cpu_ops_test.cpp 63.5 KB
Newer Older
1
2
#include <iostream>
#include <vector>
Paul's avatar
Paul committed
3
4
5
6
7
#include <migraphx/literal.hpp>
#include <migraphx/operators.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/cpu/target.hpp>
#include <migraphx/verify.hpp>
8
#include "test.hpp"
Scott Thornton's avatar
Scott Thornton committed
9

Khalique's avatar
Khalique committed
10
float sigmoid(float x) { return 1 / (1 + expf(-x)); }
Khalique's avatar
Khalique committed
11

Khalique's avatar
Khalique committed
12
float elu(float a, float x) { return x > 0 ? x : a * std::expm1(x); }
Khalique's avatar
Khalique committed
13

Paul's avatar
Paul committed
14
TEST_CASE(slice_test)
Scott Thornton's avatar
Scott Thornton committed
15
{
Scott Thornton's avatar
Scott Thornton committed
16
    {
Paul's avatar
Paul committed
17
        migraphx::program p;
Scott Thornton's avatar
Scott Thornton committed
18
19
        std::vector<int> data(2 * 2 * 3);
        std::iota(data.begin(), data.end(), 0);
Paul's avatar
Paul committed
20
21
22
23
        migraphx::shape s{migraphx::shape::int32_type, {2, 2, 3}};
        auto l0 = p.add_literal(migraphx::literal{s, data});
        p.add_instruction(migraphx::op::slice{{2}, {1}, {3}}, l0);
        migraphx::shape s2{migraphx::shape::int32_type, {2, 2, 2}, {6, 3, 1}};
Scott Thornton's avatar
Scott Thornton committed
24
        EXPECT(p.get_shape() == s2);
Paul's avatar
Paul committed
25
26
        p.compile(migraphx::cpu::target{});
        migraphx::shape sresult{migraphx::shape::int32_type, {2, 2, 2}, {4, 2, 1}};
Scott Thornton's avatar
Scott Thornton committed
27
28
29
30
        auto result           = p.eval({});
        std::vector<int> gold = {1, 2, 4, 5, 7, 8, 10, 11};
        std::vector<int> results_vector(2 * 2 * 2);
        result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
31
        EXPECT(migraphx::verify_range(results_vector, gold));
Scott Thornton's avatar
Scott Thornton committed
32
33
34
        EXPECT(result.get_shape() == sresult);
    }
    {
Paul's avatar
Paul committed
35
        migraphx::program p;
Scott Thornton's avatar
Scott Thornton committed
36
37
        std::vector<int> data(2 * 2 * 3);
        std::iota(data.begin(), data.end(), 0);
Paul's avatar
Paul committed
38
39
40
41
        migraphx::shape s{migraphx::shape::int32_type, {2, 2, 3}};
        auto l0 = p.add_literal(migraphx::literal{s, data});
        p.add_instruction(migraphx::op::slice{{0, 1, 2}, {0, 0, 0}, {2, 2, 2}}, l0);
        migraphx::shape s2{migraphx::shape::int32_type, {2, 2, 2}, {6, 3, 1}};
Scott Thornton's avatar
Scott Thornton committed
42
        EXPECT(p.get_shape() == s2);
Paul's avatar
Paul committed
43
44
        p.compile(migraphx::cpu::target{});
        migraphx::shape sresult{migraphx::shape::int32_type, {2, 2, 2}, {4, 2, 1}};
Scott Thornton's avatar
Scott Thornton committed
45
46
47
48
        auto result           = p.eval({});
        std::vector<int> gold = {0, 1, 3, 4, 6, 7, 9, 10};
        std::vector<int> results_vector(2 * 2 * 2);
        result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
49
        EXPECT(migraphx::verify_range(results_vector, gold));
Scott Thornton's avatar
Scott Thornton committed
50
51
        EXPECT(result.get_shape() == sresult);
    }
52
53
}

Paul's avatar
Paul committed
54
TEST_CASE(concat_test)
55
{
Scott Thornton's avatar
Scott Thornton committed
56
    {
Paul's avatar
Paul committed
57
        migraphx::program p;
Scott Thornton's avatar
Scott Thornton committed
58
59
60
61
        std::size_t axis       = 1;
        std::vector<int> data0 = {0, 1, 5, 6};
        std::vector<int> data1 = {2, 3, 4, 7, 8, 9};
        std::vector<int> data2 = {10, 20};
Paul's avatar
Paul committed
62
63
64
65
66
67
68
69
        migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
        migraphx::shape s1{migraphx::shape::int32_type, {2, 3}};
        migraphx::shape s2{migraphx::shape::int32_type, {2, 1}};
        auto l0 = p.add_literal(migraphx::literal{s0, data0});
        auto l1 = p.add_literal(migraphx::literal{s1, data1});
        auto l2 = p.add_literal(migraphx::literal{s2, data2});
        p.add_instruction(migraphx::op::concat{axis}, l0, l1, l2);
        p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
70
        auto result           = p.eval({});
Scott Thornton's avatar
Scott Thornton committed
71
        std::vector<int> gold = {0, 1, 2, 3, 4, 10, 5, 6, 7, 8, 9, 20};
Scott Thornton's avatar
Scott Thornton committed
72
        std::vector<int> results_vector(2 * 6);
Scott Thornton's avatar
Scott Thornton committed
73
        result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
74
75
        EXPECT(migraphx::verify_range(results_vector, gold));
        EXPECT(migraphx::verify_range(result.get_shape().lens(), std::vector<std::size_t>({2, 6})));
Scott Thornton's avatar
Scott Thornton committed
76
        EXPECT(
Paul's avatar
Paul committed
77
            migraphx::verify_range(result.get_shape().strides(), std::vector<std::size_t>({6, 1})));
Scott Thornton's avatar
Scott Thornton committed
78
79
    }
    {
Paul's avatar
Paul committed
80
        migraphx::program p;
Scott Thornton's avatar
Scott Thornton committed
81
82
83
84
        std::size_t axis       = 0;
        std::vector<int> data0 = {0, 1, 2, 3};
        std::vector<int> data1 = {4, 5, 6, 7, 8, 9};
        std::vector<int> data2 = {10, 11};
Paul's avatar
Paul committed
85
86
87
88
89
90
91
92
        migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
        migraphx::shape s1{migraphx::shape::int32_type, {3, 2}};
        migraphx::shape s2{migraphx::shape::int32_type, {1, 2}};
        auto l0 = p.add_literal(migraphx::literal{s0, data0});
        auto l1 = p.add_literal(migraphx::literal{s1, data1});
        auto l2 = p.add_literal(migraphx::literal{s2, data2});
        p.add_instruction(migraphx::op::concat{axis}, l0, l1, l2);
        p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
93
        auto result           = p.eval({});
Scott Thornton's avatar
Scott Thornton committed
94
        std::vector<int> gold = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11};
Scott Thornton's avatar
Scott Thornton committed
95
        std::vector<int> results_vector(6 * 2);
Scott Thornton's avatar
Scott Thornton committed
96
        result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
97
98
        EXPECT(migraphx::verify_range(results_vector, gold));
        EXPECT(migraphx::verify_range(result.get_shape().lens(), std::vector<std::size_t>({6, 2})));
Scott Thornton's avatar
Scott Thornton committed
99
        EXPECT(
Paul's avatar
Paul committed
100
            migraphx::verify_range(result.get_shape().strides(), std::vector<std::size_t>({2, 1})));
Scott Thornton's avatar
Scott Thornton committed
101
    }
102
103
}

104
105
106
107
108
109
110
111
112
113
114
TEST_CASE(gather_test)
{
    {
        migraphx::program p;

        std::vector<float> data(3 * 3);
        std::iota(data.begin(), data.end(), 0.5);
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
        auto a0 = p.add_literal(migraphx::literal{s, data});
        migraphx::shape s_indices{migraphx::shape::int32_type, {1, 2}};
        std::vector<int> indices{0, 2};
Shucai Xiao's avatar
Shucai Xiao committed
115
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
116
        int axis = 0;
117
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
118
119
120
        p.compile(migraphx::cpu::target{});
        auto result = p.eval({});
        std::vector<float> res_data(4 * 5);
121
        std::vector<float> golden = {0.5f, 1.5f, 2.5f, 6.5f, 7.5f, 8.5f};
122
123
124
125
126
127
128
129
130
131
132
133
134
        result.visit([&](auto output) { res_data.assign(output.begin(), output.end()); });
        EXPECT(migraphx::verify_range(res_data, golden));
    }

    {
        migraphx::program p;

        std::vector<float> data(3 * 3);
        std::iota(data.begin(), data.end(), 0.5);
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
        auto a0 = p.add_literal(migraphx::literal{s, data});
        migraphx::shape s_indices{migraphx::shape::int32_type, {1, 2}};
        std::vector<int> indices{0, 2};
Shucai Xiao's avatar
Shucai Xiao committed
135
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
136
        int axis = 1;
137
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
138
139
140
        p.compile(migraphx::cpu::target{});
        auto result = p.eval({});
        std::vector<float> res_data(4 * 5);
141
        std::vector<float> golden = {0.5f, 2.5f, 3.5f, 5.5f, 6.5f, 8.5f};
142
143
144
        result.visit([&](auto output) { res_data.assign(output.begin(), output.end()); });
        EXPECT(migraphx::verify_range(res_data, golden));
    }
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164

    {
        migraphx::program p;

        std::vector<float> data(3 * 3);
        std::iota(data.begin(), data.end(), 0.5);
        migraphx::shape s{migraphx::shape::float_type, {3, 3}};
        auto a0 = p.add_literal(migraphx::literal{s, data});
        migraphx::shape s_indices{migraphx::shape::int32_type, {1, 2}};
        std::vector<int> indices{0, 2};
        auto a1  = p.add_literal(migraphx::literal{s_indices, indices});
        int axis = -1;
        p.add_instruction(migraphx::op::gather{axis}, a0, a1);
        p.compile(migraphx::cpu::target{});
        auto result = p.eval({});
        std::vector<float> res_data(4 * 5);
        std::vector<float> golden = {0.5f, 2.5f, 3.5f, 5.5f, 6.5f, 8.5f};
        result.visit([&](auto output) { res_data.assign(output.begin(), output.end()); });
        EXPECT(migraphx::verify_range(res_data, golden));
    }
165
166
}

Paul's avatar
Paul committed
167
TEST_CASE(squeeze_test)
Scott Thornton's avatar
Scott Thornton committed
168
{
169
    {
Paul's avatar
Paul committed
170
        migraphx::program p;
Scott Thornton's avatar
Scott Thornton committed
171
        std::vector<float> data(4 * 3 * 3);
Paul's avatar
Paul committed
172
173
174
175
176
        migraphx::shape s1{migraphx::shape::float_type, {4, 1, 3, 1, 3}};
        migraphx::shape s2{migraphx::shape::float_type, {4, 3, 1, 3}};
        auto l0 = p.add_literal(migraphx::literal{s1, data});
        p.add_instruction(migraphx::op::squeeze{{1}}, l0);
        p.compile(migraphx::cpu::target{});
177
        auto result = p.eval({});
Scott Thornton's avatar
Scott Thornton committed
178
        EXPECT(result.get_shape() == s2);
179
180
    }
    {
Paul's avatar
Paul committed
181
        migraphx::program p;
Scott Thornton's avatar
Scott Thornton committed
182
        std::vector<float> data(4 * 3 * 3);
Paul's avatar
Paul committed
183
184
185
186
187
        migraphx::shape s1{migraphx::shape::float_type, {4, 1, 3, 1, 3}};
        migraphx::shape s2{migraphx::shape::float_type, {4, 1, 3, 3}};
        auto l0 = p.add_literal(migraphx::literal{s1, data});
        p.add_instruction(migraphx::op::squeeze{{3}}, l0);
        p.compile(migraphx::cpu::target{});
188
        auto result = p.eval({});
Scott Thornton's avatar
Scott Thornton committed
189
        EXPECT(result.get_shape() == s2);
190
191
    }
    {
Paul's avatar
Paul committed
192
        migraphx::program p;
Scott Thornton's avatar
Scott Thornton committed
193
        std::vector<float> data(4 * 3 * 3);
Paul's avatar
Paul committed
194
195
196
197
198
        migraphx::shape s1{migraphx::shape::float_type, {4, 1, 3, 1, 3}};
        migraphx::shape s2{migraphx::shape::float_type, {4, 3, 3}};
        auto l0 = p.add_literal(migraphx::literal{s1, data});
        p.add_instruction(migraphx::op::squeeze{}, l0);
        p.compile(migraphx::cpu::target{});
199
        auto result = p.eval({});
Scott Thornton's avatar
Scott Thornton committed
200
        EXPECT(result.get_shape() == s2);
201
202
203
    }
}

Paul's avatar
Paul committed
204
TEST_CASE(unsqueeze_test)
Scott Thornton's avatar
Scott Thornton committed
205
{
206
    {
Paul's avatar
Paul committed
207
        migraphx::program p;
Scott Thornton's avatar
Scott Thornton committed
208
        std::vector<float> data(4 * 3 * 3);
Paul's avatar
Paul committed
209
210
211
212
213
        migraphx::shape s1{migraphx::shape::float_type, {4, 3, 3}};
        migraphx::shape s2{migraphx::shape::float_type, {4, 1, 3, 3}};
        auto l0 = p.add_literal(migraphx::literal{s1, data});
        p.add_instruction(migraphx::op::unsqueeze{{1}}, l0);
        p.compile(migraphx::cpu::target{});
214
        auto result = p.eval({});
Scott Thornton's avatar
Scott Thornton committed
215
216
        EXPECT(result.get_shape() == s2);
    }
217
    {
Paul's avatar
Paul committed
218
        migraphx::program p;
Scott Thornton's avatar
Scott Thornton committed
219
        std::vector<float> data(4 * 3 * 3);
Paul's avatar
Paul committed
220
221
222
223
224
        migraphx::shape s1{migraphx::shape::float_type, {4, 3, 3}};
        migraphx::shape s2{migraphx::shape::float_type, {4, 3, 1, 3}};
        auto l0 = p.add_literal(migraphx::literal{s1, data});
        p.add_instruction(migraphx::op::unsqueeze{{2}}, l0);
        p.compile(migraphx::cpu::target{});
225
        auto result = p.eval({});
Scott Thornton's avatar
Scott Thornton committed
226
227
        EXPECT(result.get_shape() == s2);
    }
228
229
}

Paul's avatar
Paul committed
230
TEST_CASE(globalavgpool_test)
231
{
Paul's avatar
Paul committed
232
233
234
    migraphx::program p;
    auto s     = migraphx::shape{migraphx::shape::float_type, {1, 3, 2, 2}};
    auto op    = migraphx::op::pooling{"average"};
235
    auto lens  = s.lens();
Khalique's avatar
Khalique committed
236
    op.lengths = {lens[2], lens[3]};
237
238

    std::vector<float> data{0.3, 0.2, 0.4, 0.1, 0.8, 0.5, 0.9, 0.1, 0.1, 0.7, 0.1, 0.6};
Paul's avatar
Paul committed
239
    auto l0 = p.add_literal(migraphx::literal{s, data});
240
    p.add_instruction(op, l0);
Paul's avatar
Paul committed
241
    p.compile(migraphx::cpu::target{});
242
243
244
245
246
    auto result = p.eval({});

    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold{0.25, 0.575, 0.375};
Paul's avatar
Paul committed
247
    EXPECT(migraphx::verify_range(results_vector, gold));
248
249
}

Paul's avatar
Paul committed
250
TEST_CASE(globalmaxpool_test)
251
{
Paul's avatar
Paul committed
252
253
254
    migraphx::program p;
    auto s     = migraphx::shape{migraphx::shape::float_type, {1, 3, 2, 2}};
    auto op    = migraphx::op::pooling{"max"};
255
    auto lens  = s.lens();
Khalique's avatar
Khalique committed
256
    op.lengths = {lens[2], lens[3]};
257
258

    std::vector<float> data{0.3, 0.2, 0.4, 0.1, 0.8, 0.5, 0.9, 0.1, 0.1, 0.7, 0.1, 0.6};
Paul's avatar
Paul committed
259
    auto l0 = p.add_literal(migraphx::literal{s, data});
260
    p.add_instruction(op, l0);
Paul's avatar
Paul committed
261
    p.compile(migraphx::cpu::target{});
262
263
264
265
266
    auto result = p.eval({});

    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold{0.4, 0.9, 0.7};
Paul's avatar
Paul committed
267
    EXPECT(migraphx::verify_range(results_vector, gold));
268
269
}

Paul's avatar
Paul committed
270
TEST_CASE(im2col_3x3_no_pad_identity_test)
Scott Thornton's avatar
Scott Thornton committed
271
272
273
274
275
276
277
278
279
280
281
282
{
    std::size_t f[2]    = {3, 3};
    std::size_t size[2] = {3, 3};
    std::array<std::size_t, 2> padding{{0, 0}};
    std::array<std::size_t, 2> stride{{1, 1}};
    std::array<std::size_t, 2> dilation{{1, 1}};
    std::size_t channels = 1;

    std::vector<int32_t> weights(channels * f[0] * f[1]);
    std::vector<int32_t> input(channels * size[0] * size[1]);
    std::iota(input.begin(), input.end(), 0);

Paul's avatar
Paul committed
283
284
285
286
287
288
289
    migraphx::program p;
    migraphx::shape s_image{migraphx::shape::int32_type, {1, channels, size[0], size[1]}};
    migraphx::shape s_weights{migraphx::shape::int32_type, {1, channels, f[0], f[1]}};
    auto l_image   = p.add_literal(migraphx::literal{s_image, input});
    auto l_weights = p.add_literal(migraphx::literal{s_weights, weights});
    p.add_instruction(migraphx::op::im2col{padding, stride, dilation}, l_image, l_weights);
    p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
290
291
292
293
294
295
    auto result = p.eval({});

    std::size_t col_height = (size[0] - f[0] + 2 * padding[0]) / stride[0] + 1;
    std::size_t col_width  = (size[1] - f[1] + 2 * padding[1]) / stride[1] + 1;
    std::vector<float> results_vector(channels * f[0] * f[1] * col_height * col_width);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
296
    EXPECT(migraphx::verify_range(results_vector, input));
Scott Thornton's avatar
Scott Thornton committed
297
298
}

Paul's avatar
Paul committed
299
TEST_CASE(im2col_3x3_no_pad_test)
Scott Thornton's avatar
Scott Thornton committed
300
301
302
303
304
305
306
307
308
309
310
311
{
    std::size_t f[2]    = {3, 3};
    std::size_t size[2] = {4, 4};
    std::array<std::size_t, 2> padding{{0, 0}};
    std::array<std::size_t, 2> stride{{1, 1}};
    std::array<std::size_t, 2> dilation{{1, 1}};
    std::size_t channels = 1;

    std::vector<int32_t> weights(channels * f[0] * f[1]);
    std::vector<int32_t> input(channels * size[0] * size[1]);
    std::iota(input.begin(), input.end(), 0);

Paul's avatar
Paul committed
312
313
314
315
316
317
318
    migraphx::program p;
    migraphx::shape s_image{migraphx::shape::int32_type, {1, channels, size[0], size[1]}};
    migraphx::shape s_weights{migraphx::shape::int32_type, {1, channels, f[0], f[1]}};
    auto l_image   = p.add_literal(migraphx::literal{s_image, input});
    auto l_weights = p.add_literal(migraphx::literal{s_weights, weights});
    p.add_instruction(migraphx::op::im2col{padding, stride, dilation}, l_image, l_weights);
    p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
319
320
321
322
323
324
325
326
327
    auto result = p.eval({});

    std::vector<int> correct = {0, 1, 2, 4, 5, 6,  8,  9,  10, 1, 2, 3, 5, 6,  7,  9,  10, 11,
                                4, 5, 6, 8, 9, 10, 12, 13, 14, 5, 6, 7, 9, 10, 11, 13, 14, 15};

    std::size_t col_height = (size[0] - f[0] + 2 * padding[0]) / stride[0] + 1;
    std::size_t col_width  = (size[1] - f[1] + 2 * padding[1]) / stride[1] + 1;
    std::vector<float> results_vector(channels * f[0] * f[1] * col_height * col_width);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
328
    EXPECT(migraphx::verify_range(results_vector, correct));
Scott Thornton's avatar
Scott Thornton committed
329
330
}

Paul's avatar
Paul committed
331
TEST_CASE(im2col_3x3_stride_2_no_pad_test)
Scott Thornton's avatar
Scott Thornton committed
332
333
334
335
336
337
338
339
340
341
342
343
{
    std::size_t f[2]    = {3, 3};
    std::size_t size[2] = {6, 6};
    std::array<std::size_t, 2> padding{{0, 0}};
    std::array<std::size_t, 2> stride{{2, 2}};
    std::array<std::size_t, 2> dilation{{1, 1}};
    std::size_t channels = 1;

    std::vector<int32_t> weights(channels * f[0] * f[1]);
    std::vector<int32_t> input(channels * size[0] * size[1]);
    std::iota(input.begin(), input.end(), 0);

Paul's avatar
Paul committed
344
345
346
347
348
349
350
    migraphx::program p;
    migraphx::shape s_image{migraphx::shape::int32_type, {1, channels, size[0], size[1]}};
    migraphx::shape s_weights{migraphx::shape::int32_type, {1, channels, f[0], f[1]}};
    auto l_image   = p.add_literal(migraphx::literal{s_image, input});
    auto l_weights = p.add_literal(migraphx::literal{s_weights, weights});
    p.add_instruction(migraphx::op::im2col{padding, stride, dilation}, l_image, l_weights);
    p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
351
352
353
354
355
356
357
358
359
360
    auto result = p.eval({});

    std::vector<int> correct = {0,  1,  2,  6,  7,  8,  12, 13, 14, 2,  3,  4,
                                8,  9,  10, 14, 15, 16, 12, 13, 14, 18, 19, 20,
                                24, 25, 26, 14, 15, 16, 20, 21, 22, 26, 27, 28};

    std::size_t col_height = (size[0] - f[0] + 2 * padding[0]) / stride[0] + 1;
    std::size_t col_width  = (size[1] - f[1] + 2 * padding[1]) / stride[1] + 1;
    std::vector<float> results_vector(channels * f[0] * f[1] * col_height * col_width);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
361
    EXPECT(migraphx::verify_range(results_vector, correct));
Scott Thornton's avatar
Scott Thornton committed
362
363
}

Paul's avatar
Paul committed
364
TEST_CASE(im2col_3x3_with_padding_test)
Scott Thornton's avatar
Scott Thornton committed
365
366
367
368
369
370
371
372
373
374
375
376
{
    std::size_t f[2]    = {3, 3};
    std::size_t size[2] = {2, 2};
    std::array<std::size_t, 2> padding{{1, 1}};
    std::array<std::size_t, 2> stride{{1, 1}};
    std::array<std::size_t, 2> dilation{{1, 1}};
    std::size_t channels = 1;

    std::vector<int32_t> weights(channels * f[0] * f[1]);
    std::vector<int32_t> input(channels * size[0] * size[1]);
    std::iota(input.begin(), input.end(), 0);

Paul's avatar
Paul committed
377
378
379
380
381
382
383
    migraphx::program p;
    migraphx::shape s_image{migraphx::shape::int32_type, {1, channels, size[0], size[1]}};
    migraphx::shape s_weights{migraphx::shape::int32_type, {1, channels, f[0], f[1]}};
    auto l_image   = p.add_literal(migraphx::literal{s_image, input});
    auto l_weights = p.add_literal(migraphx::literal{s_weights, weights});
    p.add_instruction(migraphx::op::im2col{padding, stride, dilation}, l_image, l_weights);
    p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
384
385
386
387
388
389
390
391
392
    auto result = p.eval({});

    std::vector<int> correct = {0, 0, 0, 0, 0, 1, 0, 2, 3, 0, 0, 0, 0, 1, 0, 2, 3, 0,
                                0, 0, 1, 0, 2, 3, 0, 0, 0, 0, 1, 0, 2, 3, 0, 0, 0, 0};

    std::size_t col_height = (size[0] - f[0] + 2 * padding[0]) / stride[0] + 1;
    std::size_t col_width  = (size[1] - f[1] + 2 * padding[1]) / stride[1] + 1;
    std::vector<float> results_vector(channels * f[0] * f[1] * col_height * col_width);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
393
    EXPECT(migraphx::verify_range(results_vector, correct));
Scott Thornton's avatar
Scott Thornton committed
394
395
}

Paul's avatar
Paul committed
396
TEST_CASE(batch_norm_inference_test)
397
{
Paul's avatar
Paul committed
398
    migraphx::program p;
Paul's avatar
Paul committed
399
400
401
402
403
404
    const size_t width       = 2;
    const size_t height      = 2;
    const size_t channels    = 4;
    const size_t batches     = 2;
    const float x_val        = 8.0;
    const float mean_val     = 2.0;
Paul's avatar
Paul committed
405
    const float variance_val = 4.0;
Paul's avatar
Paul committed
406
407
    const float scale_val    = 2.0f;
    const float bias_val     = 1.0f;
Aditya Atluri's avatar
Aditya Atluri committed
408
409
    const float output_val = scale_val * (x_val - mean_val) / (std::sqrt(variance_val)) + bias_val;

Paul's avatar
Paul committed
410
411
    migraphx::shape s{migraphx::shape::float_type, {batches, channels, height, width}};
    migraphx::shape vars{migraphx::shape::float_type, {channels}};
Aditya Atluri's avatar
Aditya Atluri committed
412
413
414
415
416
417
418
419
420
421
422
423
    std::vector<float> x_data(width * height * channels * batches);
    std::vector<float> scale_data(channels);
    std::vector<float> bias_data(channels);
    std::vector<float> mean_data(channels);
    std::vector<float> variance_data(channels);

    std::fill(x_data.begin(), x_data.end(), x_val);
    std::fill(mean_data.begin(), mean_data.end(), mean_val);
    std::fill(variance_data.begin(), variance_data.end(), variance_val);
    std::fill(scale_data.begin(), scale_data.end(), scale_val);
    std::fill(bias_data.begin(), bias_data.end(), bias_val);

Paul's avatar
Paul committed
424
425
426
427
428
    auto x        = p.add_literal(migraphx::literal{s, x_data});
    auto scale    = p.add_literal(migraphx::literal{vars, scale_data});
    auto bias     = p.add_literal(migraphx::literal{vars, bias_data});
    auto mean     = p.add_literal(migraphx::literal{vars, mean_data});
    auto variance = p.add_literal(migraphx::literal{vars, variance_data});
Aditya Atluri's avatar
Aditya Atluri committed
429

Paul's avatar
Paul committed
430
431
    p.add_instruction(migraphx::op::batch_norm_inference{}, x, scale, bias, mean, variance);
    p.compile(migraphx::cpu::target{});
432
    auto result = p.eval({});
Aditya Atluri's avatar
Aditya Atluri committed
433
434
435
436

    std::vector<float> result_vector(width * height * channels * batches);
    std::vector<float> gold(width * height * channels * batches);
    std::fill(gold.begin(), gold.end(), output_val);
Aditya Atluri's avatar
Aditya Atluri committed
437
    result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); });
Aditya Atluri's avatar
Aditya Atluri committed
438

Paul's avatar
Paul committed
439
    EXPECT(migraphx::verify_range(result_vector, gold));
440
441
}

Paul's avatar
Paul committed
442
TEST_CASE(im2col_3x3_with_channels_identity_test)
Scott Thornton's avatar
Scott Thornton committed
443
444
445
446
447
448
449
450
451
452
453
454
{
    std::size_t f[2]    = {3, 3};
    std::size_t size[2] = {3, 3};
    std::array<std::size_t, 2> padding{{0, 0}};
    std::array<std::size_t, 2> stride{{1, 1}};
    std::array<std::size_t, 2> dilation{{1, 1}};
    std::size_t channels = 2;

    std::vector<int32_t> weights(channels * f[0] * f[1]);
    std::vector<int32_t> input(channels * size[0] * size[1]);
    std::iota(input.begin(), input.end(), 0);

Paul's avatar
Paul committed
455
456
457
458
459
460
461
    migraphx::program p;
    migraphx::shape s_image{migraphx::shape::int32_type, {1, channels, size[0], size[1]}};
    migraphx::shape s_weights{migraphx::shape::int32_type, {1, channels, f[0], f[1]}};
    auto l_image   = p.add_literal(migraphx::literal{s_image, input});
    auto l_weights = p.add_literal(migraphx::literal{s_weights, weights});
    p.add_instruction(migraphx::op::im2col{padding, stride, dilation}, l_image, l_weights);
    p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
462
463
464
465
466
467
    auto result = p.eval({});

    std::size_t col_height = (size[0] - f[0] + 2 * padding[0]) / stride[0] + 1;
    std::size_t col_width  = (size[1] - f[1] + 2 * padding[1]) / stride[1] + 1;
    std::vector<float> results_vector(channels * f[0] * f[1] * col_height * col_width);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
468
    EXPECT(migraphx::verify_range(results_vector, input));
Scott Thornton's avatar
Scott Thornton committed
469
470
}

Paul's avatar
Paul committed
471
TEST_CASE(exp_test)
472
{
Paul's avatar
Paul committed
473
474
475
476
477
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l = p.add_literal(migraphx::literal{s, {-1, 0, 1}});
    p.add_instruction(migraphx::op::exp{}, l);
    p.compile(migraphx::cpu::target{});
478
479
    auto result = p.eval({});
    std::vector<float> results_vector(3);
480
481
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {0.36787944f, 1.f, 2.71828183f};
Paul's avatar
Paul committed
482
    EXPECT(migraphx::verify_range(results_vector, gold));
483
484
}

Shucai Xiao's avatar
Shucai Xiao committed
485
486
487
488
489
490
491
492
493
494
495
496
497
498
TEST_CASE(log_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l = p.add_literal(migraphx::literal{s, {1, 2, 3}});
    p.add_instruction(migraphx::op::log{}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {0.0f, 0.6931471806f, 1.0986122887f};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

Paul's avatar
Paul committed
499
TEST_CASE(sin_test)
500
{
Paul's avatar
Paul committed
501
502
503
504
505
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l = p.add_literal(migraphx::literal{s, {-1, 0, 1}});
    p.add_instruction(migraphx::op::sin{}, l);
    p.compile(migraphx::cpu::target{});
506
507
    auto result = p.eval({});
    std::vector<float> results_vector(3);
508
509
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-0.84147098f, 0.f, 0.84147098f};
Paul's avatar
Paul committed
510
    EXPECT(migraphx::verify_range(results_vector, gold));
511
512
}

Paul's avatar
Paul committed
513
TEST_CASE(cos_test)
514
{
Paul's avatar
Paul committed
515
516
517
518
519
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l = p.add_literal(migraphx::literal{s, {-1, 0, 1}});
    p.add_instruction(migraphx::op::cos{}, l);
    p.compile(migraphx::cpu::target{});
520
521
    auto result = p.eval({});
    std::vector<float> results_vector(3);
522
523
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {0.54030231f, 1.f, 0.54030231f};
Paul's avatar
Paul committed
524
    EXPECT(migraphx::verify_range(results_vector, gold));
525
526
}

Paul's avatar
Paul committed
527
TEST_CASE(tan_test)
528
{
Paul's avatar
Paul committed
529
530
531
532
533
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l = p.add_literal(migraphx::literal{s, {-1, 0, 1}});
    p.add_instruction(migraphx::op::tan{}, l);
    p.compile(migraphx::cpu::target{});
534
535
    auto result = p.eval({});
    std::vector<float> results_vector(3);
536
537
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-1.55740772f, 0.0f, 1.55740772f};
Paul's avatar
Paul committed
538
    EXPECT(migraphx::verify_range(results_vector, gold));
539
540
}

541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
TEST_CASE(asin_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    std::vector<float> data{-0.5f, 0.0f, 0.9f};
    auto l = p.add_literal(migraphx::literal{s, data});
    p.add_instruction(migraphx::op::asin{}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-0.5235987756f, 0.f, 1.119769515};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

TEST_CASE(acos_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::double_type, {3}};
    std::vector<float> data{-0.8f, 0.0f, 1.0f};
    auto l = p.add_literal(migraphx::literal{s, data});
    p.add_instruction(migraphx::op::acos{}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {2.4980915448f, 1.5707963268f, 0.0f};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

TEST_CASE(atan_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::double_type, {3}};
    auto l = p.add_literal(migraphx::literal{s, {-1, 0, 1}});
    p.add_instruction(migraphx::op::atan{}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-0.7853981634f, 0.0f, 0.7853981634f};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

Paul's avatar
Paul committed
585
TEST_CASE(add_test)
586
{
Paul's avatar
Paul committed
587
588
589
590
591
592
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l1 = p.add_literal(migraphx::literal{s, {-1, 0, 1}});
    auto l2 = p.add_literal(migraphx::literal{s, {1, 2, 3}});
    p.add_instruction(migraphx::op::add{}, l1, l2);
    p.compile(migraphx::cpu::target{});
593
594
595
596
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {0, 2, 4};
Paul's avatar
Paul committed
597
    EXPECT(migraphx::verify_range(results_vector, gold));
598
599
}

Paul's avatar
Paul committed
600
TEST_CASE(broadcast_test)
601
{
Paul's avatar
Paul committed
602
603
    migraphx::program p;
    migraphx::shape a_shape{migraphx::shape::int32_type, {2, 2}};
604
    std::vector<int32_t> a_data{0, 0, 0, 0};
Paul's avatar
Paul committed
605
    migraphx::shape b_shape{migraphx::shape::int32_type, {2}};
606
    std::vector<int32_t> b_data{-2, -3};
607
    uint64_t axis = 0;
Paul's avatar
Paul committed
608
609
610
611
    auto l1       = p.add_literal(migraphx::literal{a_shape, a_data});
    auto l2       = p.add_literal(migraphx::literal{b_shape, b_data});
    p.add_instruction(migraphx::op::broadcast{axis, l1->get_shape()}, l2);
    p.compile(migraphx::cpu::target{});
612
    auto result = p.eval({});
Paul's avatar
Paul committed
613
    auto output = result.get<int32_t>();
Paul's avatar
Paul committed
614
615
616
617
    EXPECT(output(0, 0) == -2);
    EXPECT(output(0, 1) == -2);
    EXPECT(output(1, 0) == -3);
    EXPECT(output(1, 1) == -3);
618
}
Paul's avatar
Paul committed
619
TEST_CASE(add_broadcast_test)
620
{
621
    {
Paul's avatar
Paul committed
622
623
        migraphx::program p;
        migraphx::shape a_shape{migraphx::shape::float_type, {2, 2, 3}};
624
        std::vector<float> a_data{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11};
Paul's avatar
Paul committed
625
        migraphx::shape b_shape{migraphx::shape::float_type, {2, 2}};
626
627
        std::vector<float> b_data{0, -1, -2, -3};
        uint64_t axis = 0;
Paul's avatar
Paul committed
628
629
630
631
632
        auto l1       = p.add_literal(migraphx::literal{a_shape, a_data});
        auto l2       = p.add_literal(migraphx::literal{b_shape, b_data});
        auto l3       = p.add_instruction(migraphx::op::broadcast{axis, l1->get_shape()}, l2);
        p.add_instruction(migraphx::op::add{}, l1, l3);
        p.compile(migraphx::cpu::target{});
633
634
635
636
637
        auto result = p.eval({});
        EXPECT(result.get_shape().packed());
        std::vector<float> results_vector(12);
        result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
        std::vector<float> gold = {0, 1, 2, 2, 3, 4, 4, 5, 6, 6, 7, 8};
Paul's avatar
Paul committed
638
        EXPECT(migraphx::verify_range(results_vector, gold));
639
640
    }
    {
Paul's avatar
Paul committed
641
642
        migraphx::program p;
        migraphx::shape a_shape{migraphx::shape::float_type, {2, 2, 3}};
643
        std::vector<float> a_data{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11};
Paul's avatar
Paul committed
644
        migraphx::shape b_shape{migraphx::shape::float_type, {2, 2, 1}};
645
        std::vector<float> b_data{0, -1, -2, -3};
Paul's avatar
Paul committed
646
647
648
649
650
651
        auto l1 = p.add_literal(migraphx::literal{a_shape, a_data});
        auto l2 = p.add_literal(migraphx::literal{b_shape, b_data});
        auto l3 = p.add_instruction(migraphx::op::multibroadcast{{2, 2, 3}}, l1);
        auto l4 = p.add_instruction(migraphx::op::multibroadcast{{2, 2, 3}}, l2);
        p.add_instruction(migraphx::op::add{}, l3, l4);
        p.compile(migraphx::cpu::target{});
652
653
654
655
656
        auto result = p.eval({});
        EXPECT(result.get_shape().packed());
        std::vector<float> results_vector(12);
        result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
        std::vector<float> gold = {0, 1, 2, 2, 3, 4, 4, 5, 6, 6, 7, 8};
Paul's avatar
Paul committed
657
        EXPECT(migraphx::verify_range(results_vector, gold));
658
    }
659
660
}

Paul's avatar
Paul committed
661
TEST_CASE(sub_test)
662
{
Paul's avatar
Paul committed
663
664
665
666
667
668
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l1 = p.add_literal(migraphx::literal{s, {-1, 0, 1}});
    auto l2 = p.add_literal(migraphx::literal{s, {1, 2, 3}});
    p.add_instruction(migraphx::op::sub{}, l1, l2);
    p.compile(migraphx::cpu::target{});
669
670
671
672
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-2, -2, -2};
Paul's avatar
Paul committed
673
    EXPECT(migraphx::verify_range(results_vector, gold));
674
675
}

Paul's avatar
Paul committed
676
TEST_CASE(mul_test)
677
{
Paul's avatar
Paul committed
678
679
680
681
682
683
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l1 = p.add_literal(migraphx::literal{s, {-1, 0, 1}});
    auto l2 = p.add_literal(migraphx::literal{s, {1, 2, 3}});
    p.add_instruction(migraphx::op::mul{}, l1, l2);
    p.compile(migraphx::cpu::target{});
684
685
686
687
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-1, 0, 3};
Paul's avatar
Paul committed
688
    EXPECT(migraphx::verify_range(results_vector, gold));
689
690
}

Paul's avatar
Paul committed
691
TEST_CASE(div_test)
692
{
Paul's avatar
Paul committed
693
694
695
696
697
698
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l1 = p.add_literal(migraphx::literal{s, {-1.0f, 0.5f, 1.0f}});
    auto l2 = p.add_literal(migraphx::literal{s, {1.0f, 2.0f, 4.0f}});
    p.add_instruction(migraphx::op::div{}, l1, l2);
    p.compile(migraphx::cpu::target{});
699
700
701
702
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-1.f, 0.25f, 0.25f};
Paul's avatar
Paul committed
703
    EXPECT(migraphx::verify_range(results_vector, gold));
704
705
}

Paul's avatar
Paul committed
706
TEST_CASE(relu_test)
Khalique's avatar
Khalique committed
707
{
Paul's avatar
Paul committed
708
709
710
711
712
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l = p.add_literal(migraphx::literal{s, {-1.f, 0.f, 1.f}});
    p.add_instruction(migraphx::op::relu{}, l);
    p.compile(migraphx::cpu::target{});
Khalique's avatar
Khalique committed
713
714
715
716
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {0.f, 0.f, 1.f};
Paul's avatar
Paul committed
717
    EXPECT(migraphx::verify_range(results_vector, gold));
Khalique's avatar
Khalique committed
718
719
}

Paul's avatar
Paul committed
720
TEST_CASE(leaky_relu_test)
Khalique's avatar
Khalique committed
721
{
Paul's avatar
Paul committed
722
723
724
725
726
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
    auto l = p.add_literal(migraphx::literal{s, {-1.f, 0.f, 1.f}});
    p.add_instruction(migraphx::op::leaky_relu{0.01}, l);
    p.compile(migraphx::cpu::target{});
Khalique's avatar
Khalique committed
727
728
729
730
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-0.01f, 0.f, 1.f};
Paul's avatar
Paul committed
731
    EXPECT(migraphx::verify_range(results_vector, gold));
Khalique's avatar
Khalique committed
732
733
}

Paul's avatar
Paul committed
734
TEST_CASE(imagescaler_test)
Khalique's avatar
Khalique committed
735
{
Paul's avatar
Paul committed
736
737
738
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {1, 3, 2, 2}};
    auto img           = p.add_literal(migraphx::literal{s,
Paul's avatar
Paul committed
739
740
741
742
743
744
745
746
747
748
749
750
751
752
                                               {0.2,
                                                0.3,
                                                0.5,
                                                0.4,

                                                0.7,
                                                0.8,
                                                0.1,
                                                0.9,

                                                0.15,
                                                0.25,
                                                0.35,
                                                0.45}});
Khalique's avatar
Khalique committed
753
    auto scale_val     = p.add_literal(2.f);
Paul's avatar
Paul committed
754
755
    auto scaled_tensor = p.add_instruction(migraphx::op::scalar{s}, scale_val);
    auto img_scaled    = p.add_instruction(migraphx::op::mul{}, img, scaled_tensor);
Khalique's avatar
Khalique committed
756
    auto bias_vals     = p.add_literal(
Paul's avatar
Paul committed
757
758
759
760
        migraphx::literal{migraphx::shape{migraphx::shape::float_type, {3}}, {0.01, 0.02, 0.03}});
    auto bias_bcast = p.add_instruction(migraphx::op::broadcast{1, s}, bias_vals);
    p.add_instruction(migraphx::op::add{}, img_scaled, bias_bcast);
    p.compile(migraphx::cpu::target{});
Khalique's avatar
Khalique committed
761
762
763
    auto result = p.eval({});
    std::vector<float> results_vector(12);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Khalique's avatar
Khalique committed
764
765
766
767
768
769
770
771
772
773
774
775
776
777
    std::vector<float> gold = {0.41,
                               0.61,
                               1.01,
                               0.81,

                               1.42,
                               1.62,
                               0.22,
                               1.82,

                               0.33,
                               0.53,
                               0.73,
                               0.93};
Paul's avatar
Paul committed
778
    EXPECT(migraphx::verify_range(results_vector, gold));
Khalique's avatar
Khalique committed
779
780
}

Paul's avatar
Paul committed
781
TEST_CASE(reshape_test)
782
{
Paul's avatar
Paul committed
783
    migraphx::shape a_shape{migraphx::shape::float_type, {24, 1, 1, 1}};
784
785
786
    std::vector<float> data(24);
    std::iota(data.begin(), data.end(), -3);
    {
Paul's avatar
Paul committed
787
788
        migraphx::program p;
        auto l                         = p.add_literal(migraphx::literal{a_shape, data});
789
        std::vector<int64_t> new_shape = {8, 3, 1, 1};
Paul's avatar
Paul committed
790
791
        p.add_instruction(migraphx::op::reshape{new_shape}, l);
        p.compile(migraphx::cpu::target{});
792
793
        auto result = p.eval({});
        std::vector<float> results_vector(3);
794
        result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
795
        EXPECT(migraphx::verify_range(results_vector, data));
796
797
    }
    {
Paul's avatar
Paul committed
798
799
        migraphx::program p;
        auto l                         = p.add_literal(migraphx::literal{a_shape, data});
800
        std::vector<int64_t> new_shape = {1, 3, 4, 2};
Paul's avatar
Paul committed
801
802
        p.add_instruction(migraphx::op::reshape{new_shape}, l);
        p.compile(migraphx::cpu::target{});
803
804
        auto result = p.eval({});
        std::vector<float> results_vector(3);
805
        result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
806
        EXPECT(migraphx::verify_range(results_vector, data));
807
808
    }
    {
Paul's avatar
Paul committed
809
810
        migraphx::program p;
        auto l                         = p.add_literal(migraphx::literal{a_shape, data});
811
        std::vector<int64_t> new_shape = {1, 3, 4, 2};
Paul's avatar
Paul committed
812
813
        p.add_instruction(migraphx::op::reshape{new_shape}, l);
        p.compile(migraphx::cpu::target{});
814
815
        auto result = p.eval({});
        std::vector<float> results_vector(3);
816
        result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
817
        EXPECT(migraphx::verify_range(results_vector, data));
818
819
820
    }
}

Paul's avatar
Paul committed
821
template <class T>
822
823
void gemm_test()
{
Paul's avatar
Paul committed
824
    migraphx::program p;
Paul's avatar
Paul committed
825
    std::vector<T> a     = {-0.00925222, 0.56250403, 0.70107397,  0.75402161,  -0.505885,
Paul's avatar
Paul committed
826
827
828
                        1.33628943,  -0.11413,   -0.31270559, 1.59336732,  -0.19361027,
                        -0.91620867, 0.40108416, -0.06969921, 0.68483471,  -0.39906632,
                        -1.66423624, 0.69040076, -1.31490171, -0.11282616, -0.79391814};
Paul's avatar
Paul committed
829
    std::vector<float> b = {6.09568541e-01,
Paul's avatar
Paul committed
830
831
832
833
834
835
836
837
838
839
840
841
842
843
                            -6.10527007e-01,
                            3.66646462e-01,
                            1.18951101e-01,
                            5.58777432e-01,
                            -3.21296298e-01,
                            -5.95997198e-01,
                            -5.01425721e-01,
                            -2.84606807e-01,
                            -5.73673557e-01,
                            -8.99430260e-01,
                            -4.25103093e-01,
                            1.53027987e+00,
                            -3.81407415e-04,
                            -3.29650255e-01};
Paul's avatar
Paul committed
844
    std::vector<float> c = {-1.56327541e+00,
Paul's avatar
Paul committed
845
846
847
848
849
850
851
852
853
854
855
                            -7.09570140e-01,
                            -5.37424982e-01,
                            -2.22994831e-01,
                            -2.15586437e+00,
                            2.09177941e-03,
                            -1.47279677e+00,
                            2.02627040e-01,
                            -6.04527691e-01,
                            -1.29885596e+00,
                            2.16294914e+00,
                            -1.48101497e-01};
Paul's avatar
Paul committed
856
857
858
859
860
861
    migraphx::shape a_shape{migraphx::shape::get_type<T>{}, {4, 5}};
    auto al = p.add_literal(migraphx::literal{a_shape, a});
    migraphx::shape b_shape{migraphx::shape::get_type<T>{}, {5, 3}};
    auto bl = p.add_literal(migraphx::literal{b_shape, b});
    p.add_instruction(migraphx::op::dot{}, al, bl);
    p.compile(migraphx::cpu::target{});
862
    auto result = p.eval({});
Paul's avatar
Paul committed
863
    std::vector<T> results_vector(12);
864
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
865
    EXPECT(migraphx::verify_range(c, results_vector));
866
}
Paul's avatar
Paul committed
867
868
TEST_CASE_REGISTER(gemm_test<float>)
TEST_CASE_REGISTER(gemm_test<double>)
869

Paul's avatar
Paul committed
870
TEST_CASE(maxpool_test)
871
{
Paul's avatar
Paul committed
872
    migraphx::program p;
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
    std::vector<float> a = {
        -2.1314404,  -1.63041711, 1.54562736,  1.04625261,  -1.42931843, -0.48703974, 0.4065806,
        -0.1524526,  1.30775225,  0.45538983,  -0.06631992, -1.75332725, 1.33493888,  0.47327688,
        0.36873096,  1.18358743,  -0.34640595, 1.22098756,  0.01946825,  -0.20238149, 0.43348005,
        -0.67991608, -0.83041084, 0.93537551,  0.70241445,  -0.5654031,  -1.30899191, -0.26735824,
        -0.52444768, 1.99097753,  1.86504853,  -0.26506025, 0.26236168,  0.43763575,  0.95300823,
        -1.02733946, -0.74655169, -0.5374338,  -0.28901565, -0.59789604, 0.5310151,   0.99125904,
        0.40609556,  -1.57175648, 0.22031412,  1.45862222,  0.53217483,  1.39087725,  1.00170159,
        -0.87175864, -1.7204628,  -1.72008383, -0.38656762, -0.01443311, 1.46645272,  -1.39995027,
        0.22505587,  -0.43461126, -0.05511411, -0.79950953, -0.01439556, 0.08795211,  1.18943918,
        -0.84079367, -1.73383629, -0.55662078, -0.30626822, -0.67339015, 0.44179603,  0.54316711,
        0.40899998,  -0.27831686, -1.11900508, -0.0881724,  0.35483059,  2.36277103,  -0.04765317,
        -0.36865309, 0.73814237,  1.47151589,  1.36546791,  -0.32649881, -1.0517807,  2.24768877,
        0.68883753,  0.58646208,  -0.91017133, -0.50462508, -0.4013325,  -0.72348958, -0.47368807,
        0.35285577,  -1.01817429, -0.5152272,  0.60321307,  0.43521205,  -0.23733577, 0.66427642,
        0.82949388,  0.82443929,  0.71550399,  0.34561086,  0.68570769,  -0.40718508, -1.20350206,
        0.15793853,  -2.31013632, -0.07934658, -0.09348056, 0.36576006,  2.46601582,  0.11090943,
        0.9144392,   0.56759721,  -0.22112127, -0.21955389, 0.72474903,  -1.28448462, 1.53285873,
        0.37437943,  0.31409341,  1.95433736,  0.91620457,  0.86205518,  1.24365854,  0.19248386,
        0.22526583,  0.13462132,  -0.27561715, -2.06446075, -0.02306402, -1.38278747, 1.1411345,
        1.31293464,  -1.86041689, 1.06763375,  -0.26541466, 1.4545635,   1.11430049,  -0.66491818,
        0.87101674,  0.67768967,  -1.02062869, -1.05031872, -2.2764678,  -2.0200038,  0.37592548,
        -0.26701379, -0.83388507, 0.19403623,  1.00968623,  0.11020003,  1.16736257,  -1.1160326,
        0.47346735,  0.6126079,   -0.19135755, 1.33624589,  -0.29802522, -0.57873946, -1.06555879,
        -0.20686582, 1.36892557,  -0.19937795, 0.8649236,   -1.40126073, 1.53441942,  0.34682792,
        -1.31724346, -1.32898355, 2.40126371,  0.07845283,  1.35732043,  -0.63678312, 0.39429256,
        -1.36487007, -0.31026676, -0.44981545, -0.28994772, -0.14657612, -1.75206447, -0.70612341,
        1.20071781,  -1.64647579, -0.7133292,  0.88494766,  0.52119428,  -2.77387547, 2.07681108,
        -0.90133125, 0.2847338,   0.6174528,   -0.20616426, -0.64263535, -1.08496261, 0.54275119,
        -0.88503587, 0.6629802,   1.47319221,  -1.05829155, -0.97027361, -0.93187737, -1.39954746,
        -0.52359426, -0.14743951, 1.51522756,  0.2078452,   -1.28156149, -1.19363916, -0.78680223,
        -0.89094824, 1.30212069,  -0.77974445, -0.58411664, 0.48764706,  -0.67132682};
    std::vector<float> c = {1.33493888, 1.54562736, 1.22098756, 1.33493888, 1.18358743, 1.99097753,
                            1.00170159, 1.45862222, 1.39087725, 1.46645272, 1.18943918, -0.01443311,
                            1.47151589, 2.36277103, 2.24768877, 0.68883753, 0.82949388, 0.71550399,
                            1.95433736, 2.46601582, 1.53285873, 1.95433736, 1.06763375, 1.4545635,
                            1.33624589, 1.16736257, 0.6126079,  1.36892557, 2.40126371, 1.53441942,
                            0.52119428, 2.07681108, 0.88494766, 1.51522756, 0.54275119, 0.6629802};
Paul's avatar
Paul committed
911
912
913
914
    migraphx::shape a_shape{migraphx::shape::float_type, {2, 3, 6, 6}};
    auto al = p.add_literal(migraphx::literal{a_shape, a});
    p.add_instruction(migraphx::op::pooling{"max", {{0, 0}}, {{2, 2}}, {{3, 2}}}, al);
    p.compile(migraphx::cpu::target{});
915
    auto result = p.eval({});
Paul's avatar
Paul committed
916
    // std::cout << result.get_shape() << std::endl;
917
918
    std::vector<float> results_vector(36);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
919
    EXPECT(migraphx::verify_range(results_vector, c));
920
921
}

Paul's avatar
Paul committed
922
TEST_CASE(softmax_test)
923
{
Paul's avatar
Paul committed
924
    migraphx::program p;
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
    std::vector<float> a = {
        -5.61869681e-01, 9.07827199e-01,  1.29255986e+00,  3.18533443e-02,  -1.22183852e-03,
        -2.83830553e-01, -1.03245842e+00, -9.28322077e-01, -8.82696748e-01, 1.11327164e-01,
        -9.20038462e-01, 8.47388089e-01,  2.51734018e-01,  1.50563884e+00,  2.23056650e+00,
        -6.17576987e-02, -1.00264274e-01, -6.10369384e-01, 1.17537189e+00,  -2.51560897e-01,
        -8.50333512e-01, -8.03578615e-01, -6.51194930e-01, -2.58137047e-01, 4.65528190e-01,
        3.23284641e-02,  -1.54700470e+00, 1.38096774e+00,  5.39869189e-01,  -7.56884992e-01,
        1.81503093e+00,  -2.11269641e+00, 1.92466557e+00,  1.77230799e+00,  2.21660900e+00,
        1.56777036e+00,  -2.08995026e-03, 3.50566894e-01,  -1.15042710e+00, -1.18577778e+00,
        8.90633047e-01,  -6.63949102e-02, 1.44661188e+00,  1.59215283e+00,  -2.56262213e-01,
        9.39079225e-01,  4.07298543e-02,  3.86590779e-01,  6.09607756e-01,  8.22331488e-01,
        -2.82126725e-01, -9.49052632e-01, -4.24012303e-01, -5.32990396e-01, -3.18386006e+00,
        3.27092171e-01,  -1.33315325e+00, 3.62459183e-01,  3.74710828e-01,  -1.30302286e+00,
        1.79680198e-01,  -4.51832324e-01, 4.34282750e-01,  -7.09520102e-01, 6.20333970e-01,
        -1.28712380e+00, 2.04130828e-01,  -7.70607769e-01, 1.61889160e+00,  -1.50951004e+00,
        -4.10505563e-01, -3.56566496e-02, -1.29747534e+00, -1.49967879e-01, 7.77626812e-01,
        -8.28408226e-02, 2.73412596e-02,  5.79780899e-03,  9.87900198e-02,  -7.95276761e-01,
        -1.38536084e+00, -6.63573861e-01, 3.89783204e-01,  -1.30670881e+00, -7.62425125e-01,
        -4.04883057e-01, 6.24344349e-01,  3.68128955e-01,  -1.01577950e+00, -3.06715906e-01,
        5.67961395e-01,  2.98198581e-01,  -1.63613629e+00, -3.75131965e-01, -6.75393403e-01,
        2.59172034e+00,  6.75538957e-01,  9.07939598e-02,  1.92257717e-01,  -1.21592450e+00,
        -2.73682117e-01, 1.25232983e+00,  -1.39969170e+00, -1.91483587e-01, 2.57732719e-01,
        3.10056299e-01,  1.41833842e+00,  -1.81386679e-01, 3.92868072e-01,  -8.14771175e-01,
        2.02392387e+00,  -9.42091495e-02, -3.77683818e-01, 2.05638766e+00,  2.93796062e-01,
        -6.02131486e-01, 2.70461679e-01,  -8.92358482e-01, 1.04388881e+00,  2.66154885e-01};

    std::vector<float> s = {
        0.30191708, 0.59879845, 0.50029165, 0.24915339, 0.36823985, 0.13190967, 0.0349741,
        0.18750034, 0.21905553, 0.27000085, 0.0547399,  0.56318235, 0.47422904, 0.78964758,
        0.91381913, 0.44601166, 0.47902739, 0.13120073, 0.4449684,  0.18766427, 0.15753111,
        0.07844277, 0.05120674, 0.36648798, 0.14637007, 0.13152322, 0.01560997, 0.29065287,
        0.49196178, 0.10550152, 0.81890774, 0.06369215, 0.62972021, 0.74931765, 0.67285055,
        0.35034987, 0.28612873, 0.31931475, 0.04220394, 0.16093165, 0.22390974, 0.11915915,
        0.3115395,  0.35899726, 0.22190949, 0.57518375, 0.13888834, 0.7753762,  0.4642328,
        0.57055861, 0.21954368, 0.34515455, 0.09486015, 0.40631217, 0.01842281, 0.48770609,
        0.06652815, 0.36023033, 0.42343026, 0.24226256, 0.17348589, 0.44066274, 0.6865865,
        0.17296699, 0.46923906, 0.06921105, 0.3570261,  0.4125829,  0.73165393, 0.15302512,
        0.29499072, 0.33932695, 0.30852377, 0.40762195, 0.40170741, 0.36259529, 0.60848355,
        0.42618036, 0.31721094, 0.02960522, 0.28256637, 0.24389413, 0.2725659,  0.10663581,
        0.27622163, 0.28264219, 0.53652936, 0.09476089, 0.40890986, 0.34848392, 0.32572666,
        0.53076893, 0.11529481, 0.29117745, 0.14625968, 0.8756339,  0.49818122, 0.10656087,
        0.1813329,  0.17664003, 0.21410346, 0.80408043, 0.02315119, 0.27155462, 0.32804728,
        0.13268511, 0.61795473, 0.49703068, 0.41696799, 0.10175809, 0.71028161, 0.29929739,
        0.17377149, 0.76075399, 0.20071237, 0.32632929, 0.36892858, 0.09416146, 0.26656723,
        0.42914796};

Paul's avatar
Paul committed
971
972
973
974
    migraphx::shape a_shape{migraphx::shape::float_type, {5, 3, 4, 2}};
    auto al = p.add_literal(migraphx::literal{a_shape, a});
    p.add_instruction(migraphx::op::softmax{}, al);
    p.compile(migraphx::cpu::target{});
975
976
    auto result = p.eval({});
    std::vector<float> results_vector(120);
977
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
978
    EXPECT(migraphx::verify_range(results_vector, s));
Scott Thornton's avatar
Scott Thornton committed
979
980
}

Paul's avatar
Paul committed
981
TEST_CASE(conv2d_test)
982
{
Paul's avatar
Paul committed
983
    migraphx::program p;
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
    std::vector<float> a = {
        2.71567607,  -0.9960829,  0.91671127,  0.28140706,  0.63235772,  0.08077253,  0.80927712,
        -0.59108931, -1.05421555, -2.76622486, -0.85044265, -0.52049929, 0.67726439,  -0.65290606,
        0.02345525,  -0.33579525, 0.38901961,  1.05473483,  -1.31188095, 1.8963089,   -0.07265259,
        0.947339,    0.41949373,  -0.70814759, 0.25892952,  1.07311416,  1.2571274,   -0.62318051,
        -0.19951548, -0.94232577, -0.29393643, 0.42292568,  -0.80230367, 1.40909171,  0.63617158,
        0.13900366,  1.09253144,  -0.15265895, 1.54781747,  0.72780299,  1.09189606,  -0.38068101,
        0.97057933,  -0.58958799, 1.56188643,  0.21474874,  0.58725154,  -1.27097559, -0.03024297,
        1.09437096,  -0.4897908,  0.34838957,  -1.31042492, -1.69069934, 0.86956722,  -0.40457946,
        0.46691212,  1.29273605,  0.26464137,  0.22073045,  -1.02178168, 0.22163901,  -1.84387338,
        0.75522131,  -0.45775682, -0.42241111, -1.50944722, 1.07256448,  -1.95876884, -0.28106022,
        0.3341668,   2.13129425,  -1.14728117, -1.06555498, -0.298444,   -0.88322699, -0.65866792,
        -2.06007552, 0.01374334,  0.45612028,  0.52715492,  1.01914406,  -1.72659791, 0.80650896,
        0.16860051,  2.24112225,  -0.78620857, 0.36566174,  -0.07020134, -0.47976932, -0.68230027,
        -0.94711417, -0.54506505, 1.66504931,  -0.71860826, 0.61132306};

    std::vector<float> c = {
        2.82721668e-02,  6.44195229e-02,  1.53499246e-02,  1.72468081e-01,  -6.33238107e-02,
        9.49496776e-02,  1.40258059e-01,  -7.92879611e-02, -1.29301161e-01, 3.11307609e-03,
        -1.90624535e-01, 1.13238767e-01,  -2.80647576e-02, 3.12882811e-02,  -3.52091640e-02,
        3.33581865e-02,  6.43158704e-02,  7.40238279e-02,  -1.00106120e-01, -9.56912562e-02,
        1.44342467e-01,  9.40258950e-02,  6.36333972e-02,  1.66158378e-03,  -8.91554281e-02,
        2.58734226e-02,  1.70919895e-02,  1.78214177e-01,  8.84564668e-02,  8.98126513e-02,
        -1.63809001e-01, 1.37802169e-01,  1.66439757e-01,  -1.45631135e-02, 1.88469887e-04,
        4.76950556e-02,  -1.91969007e-01, -1.76233292e-01, -7.70473927e-02, 1.14828631e-01,
        1.76608220e-01,  -1.50728196e-01, 1.99946314e-02,  -5.88052124e-02, 1.31612435e-01,
        1.61106288e-02,  -1.35080189e-01, 1.49512306e-01,  3.86456847e-02,  1.29330024e-01,
        -3.22975963e-02, -5.60784787e-02, -5.41997552e-02, 4.78562862e-02};

    std::vector<float> s = {0.27039781,
                            0.19105849,
                            -0.06339942,
                            -0.65087199,
                            0.40867025,
                            0.05063812,
                            -0.14907975,
                            0.49018705,
                            -0.49197209,
                            0.33236548,
                            -0.39374301,
                            0.16012701,
                            0.06574871,
                            0.71606487,
                            -0.55201721,
Scott Thornton's avatar
Scott Thornton committed
1028
                            -0.46427044};
Paul's avatar
Paul committed
1029
1030
    migraphx::shape a_shape{migraphx::shape::float_type, {2, 3, 4, 4}};
    auto al = p.add_literal(migraphx::literal{a_shape, a});
Scott Thornton's avatar
Scott Thornton committed
1031

Paul's avatar
Paul committed
1032
1033
    migraphx::shape c_shape{migraphx::shape::float_type, {2, 3, 3, 3}};
    auto cl = p.add_literal(migraphx::literal{c_shape, c});
Scott Thornton's avatar
Scott Thornton committed
1034

Paul's avatar
Paul committed
1035
1036
    p.add_instruction(migraphx::op::convolution{}, al, cl);
    p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
1037
1038
1039
    auto result = p.eval({});

    std::vector<float> results_vector(16);
1040
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
1041
    EXPECT(migraphx::verify_range(results_vector, s));
Scott Thornton's avatar
Scott Thornton committed
1042
1043
}

Paul's avatar
Paul committed
1044
TEST_CASE(conv2d_padding_test)
1045
{
Paul's avatar
Paul committed
1046
    migraphx::program p;
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
    std::vector<float> a = {
        2.71567607,  -0.9960829,  0.91671127,  0.28140706,  0.63235772,  0.08077253,  0.80927712,
        -0.59108931, -1.05421555, -2.76622486, -0.85044265, -0.52049929, 0.67726439,  -0.65290606,
        0.02345525,  -0.33579525, 0.38901961,  1.05473483,  -1.31188095, 1.8963089,   -0.07265259,
        0.947339,    0.41949373,  -0.70814759, 0.25892952,  1.07311416,  1.2571274,   -0.62318051,
        -0.19951548, -0.94232577, -0.29393643, 0.42292568,  -0.80230367, 1.40909171,  0.63617158,
        0.13900366,  1.09253144,  -0.15265895, 1.54781747,  0.72780299,  1.09189606,  -0.38068101,
        0.97057933,  -0.58958799, 1.56188643,  0.21474874,  0.58725154,  -1.27097559, -0.03024297,
        1.09437096,  -0.4897908,  0.34838957,  -1.31042492, -1.69069934, 0.86956722,  -0.40457946,
        0.46691212,  1.29273605,  0.26464137,  0.22073045,  -1.02178168, 0.22163901,  -1.84387338,
        0.75522131,  -0.45775682, -0.42241111, -1.50944722, 1.07256448,  -1.95876884, -0.28106022,
        0.3341668,   2.13129425,  -1.14728117, -1.06555498, -0.298444,   -0.88322699, -0.65866792,
        -2.06007552, 0.01374334,  0.45612028,  0.52715492,  1.01914406,  -1.72659791, 0.80650896,
        0.16860051,  2.24112225,  -0.78620857, 0.36566174,  -0.07020134, -0.47976932, -0.68230027,
        -0.94711417, -0.54506505, 1.66504931,  -0.71860826, 0.61132306};

    std::vector<float> c = {
        -0.16115488, -0.09800646, -0.05412646, 0.10475694,  0.00555485,  -0.12667653, 0.0458357,
        -0.02656217, -0.16338061, 0.15037455,  0.0102711,   0.01303349,  0.05242859,  0.02034754,
        0.04751867,  -0.17038961, -0.1434752,  -0.10770349, 0.05676742,  -0.15838449, 0.10128359,
        -0.18958683, 0.11954515,  0.10758857,  -0.01058291, -0.12797487, 0.08971019,  0.18793164,
        -0.00881396, -0.06588994, -0.13321903, -0.03300409, 0.01439607,  0.07618178,  -0.11556662,
        0.00764295,  0.12956454,  -0.08937147, -0.12763587, 0.04674943,  0.05765297,  0.11336918,
        0.14747436,  -0.06199479, -0.01166052, -0.12432006, -0.04494537, -0.17581205, 0.09475745,
        0.1149437,   -0.1014564,  0.0274073,   -0.01323579, -0.11092556};

    std::vector<float> s = {
        -0.0201216,  0.40407312,  -0.39005592, -0.0631946,  0.37963012,  -0.64611685, 0.1349397,
        -0.54113752, 0.28533003,  0.27667275,  -0.16442731, -0.181494,   0.30564839,  0.58744538,
        0.32015014,  0.24969585,  -0.27367792, -0.53308117, 0.41236052,  0.26136363,  -0.01489828,
        0.57652152,  -0.38506854, 0.119615,    0.0437076,   0.04779706,  0.57887721,  0.23126155,
        0.05695833,  -0.68200272, 0.02063358,  -0.10267162, 0.8062973,   -0.38149622, -0.40134856,
        -0.03353126, 0.38991132,  -0.3478111,  0.03661491,  0.25783631,  0.62772679,  -0.1961118,
        0.76423508,  -0.36241418, -0.20994355, -0.12368261, -0.9406727,  0.02340185,  -0.08793129,
        -0.02471633, -0.58163726, -0.02211772, -0.42014724, 0.77525634,  0.504951,    -0.20537445,
        -0.20369984, -0.83037728, -1.40423918, -0.46160448, -0.22944322, 0.36074194,  0.49579027,
        0.46527559};

Paul's avatar
Paul committed
1085
1086
    migraphx::shape a_shape{migraphx::shape::float_type, {2, 3, 4, 4}};
    auto al = p.add_literal(migraphx::literal{a_shape, a});
Scott Thornton's avatar
Scott Thornton committed
1087

Paul's avatar
Paul committed
1088
1089
    migraphx::shape c_shape{migraphx::shape::float_type, {2, 3, 3, 3}};
    auto cl = p.add_literal(migraphx::literal{c_shape, c});
Scott Thornton's avatar
Scott Thornton committed
1090

Paul's avatar
Paul committed
1091
1092
    p.add_instruction(migraphx::op::convolution{{{1, 1}}, {{1, 1}}}, al, cl);
    p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
1093
1094
1095
    auto result = p.eval({});

    std::vector<float> results_vector(64);
1096
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
1097
    EXPECT(migraphx::verify_range(results_vector, s));
1098
1099
}

Paul's avatar
Paul committed
1100
TEST_CASE(conv2d_padding_stride_test)
1101
{
Paul's avatar
Paul committed
1102
    migraphx::program p;
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
    std::vector<float> a = {
        2.71567607,  -0.9960829,  0.91671127,  0.28140706,  0.63235772,  0.08077253,  0.80927712,
        -0.59108931, -1.05421555, -2.76622486, -0.85044265, -0.52049929, 0.67726439,  -0.65290606,
        0.02345525,  -0.33579525, 0.38901961,  1.05473483,  -1.31188095, 1.8963089,   -0.07265259,
        0.947339,    0.41949373,  -0.70814759, 0.25892952,  1.07311416,  1.2571274,   -0.62318051,
        -0.19951548, -0.94232577, -0.29393643, 0.42292568,  -0.80230367, 1.40909171,  0.63617158,
        0.13900366,  1.09253144,  -0.15265895, 1.54781747,  0.72780299,  1.09189606,  -0.38068101,
        0.97057933,  -0.58958799, 1.56188643,  0.21474874,  0.58725154,  -1.27097559, -0.03024297,
        1.09437096,  -0.4897908,  0.34838957,  -1.31042492, -1.69069934, 0.86956722,  -0.40457946,
        0.46691212,  1.29273605,  0.26464137,  0.22073045,  -1.02178168, 0.22163901,  -1.84387338,
        0.75522131,  -0.45775682, -0.42241111, -1.50944722, 1.07256448,  -1.95876884, -0.28106022,
        0.3341668,   2.13129425,  -1.14728117, -1.06555498, -0.298444,   -0.88322699, -0.65866792,
        -2.06007552, 0.01374334,  0.45612028,  0.52715492,  1.01914406,  -1.72659791, 0.80650896,
        0.16860051,  2.24112225,  -0.78620857, 0.36566174,  -0.07020134, -0.47976932, -0.68230027,
        -0.94711417, -0.54506505, 1.66504931,  -0.71860826, 0.61132306};

    std::vector<float> c = {
        -0.14601797, -0.13000923, 0.06521662,  0.06178288,  -0.11083675, 0.10154136,  0.09990512,
        0.06030385,  -0.11374587, -0.17523311, -0.14344215, 0.17802463,  0.06300922,  -0.15325832,
        0.07066704,  0.05166031,  0.00615084,  -0.02606523, 0.08083995,  -0.17913306, 0.0624622,
        0.0735731,   -0.04198661, -0.0164391,  -0.06374192, 0.16569914,  0.10681538,  0.07370754,
        0.02802075,  0.00282027,  0.15104802,  -0.11084409, -0.00197773, 0.07924436,  0.03528272,
        0.04765259,  -0.15896152, 0.07917164,  0.12125669,  -0.1154705,  -0.11999125, 0.12749968,
        -0.06269585, 0.18658121,  -0.03944227, 0.0111798,   -0.17731084, 0.11789055,  -0.09982193,
        0.08142821,  0.0729029,   0.11303909,  0.12735154,  0.03885292};

    std::vector<float> s = {-0.20817225,
                            0.87965256,
                            0.14958936,
                            -1.24887264,
                            -0.06540672,
                            0.20778663,
                            0.40456355,
                            -0.99900877,
                            0.4917807,
                            0.1994698,
                            0.64205718,
                            0.37798831,
                            -0.25315839,
                            0.44276932,
                            -0.16138598,
                            0.79344082};

Paul's avatar
Paul committed
1146
1147
    migraphx::shape a_shape{migraphx::shape::float_type, {2, 3, 4, 4}};
    auto al = p.add_literal(migraphx::literal{a_shape, a});
Scott Thornton's avatar
Scott Thornton committed
1148

Paul's avatar
Paul committed
1149
1150
    migraphx::shape c_shape{migraphx::shape::float_type, {2, 3, 3, 3}};
    auto cl = p.add_literal(migraphx::literal{c_shape, c});
Scott Thornton's avatar
Scott Thornton committed
1151

Paul's avatar
Paul committed
1152
1153
    p.add_instruction(migraphx::op::convolution{{{1, 1}}, {{2, 2}}}, al, cl);
    p.compile(migraphx::cpu::target{});
Scott Thornton's avatar
Scott Thornton committed
1154
1155
1156
    auto result = p.eval({});

    std::vector<float> results_vector(16);
1157
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
1158
    EXPECT(migraphx::verify_range(results_vector, s));
Scott Thornton's avatar
Scott Thornton committed
1159
}
1160

Paul's avatar
Paul committed
1161
TEST_CASE(transpose_test)
1162
{
Paul's avatar
Paul committed
1163
    migraphx::shape a_shape{migraphx::shape::float_type, {1, 2, 2, 3}};
1164
1165
1166
    std::vector<float> data(12);
    std::iota(data.begin(), data.end(), 0);

1167
    {
Paul's avatar
Paul committed
1168
1169
        migraphx::program p;
        auto l                    = p.add_literal(migraphx::literal{a_shape, data});
Paul's avatar
Paul committed
1170
        std::vector<int64_t> perm = {0, 3, 1, 2};
Paul's avatar
Paul committed
1171
1172
        p.add_instruction(migraphx::op::transpose{perm}, l);
        p.compile(migraphx::cpu::target{});
1173
        auto result = p.eval({});
1174

Paul's avatar
Paul committed
1175
        result.visit([&](auto output) {
Paul's avatar
Paul committed
1176
            std::vector<size_t> new_lens = {1, 3, 2, 2};
Paul's avatar
Paul committed
1177
1178
            EXPECT(bool{output.get_shape().lens() == new_lens});
        });
1179
1180
    }
    {
Paul's avatar
Paul committed
1181
1182
        migraphx::program p;
        auto l                    = p.add_literal(migraphx::literal{a_shape, data});
Paul's avatar
Paul committed
1183
        std::vector<int64_t> perm = {0, 3, 1, 2};
Paul's avatar
Paul committed
1184
1185
1186
        auto result               = p.add_instruction(migraphx::op::transpose{perm}, l);
        p.add_instruction(migraphx::op::contiguous{}, result);
        p.compile(migraphx::cpu::target{});
1187
1188
1189
1190
1191
        auto result2 = p.eval({});

        std::vector<float> results_vector(12);
        result2.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
        std::vector<float> gold = {0, 3, 6, 9, 1, 4, 7, 10, 2, 5, 8, 11};
Paul's avatar
Paul committed
1192
        EXPECT(migraphx::verify_range(results_vector, gold));
1193
    }
1194
1195
}

Paul's avatar
Paul committed
1196
TEST_CASE(contiguous_test)
Paul's avatar
Paul committed
1197
{
Paul's avatar
Paul committed
1198
    migraphx::shape a_shape{migraphx::shape::float_type, {1, 3, 2, 2}, {12, 1, 6, 3}};
1199
1200
1201
    std::vector<float> data(12);
    std::iota(data.begin(), data.end(), 0);

Paul's avatar
Paul committed
1202
1203
1204
1205
    migraphx::program p;
    auto l = p.add_literal(migraphx::literal{a_shape, data});
    p.add_instruction(migraphx::op::contiguous{}, l);
    p.compile(migraphx::cpu::target{});
1206
1207
1208
    auto result = p.eval({});

    std::vector<float> results_vector(12);
1209
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Paul's avatar
Paul committed
1210
1211
    std::vector<size_t> new_lens    = {1, 3, 2, 2};
    std::vector<size_t> new_strides = {12, 1, 6, 3};
Paul's avatar
Paul committed
1212
    std::vector<float> gold         = {0, 3, 6, 9, 1, 4, 7, 10, 2, 5, 8, 11};
Paul's avatar
Paul committed
1213
    EXPECT(migraphx::verify_range(results_vector, gold));
1214
1215
}

Khalique's avatar
Khalique committed
1216
1217
TEST_CASE(identity_test)
{
Khalique's avatar
Khalique committed
1218
1219
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {2, 2}};
Khalique's avatar
Khalique committed
1220
    std::vector<int> data{1, 2, 3, 4};
Khalique's avatar
Khalique committed
1221
1222
1223
    auto l = p.add_literal(migraphx::literal{s, data});
    p.add_instruction(migraphx::op::identity{}, l);
    p.compile(migraphx::cpu::target{});
Khalique's avatar
Khalique committed
1224
1225
1226
1227
1228
1229
    auto result = p.eval({});
    std::vector<int> results_vector(4);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    EXPECT(std::equal(data.begin(), data.end(), results_vector.begin()));
}

Khalique's avatar
Khalique committed
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
TEST_CASE(abs_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {2, 2}};
    auto l = p.add_literal(migraphx::literal{s, {-1, 2, -3, 4}});
    p.add_instruction(migraphx::op::abs{}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(4);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold{1, 2, 3, 4};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

TEST_CASE(sigmoid_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {2, 2}};
    auto l = p.add_literal(migraphx::literal{s, {-1, 2, -3, 4}});
    p.add_instruction(migraphx::op::sigmoid{}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(4);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold{sigmoid(-1), sigmoid(2), sigmoid(-3), sigmoid(4)};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

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
TEST_CASE(sinh_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {2, 2}};
    auto l = p.add_literal(migraphx::literal{s, {-1.0, 2.0, -3.0, 4.0}});
    p.add_instruction(migraphx::op::sinh{}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(4);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold{sinhf(-1), sinhf(2), sinhf(-3), sinhf(4)};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

TEST_CASE(cosh_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {2, 2}};
    auto l = p.add_literal(migraphx::literal{s, {-1.0, 2.0, -3.0, 4.0}});
    p.add_instruction(migraphx::op::cosh{}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(4);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold{coshf(-1), coshf(2), coshf(-3), coshf(4)};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

Khalique's avatar
Khalique committed
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
TEST_CASE(tanh_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {2, 2}};
    auto l = p.add_literal(migraphx::literal{s, {-1.0, 2.0, -3.0, 4.0}});
    p.add_instruction(migraphx::op::tanh{}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(4);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold{tanhf(-1), tanhf(2), tanhf(-3), tanhf(4)};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

TEST_CASE(elu_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {2, 2}};
Khalique's avatar
Khalique committed
1304
    auto l      = p.add_literal(migraphx::literal{s, {-1.0, 2.0, -3.0, 4.0}});
Khalique's avatar
Khalique committed
1305
1306
1307
1308
1309
1310
    float alpha = 0.5;
    p.add_instruction(migraphx::op::elu{alpha}, l);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(4);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
Khalique's avatar
Khalique committed
1311
    std::vector<float> gold{elu(alpha, -1), elu(alpha, 2), elu(alpha, -3), elu(alpha, 4)};
Khalique's avatar
Khalique committed
1312
1313
1314
    EXPECT(migraphx::verify_range(results_vector, gold));
}

Khalique's avatar
Khalique committed
1315
1316
1317
1318
TEST_CASE(max_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
Khalique's avatar
Khalique committed
1319
1320
1321
    auto l0       = p.add_literal(migraphx::literal{s, {1, 4, 3}});
    auto l1       = p.add_literal(migraphx::literal{s, {2, 8, 6}});
    auto l2       = p.add_literal(migraphx::literal{s, {7, 5, 9}});
Khalique's avatar
Khalique committed
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
    auto curr_max = p.add_instruction(migraphx::op::max{}, l0, l1);
    p.add_instruction(migraphx::op::max{}, curr_max, l2);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(4);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold{7, 8, 9};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

TEST_CASE(min_test)
{
    migraphx::program p;
    migraphx::shape s{migraphx::shape::float_type, {3}};
Khalique's avatar
Khalique committed
1336
1337
1338
    auto l0       = p.add_literal(migraphx::literal{s, {1, 4, 3}});
    auto l1       = p.add_literal(migraphx::literal{s, {2, 8, 6}});
    auto l2       = p.add_literal(migraphx::literal{s, {7, 5, 9}});
Khalique's avatar
Khalique committed
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
    auto curr_min = p.add_instruction(migraphx::op::min{}, l0, l1);
    p.add_instruction(migraphx::op::min{}, curr_min, l2);
    p.compile(migraphx::cpu::target{});
    auto result = p.eval({});
    std::vector<float> results_vector(4);
    result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold{1, 4, 3};
    EXPECT(migraphx::verify_range(results_vector, gold));
}

Paul's avatar
Paul committed
1349
int main(int argc, const char* argv[]) { test::run(argc, argv); }