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Commit 06b8dcbd authored by Shucai Xiao's avatar Shucai Xiao
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add cpu tests for quant_dot

parent 3cdd27bb
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test/cpu_dot_op_test.cpp
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...@@ -1093,4 +1093,353 @@ TEST_CASE(matmul_mm2) ...@@ -1093,4 +1093,353 @@ TEST_CASE(matmul_mm2)
} }
} }
TEST_CASE(quant_dot_2args_multi4)
{
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {4, 4}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {4, 8}};
std::vector<int8_t> data1(4 * 4);
std::vector<int8_t> data2(4 * 8);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
p.add_instruction(migraphx::op::quant_dot{}, l1, l2);
std::vector<int> gold = {
112, 118, 124, 130, 136, 142, 148, 154,
304, 326, 348, 370, 392, 414, 436, 458,
496, 534, 572, 610, 648, 686, 724, 762,
688, 742, 796, 850, 904, 958, 1012, 1066
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {4, 4}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {4, 8}};
std::vector<int8_t> data1(4 * 4);
std::vector<int8_t> data2(4 * 8);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto tl1 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l1);
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
p.add_instruction(migraphx::op::quant_dot{}, tl1, l2);
std::vector<int> gold = {
448, 472, 496, 520, 544, 568, 592, 616,
496, 524, 552, 580, 608, 636, 664, 692,
544, 576, 608, 640, 672, 704, 736, 768,
592, 628, 664, 700, 736, 772, 808, 844
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {4, 4}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {8, 4}};
std::vector<int8_t> data1(4 * 4);
std::vector<int8_t> data2(4 * 8);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
auto tl2 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l2);
p.add_instruction(migraphx::op::quant_dot{}, l1, tl2);
std::vector<int> gold = {
14, 38, 62, 86, 110, 134, 158, 182,
38, 126, 214, 302, 390, 478, 566, 654,
62, 214, 366, 518, 670, 822, 974, 1126,
86, 302, 518, 734, 950, 1166, 1382, 1598
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {4, 4}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {8, 4}};
std::vector<int8_t> data1(4 * 4);
std::vector<int8_t> data2(4 * 8);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto tl1 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l1);
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
auto tl2 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l2);
p.add_instruction(migraphx::op::quant_dot{}, tl1, tl2);
std::vector<int> gold = {
56, 152, 248, 344, 440, 536, 632, 728,
62, 174, 286, 398, 510, 622, 734, 846,
68, 196, 324, 452, 580, 708, 836, 964,
74, 218, 362, 506, 650, 794, 938, 1082
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
}
TEST_CASE(quant_dot_2args_general)
{
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {3, 4}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {4, 5}};
std::vector<int8_t> data1(3 * 4);
std::vector<int8_t> data2(4 * 5);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
p.add_instruction(migraphx::op::quant_dot{}, l1, l2);
std::vector<int> gold = {
70, 76, 82, 88, 94,
190, 212, 234, 256, 278,
310, 348, 386, 424, 462
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {4, 3}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {4, 5}};
std::vector<int8_t> data1(4 * 3);
std::vector<int8_t> data2(4 * 5);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto tl1 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l1);
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
p.add_instruction(migraphx::op::quant_dot{}, tl1, l2);
std::vector<int> gold = {
210, 228, 246, 264, 282,
240, 262, 284, 306, 328,
270, 296, 322, 348, 374
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {3, 4}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {5, 4}};
std::vector<int8_t> data1(3 * 4);
std::vector<int8_t> data2(4 * 5);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
auto tl2 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l2);
p.add_instruction(migraphx::op::quant_dot{2, }, l1, tl2);
std::vector<int> gold = {
28, 76, 124, 172, 220,
76, 252, 428, 604, 780,
124, 428, 732, 1036, 1340
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {4, 3}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {5, 4}};
std::vector<int8_t> data1(4 * 3);
std::vector<int8_t> data2(4 * 5);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto tl1 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l1);
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
auto tl2 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l2);
p.add_instruction(migraphx::op::quant_dot{3, 2}, tl1, tl2);
std::vector<int> gold = {
126, 342, 558, 774, 990,
144, 408, 672, 936, 1200,
162, 474, 786, 1098, 1410
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
}
TEST_CASE(quant_dot_3args_general)
{
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {2, 8}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {8, 7}};
migraphx::shape m3_shape{migraphx::shape::int32_type, {2, 7}};
std::vector<int8_t> data1(2 * 8);
std::vector<int8_t> data2(8 * 7);
std::vector<int> data3(2 * 7);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
std::iota(data3.begin(), data3.end(), 2);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
auto l3 = p.add_literal(migraphx::literal{m3_shape, data3});
p.add_instruction(migraphx::op::quant_dot{}, l1, l2, l3);
std::vector<int> gold = {
982, 1011, 1040, 1069, 1098, 1127, 1156,
2557, 2650, 2743, 2836, 2929, 3022, 3115
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {8, 2}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {8, 7}};
migraphx::shape m3_shape{migraphx::shape::int32_type, {2, 7}};
std::vector<int8_t> data1(2 * 8);
std::vector<int8_t> data2(8 * 7);
std::vector<int> data3(2 * 7);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
std::iota(data3.begin(), data3.end(), 2);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto tl1 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l1);
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
auto l3 = p.add_literal(migraphx::literal{m3_shape, data3});
p.add_instruction(migraphx::op::quant_dot{1, 3}, tl1, l2, l3);
std::vector<int> gold = {
1966, 2025, 2084, 2143, 2202, 2261, 2320,
2183, 2250, 2317, 2384, 2451, 2518, 2585
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {2, 8}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {7, 8}};
migraphx::shape m3_shape{migraphx::shape::int32_type, {2, 7}};
std::vector<int8_t> data1(2 * 8);
std::vector<int8_t> data2(8 * 7);
std::vector<int> data3(2 * 7);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
std::iota(data3.begin(), data3.end(), 2);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
auto tl2 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l2);
auto l3 = p.add_literal(migraphx::literal{m3_shape, data3});
p.add_instruction(migraphx::op::quant_dot{2, 3}, l1, tl2, l3);
std::vector<int> gold = {
286, 737, 1188, 1639, 2090, 2541, 2992,
755, 2230, 3705, 5180, 6655, 8130, 9605
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
{
migraphx::program p;
migraphx::shape m1_shape{migraphx::shape::int8_type, {8, 2}};
migraphx::shape m2_shape{migraphx::shape::int8_type, {7, 8}};
migraphx::shape m3_shape{migraphx::shape::int32_type, {2, 7}};
std::vector<int8_t> data1(2 * 8);
std::vector<int8_t> data2(8 * 7);
std::vector<int> data3(2 * 7);
std::iota(data1.begin(), data1.end(), 0);
std::iota(data2.begin(), data2.end(), 0);
std::iota(data3.begin(), data3.end(), 2);
auto l1 = p.add_literal(migraphx::literal{m1_shape, data1});
auto tl1 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l1);
auto l2 = p.add_literal(migraphx::literal{m2_shape, data2});
auto tl2 = p.add_instruction(migraphx::op::transpose{{1, 0}}, l2);
auto l3 = p.add_literal(migraphx::literal{m3_shape, data3});
p.add_instruction(migraphx::op::quant_dot{3, 2}, tl1, tl2, l3);
std::vector<int> gold = {
844, 2190, 3536, 4882, 6228, 7574, 8920,
942, 2480, 4018, 5556, 7094, 8632, 10170
};
p.compile(migraphx::cpu::target{});
auto result = p.eval({});
std::vector<float> m;
result.visit([&](auto output) { m.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify_range(m, gold));
}
}
int main(int argc, const char* argv[]) { test::run(argc, argv); } int main(int argc, const char* argv[]) { test::run(argc, argv); }
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