165
166
    migraphx::program p;
    auto input = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 2, 2}});
    p.add_instruction(migraphx::op::identity{}, input);
Khalique's avatar
Khalique committed
167

Paul's avatar
Paul committed
168
    auto prog = migraphx::parse_onnx("dropout_test.onnx");
Khalique's avatar
Khalique committed
169
170
171
172

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
173
TEST_CASE(sum_test)
Khalique's avatar
Khalique committed
174
175
176
177
178
{
    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}});
Khalique's avatar
Khalique committed
179
    auto l0     = p.add_instruction(migraphx::op::add{}, input0, input1);
Khalique's avatar
Khalique committed
180
181
182
    p.add_instruction(migraphx::op::add{}, l0, input2);

    auto prog = migraphx::parse_onnx("sum_test.onnx");
183
184
185
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
186
TEST_CASE(exp_test)
Shucai Xiao's avatar
Shucai Xiao committed
187
188
189
190
191
192
193
194
195
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::exp{}, input);

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

Shucai Xiao's avatar
Shucai Xiao committed
196
197
198
199
200
201
202
203
204
205
TEST_CASE(erf_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10, 15}});
    p.add_instruction(migraphx::op::erf{}, input);

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

Shucai Xiao's avatar
Shucai Xiao committed
206
207
208
209
210
211
212
213
214
215
TEST_CASE(sqrt_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10, 15}});
    p.add_instruction(migraphx::op::sqrt{}, input);

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

216
217
218
219
220
221
222
223
224
225
TEST_CASE(sign_test)
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::double_type, {10, 5}});
    p.add_instruction(migraphx::op::sign{}, input);

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

Khalique's avatar
Khalique committed
226
TEST_CASE(log_test)
Shucai Xiao's avatar
Shucai Xiao committed
227
228
229
230
231
232
233
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::log{}, input);

    auto prog = migraphx::parse_onnx("log_test.onnx");
    EXPECT(p == prog);
Khalique's avatar
Khalique committed
234
235
}

Khalique's avatar
Khalique committed
236
TEST_CASE(sin_test)
237
238
239
240
241
242
243
244
245
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::sin{}, input);

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

Khalique's avatar
Khalique committed
246
TEST_CASE(cos_test)
247
248
249
250
251
252
253
254
255
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::cos{}, input);

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

Khalique's avatar
Khalique committed
256
TEST_CASE(tan_test)
257
258
259
260
261
262
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::tan{}, input);

    auto prog = migraphx::parse_onnx("tan_test.onnx");
263
264
265
    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
266
TEST_CASE(sinh_test)
267
268
269
270
271
272
273
274
275
276
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::sinh{}, input);

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

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
277
TEST_CASE(cosh_test)
278
279
280
281
282
283
284
285
286
287
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1}});
    p.add_instruction(migraphx::op::cosh{}, input);

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

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
288
TEST_CASE(tanh_test)
Shucai Xiao's avatar
Shucai Xiao committed
289
290
291
292
293
294
295
296
297
298
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1}});
    p.add_instruction(migraphx::op::tanh{}, input);

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

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
299
300
301
302
303
304
305
306
307
308
309
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);

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

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
310
TEST_CASE(asin_test)
311
312
313
314
315
316
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::asin{}, input);

    auto prog = migraphx::parse_onnx("asin_test.onnx");
Khalique's avatar
Khalique committed
317
318
319
320

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
321
TEST_CASE(max_test)
Khalique's avatar
Khalique committed
322
323
324
325
326
{
    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}});
Khalique's avatar
Khalique committed
327
    auto l0     = p.add_instruction(migraphx::op::max{}, input0, input1);
Khalique's avatar
Khalique committed
328
329
    p.add_instruction(migraphx::op::max{}, l0, input2);

Paul's avatar
Paul committed
330
    migraphx::parse_onnx("max_test.onnx");
Khalique's avatar
Khalique committed
331
332
}

Khalique's avatar
Khalique committed
333
TEST_CASE(acos_test)
334
335
336
337
338
339
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::acos{}, input);

    auto prog = migraphx::parse_onnx("acos_test.onnx");
Khalique's avatar
Khalique committed
340
341

    EXPECT(p == prog);
Khalique's avatar
Khalique committed
342
343
}

Khalique's avatar
Khalique committed
344
TEST_CASE(min_test)
Khalique's avatar
Khalique committed
345
346
347
348
349
{
    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}});
Khalique's avatar
Khalique committed
350
    auto l0     = p.add_instruction(migraphx::op::min{}, input0, input1);
Khalique's avatar
Khalique committed
351
352
    p.add_instruction(migraphx::op::min{}, l0, input2);

Paul's avatar
Paul committed
353
    migraphx::parse_onnx("min_test.onnx");
Khalique's avatar
Khalique committed
354
355
}

Khalique's avatar
Khalique committed
356
TEST_CASE(atan_test)
357
358
359
360
361
362
{
    migraphx::program p;
    auto input = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {10}});
    p.add_instruction(migraphx::op::atan{}, input);

    auto prog = migraphx::parse_onnx("atan_test.onnx");
Khalique's avatar
Khalique committed
363

Khalique's avatar
Khalique committed
364
    EXPECT(p == prog);
Khalique's avatar
Khalique committed
365
366
}

Khalique's avatar
Khalique committed
367
TEST_CASE(add_bcast_test)
368
369
370
371
{
    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, {3, 4}});
372
    auto l2 = p.add_instruction(migraphx::op::broadcast{1, l0->get_shape().lens()}, l1);
373
374
375
376
377
378
379
    p.add_instruction(migraphx::op::add{}, l0, l2);

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

    EXPECT(p == prog);
}

380
TEST_CASE(implicit_add_bcast_test)
381
382
383
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
384
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {3, 4, 1}});
Khalique's avatar
Khalique committed
385
386
    auto l2 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l0);
    auto l3 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
387
388
389
390
391
392
393
    p.add_instruction(migraphx::op::add{}, l2, l3);

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

    EXPECT(p == prog);
}

394
395
396
397
398
TEST_CASE(sub_bcast_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, {3, 4}});
399
    auto l2 = p.add_instruction(migraphx::op::broadcast{1, l0->get_shape().lens()}, l1);
400
401
402
403
404
405
406
407
408
409
410
    p.add_instruction(migraphx::op::sub{}, l0, l2);

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

    EXPECT(p == prog);
}

TEST_CASE(implicit_sub_bcast_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
411
    auto l1 = p.add_parameter("1", migraphx::shape{migraphx::shape::float_type, {4, 5}});
412
413
414
415
416
417
418
419
420
    auto l2 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l0);
    auto l3 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
    p.add_instruction(migraphx::op::sub{}, l2, l3);

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

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
421
TEST_CASE(unknown_test)
422
423
424
425
{
    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, {3, 4}});
426
427
    auto l2 = p.add_instruction(migraphx::op::unknown{"Unknown"}, l0, l1);
    p.add_instruction(migraphx::op::unknown{"Unknown"}, l2);
428
429
430
431
432
    auto prog = migraphx::parse_onnx("unknown_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
433
TEST_CASE(softmax_test)
434
435
436
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3}});
437
    p.add_instruction(migraphx::op::softmax{1}, l0);
438
439
440
441
442
    auto prog = migraphx::parse_onnx("softmax_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
443
TEST_CASE(reshape_test)
Khalique's avatar
Khalique committed
444
445
446
447
448
{
    migraphx::program p;
    migraphx::op::reshape op;
    std::vector<int64_t> reshape_dims{3, 8};
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {4, 2, 3}});
Khalique's avatar
Khalique committed
449
450
    p.add_literal(
        migraphx::literal{migraphx::shape{migraphx::shape::int64_type, {2}}, reshape_dims});
Khalique's avatar
Khalique committed
451
452
453
454
455
456
457
458
    op.dims = reshape_dims;
    p.add_instruction(op, l0);
    p.add_instruction(op, l0);
    auto prog = migraphx::parse_onnx("reshape_test.onnx");

    EXPECT(p == prog);
}

459
460
461
462
463
464
TEST_CASE(reshape_non_standard)
{
    migraphx::program p;
    migraphx::op::reshape op;
    std::vector<int64_t> reshape_dims{4, 3, 2};
    migraphx::shape s{migraphx::shape::float_type, {2, 3, 4}};
Shucai Xiao's avatar
Shucai Xiao committed
465
    auto x      = p.add_parameter("x", s);
466
467
468
469
470
471
472
473
    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);
    auto prog = migraphx::parse_onnx("reshape_non_standard.onnx");

    EXPECT(p == prog);
}

474
475
476
477
478
479
480
481
482
483
484
485
TEST_CASE(shape_test)
{
    migraphx::program p;
    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());
    auto prog = migraphx::parse_onnx("shape_test.onnx");

    EXPECT(p == prog);
}

486
487
488
TEST_CASE(gather_test)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
489
490
    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}});
491
    int axis = 1;
492
    p.add_instruction(migraphx::op::gather{axis}, l0, l1);
493
494
495
496
497
    auto prog = migraphx::parse_onnx("gather_test.onnx");

    EXPECT(p == prog);
}

498
499
500
501
502
503
504
TEST_CASE(shape_gather_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {7, 3, 10}});
    auto l1 =
        p.add_literal(migraphx::shape{migraphx::shape::int64_type, {3}}, l0->get_shape().lens());
    migraphx::shape const_shape{migraphx::shape::int32_type, {1}};
Shucai Xiao's avatar
Shucai Xiao committed
505
    auto l2  = p.add_literal(migraphx::literal{const_shape, {1}});
506
    int axis = 0;
507
508
509
510
511
512
    p.add_instruction(migraphx::op::gather{axis}, l1, l2);
    auto prog = migraphx::parse_onnx("shape_gather.onnx");

    EXPECT(p == prog);
}

513
514
515
TEST_CASE(transpose_gather_test)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
516
517
    auto make_contiguous = [&p](migraphx::instruction_ref ins) {
        if(ins->get_shape().standard())
Shucai Xiao's avatar
Shucai Xiao committed
518
519
520
521
522
523
524
        {
            return ins;
        }

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

Shucai Xiao's avatar
Shucai Xiao committed
525
526
527
    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}});
Shucai Xiao's avatar
Shucai Xiao committed
528
529
530
531
532
533
    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));

534
535
536
537
538
    auto prog = migraphx::parse_onnx("transpose_gather.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
539
TEST_CASE(flatten_test)
540
541
542
543
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    p.add_instruction(migraphx::op::flatten{2}, l0);
Khalique's avatar
Khalique committed
544
    p.add_instruction(migraphx::op::flatten{1}, l0);
545
546
547
548
549
    auto prog = migraphx::parse_onnx("flatten_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
550
TEST_CASE(squeeze_unsqueeze_test)
551
552
553
554
{
    migraphx::program p;
    std::vector<int64_t> squeeze_axes{0, 2, 3, 5};
    std::vector<int64_t> unsqueeze_axes{0, 1, 3, 5};
Khalique's avatar
Khalique committed
555
556
    auto l0 =
        p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 3, 1, 1, 2, 1}});
557
558
559
560
561
562
563
    auto l1 = p.add_instruction(migraphx::op::squeeze{squeeze_axes}, l0);
    p.add_instruction(migraphx::op::unsqueeze{unsqueeze_axes}, l1);
    auto prog = migraphx::parse_onnx("squeeze_unsqueeze_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
564
TEST_CASE(concat_test)
565
566
567
568
569
570
571
572
573
574
{
    migraphx::program p;
    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);
    auto prog = migraphx::parse_onnx("concat_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
575
TEST_CASE(slice_test)
576
577
578
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3, 2}});
Khalique's avatar
Khalique committed
579
    p.add_instruction(migraphx::op::slice{{0, 1}, {1, 0}, {2, 2}}, l0);
580
581
582
583
584
    auto prog = migraphx::parse_onnx("slice_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
585
TEST_CASE(constant_test)
586
587
588
589
590
591
592
593
{
    migraphx::program p;
    p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::float_type, {3}}, {0, 1, 2}});
    auto prog = migraphx::parse_onnx("constant_test.onnx");

    EXPECT(p == prog);
}

594
595
596
TEST_CASE(constant_test_scalar)
{
    migraphx::program p;
Khalique's avatar
Khalique committed
597
    p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::int32_type, {1}}, {1}});
598
599
600
601
602
    auto prog = migraphx::parse_onnx("constant_scalar.onnx");

    EXPECT(p == prog);
}

603
604
605
606
TEST_CASE(constant_fill_test)
{
    {
        migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
607
        auto l0 = p.add_literal(migraphx::literal{{migraphx::shape::int32_type, {2}}, {2, 3}});
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
        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});
        auto prog = migraphx::parse_onnx("const_fill1.onnx");

        EXPECT(p == prog);
    }

    {
        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});
        auto prog = migraphx::parse_onnx("const_fill2.onnx");

        EXPECT(p == prog);
    }
}

Khalique's avatar
Khalique committed
630
TEST_CASE(gemm_test)
631
632
633
634
{
    migraphx::program p;
    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}});
Khalique's avatar
Khalique committed
635
    p.add_parameter("2", migraphx::shape{migraphx::shape::float_type, {}});
Khalique's avatar
Khalique committed
636
637
    auto t0    = p.add_instruction(migraphx::op::transpose{{1, 0}}, l0);
    auto t1    = p.add_instruction(migraphx::op::transpose{{1, 0}}, l1);
Khalique's avatar
Khalique committed
638
    auto alpha = 2.f;
Shucai Xiao's avatar
Shucai Xiao committed
639
    auto beta  = 2.0f;
640
    p.add_instruction(migraphx::op::dot{alpha, beta}, t0, t1);
641
642
643
644
645
    auto prog = migraphx::parse_onnx("gemm_test.onnx");

    EXPECT(p == prog);
}

646
647
648
TEST_CASE(gemm_ex)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
649
650
651
652
653
654
    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, 7}});
    auto t0    = p.add_instruction(migraphx::op::transpose{{0, 1, 3, 2}}, l0);
    auto alpha = 0.5f;
    auto beta  = 0.8f;
655
    p.add_instruction(migraphx::op::dot{alpha, beta}, t0, l1, l2);
656
657
658
659
660
    auto prog = migraphx::parse_onnx("gemm_test_ex.onnx");

    EXPECT(p == prog);
}

661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
TEST_CASE(gemm_ex_brcst)
{
    migraphx::program p;
    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);
    auto prog = migraphx::parse_onnx("gemm_test_ex1.onnx");

    EXPECT(p == prog);
}

TEST_CASE(matmul_vv)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
681
682
    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}});
683
684
685
686
687
688
689
690
691
692
693
694
695
696
    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);

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

    EXPECT(p == prog);
}

TEST_CASE(matmul_vm)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
697
698
    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}});
699
700
701
702
703
704
705
706
707
708
709
710
    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);

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

    EXPECT(p == prog);
}

TEST_CASE(matmul_vbm)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
711
712
713
    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);
714
715
716
717
718
719
720
721
722
723
724
725
726
727
    auto bsl0 = p.add_instruction(migraphx::op::multibroadcast{{5, 1, 7}}, sl0);
    std::cout << "ONNX_TEST" << std::endl;
    auto res = p.add_instruction(migraphx::op::dot{1.0f, 0.0f}, bsl0, l1);
    std::cout << "After Dot" << std::endl;
    p.add_instruction(migraphx::op::squeeze{{1}}, res);

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

    EXPECT(p == prog);
}

TEST_CASE(matmul_mv)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
728
729
    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}});
730
731
732
733
734
735
736
737
738
739
740
741
    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);

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

    EXPECT(p == prog);
}

TEST_CASE(matmul_bmv)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
742
743
744
    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);
745
    auto bsl1 = p.add_instruction(migraphx::op::multibroadcast{{3, 7, 1}}, sl1);
Shucai Xiao's avatar
Shucai Xiao committed
746
    auto res  = p.add_instruction(migraphx::op::dot{1.0f, 0.0f}, l0, bsl1);
747
748
749
750
751
752
753
754
755
756
    p.add_instruction(migraphx::op::squeeze{{2}}, res);

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

    EXPECT(p == prog);
}

TEST_CASE(matmul_bmbm)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
757
758
    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}});
759
760
761
762
763
764
765
766
767
    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);

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

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
768
TEST_CASE(add_scalar_test)
769
770
771
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
Khalique's avatar
Khalique committed
772
    auto l1 = p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::float_type}, {1}});
Khalique's avatar
Khalique committed
773
774
    auto m0 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l0);
    auto m1 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
775
776
777
778
779
780
    p.add_instruction(migraphx::op::add{}, m0, m1);
    auto prog = migraphx::parse_onnx("add_scalar_test.onnx");

    EXPECT(p == prog);
}

781
782
783
784
785
786
787
788
789
790
791
792
793
794
TEST_CASE(sub_scalar_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 3, 4, 5}});
    auto l1 =
        p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::float_type, {1}}, {1}});
    auto m0 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l0);
    auto m1 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
    p.add_instruction(migraphx::op::sub{}, m0, m1);
    auto prog = migraphx::parse_onnx("sub_scalar_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
795
796
797
798
799
800
801
802
TEST_CASE(group_conv_test)
{
    migraphx::program p;
    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);
803
804
805
    auto prog = migraphx::parse_onnx("group_conv_test.onnx");

    EXPECT(p == prog);
Khalique's avatar
Khalique committed
806
807
}

Khalique's avatar
Khalique committed
808
809
810
811
TEST_CASE(pad_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 2}});
Khalique's avatar
Khalique committed
812
    p.add_instruction(migraphx::op::pad{{1, 1, 1, 1}}, l0);
813
814
815
    auto prog = migraphx::parse_onnx("pad_test.onnx");

    EXPECT(p == prog);
Khalique's avatar
Khalique committed
816
817
}

Khalique's avatar
Khalique committed
818
819
820
821
822
TEST_CASE(lrn_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 28, 24, 24}});
    migraphx::op::lrn op;
Khalique's avatar
Khalique committed
823
    op.size  = 5;
Khalique's avatar
Khalique committed
824
    op.alpha = 0.0001;
Khalique's avatar
Khalique committed
825
826
    op.beta  = 0.75;
    op.bias  = 1.0;
Khalique's avatar
Khalique committed
827
    p.add_instruction(op, l0);
828
829
830
831
832
833
834
    auto prog = migraphx::parse_onnx("lrn_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(add_fp16_test)
{
Khalique's avatar
Khalique committed
835
836
837
838
839
    migraphx::program p;
    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}});
840
841
842
843
    p.add_instruction(migraphx::op::add{}, l0, l1);
    auto prog = migraphx::parse_onnx("add_fp16_test.onnx");

    EXPECT(p == prog);
Khalique's avatar
Khalique committed
844
845
}

846
847
848
TEST_CASE(logsoftmax)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
849
    auto l0  = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
850
851
852
853
854
855
856
    int axis = 1;
    p.add_instruction(migraphx::op::logsoftmax{axis}, l0);
    auto prog = migraphx::parse_onnx("logsoftmax_test.onnx");

    EXPECT(p == prog);
}

857
858
859
TEST_CASE(argmax)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
860
    auto l0  = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
861
862
    auto ins = p.add_instruction(migraphx::op::argmax{2}, l0);
    p.add_instruction(migraphx::op::squeeze{{2}}, ins);
863
864
865
866
867
868
869
870
    auto prog = migraphx::parse_onnx("argmax_test.onnx");

    EXPECT(p == prog);
}

TEST_CASE(argmin)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
871
    auto l0  = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
872
873
    auto ins = p.add_instruction(migraphx::op::argmin{3}, l0);
    p.add_instruction(migraphx::op::squeeze{{3}}, ins);
874
875
876
877
878
    auto prog = migraphx::parse_onnx("argmin_test.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
879
880
881
882
883
884
885
886
887
888
TEST_CASE(no_pad_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 2}});
    p.add_instruction(migraphx::op::identity{}, l0);
    auto prog = migraphx::parse_onnx("no_pad_test.onnx");

    EXPECT(p == prog);
}

889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
TEST_CASE(reducesum_test1)
{
    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_sum{{2}}, l0);
    p.add_instruction(migraphx::op::squeeze{{2}}, l1);
    auto prog = migraphx::parse_onnx("reducesum_test1.onnx");

    EXPECT(p == prog);
}

TEST_CASE(reducesum_test2)
{
    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_sum{{2, 3}}, l0);
    p.add_instruction(migraphx::op::squeeze{{2, 3}}, l1);
    auto prog = migraphx::parse_onnx("reducesum_test2.onnx");

    EXPECT(p == prog);
}

TEST_CASE(reducesum_test3)
{
    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_sum{{2, 3}}, l0);
    auto prog = migraphx::parse_onnx("reducesum_test3.onnx");

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
921
922
923
924
925
926
927
928
929
930
931
932
933
934
TEST_CASE(reducemean_test1)
{
    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_mean{{2, 3}}, l0);
    p.add_instruction(migraphx::op::squeeze{{2, 3}}, l1);
    auto prog = migraphx::parse_onnx("reducemean_test1.onnx");

    EXPECT(p == prog);
}

TEST_CASE(reducemean_test2)
{
    migraphx::program p;
Shucai Xiao's avatar
Shucai Xiao committed
935
    auto l0 = p.add_parameter("x", migraphx::shape{migraphx::shape::float_type, {3, 4, 5, 6}});
Shucai Xiao's avatar
Shucai Xiao committed
936
    p.add_instruction(migraphx::op::reduce_mean{{2}}, l0);
Shucai Xiao's avatar
Shucai Xiao committed
937
938
939
940
941
    auto prog = migraphx::parse_onnx("reducemean_test2.onnx");

    EXPECT(p == prog);
}

Khalique's avatar
Khalique committed
942
943
944
945
TEST_CASE(clip_test)
{
    migraphx::program p;
    auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {3}});
946
    p.add_instruction(migraphx::op::clip{6.0, 0.0}, l0);
Khalique's avatar
Khalique committed
947
948
949
950
951
    auto prog = migraphx::parse_onnx("clip_test.onnx");

    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
TEST_CASE(implicit_pow_bcast_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, {3, 4, 1}});
    auto l2 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l0);
    auto l3 = p.add_instruction(migraphx::op::multibroadcast{{2, 3, 4, 5}}, l1);
    p.add_instruction(migraphx::op::pow{}, l2, l3);

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

    EXPECT(p == prog);
}

TEST_CASE(pow_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, {2, 3, 4, 5}});
    p.add_instruction(migraphx::op::pow{}, l0, l1);

    auto prog = migraphx::parse_onnx("pow_bcast_test1.onnx");

    EXPECT(p == prog);
}

978
979
980
981
982
983
984
985
986
987
TEST_CASE(cast_test)
{
    migraphx::program p;
    auto l = p.add_parameter("x", migraphx::shape{migraphx::shape::half_type, {10}});
    p.add_instruction(migraphx::op::convert{migraphx::shape::float_type}, l);

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

Shucai Xiao's avatar
Shucai Xiao committed
988
TEST_CASE(const_of_shape_float)
989
990
991
992
993
994
995
996
997
998
999
1000
{
    migraphx::program p;
    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));

    auto prog = migraphx::parse_onnx("const_of_shape1.onnx");
    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1001
TEST_CASE(const_of_shape_int64)
1002
1003
1004
1005
1006
{
    migraphx::program p;
    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});
Shucai Xiao's avatar
Shucai Xiao committed
1007
    std::vector<int64_t> vec(s.elements(), 10);
1008
1009
1010
1011
1012
1013
    p.add_literal(migraphx::literal(s, vec));

    auto prog = migraphx::parse_onnx("const_of_shape2.onnx");
    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1014
TEST_CASE(const_of_shape_no_value_attr)
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
{
    migraphx::program p;
    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));

    auto prog = migraphx::parse_onnx("const_of_shape3.onnx");
    EXPECT(p == prog);
}

Shucai Xiao's avatar
Shucai Xiao committed
1027
TEST_CASE(const_of_shape_empty_input)
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
{
    migraphx::program p;
    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));

    auto prog = migraphx::parse_onnx("const_of_shape4.onnx");
    EXPECT(p == prog);
}

TEST_CASE(expand_test)
{
    migraphx::program p;
    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);

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

Khalique's avatar
Khalique committed
1052
int main(int argc, const char* argv[]) { test::run(argc, argv); }