Skip to content

GitLab

Commit 1e7457cb authored by Shucai Xiao's avatar Shucai Xiao
Browse files

Merge from branch rnn_operator

parents 5fe0c226 7bab863d
Show whitespace changes
Inline Side-by-side
Showing with 157 additions and 0 deletions
test/op_shape_test.cpp
View file @ 1e7457cb
...@@ -249,4 +249,161 @@ TEST_CASE(gather) ...@@ -249,4 +249,161 @@ TEST_CASE(gather)
} }
} }
TEST_CASE(rnn)
{
{
std::size_t batch_size = 2;
std::size_t seq_len = 2;
std::size_t hidden_size = 4;
std::size_t input_size = 3;
std::size_t num_dirct = 1;
float clip = 0.0f;
migraphx::program p;
migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
expect_shape(migraphx::shape{migraphx::shape::float_type,
{seq_len, num_dirct, batch_size, hidden_size}},
migraphx::op::rnn{
hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::forward, clip},
in_shape,
w_shape,
r_shape,
b_shape,
ih_shape);
}
{
std::size_t batch_size = 2;
std::size_t seq_len = 2;
std::size_t hidden_size = 4;
std::size_t input_size = 3;
std::size_t num_dirct = 1;
float clip = 0.0f;
migraphx::program p;
migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
expect_shape(migraphx::shape{migraphx::shape::float_type,
{seq_len, num_dirct, batch_size, hidden_size}},
migraphx::op::rnn{
hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::reverse, clip},
in_shape,
w_shape,
r_shape,
b_shape,
ih_shape);
}
{
std::size_t batch_size = 2;
std::size_t seq_len = 2;
std::size_t hidden_size = 4;
std::size_t input_size = 3;
std::size_t num_dirct = 2;
float clip = 0.0f;
migraphx::program p;
migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
expect_shape(
migraphx::shape{migraphx::shape::float_type,
{seq_len, num_dirct, batch_size, hidden_size}},
migraphx::op::rnn{
hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::bidirectional, clip},
in_shape,
w_shape,
r_shape,
b_shape,
ih_shape);
}
{
std::size_t batch_size = 2;
std::size_t seq_len = 2;
std::size_t hidden_size = 4;
std::size_t input_size = 3;
std::size_t num_dirct = 1;
float clip = 0.0f;
migraphx::program p;
migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
throws_shape(
migraphx::op::rnn{
hidden_size + 1, {migraphx::op::tanh{}}, migraphx::op::rnn::forward, clip},
in_shape,
w_shape,
r_shape,
b_shape,
ih_shape);
}
{
std::size_t batch_size = 2;
std::size_t seq_len = 2;
std::size_t hidden_size = 4;
std::size_t input_size = 3;
std::size_t num_dirct = 1;
float clip = 0.0f;
migraphx::program p;
migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
throws_shape(
migraphx::op::rnn{
hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::bidirectional, clip},
in_shape,
w_shape,
r_shape,
b_shape,
ih_shape);
}
{
std::size_t batch_size = 2;
std::size_t seq_len = 2;
std::size_t hidden_size = 4;
std::size_t input_size = 3;
std::size_t num_dirct = 2;
float clip = 0.0f;
migraphx::program p;
migraphx::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
migraphx::shape w_shape{migraphx::shape::float_type, {num_dirct, hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type, {num_dirct, hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 2 * hidden_size}};
throws_shape(
migraphx::op::rnn{
hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn::forward, clip},
in_shape,
w_shape,
r_shape,
b_shape,
ih_shape);
}
}
int main(int argc, const char* argv[]) { test::run(argc, argv); } int main(int argc, const char* argv[]) { test::run(argc, argv); }
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment