Unverified Commit 70d9faf7 authored by Chris Austen's avatar Chris Austen Committed by GitHub
Browse files

Merge branch 'develop' into mi200

parents a56c531c a60bdb67
......@@ -28,15 +28,16 @@
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
struct test_gemm_copy : verify_program<test_gemm_copy>
template <migraphx::shape::type_t DType>
struct test_gemm_copy : verify_program<test_gemm_copy<DType>>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape sa{migraphx::shape::float_type, {2, 16}};
migraphx::shape sb{migraphx::shape::float_type, {16, 8}};
migraphx::shape sc{migraphx::shape::float_type, {1, 8}};
migraphx::shape sa{DType, {2, 16}};
migraphx::shape sb{DType, {16, 8}};
migraphx::shape sc{DType, {1, 8}};
auto pa = mm->add_parameter("a", sa);
auto pb = mm->add_parameter("b", sb);
auto pc = mm->add_parameter("c", sc);
......@@ -46,3 +47,7 @@ struct test_gemm_copy : verify_program<test_gemm_copy>
return p;
}
};
template struct test_gemm_copy<migraphx::shape::float_type>;
template struct test_gemm_copy<migraphx::shape::half_type>;
template struct test_gemm_copy<migraphx::shape::fp8e4m3fnuz_type>;
......@@ -27,15 +27,19 @@
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
struct test_gemm_ex : verify_program<test_gemm_ex>
template <migraphx::shape::type_t DType>
struct test_gemm_ex : verify_program<test_gemm_ex<DType>>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto a = mm->add_parameter("a", migraphx::shape{migraphx::shape::float_type, {1, 1, 4, 5}});
auto b = mm->add_parameter("b", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 3}});
auto a = mm->add_parameter("a", migraphx::shape{DType, {1, 1, 4, 5}});
auto b = mm->add_parameter("b", migraphx::shape{DType, {1, 1, 5, 3}});
mm->add_instruction(migraphx::make_op("dot"), a, b);
return p;
}
};
template struct test_gemm_ex<migraphx::shape::float_type>;
template struct test_gemm_ex<migraphx::shape::half_type>;
template struct test_gemm_ex<migraphx::shape::fp8e4m3fnuz_type>;
......@@ -27,16 +27,21 @@
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
struct test_gemm_transposea : verify_program<test_gemm_transposea>
template <migraphx::shape::type_t DType>
struct test_gemm_transposea : verify_program<test_gemm_transposea<DType>>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto a = mm->add_parameter("a", migraphx::shape{migraphx::shape::float_type, {5, 4}});
auto b = mm->add_parameter("b", migraphx::shape{migraphx::shape::float_type, {5, 3}});
auto a = mm->add_parameter("a", migraphx::shape{DType, {5, 4}});
auto b = mm->add_parameter("b", migraphx::shape{DType, {5, 3}});
auto at = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 0}}}), a);
mm->add_instruction(migraphx::make_op("dot"), at, b);
return p;
}
};
template struct test_gemm_transposea<migraphx::shape::float_type>;
template struct test_gemm_transposea<migraphx::shape::half_type>;
template struct test_gemm_transposea<migraphx::shape::fp8e4m3fnuz_type>;
......@@ -27,17 +27,22 @@
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
struct test_gemm_transposea_ex : verify_program<test_gemm_transposea_ex>
template <migraphx::shape::type_t DType>
struct test_gemm_transposea_ex : verify_program<test_gemm_transposea_ex<DType>>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto a = mm->add_parameter("a", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 4}});
auto b = mm->add_parameter("b", migraphx::shape{migraphx::shape::float_type, {1, 1, 5, 3}});
auto a = mm->add_parameter("a", migraphx::shape{DType, {1, 1, 5, 4}});
auto b = mm->add_parameter("b", migraphx::shape{DType, {1, 1, 5, 3}});
auto at =
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {0, 1, 3, 2}}}), a);
mm->add_instruction(migraphx::make_op("dot"), at, b);
return p;
}
};
template struct test_gemm_transposea_ex<migraphx::shape::float_type>;
template struct test_gemm_transposea_ex<migraphx::shape::half_type>;
template struct test_gemm_transposea_ex<migraphx::shape::fp8e4m3fnuz_type>;
......@@ -27,17 +27,22 @@
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
struct test_gemm_transposeab : verify_program<test_gemm_transposeab>
template <migraphx::shape::type_t DType>
struct test_gemm_transposeab : verify_program<test_gemm_transposeab<DType>>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto a = mm->add_parameter("a", migraphx::shape{migraphx::shape::float_type, {5, 4}});
auto b = mm->add_parameter("b", migraphx::shape{migraphx::shape::float_type, {3, 5}});
auto a = mm->add_parameter("a", migraphx::shape{DType, {5, 4}});
auto b = mm->add_parameter("b", migraphx::shape{DType, {3, 5}});
auto at = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 0}}}), a);
auto bt = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 0}}}), b);
mm->add_instruction(migraphx::make_op("dot"), at, bt);
return p;
}
};
template struct test_gemm_transposeab<migraphx::shape::float_type>;
template struct test_gemm_transposeab<migraphx::shape::half_type>;
template struct test_gemm_transposeab<migraphx::shape::fp8e4m3fnuz_type>;
......@@ -27,16 +27,21 @@
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
struct test_gemm_transposeb : verify_program<test_gemm_transposeb>
template <migraphx::shape::type_t DType>
struct test_gemm_transposeb : verify_program<test_gemm_transposeb<DType>>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto a = mm->add_parameter("a", migraphx::shape{migraphx::shape::float_type, {4, 5}});
auto b = mm->add_parameter("b", migraphx::shape{migraphx::shape::float_type, {3, 5}});
auto a = mm->add_parameter("a", migraphx::shape{DType, {4, 5}});
auto b = mm->add_parameter("b", migraphx::shape{DType, {3, 5}});
auto bt = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 0}}}), b);
mm->add_instruction(migraphx::make_op("dot"), a, bt);
return p;
}
};
template struct test_gemm_transposeb<migraphx::shape::float_type>;
template struct test_gemm_transposeb<migraphx::shape::half_type>;
template struct test_gemm_transposeb<migraphx::shape::fp8e4m3fnuz_type>;
......@@ -27,17 +27,22 @@
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
struct test_gemm_transposeb_ex : verify_program<test_gemm_transposeb_ex>
template <migraphx::shape::type_t DType>
struct test_gemm_transposeb_ex : verify_program<test_gemm_transposeb_ex<DType>>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto a = mm->add_parameter("a", migraphx::shape{migraphx::shape::float_type, {1, 4, 5}});
auto b = mm->add_parameter("b", migraphx::shape{migraphx::shape::float_type, {1, 3, 5}});
auto a = mm->add_parameter("a", migraphx::shape{DType, {1, 4, 5}});
auto b = mm->add_parameter("b", migraphx::shape{DType, {1, 3, 5}});
auto bt =
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {0, 2, 1}}}), b);
mm->add_instruction(migraphx::make_op("dot"), a, bt);
return p;
}
};
template struct test_gemm_transposeb_ex<migraphx::shape::float_type>;
template struct test_gemm_transposeb_ex<migraphx::shape::half_type>;
template struct test_gemm_transposeb_ex<migraphx::shape::fp8e4m3fnuz_type>;
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <limits>
#include "verify_program.hpp"
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
template <class T>
struct test_isinf : verify_program<test_isinf<T>>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto max = std::numeric_limits<T>::max();
auto min = std::numeric_limits<T>::min();
auto inf = std::numeric_limits<T>::infinity();
auto nan = std::numeric_limits<T>::quiet_NaN();
auto x = mm->add_parameter("x", migraphx::shape{migraphx::shape::get_type<T>(), {5}});
std::vector<T> data0{inf, -inf, max, min, nan};
migraphx::shape s1{migraphx::shape::get_type<T>(), {5}};
auto l0 = mm->add_literal(migraphx::literal{s1, data0});
x = mm->add_instruction(migraphx::make_op("concat", {{"axis", 0}}), x, l0);
mm->add_instruction(migraphx::make_op("isinf"), x);
return p;
}
};
template struct test_isinf<migraphx::half>;
template struct test_isinf<float>;
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
......@@ -26,18 +26,23 @@
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/half.hpp>
struct test_isnan_half : verify_program<test_isnan_half>
struct test_isinf_broadcast : verify_program<test_isinf_broadcast>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto x = mm->add_parameter("x", migraphx::shape{migraphx::shape::half_type, {2}});
auto l0 = mm->add_literal(std::numeric_limits<migraphx::half>::quiet_NaN());
x = mm->add_instruction(migraphx::make_op("concat", {{"axis", 0}}), x, l0);
mm->add_instruction(migraphx::make_op("isnan"), x);
auto x = mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, {2}});
auto s0 = migraphx::shape{migraphx::shape::float_type, {2, 2}};
x = mm->add_instruction(
migraphx::make_op("broadcast", {{"axis", 0}, {"out_lens", s0.lens()}}), x);
auto inf = std::numeric_limits<float>::infinity();
std::vector<float> data0{-inf, inf};
migraphx::shape s1{migraphx::shape::float_type, {1, 2}};
auto l0 = mm->add_literal(migraphx::literal{s1, data0});
x = mm->add_instruction(migraphx::make_op("concat", {{"axis", 0}}), x, l0);
mm->add_instruction(migraphx::make_op("isinf"), x);
return p;
}
};
......@@ -27,7 +27,8 @@
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
struct test_isnan_float : verify_program<test_isnan_float>
template <migraphx::shape::type_t DType>
struct test_isnan : verify_program<test_isnan<DType>>
{
migraphx::program create_program() const
{
......@@ -40,3 +41,7 @@ struct test_isnan_float : verify_program<test_isnan_float>
return p;
}
};
template struct test_isnan<migraphx::shape::float_type>;
template struct test_isnan<migraphx::shape::half_type>;
template struct test_isnan<migraphx::shape::fp8e4m3fnuz_type>;
......@@ -117,6 +117,19 @@ struct test_layernorm_fp16 : verify_program<test_layernorm_fp16>
}
};
struct test_layernorm_fp8 : verify_program<test_layernorm_fp8>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<size_t> dims = {1, 24, 64};
auto x = mm->add_parameter("x", migraphx::shape{migraphx::shape::fp8e4m3fnuz_type, dims});
add_layernorm(*mm, x, dims);
return p;
}
};
struct test_layernorm_eps : verify_program<test_layernorm_eps>
{
migraphx::program create_program() const
......
......@@ -26,6 +26,7 @@
#include <migraphx/program.hpp>
#include <migraphx/make_op.hpp>
#include <limits>
#include <type_traits>
template <migraphx::shape::type_t Q, typename T>
struct test_literal_limits : verify_program<test_literal_limits<Q, T>>
......@@ -33,9 +34,13 @@ struct test_literal_limits : verify_program<test_literal_limits<Q, T>>
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto input_s = migraphx::shape(Q, {3, 1});
auto infinity_val = std::numeric_limits<T>::infinity();
auto* mm = p.get_main_module();
auto input_s = migraphx::shape(Q, {3, 1});
T infinity_val{0};
if constexpr(std::numeric_limits<T>::has_infinity and std::is_floating_point<T>{})
{
infinity_val = std::numeric_limits<T>::infinity();
}
std::vector<T> s_data{
infinity_val, static_cast<T>(-infinity_val), std::numeric_limits<T>::quiet_NaN()};
......@@ -52,3 +57,4 @@ template struct test_literal_limits<migraphx::shape::double_type, double>;
template struct test_literal_limits<migraphx::shape::half_type, migraphx::half>;
template struct test_literal_limits<migraphx::shape::int32_type, int32_t>;
template struct test_literal_limits<migraphx::shape::int8_type, int8_t>;
template struct test_literal_limits<migraphx::shape::fp8e4m3fnuz_type, migraphx::fp8::fp8e4m3fnuz>;
......@@ -27,15 +27,20 @@
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
struct test_log : verify_program<test_log>
template <migraphx::shape::type_t DType>
struct test_log : verify_program<test_log<DType>>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {6}};
migraphx::shape s{DType, {6}};
auto x = mm->add_instruction(migraphx::make_op("abs"), mm->add_parameter("x", s));
mm->add_instruction(migraphx::make_op("log"), x);
return p;
}
};
template struct test_log<migraphx::shape::float_type>;
template struct test_log<migraphx::shape::half_type>;
template struct test_log<migraphx::shape::fp8e4m3fnuz_type>;
......@@ -50,3 +50,7 @@ template struct test_logsoftmax<1, migraphx::shape::half_type>;
template struct test_logsoftmax<0, migraphx::shape::half_type>;
template struct test_logsoftmax<2, migraphx::shape::half_type>;
template struct test_logsoftmax<3, migraphx::shape::half_type>;
template struct test_logsoftmax<0, migraphx::shape::fp8e4m3fnuz_type>;
template struct test_logsoftmax<1, migraphx::shape::fp8e4m3fnuz_type>;
template struct test_logsoftmax<2, migraphx::shape::fp8e4m3fnuz_type>;
template struct test_logsoftmax<3, migraphx::shape::fp8e4m3fnuz_type>;
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include "verify_program.hpp"
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/serialize.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/op/common.hpp>
struct test_lstm_bidirct_3args_layout : verify_program<test_lstm_bidirct_3args_layout>
{
migraphx::program create_program() const
{
std::size_t batch_size = 2;
std::size_t seq_len = 3;
std::size_t hidden_size = 5;
std::size_t input_size = 8;
std::size_t num_dirct = 2;
float clip = 0.0f;
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, hidden_size}};
auto seq = mm->add_parameter("seq", in_shape);
auto w = mm->add_parameter("w", w_shape);
auto r = mm->add_parameter("r", r_shape);
std::vector<int64_t> perm{1, 0, 2};
seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
auto hs = mm->add_instruction(
migraphx::make_op(
"lstm",
{{"hidden_size", hidden_size},
{"actv_func",
migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
migraphx::make_op("tanh")})},
{"direction", migraphx::to_value(migraphx::op::rnn_direction::bidirectional)},
{"clip", clip}}),
seq,
w,
r);
std::vector<int64_t> perm_hid{2, 0, 1, 3};
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm_hid}}), hs);
return p;
}
std::string section() const { return "rnn"; }
};
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include "verify_program.hpp"
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/serialize.hpp>
#include <migraphx/op/common.hpp>
struct test_lstm_bidirct_last_layout : verify_program<test_lstm_bidirct_last_layout>
{
migraphx::program create_program() const
{
std::size_t batch_size = 2;
std::size_t seq_len = 3;
std::size_t hidden_size = 5;
std::size_t input_size = 8;
std::size_t num_dirct = 2;
float clip = 0.0f;
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
migraphx::shape ic_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};
auto seq = mm->add_parameter("seq", in_shape);
auto w = mm->add_parameter("w", w_shape);
auto r = mm->add_parameter("r", r_shape);
auto bias = mm->add_parameter("bias", b_shape);
auto ih = mm->add_parameter("ih", ih_shape);
auto ic = mm->add_parameter("ic", ic_shape);
auto pph = mm->add_parameter("pph", pph_shape);
auto und = mm->add_instruction(migraphx::make_op("undefined"));
std::vector<int64_t> perm{1, 0, 2};
seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
ih = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ih);
ic = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ic);
auto output = mm->add_instruction(
migraphx::make_op(
"lstm",
{{"hidden_size", hidden_size},
{"actv_func",
migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
migraphx::make_op("tanh"),
migraphx::make_op("tanh")})},
{"direction", migraphx::to_value(migraphx::op::rnn_direction::bidirectional)},
{"clip", clip}}),
seq,
w,
r,
bias,
und,
ih,
ic,
pph);
auto last_output = mm->add_instruction(migraphx::make_op("rnn_last_hs_output"), output);
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), last_output);
return p;
}
std::string section() const { return "rnn"; }
};
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include "verify_program.hpp"
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/serialize.hpp>
#include <migraphx/op/common.hpp>
struct test_lstm_forward_hs_layout : verify_program<test_lstm_forward_hs_layout>
{
migraphx::program create_program() const
{
std::size_t batch_size = 2;
std::size_t seq_len = 3;
std::size_t hidden_size = 5;
std::size_t input_size = 8;
std::size_t num_dirct = 1;
float clip = 0.0f;
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
migraphx::shape ic_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};
auto seq = mm->add_parameter("seq", in_shape);
auto w = mm->add_parameter("w", w_shape);
auto r = mm->add_parameter("r", r_shape);
auto bias = mm->add_parameter("bias", b_shape);
auto ih = mm->add_parameter("ih", ih_shape);
auto ic = mm->add_parameter("ic", ic_shape);
auto pph = mm->add_parameter("pph", pph_shape);
auto und = mm->add_instruction(migraphx::make_op("undefined"));
std::vector<int64_t> perm{1, 0, 2};
seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
ih = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ih);
ic = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ic);
auto hs = mm->add_instruction(
migraphx::make_op(
"lstm",
{{"hidden_size", hidden_size},
{"actv_func",
migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
migraphx::make_op("tanh"),
migraphx::make_op("tanh")})},
{"direction", migraphx::to_value(migraphx::op::rnn_direction::forward)},
{"clip", clip}}),
seq,
w,
r,
bias,
und,
ih,
ic,
pph);
std::vector<int64_t> perm_hid{2, 0, 1, 3};
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm_hid}}), hs);
return p;
}
std::string section() const { return "rnn"; }
};
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include "verify_program.hpp"
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/serialize.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/op/common.hpp>
struct test_lstm_forward_last_layout : verify_program<test_lstm_forward_last_layout>
{
migraphx::program create_program() const
{
std::size_t batch_size = 2;
std::size_t seq_len = 3;
std::size_t hidden_size = 5;
std::size_t input_size = 8;
std::size_t num_dirct = 1;
float clip = 0.0f;
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, hidden_size}};
migraphx::shape b_shape{migraphx::shape::float_type, {num_dirct, 8 * hidden_size}};
migraphx::shape ih_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
migraphx::shape l_shape{migraphx::shape::int32_type, {batch_size}};
migraphx::shape ic_shape{migraphx::shape::float_type, {batch_size, num_dirct, hidden_size}};
migraphx::shape pph_shape{migraphx::shape::float_type, {num_dirct, 3 * hidden_size}};
auto seq = mm->add_parameter("seq", in_shape);
auto w = mm->add_parameter("w", w_shape);
auto r = mm->add_parameter("r", r_shape);
auto bias = mm->add_parameter("bias", b_shape);
auto ih = mm->add_parameter("ih", ih_shape);
auto len = mm->add_literal(migraphx::literal(l_shape, {1, 2}));
auto ic = mm->add_parameter("ic", ic_shape);
auto pph = mm->add_parameter("pph", pph_shape);
std::vector<int64_t> perm{1, 0, 2};
seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
ih = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ih);
ic = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), ic);
auto output = mm->add_instruction(
migraphx::make_op(
"lstm",
{{"hidden_size", hidden_size},
{"actv_func",
migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
migraphx::make_op("tanh"),
migraphx::make_op("tanh")})},
{"direction", migraphx::to_value(migraphx::op::rnn_direction::forward)},
{"clip", clip}}),
seq,
w,
r,
bias,
len,
ih,
ic,
pph);
auto last_output =
mm->add_instruction(migraphx::make_op("rnn_last_hs_output"), output, len);
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), last_output);
return p;
}
std::string section() const { return "rnn"; }
};
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include "verify_program.hpp"
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/serialize.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/op/common.hpp>
struct test_lstm_reverse_3args_cell_layout : verify_program<test_lstm_reverse_3args_cell_layout>
{
migraphx::program create_program() const
{
std::size_t batch_size = 2;
std::size_t seq_len = 3;
std::size_t hidden_size = 5;
std::size_t input_size = 8;
std::size_t num_dirct = 1;
float clip = 0.0f;
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, hidden_size}};
auto seq = mm->add_parameter("seq", in_shape);
auto w = mm->add_parameter("w", w_shape);
auto r = mm->add_parameter("r", r_shape);
std::vector<int64_t> perm{1, 0, 2};
seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
auto hs = mm->add_instruction(
migraphx::make_op(
"lstm",
{{"hidden_size", hidden_size},
{"actv_func",
migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
migraphx::make_op("tanh"),
migraphx::make_op("tanh")})},
{"direction", migraphx::to_value(migraphx::op::rnn_direction::reverse)},
{"clip", clip}}),
seq,
w,
r);
auto cell_output = mm->add_instruction(migraphx::make_op("rnn_last_cell_output"), hs);
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), cell_output);
return p;
}
std::string section() const { return "rnn"; }
};
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include "verify_program.hpp"
#include <migraphx/program.hpp>
#include <migraphx/generate.hpp>
#include <migraphx/serialize.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/op/common.hpp>
struct test_lstm_reverse_3args_layout : verify_program<test_lstm_reverse_3args_layout>
{
migraphx::program create_program() const
{
std::size_t batch_size = 2;
std::size_t seq_len = 3;
std::size_t hidden_size = 5;
std::size_t input_size = 8;
std::size_t num_dirct = 1;
float clip = 0.0f;
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape in_shape{migraphx::shape::float_type, {batch_size, seq_len, input_size}};
migraphx::shape w_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, input_size}};
migraphx::shape r_shape{migraphx::shape::float_type,
{num_dirct, 4 * hidden_size, hidden_size}};
auto seq = mm->add_parameter("seq", in_shape);
auto w = mm->add_parameter("w", w_shape);
auto r = mm->add_parameter("r", r_shape);
std::vector<int64_t> perm{1, 0, 2};
seq = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm}}), seq);
auto hs = mm->add_instruction(
migraphx::make_op(
"lstm",
{{"hidden_size", hidden_size},
{"actv_func",
migraphx::to_value(std::vector<migraphx::operation>{migraphx::make_op("sigmoid"),
migraphx::make_op("tanh"),
migraphx::make_op("tanh")})},
{"direction", migraphx::to_value(migraphx::op::rnn_direction::reverse)},
{"clip", clip}}),
seq,
w,
r);
std::vector<int64_t> perm_hid{2, 0, 1, 3};
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", perm_hid}}), hs);
return p;
}
std::string section() const { return "rnn"; }
};
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