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Commit 1c879101 authored by Paul's avatar Paul
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test/onnx/onnx_rnn_test.cpp 0 → 100644
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#include <iostream>
#include <vector>
#include <migraphx/literal.hpp>
#include <migraphx/operators.hpp>
#include <migraphx/program.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/onnx.hpp>
#include "test.hpp"
TEST_CASE(rnn_test_bidirectional)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
migraphx::shape seq_shape{migraphx::shape::float_type, {sl, bs, is}};
migraphx::shape w_shape{migraphx::shape::float_type, {nd, hs, is}};
migraphx::shape r_shape{migraphx::shape::float_type, {nd, hs, hs}};
migraphx::shape bias_shape{migraphx::shape::float_type, {nd, 2 * hs}};
migraphx::shape sl_shape{migraphx::shape::int32_type, {bs}};
migraphx::shape ih_shape{migraphx::shape::float_type, {nd, bs, hs}};
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_bi.onnx");
EXPECT(p == prog);
}
TEST_CASE(rnn_test_one_direction)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 1; // num directions
float clip = 0.0f;
migraphx::shape seq_shape{migraphx::shape::float_type, {sl, bs, is}};
migraphx::shape w_shape{migraphx::shape::float_type, {nd, hs, is}};
migraphx::shape r_shape{migraphx::shape::float_type, {nd, hs, hs}};
migraphx::shape bias_shape{migraphx::shape::float_type, {nd, 2 * hs}};
migraphx::shape sl_shape{migraphx::shape::int32_type, {bs}};
migraphx::shape ih_shape{migraphx::shape::float_type, {nd, bs, hs}};
// forward
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::forward,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_forward.onnx");
EXPECT(p == prog);
}
// reverse
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_reverse.onnx");
EXPECT(p == prog);
}
// 3 argumments
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_3args.onnx");
EXPECT(p == prog);
}
// 5 argumments
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
bias,
seq_len,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_5args.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(gru_test)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
// forward
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::forward,
clip,
1},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_forward.onnx");
EXPECT(p == prog);
}
// reverse
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_reverse.onnx");
EXPECT(p == prog);
}
// bidirectional
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{},
migraphx::op::sigmoid{},
migraphx::op::relu{},
migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(gru_test_args)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
// 3 arguments
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::forward,
clip},
seq,
w,
r,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_3arg.onnx");
EXPECT(p == prog);
}
// 4 arguments
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
bias,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_4arg.onnx");
EXPECT(p == prog);
}
// 5 arguments
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_5arg.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(gru_test_actv_funcs)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
// bidirection, 0 actv function
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs = p.add_instruction(
migraphx::op::gru{hs, {}, migraphx::op::rnn_direction::bidirectional, clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi_0.onnx");
EXPECT(p == prog);
}
// bidirection, 1 actv function
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs = p.add_instruction(
migraphx::op::gru{
hs, {migraphx::op::tanh{}}, migraphx::op::rnn_direction::bidirectional, clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi_1.onnx");
EXPECT(p == prog);
}
// bidirection, 2 actv functions
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi_2.onnx");
EXPECT(p == prog);
}
// bidirection, 3 actv functions
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs = p.add_instruction(
migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi_3.onnx");
EXPECT(p == prog);
}
// forward, 0 actv function
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs, {}, migraphx::op::rnn_direction::forward, clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_forward_0.onnx");
EXPECT(p == prog);
}
// reverse, 1 actv function
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs = p.add_instruction(
migraphx::op::gru{
hs, {migraphx::op::relu{}}, migraphx::op::rnn_direction::reverse, clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_reverse_1.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(lstm_forward)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 1; // num directions
float clip = 0.0f;
int input_forget = 1;
migraphx::shape seq_shape{migraphx::shape::float_type, {sl, bs, is}};
migraphx::shape w_shape{migraphx::shape::float_type, {nd, 4 * hs, is}};
migraphx::shape r_shape{migraphx::shape::float_type, {nd, 4 * hs, hs}};
migraphx::shape bias_shape{migraphx::shape::float_type, {nd, 8 * hs}};
migraphx::shape sl_shape{migraphx::shape::int32_type, {bs}};
migraphx::shape ih_shape{migraphx::shape::float_type, {nd, bs, hs}};
migraphx::shape pph_shape{migraphx::shape::float_type, {nd, 3 * hs}};
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto ic = p.add_parameter("c0", ih_shape);
auto pph = p.add_parameter("pph", pph_shape);
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::forward,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
ih,
ic,
pph);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_forward.onnx");
EXPECT(p == prog);
}
// 3 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::forward,
clip,
input_forget},
seq,
w,
r,
und,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_f3args.onnx");
EXPECT(p == prog);
}
// 4 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::forward,
clip,
input_forget},
seq,
w,
r,
bias,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_f4args.onnx");
EXPECT(p == prog);
}
// 5 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::forward,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_f5args.onnx");
EXPECT(p == prog);
}
// 6 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::forward,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
ih,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_f6args.onnx");
EXPECT(p == prog);
}
// 7 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto ic = p.add_parameter("c0", ih_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::forward,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
ih,
ic,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_f7args.onnx");
EXPECT(p == prog);
}
}
// activation functions
TEST_CASE(lstm_forward_actv_func)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 1; // num directions
float clip = 0.0f;
int input_forget = 1;
migraphx::shape seq_shape{migraphx::shape::float_type, {sl, bs, is}};
migraphx::shape w_shape{migraphx::shape::float_type, {nd, 4 * hs, is}};
migraphx::shape r_shape{migraphx::shape::float_type, {nd, 4 * hs, hs}};
migraphx::shape bias_shape{migraphx::shape::float_type, {nd, 8 * hs}};
migraphx::shape sl_shape{migraphx::shape::int32_type, {bs}};
// no activation function specified
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{hs, {}, migraphx::op::rnn_direction::forward, clip, input_forget},
seq,
w,
r,
und,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_f0af.onnx");
EXPECT(p == prog);
}
// 1 activation function specified
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(migraphx::op::lstm{hs,
{migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::forward,
clip,
input_forget},
seq,
w,
r,
bias,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_f1af.onnx");
EXPECT(p == prog);
}
// 2 activation function specified
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::lstm{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::forward,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_f2af.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(lstm_reverse)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 1; // num directions
float clip = 0.0f;
int input_forget = 1;
migraphx::shape seq_shape{migraphx::shape::float_type, {sl, bs, is}};
migraphx::shape w_shape{migraphx::shape::float_type, {nd, 4 * hs, is}};
migraphx::shape r_shape{migraphx::shape::float_type, {nd, 4 * hs, hs}};
migraphx::shape bias_shape{migraphx::shape::float_type, {nd, 8 * hs}};
migraphx::shape sl_shape{migraphx::shape::int32_type, {bs}};
migraphx::shape ih_shape{migraphx::shape::float_type, {nd, bs, hs}};
migraphx::shape pph_shape{migraphx::shape::float_type, {nd, 3 * hs}};
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto ic = p.add_parameter("c0", ih_shape);
auto pph = p.add_parameter("pph", pph_shape);
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::reverse,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
ih,
ic,
pph);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_reverse.onnx");
EXPECT(p == prog);
}
// 5 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::reverse,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_r5args.onnx");
EXPECT(p == prog);
}
// no activation function specified
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{hs, {}, migraphx::op::rnn_direction::forward, clip, input_forget},
seq,
w,
r,
und,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_r0af.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(lstm_bidirectional)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
int input_forget = 1;
migraphx::shape seq_shape{migraphx::shape::float_type, {sl, bs, is}};
migraphx::shape w_shape{migraphx::shape::float_type, {nd, 4 * hs, is}};
migraphx::shape r_shape{migraphx::shape::float_type, {nd, 4 * hs, hs}};
migraphx::shape bias_shape{migraphx::shape::float_type, {nd, 8 * hs}};
migraphx::shape sl_shape{migraphx::shape::int32_type, {bs}};
migraphx::shape ih_shape{migraphx::shape::float_type, {nd, bs, hs}};
migraphx::shape pph_shape{migraphx::shape::float_type, {nd, 3 * hs}};
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto ic = p.add_parameter("c0", ih_shape);
auto pph = p.add_parameter("pph", pph_shape);
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
ih,
ic,
pph);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi.onnx");
EXPECT(p == prog);
}
// 3 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
und,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi3args.onnx");
EXPECT(p == prog);
}
// 4 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
bias,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi4args.onnx");
EXPECT(p == prog);
}
// 5 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi5args.onnx");
EXPECT(p == prog);
}
// 6 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
ih,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi6args.onnx");
EXPECT(p == prog);
}
// 7 args
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto ic = p.add_parameter("c0", ih_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
ih,
ic,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi7args.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(lstm_bi_actv_funcs)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
int input_forget = 1;
migraphx::shape seq_shape{migraphx::shape::float_type, {sl, bs, is}};
migraphx::shape w_shape{migraphx::shape::float_type, {nd, 4 * hs, is}};
migraphx::shape r_shape{migraphx::shape::float_type, {nd, 4 * hs, hs}};
migraphx::shape bias_shape{migraphx::shape::float_type, {nd, 8 * hs}};
migraphx::shape sl_shape{migraphx::shape::int32_type, {bs}};
migraphx::shape ih_shape{migraphx::shape::float_type, {nd, bs, hs}};
migraphx::shape pph_shape{migraphx::shape::float_type, {nd, 3 * hs}};
// 0 activation function
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs = p.add_instruction(
migraphx::op::lstm{
hs, {}, migraphx::op::rnn_direction::bidirectional, clip, input_forget},
seq,
w,
r,
und,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi0af.onnx");
EXPECT(p == prog);
}
// 1 activation function
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::lstm{hs,
{migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
bias,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi1af.onnx");
EXPECT(p == prog);
}
// 2 activation functions
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::lstm{hs,
{migraphx::op::sigmoid{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi2af.onnx");
EXPECT(p == prog);
}
// 4 activation functions
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::lstm{hs,
{migraphx::op::sigmoid{},
migraphx::op::tanh{},
migraphx::op::tanh{},
migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
ih,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi4af.onnx");
EXPECT(p == prog);
}
// 5 activation functions
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto bias = p.add_parameter("bias", bias_shape);
auto seq_len = p.add_parameter("seq_len", sl_shape);
auto ih = p.add_parameter("h0", ih_shape);
auto ic = p.add_parameter("c0", ih_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::lstm{hs,
{migraphx::op::sigmoid{},
migraphx::op::tanh{},
migraphx::op::tanh{},
migraphx::op::tanh{},
migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
bias,
seq_len,
ih,
ic,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi5af.onnx");
EXPECT(p == prog);
}
// 6 activation functions
{
migraphx::program p;
auto seq = p.add_parameter("seq", seq_shape);
auto w = p.add_parameter("w", w_shape);
auto r = p.add_parameter("r", r_shape);
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::lstm{hs,
{migraphx::op::sigmoid{},
migraphx::op::tanh{},
migraphx::op::tanh{},
migraphx::op::tanh{},
migraphx::op::sigmoid{},
migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip,
input_forget},
seq,
w,
r,
und,
und,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
p.add_instruction(migraphx::op::lstm_last_cell_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_lstm_bi6af.onnx");
EXPECT(p == prog);
}
}
int main(int argc, const char* argv[]) { test::run(argc, argv); }
test/onnx/onnx_test.cpp
View file @ 1c879101
...@@ -466,593 +466,6 @@ TEST_CASE(shape_gather_test) ...@@ -466,593 +466,6 @@ TEST_CASE(shape_gather_test)
EXPECT(p == prog); EXPECT(p == prog);
} }
TEST_CASE(rnn_test)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
// bidirectional
{
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w = p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, hs, is}});
auto r = p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 2 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_bi.onnx");
EXPECT(p == prog);
}
// forward
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w = p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, hs, is}});
auto r = p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 2 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::forward,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_forward.onnx");
EXPECT(p == prog);
}
// reverse
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w = p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, hs, is}});
auto r = p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 2 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_reverse.onnx");
EXPECT(p == prog);
}
// 3 argumments
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w = p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, hs, is}});
auto r = p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, hs, hs}});
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_3args.onnx");
EXPECT(p == prog);
}
// 5 argumments
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w = p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, hs, is}});
auto r = p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 2 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::rnn{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
bias,
seq_len,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_rnn_5args.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(gru_test)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
// forward
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::forward,
clip,
1},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_forward.onnx");
EXPECT(p == prog);
}
// reverse
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_reverse.onnx");
EXPECT(p == prog);
}
// bidirectional
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{},
migraphx::op::sigmoid{},
migraphx::op::relu{},
migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(gru_test_args)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
// 3 arguments
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::forward,
clip},
seq,
w,
r,
und,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_3arg.onnx");
EXPECT(p == prog);
}
// 4 arguments
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::reverse,
clip},
seq,
w,
r,
bias,
und,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_4arg.onnx");
EXPECT(p == prog);
}
// 5 arguments
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto und = p.add_instruction(migraphx::op::undefined{});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
und);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_5arg.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(gru_test_actv_funcs)
{
std::size_t sl = 5; // sequence len
std::size_t bs = 3; // batch size
std::size_t hs = 20; // hidden size
std::size_t is = 10; // input size
std::size_t nd = 2; // num directions
float clip = 0.0f;
// bidirection, 0 actv function
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs = p.add_instruction(
migraphx::op::gru{hs, {}, migraphx::op::rnn_direction::bidirectional, clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi_0.onnx");
EXPECT(p == prog);
}
// bidirection, 1 actv function
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs = p.add_instruction(
migraphx::op::gru{
hs, {migraphx::op::tanh{}}, migraphx::op::rnn_direction::bidirectional, clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi_1.onnx");
EXPECT(p == prog);
}
// bidirection, 2 actv functions
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi_2.onnx");
EXPECT(p == prog);
}
// bidirection, 3 actv functions
{
nd = 2;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs = p.add_instruction(
migraphx::op::gru{hs,
{migraphx::op::tanh{}, migraphx::op::sigmoid{}, migraphx::op::tanh{}},
migraphx::op::rnn_direction::bidirectional,
clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_bi_3.onnx");
EXPECT(p == prog);
}
// forward, 0 actv function
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs =
p.add_instruction(migraphx::op::gru{hs, {}, migraphx::op::rnn_direction::forward, clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_forward_0.onnx");
EXPECT(p == prog);
}
// reverse, 1 actv function
{
nd = 1;
migraphx::program p;
auto seq =
p.add_parameter("seq", migraphx::shape{migraphx::shape::float_type, {sl, bs, is}});
auto w =
p.add_parameter("w", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, is}});
auto r =
p.add_parameter("r", migraphx::shape{migraphx::shape::float_type, {nd, 3 * hs, hs}});
auto bias =
p.add_parameter("bias", migraphx::shape{migraphx::shape::float_type, {nd, 6 * hs}});
auto seq_len =
p.add_parameter("seq_len", migraphx::shape{migraphx::shape::int32_type, {bs}});
auto ih = p.add_parameter("h0", migraphx::shape{migraphx::shape::float_type, {nd, bs, hs}});
auto out_hs = p.add_instruction(
migraphx::op::gru{
hs, {migraphx::op::relu{}}, migraphx::op::rnn_direction::reverse, clip},
seq,
w,
r,
bias,
seq_len,
ih);
p.add_instruction(migraphx::op::rnn_last_output{}, out_hs);
auto prog = migraphx::parse_onnx("onnx_gru_reverse_1.onnx");
EXPECT(p == prog);
}
}
TEST_CASE(flatten_test) TEST_CASE(flatten_test)
{ {
migraphx::program p; migraphx::program p;
...@@ -1108,6 +521,15 @@ TEST_CASE(constant_test) ...@@ -1108,6 +521,15 @@ TEST_CASE(constant_test)
EXPECT(p == prog); EXPECT(p == prog);
} }
TEST_CASE(constant_test_scalar)
{
migraphx::program p;
p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::int32_type}, {1}});
auto prog = migraphx::parse_onnx("constant_scalar.onnx");
EXPECT(p == prog);
}
TEST_CASE(constant_fill_test) TEST_CASE(constant_fill_test)
{ {
{ {
...@@ -1186,7 +608,9 @@ TEST_CASE(group_conv_test) ...@@ -1186,7 +608,9 @@ TEST_CASE(group_conv_test)
migraphx::op::convolution op; migraphx::op::convolution op;
op.group = 4; op.group = 4;
p.add_instruction(op, l0, l1); p.add_instruction(op, l0, l1);
migraphx::parse_onnx("group_conv_test.onnx"); auto prog = migraphx::parse_onnx("group_conv_test.onnx");
EXPECT(p == prog);
} }
TEST_CASE(pad_test) TEST_CASE(pad_test)
...@@ -1194,13 +618,14 @@ TEST_CASE(pad_test) ...@@ -1194,13 +618,14 @@ TEST_CASE(pad_test)
migraphx::program p; migraphx::program p;
auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 2}}); auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {2, 2}});
p.add_instruction(migraphx::op::pad{{1, 1, 1, 1}}, l0); p.add_instruction(migraphx::op::pad{{1, 1, 1, 1}}, l0);
migraphx::parse_onnx("pad_test.onnx"); auto prog = migraphx::parse_onnx("pad_test.onnx");
EXPECT(p == prog);
} }
TEST_CASE(lrn_test) TEST_CASE(lrn_test)
{ {
migraphx::program p; migraphx::program p;
auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 28, 24, 24}}); auto l0 = p.add_parameter("0", migraphx::shape{migraphx::shape::float_type, {1, 28, 24, 24}});
migraphx::op::lrn op; migraphx::op::lrn op;
op.size = 5; op.size = 5;
...@@ -1208,7 +633,22 @@ TEST_CASE(lrn_test) ...@@ -1208,7 +633,22 @@ TEST_CASE(lrn_test)
op.beta = 0.75; op.beta = 0.75;
op.bias = 1.0; op.bias = 1.0;
p.add_instruction(op, l0); p.add_instruction(op, l0);
migraphx::parse_onnx("lrn_test.onnx"); auto prog = migraphx::parse_onnx("lrn_test.onnx");
EXPECT(p == prog);
}
TEST_CASE(add_fp16_test)
{
migraphx::program p;
auto l0 =
p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::half_type, {1}}, {1.5}});
auto l1 =
p.add_literal(migraphx::literal{migraphx::shape{migraphx::shape::half_type, {1}}, {2.5}});
p.add_instruction(migraphx::op::add{}, l0, l1);
auto prog = migraphx::parse_onnx("add_fp16_test.onnx");
EXPECT(p == prog);
} }
int main(int argc, const char* argv[]) { test::run(argc, argv); } int main(int argc, const char* argv[]) { test::run(argc, argv); }
test/op_shape_test.cpp
View file @ 1c879101
...@@ -235,7 +235,7 @@ TEST_CASE(gather) ...@@ -235,7 +235,7 @@ TEST_CASE(gather)
migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}}; migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}};
migraphx::shape indices{migraphx::shape::int32_type, {2, 3}}; migraphx::shape indices{migraphx::shape::int32_type, {2, 3}};
int axis = 1; int axis = 1;
expect_shape(migraphx::shape{migraphx::shape::float_type, {2, 6, 4, 5}}, expect_shape(migraphx::shape{migraphx::shape::float_type, {2, 2, 3, 4, 5}},
migraphx::op::gather{axis}, migraphx::op::gather{axis},
input, input,
indices); indices);
...@@ -245,7 +245,57 @@ TEST_CASE(gather) ...@@ -245,7 +245,57 @@ TEST_CASE(gather)
migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}}; migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}};
migraphx::shape indices{migraphx::shape::int32_type, {2, 3}}; migraphx::shape indices{migraphx::shape::int32_type, {2, 3}};
int axis = -4; int axis = -4;
expect_shape(migraphx::shape{migraphx::shape::float_type, {6, 3, 4, 5}}, expect_shape(migraphx::shape{migraphx::shape::float_type, {2, 3, 3, 4, 5}},
migraphx::op::gather{axis},
input,
indices);
}
{
migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}};
migraphx::shape indices{migraphx::shape::int32_type, {1}};
int axis = -4;
expect_shape(migraphx::shape{migraphx::shape::float_type, {1, 3, 4, 5}},
migraphx::op::gather{axis},
input,
indices);
}
{
migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}};
migraphx::shape indices{migraphx::shape::int32_type};
int axis = -4;
expect_shape(migraphx::shape{migraphx::shape::float_type, {3, 4, 5}},
migraphx::op::gather{axis},
input,
indices);
}
{
migraphx::shape input{migraphx::shape::float_type, {2, 3, 4, 5}};
migraphx::shape indices{migraphx::shape::int32_type};
int axis = 3;
expect_shape(migraphx::shape{migraphx::shape::float_type, {2, 3, 4}},
migraphx::op::gather{axis},
input,
indices);
}
{
migraphx::shape input{migraphx::shape::float_type, {3}};
migraphx::shape indices{migraphx::shape::int32_type};
int axis = 0;
expect_shape(migraphx::shape{migraphx::shape::float_type},
migraphx::op::gather{axis},
input,
indices);
}
{
migraphx::shape input{migraphx::shape::float_type, {3}};
migraphx::shape indices{migraphx::shape::int32_type, {1}};
int axis = 0;
expect_shape(migraphx::shape{migraphx::shape::float_type, {1}},
migraphx::op::gather{axis}, migraphx::op::gather{axis},
input, input,
indices); indices);
...@@ -590,4 +640,168 @@ TEST_CASE(gru) ...@@ -590,4 +640,168 @@ TEST_CASE(gru)
} }
} }
TEST_CASE(lstm)
{
{
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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, hidden_size}};
expect_shape(
migraphx::shape{migraphx::shape::float_type,
{seq_len, num_dirct, batch_size, hidden_size}},
migraphx::op::lstm{
hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn_direction::forward, clip},
in_shape,
w_shape,
r_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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
expect_shape(
migraphx::shape{migraphx::shape::float_type,
{seq_len, num_dirct, batch_size, hidden_size}},
migraphx::op::lstm{
hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn_direction::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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
expect_shape(migraphx::shape{migraphx::shape::float_type,
{seq_len, num_dirct, batch_size, hidden_size}},
migraphx::op::lstm{hidden_size,
{migraphx::op::tanh{}},
migraphx::op::rnn_direction::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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
throws_shape(migraphx::op::lstm{hidden_size + 1,
{migraphx::op::tanh{}},
migraphx::op::rnn_direction::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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
throws_shape(migraphx::op::lstm{hidden_size,
{migraphx::op::tanh{}},
migraphx::op::rnn_direction::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::shape in_shape{migraphx::shape::float_type, {seq_len, batch_size, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 3 * hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 6 * hidden_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {num_dirct, batch_size, hidden_size}};
throws_shape(
migraphx::op::lstm{
hidden_size, {migraphx::op::tanh{}}, migraphx::op::rnn_direction::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); }
test/py/CMakeLists.txt
View file @ 1c879101
...@@ -4,6 +4,8 @@ find_package(PythonInterp) ...@@ -4,6 +4,8 @@ find_package(PythonInterp)
function(add_py_test NAME SCRIPT) function(add_py_test NAME SCRIPT)
set (ENV_COMMAND ${CMAKE_COMMAND} -E env set (ENV_COMMAND ${CMAKE_COMMAND} -E env
"PYTHONPATH=$<TARGET_FILE_DIR:migraphx_py>" "PYTHONPATH=$<TARGET_FILE_DIR:migraphx_py>"
"PYTHONMALLOC=debug"
"MALLOC_CHECK_=3"
) )
add_test( add_test(
NAME test_py_${NAME} NAME test_py_${NAME}
...@@ -15,7 +17,8 @@ endfunction() ...@@ -15,7 +17,8 @@ endfunction()
add_dependencies(tests migraphx_py) add_dependencies(tests migraphx_py)
add_dependencies(check migraphx_py) add_dependencies(check migraphx_py)
add_py_test(cpu cpu.py WORKING_DIRECTORY ${TEST_ONNX_DIR}) add_py_test(cpu test_cpu.py WORKING_DIRECTORY ${TEST_ONNX_DIR})
if(MIGRAPHX_ENABLE_GPU) if(MIGRAPHX_ENABLE_GPU)
add_py_test(gpu gpu.py WORKING_DIRECTORY ${TEST_ONNX_DIR}) add_py_test(gpu test_gpu.py WORKING_DIRECTORY ${TEST_ONNX_DIR})
add_py_test(array test_array.py WORKING_DIRECTORY ${TEST_ONNX_DIR})
endif() endif()
test/py/test_array.py 0 → 100644
View file @ 1c879101
import migraphx, struct, array, sys
try:
from functools import reduce
except:
pass
def assert_eq(x, y):
if x == y:
pass
else:
raise Exception(str(x) + " != " + str(y))
def read_float(b, index):
return struct.unpack_from('f', b, index*4)[0]
def write_float(b, index):
struct.pack_into('f', b, index*4)
def nelements(lens):
return reduce(lambda x,y: x*y,lens, 1)
def create_buffer(t, data, shape):
a = array.array(t, data)
if sys.version_info >= (3, 0):
m = memoryview(a.tobytes())
return m.cast(t, shape)
else:
m = memoryview(a.tostring())
return m
def check_argument(a):
l = a.tolist()
for i in range(len(l)):
assert_eq(l[i], read_float(a, i))
def check_shapes(r, m):
lens = list(m.shape)
strides = [int(s/m.itemsize) for s in m.strides]
elements = nelements(lens)
assert_eq(r.get_shape().elements(), elements)
assert_eq(r.get_shape().lens(), lens)
assert_eq(r.get_shape().strides(), strides)
def run(p):
params = {}
for key, value in p.get_parameter_shapes().items():
params[key] = migraphx.to_gpu(migraphx.generate_argument(value))
return migraphx.from_gpu(p.run(params))
def test_shape(shape):
data = list(range(nelements(shape)))
m = create_buffer('f', data, shape)
a = migraphx.argument(m)
check_shapes(a, m)
assert_eq(a.tolist(), data)
def test_input():
if sys.version_info >= (3, 0):
test_shape([4])
test_shape([2, 3])
else:
data = list(range(4))
m = create_buffer('f', data, [4])
a1 = migraphx.argument(m)
a2 = migraphx.argument(bytearray(a1))
check_shapes(a2, m)
assert_eq(a1.tolist(), m.tolist())
def test_output():
p = migraphx.parse_onnx("conv_relu_maxpool.onnx")
p.compile(migraphx.get_target("gpu"))
r1 = run(p)
r2 = run(p)
assert_eq(r1, r2)
assert_eq(r1.tolist(), r2.tolist())
check_argument(r1)
check_argument(r2)
m1 = memoryview(r1)
m2 = memoryview(r2)
check_shapes(r1, m1)
check_shapes(r2, m2)
test_input()
test_output()
tools/include/target.hpp
View file @ 1c879101
...@@ -22,10 +22,8 @@ struct target ...@@ -22,10 +22,8 @@ struct target
{ {
/// A unique name used to identify the target /// A unique name used to identify the target
std::string name() const; std::string name() const;
/// The transformation passes to be run
/** /**
* @brief The transformation pass to be run during compilation. * @brief The transformation pass to be run during compilation.
* @details [long description]
* *
* @param ctx This is the target-dependent context that is created by `get_context` * @param ctx This is the target-dependent context that is created by `get_context`
* @return The passes to be ran * @return The passes to be ran
......
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