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Unverified Commit 0b2bcf2c authored by Ted Themistokleous's avatar Ted Themistokleous Committed by GitHub
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Merge branch 'develop' into add_parity_check_ci

parents fbacefca dcc7b0a5
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Showing with 284 additions and 206 deletions
test/ref/pow.cpp
View file @ 0b2bcf2c
......@@ -46,7 +46,7 @@ TEST_CASE(pow_test)
std::vector<float> gold = data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return std::pow(n, n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(pow_dyn_test)
......@@ -70,5 +70,5 @@ TEST_CASE(pow_dyn_test)
std::vector<float> gold = data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return std::pow(n, n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/prelu.cpp
View file @ 0b2bcf2c
......@@ -43,7 +43,7 @@ TEST_CASE(prelu_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {-2.0f, 0.0f, 2.0f};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(prelu_dyn_test)
......@@ -67,5 +67,5 @@ TEST_CASE(prelu_dyn_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {-2.0f, 0.0f, 2.0f};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/quant_convolution.cpp
View file @ 0b2bcf2c
......@@ -47,25 +47,25 @@ TEST_CASE(quant_conv2d_padding_stride_test)
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int32_t> s = {4521,
7014,
7830,
11952,
10515,
16734,
19737,
30906,
13161,
19542,
19494,
28800,
34707,
52590,
54729,
82746};
std::vector<int32_t> gold = {4521,
7014,
7830,
11952,
10515,
16734,
19737,
30906,
13161,
19542,
19494,
28800,
34707,
52590,
54729,
82746};
std::vector<int32_t> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, s));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(quant_conv2d_padding_test)
......@@ -83,8 +83,8 @@ TEST_CASE(quant_conv2d_padding_test)
mm->add_instruction(
migraphx::make_op("quant_convolution", {{"padding", {1, 1}}, {"stride", {1, 1}}}), al, cl);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int32_t> s = {
auto result = p.eval({}).back();
std::vector<int32_t> gold = {
4521, 6753, 7014, 4635, 6858, 10197, 10548, 6939, 7830, 11601, 11952, 7839, 5007,
7383, 7590, 4953, 10515, 15987, 16734, 11277, 16821, 25506, 26586, 17874, 19737, 29826,
30906, 20718, 13593, 20505, 21198, 14187, 13161, 19281, 19542, 12699, 18522, 27045, 27396,
......@@ -93,7 +93,7 @@ TEST_CASE(quant_conv2d_padding_test)
std::vector<int32_t> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, s));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(quant_conv2d_test)
......@@ -114,24 +114,24 @@ TEST_CASE(quant_conv2d_test)
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int32_t> s = {10197,
10548,
11601,
11952,
25506,
26586,
29826,
30906,
27045,
27396,
28449,
28800,
77346,
78426,
81666,
82746};
std::vector<int32_t> gold = {10197,
10548,
11601,
11952,
25506,
26586,
29826,
30906,
27045,
27396,
28449,
28800,
77346,
78426,
81666,
82746};
std::vector<int32_t> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, s));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/random_uniform.cpp
View file @ 0b2bcf2c
......@@ -68,7 +68,9 @@ TEST_CASE(random_uniform_test)
std::uniform_real_distribution<> dis(0.0, 1.0);
std::vector<float> rand_samples(sample_size);
std::generate(rand_samples.begin(), rand_samples.end(), [&]() { return dis(gen); });
EXPECT(migraphx::verify::verify_range(result_vec, rand_samples, 100));
EXPECT(migraphx::verify::verify_range_with_tolerance(result_vec,
migraphx::verify::expected{rand_samples},
migraphx::verify::tolerance{0.00001}));
}
TEST_CASE(random_uniform_int_test)
......@@ -102,9 +104,9 @@ TEST_CASE(random_uniform_int_test)
// Compare result with the STL's mt19937 generator
std::mt19937 gen(seed);
std::uniform_int_distribution<uint16_t> dis;
std::vector<uint16_t> rand_samples(sample_size);
std::generate(rand_samples.begin(), rand_samples.end(), [&]() { return dis(gen); });
EXPECT(migraphx::verify::verify_range(result_vec, rand_samples));
std::vector<uint16_t> gold_rand_samples(sample_size);
std::generate(gold_rand_samples.begin(), gold_rand_samples.end(), [&]() { return dis(gen); });
EXPECT(migraphx::verify::verify_rms_range(result_vec, gold_rand_samples));
}
TEST_CASE(random_uniform_dyn_test)
......@@ -141,9 +143,9 @@ TEST_CASE(random_uniform_dyn_test)
// Compare result with the STL's mt19937 generator
std::mt19937 gen(seed);
std::uniform_real_distribution<> dis(0.0, 1.0);
std::vector<float> rand_samples(sample_size);
std::generate(rand_samples.begin(), rand_samples.end(), [&]() { return dis(gen); });
EXPECT(migraphx::verify::verify_range(result_vec, rand_samples));
std::vector<float> gold_rand_samples(sample_size);
std::generate(gold_rand_samples.begin(), gold_rand_samples.end(), [&]() { return dis(gen); });
EXPECT(migraphx::verify::verify_rms_range(result_vec, gold_rand_samples));
}
TEST_CASE(random_uniform_and_seed_test)
......
test/ref/recip.cpp
View file @ 0b2bcf2c
......@@ -43,7 +43,7 @@ TEST_CASE(recip_test)
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {-2.0f, 10.0f, 2.0f};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(recip_dyn_test)
......@@ -64,5 +64,5 @@ TEST_CASE(recip_dyn_test)
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {-2.0f, 10.0f, 2.0f};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/reduce_max.cpp
View file @ 0b2bcf2c
......@@ -64,7 +64,7 @@ TEST_CASE(reduce_max_dynamic_axis0)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {6, 7, 8, 9, 10};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(reduce_max_axis01)
......
test/ref/relu.cpp
View file @ 0b2bcf2c
......@@ -42,7 +42,7 @@ TEST_CASE(relu_test)
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};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(relu_dyn_test)
......@@ -63,5 +63,5 @@ TEST_CASE(relu_dyn_test)
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};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/reshape.cpp
View file @ 0b2bcf2c
......@@ -30,7 +30,7 @@
#include <test.hpp>
TEST_CASE(reshape_test0)
TEST_CASE(reshape_lazy_test0)
{
migraphx::shape a_shape{migraphx::shape::float_type, {24, 1, 1, 1}};
std::vector<float> data(24);
......@@ -39,15 +39,15 @@ TEST_CASE(reshape_test0)
auto* mm = p.get_main_module();
auto l = mm->add_literal(migraphx::literal{a_shape, data});
std::vector<int64_t> new_shape = {8, 3, 1, 1};
mm->add_instruction(migraphx::make_op("reshape", {{"dims", new_shape}}), l);
mm->add_instruction(migraphx::make_op("reshape_lazy", {{"dims", new_shape}}), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector{};
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, data));
EXPECT(migraphx::verify::verify_rms_range(results_vector, data));
}
TEST_CASE(reshape_test1)
TEST_CASE(reshape_lazy_test1)
{
migraphx::shape a_shape{migraphx::shape::float_type, {24, 1, 1, 1}};
std::vector<float> data(24);
......@@ -56,15 +56,15 @@ TEST_CASE(reshape_test1)
auto* mm = p.get_main_module();
auto l = mm->add_literal(migraphx::literal{a_shape, data});
std::vector<int64_t> new_shape = {1, 3, 4, 2};
mm->add_instruction(migraphx::make_op("reshape", {{"dims", new_shape}}), l);
mm->add_instruction(migraphx::make_op("reshape_lazy", {{"dims", new_shape}}), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector{};
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, data));
EXPECT(migraphx::verify::verify_rms_range(results_vector, data));
}
TEST_CASE(reshape_test2)
TEST_CASE(reshape_lazy_test2)
{
migraphx::shape a_shape{migraphx::shape::float_type, {24, 1, 1, 1}};
std::vector<float> data(24);
......@@ -73,22 +73,22 @@ TEST_CASE(reshape_test2)
auto* mm = p.get_main_module();
auto l = mm->add_literal(migraphx::literal{a_shape, data});
std::vector<int64_t> new_shape = {1, 2, 3, 4};
mm->add_instruction(migraphx::make_op("reshape", {{"dims", new_shape}}), l);
mm->add_instruction(migraphx::make_op("reshape_lazy", {{"dims", new_shape}}), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector{};
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, data));
EXPECT(migraphx::verify::verify_rms_range(results_vector, data));
}
TEST_CASE(reshape_dyn_test)
TEST_CASE(reshape_lazy_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {{1, 4}, {24, 24}, {1, 1}, {1, 1}}};
std::vector<int64_t> new_shape = {0, 8, 3, 1};
auto input = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("reshape", {{"dims", new_shape}}), input);
mm->add_instruction(migraphx::make_op("reshape_lazy", {{"dims", new_shape}}), input);
p.compile(migraphx::make_target("ref"));
std::vector<float> data(48);
......@@ -99,5 +99,77 @@ TEST_CASE(reshape_dyn_test)
auto result = p.eval(params).back();
std::vector<float> results_vector{};
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, data));
EXPECT(migraphx::verify::verify_rms_range(results_vector, data));
}
TEST_CASE(reshape_test0)
{
migraphx::shape a_shape{migraphx::shape::float_type, {24, 1, 1, 1}};
std::vector<float> gold(24);
std::iota(gold.begin(), gold.end(), -3);
migraphx::program p;
auto* mm = p.get_main_module();
auto l = mm->add_literal(migraphx::literal{a_shape, gold});
std::vector<int64_t> new_shape = {8, 3, 1, 1};
mm->add_instruction(migraphx::make_op("reshape", {{"dims", new_shape}}), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector{};
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(reshape_test1)
{
migraphx::shape a_shape{migraphx::shape::float_type, {24, 1, 1, 1}};
std::vector<float> gold(24);
std::iota(gold.begin(), gold.end(), -3);
migraphx::program p;
auto* mm = p.get_main_module();
auto l = mm->add_literal(migraphx::literal{a_shape, gold});
std::vector<int64_t> new_shape = {1, 3, 4, 2};
mm->add_instruction(migraphx::make_op("reshape", {{"dims", new_shape}}), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector{};
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(reshape_test2)
{
migraphx::shape a_shape{migraphx::shape::float_type, {24, 1, 1, 1}};
std::vector<float> gold(24);
std::iota(gold.begin(), gold.end(), -3);
migraphx::program p;
auto* mm = p.get_main_module();
auto l = mm->add_literal(migraphx::literal{a_shape, gold});
std::vector<int64_t> new_shape = {1, 2, 3, 4};
mm->add_instruction(migraphx::make_op("reshape", {{"dims", new_shape}}), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector{};
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(reshape_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {{1, 4}, {24, 24}, {1, 1}, {1, 1}}};
std::vector<int64_t> new_shape = {0, 8, 3, 1};
auto input = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("reshape", {{"dims", new_shape}}), input);
p.compile(migraphx::make_target("ref"));
std::vector<float> gold(48);
std::iota(gold.begin(), gold.end(), -3);
migraphx::parameter_map params;
migraphx::shape input_fixed_shape{migraphx::shape::float_type, {2, 24, 1, 1}};
params["X"] = migraphx::argument(input_fixed_shape, gold.data());
auto result = p.eval(params).back();
std::vector<float> results_vector{};
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/reverse.cpp
View file @ 0b2bcf2c
......@@ -44,9 +44,9 @@ TEST_CASE(reverse_test_axis0)
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> target_data = data;
std::swap_ranges(target_data.begin(), target_data.begin() + 16, target_data.begin() + 16);
EXPECT(migraphx::verify::verify_range(results_vector, target_data));
std::vector<float> gold = data;
std::swap_ranges(gold.begin(), gold.begin() + 16, gold.begin() + 16);
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(reverse_test_axis1)
......@@ -63,10 +63,10 @@ TEST_CASE(reverse_test_axis1)
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> target_data = data;
std::reverse(target_data.begin(), target_data.begin() + 16);
std::reverse(target_data.end() - 16, target_data.end());
EXPECT(migraphx::verify::verify_range(results_vector, target_data));
std::vector<float> gold = data;
std::reverse(gold.begin(), gold.begin() + 16);
std::reverse(gold.end() - 16, gold.end());
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(reverse_test_axis10)
......@@ -83,9 +83,9 @@ TEST_CASE(reverse_test_axis10)
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> target_data = data;
std::reverse(target_data.begin(), target_data.begin() + 16);
std::reverse(target_data.end() - 16, target_data.end());
std::swap_ranges(target_data.begin(), target_data.begin() + 16, target_data.begin() + 16);
EXPECT(migraphx::verify::verify_range(results_vector, target_data));
std::vector<float> gold = data;
std::reverse(gold.begin(), gold.begin() + 16);
std::reverse(gold.end() - 16, gold.end());
std::swap_ranges(gold.begin(), gold.begin() + 16, gold.begin() + 16);
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/rnn_ops.cpp
View file @ 0b2bcf2c
......@@ -145,8 +145,8 @@ TEST_CASE(rnn_forward)
-0.16477929,
-0.11893477};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(lho_data, lho_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(lho_data, lho_data_gold));
}
{
......@@ -206,8 +206,8 @@ TEST_CASE(rnn_forward)
0.44193283,
-0.16477929,
-0.11893477};
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
{
......@@ -266,8 +266,8 @@ TEST_CASE(rnn_forward)
0};
std::vector<float> last_output_data_gold{
0.034457, 0.191679, -0.394683, -0.308897, -0.371446, 0.317082, 0.131042, -0.18736};
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 3 args
......@@ -297,7 +297,7 @@ TEST_CASE(rnn_forward)
std::vector<float> last_output_data_gold{
0.2935145, -0.23719997, -0.31123261, -0.18357255, 0., 0., 0., 0.};
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
}
// seq_len = 1
......@@ -344,7 +344,7 @@ TEST_CASE(rnn_forward)
0.31708236,
0.13104209,
-0.18736027};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -438,7 +438,7 @@ TEST_CASE(rnn_reverse)
0.46251031,
-0.20639211,
0.37488942};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// rnn last output as program output
......@@ -481,7 +481,7 @@ TEST_CASE(rnn_reverse)
0.44124447,
0.14365635,
0.14803654};
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
}
// rnn hidden states and last hidden state output as program outputs
......@@ -544,8 +544,8 @@ TEST_CASE(rnn_reverse)
0.14365635,
0.14803654};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
}
// rnn hidden states and last hidden state output as program outputs
......@@ -606,8 +606,8 @@ TEST_CASE(rnn_reverse)
std::vector<float> last_output_data_gold{
-0.293853, 0.167968, 0.51076, 0.402587, -0.0070999, 0.46251, -0.206392, 0.374889};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
}
}
......@@ -718,8 +718,8 @@ TEST_CASE(rnn_bidirectional)
0.14365635,
0.14803654};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
}
// last rnn output for program output
......@@ -784,8 +784,8 @@ TEST_CASE(rnn_bidirectional)
0.143656,
0.148037};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
}
// 4 args
......@@ -835,7 +835,7 @@ TEST_CASE(rnn_bidirectional)
0.14365635,
0.14803654};
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
}
// 3 args
......@@ -870,7 +870,7 @@ TEST_CASE(rnn_bidirectional)
0.2935145, -0.23719997, -0.31123261, -0.18357255, 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0.};
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
}
// concatenation of hidden state for program output
......@@ -923,7 +923,7 @@ TEST_CASE(rnn_bidirectional)
-0.20639211,
0.37488942};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -1008,7 +1008,10 @@ TEST_CASE(rnn_fp16)
std::vector<float> last_output_data_gold{
0.2935145, -0.23719997, -0.31123261, -0.18357255, 0., 0., 0., 0.};
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold, 5e4));
EXPECT(migraphx::verify::verify_range_with_tolerance(
last_output_data,
migraphx::verify::expected{last_output_data_gold},
migraphx::verify::tolerance{0.005}));
}
TEST_CASE(gru_forward)
......@@ -1106,7 +1109,7 @@ TEST_CASE(gru_forward)
0.48523626, 0.60002893, -0.3969709, 0.43360898, 0.35775262, 0.23280787,
-0.52179873, -0.21944991, 0.4535257, -0.13735442, 0.51757574, 0.50380427};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// last output for output
......@@ -1152,7 +1155,7 @@ TEST_CASE(gru_forward)
0.51757574,
0.50380427};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// two rnn_last_hs_output operators after gru
......@@ -1199,7 +1202,7 @@ TEST_CASE(gru_forward)
0.51757574,
0.50380427};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// last output for output, linear_before_reset = 0
......@@ -1245,7 +1248,7 @@ TEST_CASE(gru_forward)
0.6014447,
0.43445644};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -1330,7 +1333,7 @@ TEST_CASE(gru_forward_args)
-0.232523, 0.00214573, 0.231693, -0.160475, -0.518952,
0.0467166, 0.12327, -0.374162, 0.137778, 0.251976};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 4 args (bias is used)
......@@ -1373,7 +1376,7 @@ TEST_CASE(gru_forward_args)
-0.416866, 0.377186, 0.32922, 0.162214, -0.519973,
-0.140072, 0.465076, -0.229563, 0.500164, 0.195166};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 4 args (ih is used)
......@@ -1417,7 +1420,7 @@ TEST_CASE(gru_forward_args)
-0.197, 0.0885705, 0.269396, -0.0414511, -0.515137,
-0.03075, 0.158326, -0.296488, 0.177983, 0.519498};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -1519,7 +1522,7 @@ TEST_CASE(gru_forward_actv_funcs)
0.51757574,
0.50380427};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 1 activation function (sigmoid) specified
......@@ -1560,7 +1563,7 @@ TEST_CASE(gru_forward_actv_funcs)
0.35652235, 0.6033026, 0.52634895, 0.5815402, 0.3001663,
0.39814138, 0.4354002, 0.4310627, 0.6708563, 0.7509278};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 1 activation function (tanh) specified
......@@ -1605,7 +1608,7 @@ TEST_CASE(gru_forward_actv_funcs)
0.65615714,
0.53612584};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// seq length of 1
......@@ -1655,7 +1658,7 @@ TEST_CASE(gru_forward_actv_funcs)
0.6104771,
0.79759157};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -1771,8 +1774,8 @@ TEST_CASE(gru_reverse)
0.55703,
0.54711};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(lho_data, lho_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(lho_data, lho_data_gold));
}
// variable input sequence length
......@@ -1832,8 +1835,8 @@ TEST_CASE(gru_reverse)
0.558397,
0.664423};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(lho_data, lho_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(lho_data, lho_data_gold));
}
// last output for output, linear_before_reset = 0
......@@ -1879,7 +1882,7 @@ TEST_CASE(gru_reverse)
0.646604,
0.463943};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// no activation function specified, so default is used.
......@@ -1918,7 +1921,7 @@ TEST_CASE(gru_reverse)
-0.329512, 0.476095, 0.284044, 0.392077, -0.369226,
-0.3275, -0.027301, 0.143774, 0.655686, 0.782831};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// seq length of 1
......@@ -1968,7 +1971,7 @@ TEST_CASE(gru_reverse)
0.610477,
0.797592};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -2099,8 +2102,8 @@ TEST_CASE(gru_bidirectional)
0.0248217, 0.435231, -0.144448, 0.101531, -0.111305,
0.381317, 0.468983, 0.230557, 0.348021, 0.180229};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(lho_data, lho_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(lho_data, lho_data_gold));
}
// same input sequence length, but shorter than max squence length
......@@ -2168,8 +2171,8 @@ TEST_CASE(gru_bidirectional)
0.0248217, 0.435231, -0.144448, 0.101531, -0.111305,
0.381317, 0.468983, 0.230557, 0.348021, 0.180229};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(lho_data, lho_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(lho_data, lho_data_gold));
}
// variable input sequence lengths
......@@ -2227,8 +2230,8 @@ TEST_CASE(gru_bidirectional)
-0.0271321, 0.624762, -0.117084, 0.509115, -0.0175078,
0.182457, 0.304506, 0.313825, 0.397697, 0.300873};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(lho_data, lho_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(lho_data, lho_data_gold));
}
// last output for output, linear_before_reset = 0
......@@ -2268,7 +2271,7 @@ TEST_CASE(gru_bidirectional)
-0.10688055, -0.4767866, 0.6317833, 0.00286336, 0.53692746, -0.00617076, 0.04564289,
-0.18030001, 0.39584228, 0.53879917, 0.384983, 0.2759448, 0.11611474};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -2370,7 +2373,7 @@ TEST_CASE(gru_bidirectional_args)
0.469122, -0.306578, -0.221095, -0.106449, -0.248934, -0.00682121, 0.288407,
0.198708, 0.0695644, 0.211621, 0.00246037};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 4 args (bias is used)
......@@ -2421,7 +2424,7 @@ TEST_CASE(gru_bidirectional_args)
0.476508, -0.313413, -0.0361821, -0.173037, -0.235731, -0.163113, 0.349008,
0.248674, -0.0295413, 0.291437, -0.165005};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 4 args (ih is used)
......@@ -2469,7 +2472,7 @@ TEST_CASE(gru_bidirectional_args)
0.233106, 0.32996, -0.17175, 0.0190231, -0.154805, -0.205631, -0.405354,
0.519054, -0.380409, -0.0350301, -0.00633752, 0.403791, 0.181883, -0.0977917,
-0.0339407, 0.413089, 0.721238, 0.431879};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -2583,7 +2586,7 @@ TEST_CASE(gru_bidirectional_actv_funcs)
0.0248217, 0.435231, -0.144448, 0.101531, -0.111305,
0.381317, 0.468983, 0.230557, 0.348021, 0.180229};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 1 activation function (sigmoid) specified
......@@ -2626,7 +2629,7 @@ TEST_CASE(gru_bidirectional_actv_funcs)
0.463795, 0.539649, 0.487682, 0.554471, 0.395916, 0.430744, 0.415923, 0.424275,
0.409655, 0.698256, 0.126883, 0.554374, 0.216137, 0.671491, 0.263833, 0.0678646,
0.132732, 0.477083, 0.802206, 0.626802};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 1 activation function (tanh) specified
......@@ -2670,7 +2673,7 @@ TEST_CASE(gru_bidirectional_actv_funcs)
0.66716, -0.704461, -0.393346, -0.627123, 0.210395, 0.0563026, 0.31419,
0.759629, 0.000258222, 0.350835, -0.682684};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 3 activation functions specified
......@@ -2710,7 +2713,7 @@ TEST_CASE(gru_bidirectional_actv_funcs)
1.15142, 0.457633, 0.300962, 0.361245, 0.666199,
0.330446, 0.301982, -0.443763, -0.0655817, -0.326473,
0.861394, 0.560799, -0.101768, 0.145142, 0.128956};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// 4 activation functions all specified
......@@ -2758,7 +2761,7 @@ TEST_CASE(gru_bidirectional_actv_funcs)
0.648851, -0.395918, 0.231694, -0.160503, 0.383289, 0.0879262, -0.0254665,
0.079043, 0.322652, 0.752701, 0.243775};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -2873,7 +2876,7 @@ TEST_CASE(gru_bidirectional_seq_1)
-0.0271321, 0.624762, -0.117084, 0.509115, -0.0175078,
-0.144492, -0.0115366, 0.409153, 0.487015, 0.550755};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
TEST_CASE(gru_fp16)
......@@ -2983,7 +2986,8 @@ TEST_CASE(gru_fp16)
-0.3969709, 0.43360898, 0.35775262, 0.23280787, -0.52179873,
-0.21944991, 0.4535257, -0.13735442, 0.51757574, 0.50380427};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold, 5e4));
EXPECT(migraphx::verify::verify_range_with_tolerance(
hs_data, migraphx::verify::expected{hs_data_gold}, migraphx::verify::tolerance{0.005}));
}
TEST_CASE(lstm_forward)
......@@ -3114,7 +3118,7 @@ TEST_CASE(lstm_forward)
0.0498799, 0.125772, 0.0533032, -0.131413, 0.0988431, -0.018085, -0.159434,
0.030266, -0.0847427, 0.0874114, 0.304256, -0.0585745, -0.0223018, 0.131113,
0.135643, -0.0566208, 0.142701, 0.0342236, -0.198664, 0.0702607};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// forward, last_output as program output
......@@ -3167,7 +3171,7 @@ TEST_CASE(lstm_forward)
0.0342236,
-0.198664,
0.0702607};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// forward, last_cell_output as program output
......@@ -3220,7 +3224,7 @@ TEST_CASE(lstm_forward)
0.078598,
-0.64457,
0.119811};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
}
......@@ -3342,7 +3346,7 @@ TEST_CASE(lstm_forward_more)
0.00496085, 0.0662588, -0.048577, -0.187329, 0.0855831, -0.0171894, -0.140202,
0.0828391, -0.165194, -0.0372928, 0.273786, -0.100877, -0.0458544, -0.0401315,
0.0737483, -0.064505, 0.136898, 0.00160891, -0.184812, 0.147774};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// forward, 8 args
......@@ -3391,7 +3395,7 @@ TEST_CASE(lstm_forward_more)
0.218258, 0.0944405, 0.0431211, -0.132394, 0.103489, 0.0142918, -0.123408,
0.0401075, -0.058052, 0.0795391, 0.266617, -0.0128746, 0.0309878, 0.0971544,
0.149294, -0.0492549, 0.187761, 0.0501726, -0.121584, 0.0606723};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
// forward, last_output as program output, sequence length shorter
......@@ -3453,7 +3457,7 @@ TEST_CASE(lstm_forward_more)
0.0342236,
-0.198664,
0.0702607};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// seq_len = 1
......@@ -3511,7 +3515,7 @@ TEST_CASE(lstm_forward_more)
-0.121195,
-0.4065,
-0.252054};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
}
}
......@@ -3641,7 +3645,7 @@ TEST_CASE(lstm_reverse)
0.960938, 0.133565, 0.269741, 0.130438, -0.0252804, 0.267356, 0.146353,
0.0789186, -0.185038, -0.026845, 0.177273, -0.0774616, 0.946669, 0.0868676,
0.044508, -0.373961, -0.0681467, 0.382748, 0.230211, -0.161537};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// reverse, sequence lengths are the same, but less than max_seq_lens
......@@ -3699,7 +3703,7 @@ TEST_CASE(lstm_reverse)
0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,
0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,
0.0, 0.0};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// variable sequence lengths
......@@ -3749,7 +3753,7 @@ TEST_CASE(lstm_reverse)
0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// reverse, 3 args, last cell output as program output
......@@ -3791,7 +3795,7 @@ TEST_CASE(lstm_reverse)
0.141613,
0.348002,
0.667298};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// reverse, 3 args, 0 actv function
......@@ -3830,7 +3834,7 @@ TEST_CASE(lstm_reverse)
0.141613,
0.348002,
0.667298};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
}
......@@ -3948,7 +3952,7 @@ TEST_CASE(lstm_reverse_actv)
0.310306, 0.262902, 0.276964, 0.295002, 0.373802, 0.366785, 0.419791, 0.393216,
0.262827, 0.371441, 0.369022, 0.298262, 0.334143, 0.309444, 0.174822, 0.251634,
0.244564, 0.214386, 0.185994, 0.226699, 0.28445, 0.376092, 0.338326, 0.259502};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// reverse, 3 args, 2 actv functions
......@@ -3989,7 +3993,7 @@ TEST_CASE(lstm_reverse_actv)
0.233866,
0.48646,
0.481844};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// reverse, 3 args, seq_len = 1, concatenation of hidden states as program output
......@@ -4035,7 +4039,7 @@ TEST_CASE(lstm_reverse_actv)
0.070535,
0.327809,
0.407388};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
}
......@@ -4162,7 +4166,7 @@ TEST_CASE(lstm_bidirectional)
0.0971544, 0.149294, -0.0492549, 0.187761, 0.0501726, -0.121584, 0.0606723,
-0.185038, -0.026845, 0.177273, -0.0774616, 0.946669, 0.0868676, 0.044508,
-0.373961, -0.0681467, 0.382748, 0.230211, -0.161537};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// last hidden state as program output
......@@ -4205,7 +4209,7 @@ TEST_CASE(lstm_bidirectional)
-0.058052, 0.0795391, 0.266617, -0.0128746, 0.0309878, 0.0971544, 0.149294, -0.0492549,
0.187761, 0.0501726, -0.121584, 0.0606723, -0.120174, 0.043157, 0.117138, -0.222188,
0.789732, 0.128538, 0.20909, 0.0553812, -0.224905, 0.32421, 0.344048, 0.271694};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// last cell output as program output
......@@ -4248,7 +4252,7 @@ TEST_CASE(lstm_bidirectional)
-0.077353, 0.245616, 0.361023, -0.0443759, 0.0685243, 0.20465, 0.277867, -0.112934,
0.67312, 0.120508, -0.726968, 0.113845, -0.889294, 0.182463, 0.186512, -0.402334,
1.48161, 0.524116, 0.347113, 0.181813, -0.434265, 0.747833, 0.416053, 0.558713};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// 3 args, concatenation of hidden states as program output
......@@ -4291,7 +4295,7 @@ TEST_CASE(lstm_bidirectional)
-0.0401315, 0.0737483, -0.064505, 0.136898, 0.00160891, -0.184812, 0.147774,
-0.021205, -0.125423, 0.0206439, -0.187097, -0.0051453, -0.0767618, -0.0735348,
-0.0826436, 0.214159, 0.262295, 0.0247127, 0.14472};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// sequence length is 1, contenation of hidden state as program output
......@@ -4328,7 +4332,7 @@ TEST_CASE(lstm_bidirectional)
-0.0623361, 0.0598866, 0.101585, 0.0687269, -0.161725, -0.25617,
-0.104351, -0.0471426, -0.0905753, 0.01506, 0.059797, 0.104239,
-0.0266768, 0.0727547, -0.146298, 0.070535, 0.327809, 0.407388};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
}
......@@ -4480,9 +4484,9 @@ TEST_CASE(lstm_bidirectional_var_seq_lens)
0.391174, 0.0308845, -0.561745, 0.0730323, -0.326822, 0.301121, 0.219523, 0.415242,
2.08242, 0.442513, 0.187127, 0.0577626, -0.611307, 0.55454, 0.4364, 0.509436};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_range(last_cell_data, last_cell_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_output_data, last_output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(last_cell_data, last_cell_data_gold));
}
// last cell output as program output
......@@ -4567,9 +4571,9 @@ TEST_CASE(lstm_bidirectional_var_seq_lens)
-0.077353, 0.245616, 0.361023, -0.0443759, 0.0685243, 0.20465, 0.277867, -0.112934,
0.67312, 0.120508, -0.726968, 0.113845, -0.889294, 0.182463, 0.186512, -0.402334,
1.48161, 0.524116, 0.347113, 0.181813, -0.434265, 0.747833, 0.416053, 0.558713};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_range(lho_data, lho_data_gold));
EXPECT(migraphx::verify::verify_range(lco_data, lco_data_gold));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold));
EXPECT(migraphx::verify::verify_rms_range(lho_data, lho_data_gold));
EXPECT(migraphx::verify::verify_rms_range(lco_data, lco_data_gold));
}
}
......@@ -4654,7 +4658,7 @@ TEST_CASE(lstm_bidirectional_actv_func)
-0.0401315, 0.0737483, -0.064505, 0.136898, 0.00160891, -0.184812, 0.147774,
-0.021205, -0.125423, 0.0206439, -0.187097, -0.0051453, -0.0767618, -0.0735348,
-0.0826436, 0.214159, 0.262295, 0.0247127, 0.14472};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// 3 args, 1 actv func
......@@ -4694,7 +4698,7 @@ TEST_CASE(lstm_bidirectional_actv_func)
0.450186, 0.263538, 0.402895, 0.216177, 0.267257, 0.342535, 0.257797, 0.268563,
0.193043, 0.275645, 0.167678, 0.350889, 0.334143, 0.309444, 0.174822, 0.251634,
0.244564, 0.214386, 0.185994, 0.226699, 0.28445, 0.376092, 0.338326, 0.259502};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// 3 args, 2 actv func
......@@ -4727,7 +4731,7 @@ TEST_CASE(lstm_bidirectional_actv_func)
0.0737483, -0.064505, 0.136898, 0.00160891, -0.184812, 0.147774,
-0.162851, -0.102647, -0.113827, -0.142818, 0.0513685, 0.0547876,
0.0201981, -0.00808453, -0.00520328, 0.0945081, 0.264123, 0.410805};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// 3 args, 4 actv func
......@@ -4763,7 +4767,7 @@ TEST_CASE(lstm_bidirectional_actv_func)
0.0737483, -0.064505, 0.136898, 0.00160891, -0.184812, 0.147774,
0.246078, 0.199709, 0.303753, 0.301178, 0.264634, 0.304661,
0.349371, 0.288934, 0.405483, 0.445586, 0.515814, 0.473186};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// 3 args, 5 actv func
......@@ -4799,7 +4803,7 @@ TEST_CASE(lstm_bidirectional_actv_func)
0.0737483, -0.064505, 0.136898, 0.00160891, -0.184812, 0.147774,
-0.162851, -0.102647, -0.113827, -0.142818, 0.0513685, 0.0547876,
0.0201981, -0.00808453, -0.00520328, 0.0945081, 0.264123, 0.410805};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
// 3 args, 6 actv func
......@@ -4836,7 +4840,7 @@ TEST_CASE(lstm_bidirectional_actv_func)
0.0737483, -0.064505, 0.136898, 0.00160891, -0.184812, 0.147774,
-0.162851, -0.102647, -0.113827, -0.142818, 0.0513685, 0.0547876,
0.0201981, -0.00808453, -0.00520328, 0.0945081, 0.264123, 0.410805};
EXPECT(migraphx::verify::verify_range(output_data, output_data_gold));
EXPECT(migraphx::verify::verify_rms_range(output_data, output_data_gold));
}
}
......@@ -4981,5 +4985,5 @@ TEST_CASE(lstm_fp16)
0.0498799, 0.125772, 0.0533032, -0.131413, 0.0988431, -0.018085, -0.159434,
0.030266, -0.0847427, 0.0874114, 0.304256, -0.0585745, -0.0223018, 0.131113,
0.135643, -0.0566208, 0.142701, 0.0342236, -0.198664, 0.0702607};
EXPECT(migraphx::verify::verify_range(hs_data, hs_data_gold, 5e4));
EXPECT(migraphx::verify::verify_rms_range(hs_data, hs_data_gold, 5e4));
}
test/ref/roialign.cpp
View file @ 0b2bcf2c
......@@ -73,14 +73,14 @@ TEST_CASE(roialign_out_of_bound_test)
};
{
auto p = create_program("output_half_pixel");
auto p = create_program("half_pixel");
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0.0f, 0.0f, 0.0f};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
}
......@@ -130,7 +130,7 @@ TEST_CASE(roialign_test)
};
{
auto p = create_program();
auto p = create_program("output_half_pixel");
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
......@@ -150,11 +150,11 @@ TEST_CASE(roialign_test)
0.256580025, 0.214098021, 0.279604018, 0.360000014, 0.436488032, 0.350427985,
0.288755983, 0.366139978, 0.234920025};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
{
auto p = create_program("output_half_pixel");
auto p = create_program("half_pixel");
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
......@@ -171,11 +171,11 @@ TEST_CASE(roialign_test)
0.929997, 0.66257, 0.561664, 0.481275, 0.495449, 0.666306, 0.663573, 0.372107,
0.205603, 0.192776, 0.247849};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
{
auto p = create_program("output_half_pixel", migraphx::op::pooling_mode::max, 0);
auto p = create_program("half_pixel", migraphx::op::pooling_mode::max, 0);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
......@@ -192,6 +192,6 @@ TEST_CASE(roialign_test)
0.44757, 0.351855, 0.342265, 0.244475, 0.274841, 0.553644, 0.607176, 0.202392,
0.07425, 0.066087, 0.126279};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
}
test/ref/round.cpp
View file @ 0b2bcf2c
......@@ -43,7 +43,7 @@ TEST_CASE(round_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {1.0, 2.0, 2.0, -1.0, -2.0, -2.0, 0.0, 2.0, -2.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(round_dyn_test)
......@@ -64,5 +64,5 @@ TEST_CASE(round_dyn_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {1.0, 2.0, 2.0, -1.0, -2.0, -2.0, 0.0, 2.0, -2.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/rsqrt.cpp
View file @ 0b2bcf2c
......@@ -42,7 +42,7 @@ TEST_CASE(rsqrt_test)
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0.5, 0.25, 0.125};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(rsqrt_dyn_test)
......@@ -63,5 +63,5 @@ TEST_CASE(rsqrt_dyn_test)
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0.5, 0.25, 0.125};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/scalar.cpp
View file @ 0b2bcf2c
......@@ -77,5 +77,5 @@ TEST_CASE(imagescaler_test)
0.53,
0.73,
0.93};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/scatter.cpp
View file @ 0b2bcf2c
......@@ -64,7 +64,7 @@ TEST_CASE(scatter_ax0_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {2.0, 1.1, 0.0, 1.0, 0.0, 2.2, 0.0, 2.1, 1.2};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
}
......@@ -78,7 +78,7 @@ TEST_CASE(scatter_ax_neg_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {2.0, 1.1, 0.0, 1.0, 0.0, 2.2, 0.0, 2.1, 1.2};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
}
......@@ -91,7 +91,7 @@ TEST_CASE(scatter_ax1_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {1.1, 1.0, 1.2, 2.0, 2.2, 2.1, 0.0, 0.0, 0.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
}
......@@ -128,7 +128,7 @@ TEST_CASE(scatter_reduction1_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold_none = {1.0, 1.1, 3.0, 2.1, 5.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold_none));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold_none));
}
}
......@@ -142,7 +142,7 @@ TEST_CASE(scatter_reduction2_test)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold_mul = {1.0, 2.2, 3.0, 8.4, 5.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold_mul));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold_mul));
}
}
TEST_CASE(scatter_reduction3_test)
......@@ -155,7 +155,7 @@ TEST_CASE(scatter_reduction3_test)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold_add = {1.0, 3.1, 3.0, 6.1, 5.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold_add));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold_add));
}
}
......@@ -184,7 +184,7 @@ TEST_CASE(scatter_reduction_3x3_test)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold_a2 = {4.1, 4.0, 4.2, 10.0, 10.2, 10.1, 3.0, 3.0, 3.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold_a2));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold_a2));
}
}
......@@ -221,7 +221,7 @@ TEST_CASE(scatter_reduction_3x3_xpose1_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold_none2 = {1.1, 7.0, 3.0, 1.0, 7.2, 3.0, 1.2, 7.1, 3.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold_none2));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold_none2));
}
}
......@@ -236,7 +236,7 @@ TEST_CASE(scatter_reduction_3x3_xpose2_test)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold_a3 = {4.1, 10.0, 3.0, 4.0, 10.2, 3.0, 4.2, 10.1, 3.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold_a3));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold_a3));
}
}
......@@ -250,6 +250,6 @@ TEST_CASE(scatter_reduction_3x3_xpose3_test)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold_mul2 = {3.3, 21.0, 3.0, 3.0, 21.6, 3.0, 3.6, 21.3, 3.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold_mul2));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold_mul2));
}
}
test/ref/scatternd_add.cpp
View file @ 0b2bcf2c
......@@ -57,7 +57,7 @@ TEST_CASE(scatternd_add_reduction_test)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{1, 3, 3, 5, 6, 6, 7, 9};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(scatternd_reduction_dyn_test)
......@@ -102,5 +102,5 @@ TEST_CASE(scatternd_reduction_dyn_test)
1, 2, 3, 4, 5, 6, 7, 8, 8, 7, 6, 5, 4, 3, 2, 1,
9, 8, 7, 6, 6, 5, 4, 3, 4, 5, 6, 7, 9, 10, 11, 12,
8, 7, 6, 5, 4, 3, 2, 1, 1, 2, 3, 4, 5, 6, 7, 8};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/scatternd_mul.cpp
View file @ 0b2bcf2c
......@@ -57,5 +57,5 @@ TEST_CASE(scatternd_mul_reduction_test)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{1, 22, 3, 40, 45, 6, 7, 96};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/scatternd_none.cpp
View file @ 0b2bcf2c
......@@ -56,7 +56,7 @@ TEST_CASE(scatternd_shapes_test_1)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{0, 11, 0, 10, 9, 0, 0, 12};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(scatternd_shapes_test_2)
......@@ -86,7 +86,7 @@ TEST_CASE(scatternd_shapes_test_2)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{5, 6, 2, 4};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(scatternd_shapes_test_3)
......@@ -117,7 +117,7 @@ TEST_CASE(scatternd_shapes_test_3)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{9, 2, 3, 4, 5, 6, 7, 10};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(scatternd_test_1)
......@@ -147,7 +147,7 @@ TEST_CASE(scatternd_test_1)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{1, 11, 3, 10, 9, 6, 7, 12};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(scatternd_test_2)
......@@ -177,7 +177,7 @@ TEST_CASE(scatternd_test_2)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{5, 6, 3, 4};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(scatternd_test_3)
......@@ -207,7 +207,7 @@ TEST_CASE(scatternd_test_3)
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{9, 2, 3, 4, 5, 6, 7, 10};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(scatternd_test_4)
......@@ -242,7 +242,7 @@ TEST_CASE(scatternd_test_4)
7, 8, 8, 7, 6, 5, 4, 3, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3,
4, 4, 4, 4, 8, 7, 6, 5, 4, 3, 2, 1, 1, 2, 3, 4, 5, 6, 7, 8};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(scatternd_test_5)
......@@ -273,5 +273,5 @@ TEST_CASE(scatternd_test_5)
std::vector<float> gold(32, 0);
std::copy(data_vec.begin(), data_vec.begin() + 16, gold.begin());
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
test/ref/select_module.cpp
View file @ 0b2bcf2c
......@@ -74,7 +74,7 @@ TEST_CASE(select_module_add_test)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{2, 14, 5, 10, 5, 14, 14, 2};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(select_module_reduce_test0)
......@@ -120,7 +120,7 @@ TEST_CASE(select_module_reduce_test0)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{-5, 12, 7, 4};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(select_module_reduce_test1)
......@@ -166,7 +166,7 @@ TEST_CASE(select_module_reduce_test1)
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{-5, 12, 7, 4, -5, 12, 7, 4};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(select_module_not_found_error)
......
test/ref/sigmoid.cpp
View file @ 0b2bcf2c
......@@ -44,7 +44,7 @@ TEST_CASE(sigmoid_test)
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::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
TEST_CASE(sigmoid_dyn_test)
......@@ -64,5 +64,5 @@ TEST_CASE(sigmoid_dyn_test)
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::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_rms_range(results_vector, gold));
}
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