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Commit 9d65c568 authored by Shucai Xiao's avatar Shucai Xiao
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add more cpu tests for gru operator

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test/cpu_ops_test.cpp
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...@@ -2722,243 +2722,351 @@ TEST_CASE(gru_bidirectional) ...@@ -2722,243 +2722,351 @@ TEST_CASE(gru_bidirectional)
EXPECT(migraphx::verify_range(hs_data, hs_data_gold)); EXPECT(migraphx::verify_range(hs_data, hs_data_gold));
} }
// // 3 args // 3 args
// { {
// migraphx::program p; migraphx::program p;
// auto seq = p.add_literal(migraphx::literal{in_shape, input}); auto seq = p.add_literal(migraphx::literal{in_shape, input});
// auto w = p.add_literal(migraphx::literal{w_shape, w_data}); auto w = p.add_literal(migraphx::literal{w_shape, w_data});
// auto r = p.add_literal(migraphx::literal{r_shape, r_data}); auto r = p.add_literal(migraphx::literal{r_shape, r_data});
// p.add_instruction(migraphx::op::gru{hidden_size, p.add_instruction(migraphx::op::gru{hidden_size,
// {migraphx::op::sigmoid{}, migraphx::op::tanh{}}, {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
// migraphx::op::gru::forward, migraphx::op::gru::bidirectional,
// clip, clip,
// 1}, 0},
// seq, seq,
// w, w,
// r); r);
// p.compile(migraphx::cpu::target{}); p.compile(migraphx::cpu::target{});
// auto hs_concat = p.eval({}); auto hs_concat = p.eval({});
// std::vector<float> hs_data; std::vector<float> hs_data;
// hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); }); hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); });
// std::vector<float> hs_data_gold{ std::vector<float> hs_data_gold{
// -0.114674, -0.129581, -0.218156, -0.140788, -0.114242, 0.0863793, -0.227845, 0.0283059, -0.258645, 0.14187, 0.43541, 0.190748,
// -0.346569, 0.321367, -0.0838253, 0.102097, 0.00232137, -0.530196, -0.440444, 0.293767, 0.0402142, 0.0788687, -0.013, -0.233298,
// -0.149055, 0.0590743, -0.0533094, -0.0446122, -0.112588, -0.0739615, 0.467104, 0.446285, 0.306097, 0.125636, 0.272524, 0.0949838,
// 0.0153261, 0.168883, -0.326836, 0.0843562, 0.160872, 0.0522264, -0.0872712, -0.084203, 0.140013, 0.12739, -0.0111171, -0.431119,
// -0.232523, 0.00214573, 0.231693, -0.160475, -0.518952, -0.468382, 0.388067, -0.109174, -0.119064, -0.0242958, -0.180555, 0.118983,
// 0.0467166, 0.12327, -0.374162, 0.137778, 0.251976}; 0.341578, 0.275472, 0.0853083, 0.332205, -0.0498387, 0.140338, 0.0319435,
0.247019, 0.275848, -0.158223, 0.0495464, -0.0681034, -0.418158, -0.523234,
// EXPECT(migraphx::verify_range(hs_data, hs_data_gold)); 0.469122, -0.306578, -0.221095, -0.106449, -0.248934, -0.00682121, 0.288407,
// } 0.198708, 0.0695644, 0.211621, 0.00246037};
// // 4 args (bias is used) EXPECT(migraphx::verify_range(hs_data, hs_data_gold));
// { }
// migraphx::program p;
// auto seq = p.add_literal(migraphx::literal{in_shape, input}); // 4 args (bias is used)
// auto w = p.add_literal(migraphx::literal{w_shape, w_data}); {
// auto r = p.add_literal(migraphx::literal{r_shape, r_data}); migraphx::program p;
// auto bias = p.add_literal(migraphx::literal{b_shape, bias_data}); auto seq = p.add_literal(migraphx::literal{in_shape, input});
// p.add_instruction(migraphx::op::gru{hidden_size, auto w = p.add_literal(migraphx::literal{w_shape, w_data});
// {migraphx::op::sigmoid{}, migraphx::op::tanh{}}, auto r = p.add_literal(migraphx::literal{r_shape, r_data});
// migraphx::op::gru::forward, auto bias = p.add_literal(migraphx::literal{b_shape, bias_data});
// clip, p.add_instruction(migraphx::op::gru{hidden_size,
// 1}, {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
// seq, migraphx::op::gru::bidirectional,
// w, clip,
// r, 1},
// bias); seq,
w,
// p.compile(migraphx::cpu::target{}); r,
// auto hs_concat = p.eval({}); bias);
// std::vector<float> hs_data;
// hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); }); p.compile(migraphx::cpu::target{});
auto hs_concat = p.eval({});
// std::vector<float> hs_data_gold{ std::vector<float> hs_data;
// -0.273619, 0.0931375, -0.104717, 0.0203752, -0.0797887, hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); });
// -0.493948, 0.472118, -0.0336318, 0.332706, 0.0182268,
// -0.341684, 0.38063, 0.0589275, 0.2644, -0.115737, std::vector<float> hs_data_gold{
// -0.152324, 0.442277, -0.201626, 0.408909, 0.12905, -0.156667, -0.248473, 0.0255282, -0.24566, 0.211589,
// -0.416866, 0.377186, 0.32922, 0.162214, -0.519973, 0.192707, 0.253025, -0.515283, -0.414174, 0.227127,
// -0.140072, 0.465076, -0.229563, 0.500164, 0.195166}; 0.124773, 0.284532, -0.203929, -0.120517, -0.2794,
0.547635, 0.518549, 0.0447674, 0.258461, 0.0502881,
// EXPECT(migraphx::verify_range(hs_data, hs_data_gold)); -0.219516, 0.0927382, -0.0760062, -0.0906231, 0.237615,
// } -0.215638, 0.0128074, -0.425813, -0.433378, 0.375383,
-0.0381738, 0.117793, -0.180851, -0.0841245, -0.116649,
// // 4 args (ih is used) 0.419469, 0.393515, -0.076395, 0.427436, -0.264071,
// { -0.185829, 0.0483585, 0.242955, 0.25233, 0.0148512,
// migraphx::program p; -0.304127, -0.0616653, -0.411568, -0.491748, 0.476508,
// auto seq = p.add_literal(migraphx::literal{in_shape, input}); -0.313413, -0.0361821, -0.173037, -0.235731, -0.163113,
// auto w = p.add_literal(migraphx::literal{w_shape, w_data}); 0.349008, 0.248674, -0.0295413, 0.291437, -0.165005};
// auto r = p.add_literal(migraphx::literal{r_shape, r_data});
// auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data}); EXPECT(migraphx::verify_range(hs_data, hs_data_gold));
// auto und = p.add_instruction(migraphx::op::undefined{}); }
// p.add_instruction(migraphx::op::gru{hidden_size,
// {migraphx::op::sigmoid{}, migraphx::op::tanh{}}, // 4 args (ih is used)
// migraphx::op::gru::forward, {
// clip, migraphx::program p;
// 1}, auto seq = p.add_literal(migraphx::literal{in_shape, input});
// seq, auto w = p.add_literal(migraphx::literal{w_shape, w_data});
// w, auto r = p.add_literal(migraphx::literal{r_shape, r_data});
// r, auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data});
// und, auto und = p.add_instruction(migraphx::op::undefined{});
// und, p.add_instruction(migraphx::op::gru{hidden_size,
// ih); {migraphx::op::sigmoid{}, migraphx::op::tanh{}},
migraphx::op::gru::bidirectional,
// p.compile(migraphx::cpu::target{}); clip,
// auto hs_concat = p.eval({}); 1},
// std::vector<float> hs_data; seq,
// hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); }); w,
r,
// std::vector<float> hs_data_gold{ und,
// -0.0801064, 0.27025, -0.20704, 0.333579, -0.0452438, und,
// -0.56265, 0.061061, 0.262172, 0.405193, 0.775226, ih);
// -0.100683, 0.258729, -0.0187297, 0.215815, -0.108936,
// -0.0941018, 0.129665, -0.159421, 0.190636, 0.597412, p.compile(migraphx::cpu::target{});
// -0.197, 0.0885705, 0.269396, -0.0414511, -0.515137, auto hs_concat = p.eval({});
// -0.03075, 0.158326, -0.296488, 0.177983, 0.519498}; std::vector<float> hs_data;
hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); });
// EXPECT(migraphx::verify_range(hs_data, hs_data_gold));
// } std::vector<float> hs_data_gold{
0.248571, 0.0982155, 0.00808877, 0.0986508, 0.0969705,
// // no activation function specified, so default is used. 0.434692, -0.141696, -0.164271, -0.121157, 0.863222,
// { -0.0718357, 0.137711, 0.109221, -0.00207995, 0.0331223,
// migraphx::program p; 0.262705, 0.346587, 0.457158, 0.240744, 0.404261,
// auto seq = p.add_literal(migraphx::literal{in_shape, input}); 0.222779, 0.179757, -0.0845316, 0.0690347, 0.10204,
// auto w = p.add_literal(migraphx::literal{w_shape, w_data}); 0.100155, -0.190286, -0.122062, -0.274379, 0.547281,
// auto r = p.add_literal(migraphx::literal{r_shape, r_data}); -0.226753, -0.0397069, 0.120404, 0.171299, 0.259989,
// auto bias = p.add_literal(migraphx::literal{b_shape, bias_data}); 0.0864604, 0.111322, 0.331784, 0.604653, 0.181017,
// auto und = p.add_instruction(migraphx::op::undefined{}); 0.237426, 0.0911999, 0.233106, 0.32996, -0.17175,
// auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data}); 0.0190231, -0.154805, -0.205631, -0.405354, 0.519054,
// auto concat_hs = p.add_instruction(migraphx::op::gru{hidden_size, -0.380409, -0.0350301, -0.00633752, 0.403791, 0.181883,
// {}, -0.0977917, -0.0339407, 0.413089, 0.721238, 0.431879};
// migraphx::op::gru::forward, EXPECT(migraphx::verify_range(hs_data, hs_data_gold));
// clip, }
// 1},
// seq, // no activation function specified, so default is used.
// w, {
// r, migraphx::program p;
// bias, auto seq = p.add_literal(migraphx::literal{in_shape, input});
// und, auto w = p.add_literal(migraphx::literal{w_shape, w_data});
// ih); auto r = p.add_literal(migraphx::literal{r_shape, r_data});
// p.add_instruction(migraphx::op::gru_last_output{}, concat_hs); auto bias = p.add_literal(migraphx::literal{b_shape, bias_data});
// p.compile(migraphx::cpu::target{}); auto und = p.add_instruction(migraphx::op::undefined{});
// auto hs_concat = p.eval({}); auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data});
// std::vector<float> hs_data; auto concat_hs =
// hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); }); p.add_instruction(migraphx::op::gru{hidden_size,
{},
// std::vector<float> hs_data_gold{ migraphx::op::gru::bidirectional,
// -0.3969709 , 0.43360898, 0.35775262, 0.23280787, -0.52179873, clip,
// -0.21944991, 0.4535257 , -0.13735442, 0.51757574, 0.50380427}; 1},
seq,
// EXPECT(migraphx::verify_range(hs_data, hs_data_gold)); w,
// } r,
bias,
// // 1 activation function (sigmoid) specified und,
// { ih);
// migraphx::program p; p.add_instruction(migraphx::op::gru_last_output{}, concat_hs);
// auto seq = p.add_literal(migraphx::literal{in_shape, input}); p.compile(migraphx::cpu::target{});
// auto w = p.add_literal(migraphx::literal{w_shape, w_data}); auto hs_concat = p.eval({});
// auto r = p.add_literal(migraphx::literal{r_shape, r_data}); std::vector<float> hs_data;
// auto bias = p.add_literal(migraphx::literal{b_shape, bias_data}); hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); });
// auto und = p.add_instruction(migraphx::op::undefined{});
// auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data}); std::vector<float> hs_data_gold{-0.0959787, 0.0794681, 0.241526, 0.321104, 0.00693533,
// p.add_instruction(migraphx::op::gru{hidden_size, -0.311839, -0.12802, -0.16643, -0.393849, 0.648851,
// {migraphx::op::sigmoid{}}, 0.0248217, 0.435231, -0.144448, 0.101531, -0.111305,
// migraphx::op::gru::forward, 0.381317, 0.468983, 0.230557, 0.348021, 0.180229};
// clip,
// 1}, EXPECT(migraphx::verify_range(hs_data, hs_data_gold));
// seq, }
// w,
// r, // 1 activation function (sigmoid) specified
// bias, {
// und, migraphx::program p;
// ih); auto seq = p.add_literal(migraphx::literal{in_shape, input});
// p.compile(migraphx::cpu::target{}); auto w = p.add_literal(migraphx::literal{w_shape, w_data});
// auto hs_concat = p.eval({}); auto r = p.add_literal(migraphx::literal{r_shape, r_data});
// std::vector<float> hs_data; auto bias = p.add_literal(migraphx::literal{b_shape, bias_data});
// hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); }); auto und = p.add_instruction(migraphx::op::undefined{});
auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data});
// std::vector<float> hs_data_gold{ p.add_instruction(migraphx::op::gru{hidden_size,
// 0.26905832, 0.5669211 , 0.20464146, 0.67195725, 0.24752215, {migraphx::op::sigmoid{}},
// 0.11411376, 0.12353572, 0.4245067 , 0.73908687, 0.8644615, migraphx::op::gru::bidirectional,
// 0.34754312, 0.61424744, 0.36769435, 0.6499579 , 0.3168031, clip,
// 0.3296533 , 0.3055136 , 0.42514813, 0.6851256 , 0.7967266, 0},
// 0.35652235, 0.6033026 , 0.52634895, 0.5815402 , 0.3001663, seq,
// 0.39814138, 0.4354002 , 0.4310627 , 0.6708563 , 0.7509278}; w,
r,
// EXPECT(migraphx::verify_range(hs_data, hs_data_gold)); bias,
// } und,
ih);
// // 1 activation function (tanh) specified p.compile(migraphx::cpu::target{});
// { auto hs_concat = p.eval({});
// migraphx::program p; std::vector<float> hs_data;
// auto seq = p.add_literal(migraphx::literal{in_shape, input}); hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); });
// auto w = p.add_literal(migraphx::literal{w_shape, w_data});
// auto r = p.add_literal(migraphx::literal{r_shape, r_data}); std::vector<float> hs_data_gold{
// auto bias = p.add_literal(migraphx::literal{b_shape, bias_data}); 0.325495, 0.469214, 0.164517, 0.585327, 0.328398,
// auto und = p.add_instruction(migraphx::op::undefined{}); 0.457928, 0.065011, 0.35986, 0.545029, 0.859425,
// auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data}); 0.427923, 0.667133, 0.41591, 0.540971, 0.365475,
// auto concat_hs = p.add_instruction(migraphx::op::gru{hidden_size, 0.482058, 0.565495, 0.556993, 0.607649, 0.543627,
// {migraphx::op::tanh{}}, 0.428915, 0.537405, 0.306046, 0.518399, 0.403561,
// migraphx::op::gru::forward, 0.410694, 0.301163, 0.407397, 0.471334, 0.726446,
// clip, 0.309389, 0.612072, 0.360619, 0.590861, 0.366545,
// 1}, 0.367001, 0.433829, 0.501275, 0.72481, 0.512745,
// seq, 0.463795, 0.539649, 0.487682, 0.554471, 0.395916,
// w, 0.430744, 0.415923, 0.424275, 0.409655, 0.698256,
// r, 0.126883, 0.554374, 0.216137, 0.671491, 0.263833,
// bias, 0.0678646, 0.132732, 0.477083, 0.802206, 0.626802};
// und, EXPECT(migraphx::verify_range(hs_data, hs_data_gold));
// ih); }
// p.add_instruction(migraphx::op::gru_last_output{}, concat_hs);
// p.compile(migraphx::cpu::target{}); // 1 activation function (tanh) specified
// auto hs_concat = p.eval({}); {
// std::vector<float> hs_data; migraphx::program p;
// hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); }); auto seq = p.add_literal(migraphx::literal{in_shape, input});
auto w = p.add_literal(migraphx::literal{w_shape, w_data});
// std::vector<float> hs_data_gold{ auto r = p.add_literal(migraphx::literal{r_shape, r_data});
// -0.49333298, -0.06104589, 0.5629142, -0.97955984, -0.9314696, auto bias = p.add_literal(migraphx::literal{b_shape, bias_data});
// -0.03033514, 0.5280315, -0.27354342, 0.65615714, 0.53612584}; auto und = p.add_instruction(migraphx::op::undefined{});
auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data});
// EXPECT(migraphx::verify_range(hs_data, hs_data_gold)); p.add_instruction(migraphx::op::gru{hidden_size,
// } {migraphx::op::tanh{}},
migraphx::op::gru::bidirectional,
// // seq length of 1 clip,
// { 1},
// migraphx::program p; seq,
// seq_len = 1; w,
// migraphx::shape in_shape_one{migraphx::shape::float_type, {seq_len, batch_size, r,
// input_size}}; std::vector<float> input_one{-0.8432, -0.9887, 1.3041, -2.6430, -0.3306, bias,
// -0.8504}; auto seq = p.add_literal(migraphx::literal{in_shape_one, input_one}); auto w = und,
// p.add_literal(migraphx::literal{w_shape, w_data}); auto r = ih);
// p.add_literal(migraphx::literal{r_shape, r_data}); auto bias = p.compile(migraphx::cpu::target{});
// p.add_literal(migraphx::literal{b_shape, bias_data}); auto und = auto hs_concat = p.eval({});
// p.add_instruction(migraphx::op::undefined{}); auto ih = std::vector<float> hs_data;
// p.add_literal(migraphx::literal{ih_shape, ih_data}); hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); });
// p.add_instruction(migraphx::op::gru{hidden_size,
// {migraphx::op::sigmoid{}, migraphx::op::tanh{}}, std::vector<float> hs_data_gold{
// migraphx::op::gru::forward, 0.0919632, -0.398302, -0.0267752, -0.326771, 0.401983,
// clip, 0.949841, 0.557779, -0.745259, -1.52726, 0.946066,
// 1}, 0.330446, 0.301982, -0.443763, -0.0655817, -0.326473,
// seq, 0.861394, 0.560799, -0.101768, 0.145142, 0.128956,
// w, -0.329758, 0.458253, -0.339208, 0.289109, 0.36728,
// r, -1.09574, -0.181394, -0.575781, -0.823083, 0.804262,
// bias, -0.0965933, 0.20405, -0.430215, 0.00884668, 0.0716857,
// und, 0.844222, 0.516472, -0.191571, 0.596968, -0.545405,
// ih); -0.336693, -0.0280516, 0.339058, 1.00367, 0.12655,
-0.0984504, -0.174945, -0.5365, 0.183188, 0.66716,
// p.compile(migraphx::cpu::target{}); -0.704461, -0.393346, -0.627123, 0.210395, 0.0563026,
// auto hs_concat = p.eval({}); 0.31419, 0.759629, 0.000258222, 0.350835, -0.682684};
// std::vector<float> hs_data;
// hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify_range(hs_data, hs_data_gold));
}
// std::vector<float> hs_data_gold{
// -0.27298412, 0.42363745, -0.09368783, 0.4823072 , -0.02183238, // 3 activation functions specified
// -0.6873896 , 0.16144305, 0.31932795, 0.6104771 , 0.79759157}; {
migraphx::program p;
// EXPECT(migraphx::verify_range(hs_data, hs_data_gold)); auto seq = p.add_literal(migraphx::literal{in_shape, input});
// } auto w = p.add_literal(migraphx::literal{w_shape, w_data});
auto r = p.add_literal(migraphx::literal{r_shape, r_data});
auto bias = p.add_literal(migraphx::literal{b_shape, bias_data});
auto und = p.add_instruction(migraphx::op::undefined{});
auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data});
auto concat_hs = p.add_instruction(migraphx::op::gru{hidden_size,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}, migraphx::op::tanh{}},
migraphx::op::gru::bidirectional,
clip,
1},
seq,
w,
r,
bias,
und,
ih);
p.add_instruction(migraphx::op::gru_last_output{}, concat_hs);
p.compile(migraphx::cpu::target{});
auto hs_concat = p.eval({});
std::vector<float> hs_data;
hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); });
std::vector<float> hs_data_gold{
0.351019, 0.474363, 0.570719, 0.717703, 0.468843,
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_range(hs_data, hs_data_gold));
}
// 4 activation functions all specified
{
migraphx::program p;
auto seq = p.add_literal(migraphx::literal{in_shape, input});
auto w = p.add_literal(migraphx::literal{w_shape, w_data});
auto r = p.add_literal(migraphx::literal{r_shape, r_data});
auto bias = p.add_literal(migraphx::literal{b_shape, bias_data});
auto und = p.add_instruction(migraphx::op::undefined{});
auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data});
p.add_instruction(migraphx::op::gru{hidden_size,
{migraphx::op::sigmoid{}, migraphx::op::tanh{},
migraphx::op::sigmoid{}, migraphx::op::tanh{}},
migraphx::op::gru::bidirectional,
clip,
1},
seq,
w,
r,
bias,
und,
ih);
p.compile(migraphx::cpu::target{});
auto hs_concat = p.eval({});
std::vector<float> hs_data;
hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); });
std::vector<float> hs_data_gold{
0.0352243, 0.0146756, 0.00570925, 0.152446, 0.208683, 0.214342, -0.0454273,
-0.135177, -0.0800739, 0.903659, 0.0248217, 0.435231, -0.144448, 0.101531,
-0.111305, 0.381317, 0.468983, 0.230557, 0.348021, 0.180229, -0.0930435,
0.174108, -0.063834, 0.0909285, 0.22759, -0.221983, -0.139656, -0.0938906,
-0.247681, 0.69647, -0.159396, 0.299061, -0.116652, 0.238649, 0.109945,
0.192866, 0.307073, 0.191113, 0.658287, -0.0340374, -0.0959787, 0.0794681,
0.241526, 0.321104, 0.00693533, -0.311839, -0.12802, -0.16643, -0.393849,
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_range(hs_data, hs_data_gold));
}
// seq length of 1
{
migraphx::program p;
seq_len = 1;
migraphx::shape in_shape_one{migraphx::shape::float_type, {seq_len, batch_size,input_size}};
std::vector<float> input_one{-0.8432, -0.9887, 1.3041, -2.6430, -0.3306, -0.8504};
auto seq = p.add_literal(migraphx::literal{in_shape_one, input_one});
auto w = p.add_literal(migraphx::literal{w_shape, w_data});
auto r = p.add_literal(migraphx::literal{r_shape, r_data});
auto bias = p.add_literal(migraphx::literal{b_shape, bias_data});
auto und = p.add_instruction(migraphx::op::undefined{});
auto ih = p.add_literal(migraphx::literal{ih_shape, ih_data});
p.add_instruction(migraphx::op::gru{hidden_size,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}},
migraphx::op::gru::bidirectional,
clip,
1},
seq,
w,
r,
bias,
und,
ih);
p.compile(migraphx::cpu::target{});
auto hs_concat = p.eval({});
std::vector<float> hs_data;
hs_concat.visit([&](auto output) { hs_data.assign(output.begin(), output.end()); });
std::vector<float> hs_data_gold{
0.0352243, 0.0146756, 0.00570925, 0.152446, 0.208683,
0.214342, -0.0454273, -0.135177, -0.0800739, 0.903659,
-0.0271321, 0.624762, -0.117084, 0.509115, -0.0175078,
-0.144492, -0.0115366, 0.409153, 0.487015, 0.550755};
EXPECT(migraphx::verify_range(hs_data, hs_data_gold));
}
} }
TEST_CASE(pad_test) TEST_CASE(pad_test)
......
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