Commit 68dd3bb4 authored by Artur Wojcik's avatar Artur Wojcik
Browse files

Merge branch 'develop' into uif2-initial

parents 8d7a8a6c 7e53592e
...@@ -27,15 +27,16 @@ ...@@ -27,15 +27,16 @@
#include <migraphx/generate.hpp> #include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
struct quant_conv_padding : verify_program<quant_conv_padding> template <migraphx::shape::type_t DType>
struct quant_conv_padding : verify_program<quant_conv_padding<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
migraphx::shape a_shape{migraphx::shape::int8_type, {2, 3, 4, 4}}; migraphx::shape a_shape{DType, {2, 3, 4, 4}};
auto pa = mm->add_parameter("a", a_shape); auto pa = mm->add_parameter("a", a_shape);
migraphx::shape c_shape{migraphx::shape::int8_type, {2, 3, 3, 3}}; migraphx::shape c_shape{DType, {2, 3, 3, 3}};
auto pc = mm->add_parameter("c", c_shape); auto pc = mm->add_parameter("c", c_shape);
mm->add_instruction( mm->add_instruction(
migraphx::make_op("quant_convolution", {{"padding", {1, 1}}, {"stride", {1, 1}}}), migraphx::make_op("quant_convolution", {{"padding", {1, 1}}, {"stride", {1, 1}}}),
...@@ -44,3 +45,6 @@ struct quant_conv_padding : verify_program<quant_conv_padding> ...@@ -44,3 +45,6 @@ struct quant_conv_padding : verify_program<quant_conv_padding>
return p; return p;
} }
}; };
template struct quant_conv_padding<migraphx::shape::int8_type>;
template struct quant_conv_padding<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -27,15 +27,16 @@ ...@@ -27,15 +27,16 @@
#include <migraphx/generate.hpp> #include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
struct quant_conv_padding_stride : verify_program<quant_conv_padding_stride> template <migraphx::shape::type_t DType>
struct quant_conv_padding_stride : verify_program<quant_conv_padding_stride<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
migraphx::shape a_shape{migraphx::shape::int8_type, {2, 3, 4, 4}}; migraphx::shape a_shape{DType, {2, 3, 4, 4}};
auto pa = mm->add_parameter("a", a_shape); auto pa = mm->add_parameter("a", a_shape);
migraphx::shape c_shape{migraphx::shape::int8_type, {2, 3, 3, 3}}; migraphx::shape c_shape{DType, {2, 3, 3, 3}};
auto pc = mm->add_parameter("c", c_shape); auto pc = mm->add_parameter("c", c_shape);
mm->add_instruction( mm->add_instruction(
migraphx::make_op("quant_convolution", {{"padding", {1, 1}}, {"stride", {2, 2}}}), migraphx::make_op("quant_convolution", {{"padding", {1, 1}}, {"stride", {2, 2}}}),
...@@ -45,3 +46,5 @@ struct quant_conv_padding_stride : verify_program<quant_conv_padding_stride> ...@@ -45,3 +46,5 @@ struct quant_conv_padding_stride : verify_program<quant_conv_padding_stride>
return p; return p;
} }
}; };
template struct quant_conv_padding_stride<migraphx::shape::int8_type>;
template struct quant_conv_padding_stride<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -136,15 +136,18 @@ void run_verify::validate(const migraphx::target& t, ...@@ -136,15 +136,18 @@ void run_verify::validate(const migraphx::target& t,
ti.validate(p, m); ti.validate(p, m);
} }
std::vector<migraphx::argument> run_verify::run_ref(migraphx::program p, std::pair<migraphx::program, std::vector<migraphx::argument>>
run_verify::run_ref(migraphx::program p,
migraphx::parameter_map inputs, migraphx::parameter_map inputs,
const migraphx::compile_options& c_opts) const const migraphx::compile_options& c_opts) const
{ {
migraphx::target t = migraphx::make_target("ref"); migraphx::target t = migraphx::make_target("ref");
auto_print pp{p, t.name()}; auto_print pp{p, t.name()};
compile_check(p, t, c_opts); auto trace_target = migraphx::string_value_of(MIGRAPHX_TRACE_TEST_COMPILE{});
return p.eval(std::move(inputs)); compile_check(p, t, c_opts, (trace_target == "ref"));
return std::make_pair(std::move(p), p.eval(std::move(inputs)));
} }
std::pair<migraphx::program, std::vector<migraphx::argument>> std::pair<migraphx::program, std::vector<migraphx::argument>>
run_verify::run_target(const migraphx::target& t, run_verify::run_target(const migraphx::target& t,
migraphx::program p, migraphx::program p,
...@@ -225,7 +228,7 @@ void run_verify::verify(const std::string& name, ...@@ -225,7 +228,7 @@ void run_verify::verify(const std::string& name,
} }
} }
auto gold_f = detach_async([=] { return run_ref(p, m, c_opts); }); auto ref_f = detach_async([=] { return run_ref(p, m, c_opts); });
for(const auto& tname : target_names) for(const auto& tname : target_names)
{ {
target_info ti = get_target_info(tname); target_info ti = get_target_info(tname);
...@@ -234,8 +237,8 @@ void run_verify::verify(const std::string& name, ...@@ -234,8 +237,8 @@ void run_verify::verify(const std::string& name,
tname, detach_async([=] { return run_target(t, p, m, c_opts); }, ti.parallel)); tname, detach_async([=] { return run_target(t, p, m, c_opts); }, ti.parallel));
} }
assert(gold_f.valid()); assert(ref_f.valid());
auto gold = gold_f.get(); auto ref_results = ref_f.get();
for(auto&& pp : results) for(auto&& pp : results)
{ {
...@@ -244,7 +247,7 @@ void run_verify::verify(const std::string& name, ...@@ -244,7 +247,7 @@ void run_verify::verify(const std::string& name,
auto x = pp.second.get(); auto x = pp.second.get();
auto cp = x.first; auto cp = x.first;
auto result = x.second; auto result = x.second;
auto gold = ref_results.second;
bool passed = true; bool passed = true;
passed &= (gold.size() == result.size()); passed &= (gold.size() == result.size());
std::size_t num = gold.size(); std::size_t num = gold.size();
...@@ -257,7 +260,7 @@ void run_verify::verify(const std::string& name, ...@@ -257,7 +260,7 @@ void run_verify::verify(const std::string& name,
if(not passed or migraphx::enabled(MIGRAPHX_TRACE_TEST{})) if(not passed or migraphx::enabled(MIGRAPHX_TRACE_TEST{}))
{ {
std::cout << p << std::endl; std::cout << p << std::endl;
std::cout << "ref:\n" << p << std::endl; std::cout << "ref:\n" << ref_results.first << std::endl;
std::cout << tname << ":\n" << cp << std::endl; std::cout << tname << ":\n" << cp << std::endl;
std::cout << std::endl; std::cout << std::endl;
} }
......
...@@ -39,9 +39,11 @@ struct target_info ...@@ -39,9 +39,11 @@ struct target_info
struct run_verify struct run_verify
{ {
std::vector<migraphx::argument> run_ref(migraphx::program p, std::pair<migraphx::program, std::vector<migraphx::argument>>
run_ref(migraphx::program p,
migraphx::parameter_map inputs, migraphx::parameter_map inputs,
const migraphx::compile_options& c_opts) const; const migraphx::compile_options& c_opts) const;
std::pair<migraphx::program, std::vector<migraphx::argument>> std::pair<migraphx::program, std::vector<migraphx::argument>>
run_target(const migraphx::target& t, run_target(const migraphx::target& t,
migraphx::program p, migraphx::program p,
......
...@@ -27,17 +27,19 @@ ...@@ -27,17 +27,19 @@
#include <migraphx/generate.hpp> #include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
struct test_conv : verify_program<test_conv> template <migraphx::shape::type_t DType>
struct test_conv : verify_program<test_conv<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
auto input = auto input = mm->add_parameter("x", migraphx::shape{DType, {4, 3, 3, 3}});
mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}); auto weights = mm->add_parameter("w", migraphx::shape{DType, {4, 3, 3, 3}});
auto weights =
mm->add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
mm->add_instruction(migraphx::make_op("convolution"), input, weights); mm->add_instruction(migraphx::make_op("convolution"), input, weights);
return p; return p;
} }
}; };
template struct test_conv<migraphx::shape::float_type>;
template struct test_conv<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -27,16 +27,15 @@ ...@@ -27,16 +27,15 @@
#include <migraphx/generate.hpp> #include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
struct test_conv2 : verify_program<test_conv2> template <migraphx::shape::type_t DType>
struct test_conv2 : verify_program<test_conv2<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
auto input = auto input = mm->add_parameter("x", migraphx::shape{DType, {1, 512, 28, 28}});
mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, {1, 512, 28, 28}}); auto weights = mm->add_parameter("w", migraphx::shape{DType, {256, 512, 1, 1}});
auto weights =
mm->add_parameter("w", migraphx::shape{migraphx::shape::float_type, {256, 512, 1, 1}});
mm->add_instruction( mm->add_instruction(
migraphx::make_op("convolution", migraphx::make_op("convolution",
{{"padding", {0, 0}}, {"stride", {1, 1}}, {"dilation", {1, 1}}}), {{"padding", {0, 0}}, {"stride", {1, 1}}, {"dilation", {1, 1}}}),
...@@ -45,3 +44,5 @@ struct test_conv2 : verify_program<test_conv2> ...@@ -45,3 +44,5 @@ struct test_conv2 : verify_program<test_conv2>
return p; return p;
} }
}; };
template struct test_conv2<migraphx::shape::float_type>;
template struct test_conv2<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -27,18 +27,17 @@ ...@@ -27,18 +27,17 @@
#include <migraphx/generate.hpp> #include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
struct test_conv_add : verify_program<test_conv_add> template <migraphx::shape::type_t DType>
struct test_conv_add : verify_program<test_conv_add<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
auto x = mm->add_parameter("x", {migraphx::shape::float_type, {1, 8, 4, 4}}); auto x = mm->add_parameter("x", {DType, {1, 8, 4, 4}});
auto w = mm->add_literal( auto w = mm->add_literal(migraphx::generate_literal({DType, {2, 8, 3, 3}}, 1));
migraphx::generate_literal({migraphx::shape::float_type, {2, 8, 3, 3}}, 1)); auto y = mm->add_parameter("y", {DType, {1, 8, 4, 4}});
auto y = mm->add_parameter("y", {migraphx::shape::float_type, {1, 8, 4, 4}}); auto v = mm->add_literal(migraphx::generate_literal({DType, {2, 8, 3, 3}}, 2));
auto v = mm->add_literal(
migraphx::generate_literal({migraphx::shape::float_type, {2, 8, 3, 3}}, 2));
auto conv1 = mm->add_instruction(migraphx::make_op("convolution"), x, w); auto conv1 = mm->add_instruction(migraphx::make_op("convolution"), x, w);
auto conv2 = mm->add_instruction(migraphx::make_op("convolution"), y, v); auto conv2 = mm->add_instruction(migraphx::make_op("convolution"), y, v);
auto sum = mm->add_instruction(migraphx::make_op("add"), conv1, conv2); auto sum = mm->add_instruction(migraphx::make_op("add"), conv1, conv2);
...@@ -46,3 +45,6 @@ struct test_conv_add : verify_program<test_conv_add> ...@@ -46,3 +45,6 @@ struct test_conv_add : verify_program<test_conv_add>
return p; return p;
} }
}; };
template struct test_conv_add<migraphx::shape::float_type>;
template struct test_conv_add<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -27,18 +27,17 @@ ...@@ -27,18 +27,17 @@
#include <migraphx/generate.hpp> #include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
struct test_conv_add_1x1_diff_strides : verify_program<test_conv_add_1x1_diff_strides> template <migraphx::shape::type_t DType>
struct test_conv_add_1x1_diff_strides : verify_program<test_conv_add_1x1_diff_strides<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
auto x = mm->add_parameter("x", {migraphx::shape::float_type, {1, 8, 2, 2}}); auto x = mm->add_parameter("x", {DType, {1, 8, 2, 2}});
auto w = mm->add_literal( auto w = mm->add_literal(migraphx::generate_literal({DType, {2, 8, 1, 1}}, 1));
migraphx::generate_literal({migraphx::shape::float_type, {2, 8, 1, 1}}, 1)); auto y = mm->add_parameter("y", {DType, {1, 8, 4, 4}});
auto y = mm->add_parameter("y", {migraphx::shape::float_type, {1, 8, 4, 4}}); auto v = mm->add_literal(migraphx::generate_literal({DType, {2, 8, 1, 1}}, 2));
auto v = mm->add_literal(
migraphx::generate_literal({migraphx::shape::float_type, {2, 8, 1, 1}}, 2));
auto conv1 = mm->add_instruction(migraphx::make_op("convolution"), x, w); auto conv1 = mm->add_instruction(migraphx::make_op("convolution"), x, w);
auto conv2 = mm->add_instruction( auto conv2 = mm->add_instruction(
migraphx::make_op("convolution", {{"padding", {0, 0}}, {"stride", {2, 2}}}), y, v); migraphx::make_op("convolution", {{"padding", {0, 0}}, {"stride", {2, 2}}}), y, v);
...@@ -47,3 +46,6 @@ struct test_conv_add_1x1_diff_strides : verify_program<test_conv_add_1x1_diff_st ...@@ -47,3 +46,6 @@ struct test_conv_add_1x1_diff_strides : verify_program<test_conv_add_1x1_diff_st
return p; return p;
} }
}; };
template struct test_conv_add_1x1_diff_strides<migraphx::shape::float_type>;
template struct test_conv_add_1x1_diff_strides<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -28,18 +28,17 @@ ...@@ -28,18 +28,17 @@
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
#include <migraphx/instruction.hpp> #include <migraphx/instruction.hpp>
struct test_conv_add_relu : verify_program<test_conv_add_relu> template <migraphx::shape::type_t DType>
struct test_conv_add_relu : verify_program<test_conv_add_relu<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
auto input = auto input = mm->add_parameter("x", migraphx::shape{DType, {4, 3, 3, 3}});
mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}); auto weights = mm->add_parameter("w", migraphx::shape{DType, {4, 3, 3, 3}});
auto weights = auto bias_literal =
mm->add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}); migraphx::literal{migraphx::shape{DType, {4}}, {2.0f, 2.0f, 2.0f, 2.0f}};
auto bias_literal = migraphx::literal{migraphx::shape{migraphx::shape::float_type, {4}},
{2.0f, 2.0f, 2.0f, 2.0f}};
auto bias = mm->add_literal(bias_literal); auto bias = mm->add_literal(bias_literal);
auto conv = mm->add_instruction(migraphx::make_op("convolution"), input, weights); auto conv = mm->add_instruction(migraphx::make_op("convolution"), input, weights);
auto bcast_bias = mm->add_instruction( auto bcast_bias = mm->add_instruction(
...@@ -50,3 +49,6 @@ struct test_conv_add_relu : verify_program<test_conv_add_relu> ...@@ -50,3 +49,6 @@ struct test_conv_add_relu : verify_program<test_conv_add_relu>
return p; return p;
} }
}; };
template struct test_conv_add_relu<migraphx::shape::float_type>;
template struct test_conv_add_relu<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -29,26 +29,24 @@ ...@@ -29,26 +29,24 @@
#include <migraphx/instruction.hpp> #include <migraphx/instruction.hpp>
struct test_conv_bias_clipped_relu : verify_program<test_conv_bias_clipped_relu> template <migraphx::shape::type_t DType>
struct test_conv_bias_clipped_relu : verify_program<test_conv_bias_clipped_relu<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
auto input = auto input = mm->add_parameter("x", migraphx::shape{DType, {4, 3, 3, 3}});
mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}); auto weights = mm->add_parameter("w", migraphx::shape{DType, {4, 3, 3, 3}});
auto weights = auto l0 = migraphx::literal{migraphx::shape{DType, {4}}, {2.0f, 2.0f, 2.0f, 2.0f}};
mm->add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
auto l0 = migraphx::literal{migraphx::shape{migraphx::shape::float_type, {4}},
{2.0f, 2.0f, 2.0f, 2.0f}};
auto bias = mm->add_literal(l0); auto bias = mm->add_literal(l0);
auto conv = mm->add_instruction(migraphx::make_op("convolution"), input, weights); auto conv = mm->add_instruction(migraphx::make_op("convolution"), input, weights);
auto bcast_add = mm->add_instruction( auto bcast_add = mm->add_instruction(
migraphx::make_op("broadcast", {{"axis", 1}, {"out_lens", conv->get_shape().lens()}}), migraphx::make_op("broadcast", {{"axis", 1}, {"out_lens", conv->get_shape().lens()}}),
bias); bias);
auto bias_add = mm->add_instruction(migraphx::make_op("add"), conv, bcast_add); auto bias_add = mm->add_instruction(migraphx::make_op("add"), conv, bcast_add);
auto min_val = mm->add_literal(0.0f); auto min_val = mm->add_literal(migraphx::literal(DType, {0.0f}));
auto max_val = mm->add_literal(6.0f); auto max_val = mm->add_literal(migraphx::literal(DType, {6.0f}));
min_val = mm->add_instruction( min_val = mm->add_instruction(
migraphx::make_op("multibroadcast", {{"out_lens", conv->get_shape().lens()}}), min_val); migraphx::make_op("multibroadcast", {{"out_lens", conv->get_shape().lens()}}), min_val);
max_val = mm->add_instruction( max_val = mm->add_instruction(
...@@ -57,3 +55,6 @@ struct test_conv_bias_clipped_relu : verify_program<test_conv_bias_clipped_relu> ...@@ -57,3 +55,6 @@ struct test_conv_bias_clipped_relu : verify_program<test_conv_bias_clipped_relu>
return p; return p;
} }
}; };
template struct test_conv_bias_clipped_relu<migraphx::shape::float_type>;
template struct test_conv_bias_clipped_relu<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -29,16 +29,17 @@ ...@@ -29,16 +29,17 @@
#include <migraphx/instruction.hpp> #include <migraphx/instruction.hpp>
#include <migraphx/common.hpp> #include <migraphx/common.hpp>
struct test_conv_bn : verify_program<test_conv_bn> template <migraphx::shape::type_t DType>
struct test_conv_bn : verify_program<test_conv_bn<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
migraphx::shape xs{migraphx::shape::float_type, {1, 3, 224, 224}}; migraphx::shape xs{DType, {1, 3, 224, 224}};
migraphx::shape ws{migraphx::shape::float_type, {64, 3, 7, 7}}; migraphx::shape ws{DType, {64, 3, 7, 7}};
migraphx::shape vars{migraphx::shape::float_type, {64}}; migraphx::shape vars{DType, {64}};
auto x = mm->add_parameter("x", xs); auto x = mm->add_parameter("x", xs);
auto w = mm->add_parameter("w", ws); auto w = mm->add_parameter("w", ws);
// non-symmetrical tiling // non-symmetrical tiling
...@@ -53,8 +54,14 @@ struct test_conv_bn : verify_program<test_conv_bn> ...@@ -53,8 +54,14 @@ struct test_conv_bn : verify_program<test_conv_bn>
auto mean = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 3))); auto mean = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
auto variance = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 4))); auto variance = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
auto rt = mm->add_literal(migraphx::literal{migraphx::shape::float_type, {0.5}}); auto rt = mm->add_literal(migraphx::literal{DType, {0.5}});
auto eps = mm->add_literal(migraphx::literal{migraphx::shape::float_type, {1e-5f}});
auto eps = mm->add_literal(migraphx::literal{DType, {1e-5f}});
if constexpr((DType) == migraphx::shape::fp8e4m3fnuz_type)
{
// use 5e-2f for the fp8
eps = mm->add_literal(migraphx::literal{DType, {5e-2f}});
}
auto usq_scale = auto usq_scale =
mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), scale); mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), scale);
...@@ -74,3 +81,6 @@ struct test_conv_bn : verify_program<test_conv_bn> ...@@ -74,3 +81,6 @@ struct test_conv_bn : verify_program<test_conv_bn>
return p; return p;
} }
}; };
template struct test_conv_bn<migraphx::shape::float_type>;
template struct test_conv_bn<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -29,22 +29,27 @@ ...@@ -29,22 +29,27 @@
#include <migraphx/instruction.hpp> #include <migraphx/instruction.hpp>
#include <migraphx/common.hpp> #include <migraphx/common.hpp>
struct test_conv_bn_add : verify_program<test_conv_bn_add> template <migraphx::shape::type_t DType>
struct test_conv_bn_add : verify_program<test_conv_bn_add<DType>>
{ {
static migraphx::instruction_ref add_bn(migraphx::module& m, migraphx::instruction_ref x) static migraphx::instruction_ref add_bn(migraphx::module& m, migraphx::instruction_ref x)
{ {
auto bn_lens = x->get_shape().lens(); auto bn_lens = x->get_shape().lens();
auto c_len = bn_lens.at(1); auto c_len = bn_lens.at(1);
migraphx::shape vars{migraphx::shape::float_type, {c_len}}; migraphx::shape vars{DType, {c_len}};
auto scale = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1 + c_len))); auto scale = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1 + c_len)));
auto bias = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2 + c_len))); auto bias = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2 + c_len)));
auto mean = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3 + c_len))); auto mean = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3 + c_len)));
auto variance = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4 + c_len))); auto variance = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4 + c_len)));
auto rt = m.add_literal(migraphx::literal{migraphx::shape::float_type, {0.5}}); auto rt = m.add_literal(migraphx::literal{DType, {0.5}});
auto eps = m.add_literal(migraphx::literal{migraphx::shape::float_type, {1e-5f}}); auto eps = m.add_literal(migraphx::literal{DType, {1e-5f}});
if constexpr((DType) == migraphx::shape::fp8e4m3fnuz_type)
{
// use 5e-2f for the fp8
eps = m.add_literal(migraphx::literal{DType, {5e-2f}});
}
auto usq_scale = auto usq_scale =
m.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), scale); m.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), scale);
auto usq_bias = m.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), bias); auto usq_bias = m.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), bias);
...@@ -66,12 +71,12 @@ struct test_conv_bn_add : verify_program<test_conv_bn_add> ...@@ -66,12 +71,12 @@ struct test_conv_bn_add : verify_program<test_conv_bn_add>
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
std::size_t ichannels = 64; std::size_t ichannels = 64;
std::size_t ochannels = 256; std::size_t ochannels = 256;
auto x = mm->add_parameter("x", {migraphx::shape::float_type, {1, ichannels, 56, 56}}); auto x = mm->add_parameter("x", {DType, {1, ichannels, 56, 56}});
auto w = mm->add_literal(migraphx::generate_literal( auto w =
{migraphx::shape::float_type, {ochannels, ichannels, 1, 1}}, 1)); mm->add_literal(migraphx::generate_literal({DType, {ochannels, ichannels, 1, 1}}, 1));
auto y = mm->add_parameter("y", {migraphx::shape::float_type, {1, ichannels, 56, 56}}); auto y = mm->add_parameter("y", {DType, {1, ichannels, 56, 56}});
auto v = mm->add_literal(migraphx::generate_literal( auto v =
{migraphx::shape::float_type, {ochannels, ichannels, 1, 1}}, 2)); mm->add_literal(migraphx::generate_literal({DType, {ochannels, ichannels, 1, 1}}, 2));
auto relu1 = mm->add_instruction(migraphx::make_op("relu"), x); auto relu1 = mm->add_instruction(migraphx::make_op("relu"), x);
auto conv1 = mm->add_instruction(migraphx::make_op("convolution"), relu1, w); auto conv1 = mm->add_instruction(migraphx::make_op("convolution"), relu1, w);
auto bn1 = add_bn(*mm, conv1); auto bn1 = add_bn(*mm, conv1);
...@@ -83,3 +88,6 @@ struct test_conv_bn_add : verify_program<test_conv_bn_add> ...@@ -83,3 +88,6 @@ struct test_conv_bn_add : verify_program<test_conv_bn_add>
return p; return p;
} }
}; };
template struct test_conv_bn_add<migraphx::shape::float_type>;
template struct test_conv_bn_add<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -30,16 +30,17 @@ ...@@ -30,16 +30,17 @@
#include <migraphx/instruction.hpp> #include <migraphx/instruction.hpp>
#include <migraphx/common.hpp> #include <migraphx/common.hpp>
struct test_conv_bn_relu_pooling : verify_program<test_conv_bn_relu_pooling> template <migraphx::shape::type_t DType>
struct test_conv_bn_relu_pooling : verify_program<test_conv_bn_relu_pooling<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
migraphx::shape xs{migraphx::shape::float_type, {1, 3, 224, 224}}; migraphx::shape xs{DType, {1, 3, 224, 224}};
migraphx::shape ws{migraphx::shape::float_type, {64, 3, 7, 7}}; migraphx::shape ws{DType, {64, 3, 7, 7}};
migraphx::shape vars{migraphx::shape::float_type, {64}}; migraphx::shape vars{DType, {64}};
auto x = mm->add_parameter("x", xs); auto x = mm->add_parameter("x", xs);
auto w = mm->add_parameter("w", ws); auto w = mm->add_parameter("w", ws);
auto conv = mm->add_instruction( auto conv = mm->add_instruction(
...@@ -52,9 +53,13 @@ struct test_conv_bn_relu_pooling : verify_program<test_conv_bn_relu_pooling> ...@@ -52,9 +53,13 @@ struct test_conv_bn_relu_pooling : verify_program<test_conv_bn_relu_pooling>
auto mean = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 3))); auto mean = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 3)));
auto variance = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 4))); auto variance = mm->add_literal(migraphx::abs(migraphx::generate_literal(vars, 4)));
auto rt = mm->add_literal(migraphx::literal{migraphx::shape::float_type, {0.5}}); auto rt = mm->add_literal(migraphx::literal{DType, {0.5}});
auto eps = mm->add_literal(migraphx::literal{migraphx::shape::float_type, {1e-5f}}); auto eps = mm->add_literal(migraphx::literal{DType, {1e-5f}});
if constexpr((DType) == migraphx::shape::fp8e4m3fnuz_type)
{
// use 5e-2f for the fp8
eps = mm->add_literal(migraphx::literal{DType, {5e-2f}});
}
auto usq_scale = auto usq_scale =
mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), scale); mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), scale);
auto usq_bias = auto usq_bias =
...@@ -82,3 +87,6 @@ struct test_conv_bn_relu_pooling : verify_program<test_conv_bn_relu_pooling> ...@@ -82,3 +87,6 @@ struct test_conv_bn_relu_pooling : verify_program<test_conv_bn_relu_pooling>
return p; return p;
} }
}; };
template struct test_conv_bn_relu_pooling<migraphx::shape::float_type>;
template struct test_conv_bn_relu_pooling<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -30,22 +30,27 @@ ...@@ -30,22 +30,27 @@
#include <migraphx/instruction.hpp> #include <migraphx/instruction.hpp>
#include <migraphx/common.hpp> #include <migraphx/common.hpp>
struct test_conv_bn_relu_pooling2 : verify_program<test_conv_bn_relu_pooling2> template <migraphx::shape::type_t DType>
struct test_conv_bn_relu_pooling2 : verify_program<test_conv_bn_relu_pooling2<DType>>
{ {
static migraphx::instruction_ref add_bn(migraphx::module& m, migraphx::instruction_ref x) static migraphx::instruction_ref add_bn(migraphx::module& m, migraphx::instruction_ref x)
{ {
auto bn_lens = x->get_shape().lens(); auto bn_lens = x->get_shape().lens();
auto c_len = bn_lens.at(1); auto c_len = bn_lens.at(1);
migraphx::shape vars{migraphx::shape::float_type, {c_len}}; migraphx::shape vars{DType, {c_len}};
auto scale = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1 + c_len))); auto scale = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 1 + c_len)));
auto bias = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2 + c_len))); auto bias = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 2 + c_len)));
auto mean = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3 + c_len))); auto mean = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 3 + c_len)));
auto variance = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4 + c_len))); auto variance = m.add_literal(migraphx::abs(migraphx::generate_literal(vars, 4 + c_len)));
auto rt = m.add_literal(migraphx::literal{migraphx::shape::float_type, {0.5}}); auto rt = m.add_literal(migraphx::literal{DType, {0.5}});
auto eps = m.add_literal(migraphx::literal{migraphx::shape::float_type, {1e-5f}}); auto eps = m.add_literal(migraphx::literal{DType, {1e-5f}});
if constexpr((DType) == migraphx::shape::fp8e4m3fnuz_type)
{
// use 5e-2f for the fp8
eps = m.add_literal(migraphx::literal{DType, {5e-2f}});
}
auto usq_scale = auto usq_scale =
m.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), scale); m.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), scale);
auto usq_bias = m.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), bias); auto usq_bias = m.add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1, 2}}}), bias);
...@@ -66,10 +71,10 @@ struct test_conv_bn_relu_pooling2 : verify_program<test_conv_bn_relu_pooling2> ...@@ -66,10 +71,10 @@ struct test_conv_bn_relu_pooling2 : verify_program<test_conv_bn_relu_pooling2>
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
migraphx::shape xs1{migraphx::shape::float_type, {1, 512, 7, 7}}; migraphx::shape xs1{DType, {1, 512, 7, 7}};
migraphx::shape xs2{migraphx::shape::float_type, {1, 1024, 14, 14}}; migraphx::shape xs2{DType, {1, 1024, 14, 14}};
migraphx::shape ws1{migraphx::shape::float_type, {2048, 512, 1, 1}}; migraphx::shape ws1{DType, {2048, 512, 1, 1}};
migraphx::shape ws2{migraphx::shape::float_type, {2048, 1024, 1, 1}}; migraphx::shape ws2{DType, {2048, 1024, 1, 1}};
auto x1 = mm->add_parameter("x1", xs1); auto x1 = mm->add_parameter("x1", xs1);
auto w1 = mm->add_parameter("w1", ws1); auto w1 = mm->add_parameter("w1", ws1);
auto conv1 = mm->add_instruction( auto conv1 = mm->add_instruction(
...@@ -98,3 +103,6 @@ struct test_conv_bn_relu_pooling2 : verify_program<test_conv_bn_relu_pooling2> ...@@ -98,3 +103,6 @@ struct test_conv_bn_relu_pooling2 : verify_program<test_conv_bn_relu_pooling2>
return p; return p;
} }
}; };
template struct test_conv_bn_relu_pooling2<migraphx::shape::float_type>;
template struct test_conv_bn_relu_pooling2<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -27,16 +27,17 @@ ...@@ -27,16 +27,17 @@
#include <migraphx/generate.hpp> #include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
struct test_conv_group_add : verify_program<test_conv_group_add> template <migraphx::shape::type_t DType>
struct test_conv_group_add : verify_program<test_conv_group_add<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {1, 68, 28, 28}}; migraphx::shape s{DType, {1, 68, 28, 28}};
auto x = mm->add_parameter("x", s); auto x = mm->add_parameter("x", s);
auto w = mm->add_parameter("w", {migraphx::shape::float_type, {68, 17, 1, 1}}); auto w = mm->add_parameter("w", {DType, {68, 17, 1, 1}});
auto b = mm->add_parameter("b", {migraphx::shape::float_type, {68}}); auto b = mm->add_parameter("b", {DType, {68}});
auto conv = mm->add_instruction(migraphx::make_op("convolution", {{"group", 4}}), x, w); auto conv = mm->add_instruction(migraphx::make_op("convolution", {{"group", 4}}), x, w);
auto bb = mm->add_instruction( auto bb = mm->add_instruction(
migraphx::make_op("broadcast", {{"axis", 1}, {"out_lens", {1, 68, 28, 28}}}), b); migraphx::make_op("broadcast", {{"axis", 1}, {"out_lens", {1, 68, 28, 28}}}), b);
...@@ -44,3 +45,6 @@ struct test_conv_group_add : verify_program<test_conv_group_add> ...@@ -44,3 +45,6 @@ struct test_conv_group_add : verify_program<test_conv_group_add>
return p; return p;
} }
}; };
template struct test_conv_group_add<migraphx::shape::float_type>;
// grouped convolutions are not supported with MLIR therefore disable it
// template struct test_conv_group_add<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -28,16 +28,15 @@ ...@@ -28,16 +28,15 @@
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
#include <migraphx/op/common.hpp> #include <migraphx/op/common.hpp>
struct test_conv_pooling : verify_program<test_conv_pooling> template <migraphx::shape::type_t DType>
struct test_conv_pooling : verify_program<test_conv_pooling<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
auto input = auto input = mm->add_parameter("x", migraphx::shape{DType, {4, 3, 32, 32}});
mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 32, 32}}); auto weights = mm->add_parameter("w", migraphx::shape{DType, {4, 3, 3, 3}});
auto weights =
mm->add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
auto conv = mm->add_instruction(migraphx::make_op("convolution"), input, weights); auto conv = mm->add_instruction(migraphx::make_op("convolution"), input, weights);
auto pooling = mm->add_instruction( auto pooling = mm->add_instruction(
migraphx::make_op("pooling", {{"mode", migraphx::op::pooling_mode::max}}), conv); migraphx::make_op("pooling", {{"mode", migraphx::op::pooling_mode::max}}), conv);
...@@ -45,3 +44,6 @@ struct test_conv_pooling : verify_program<test_conv_pooling> ...@@ -45,3 +44,6 @@ struct test_conv_pooling : verify_program<test_conv_pooling>
return p; return p;
} }
}; };
template struct test_conv_pooling<migraphx::shape::float_type>;
template struct test_conv_pooling<migraphx::shape::fp8e4m3fnuz_type>;
...@@ -27,18 +27,20 @@ ...@@ -27,18 +27,20 @@
#include <migraphx/generate.hpp> #include <migraphx/generate.hpp>
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
struct test_conv_relu : verify_program<test_conv_relu> template <migraphx::shape::type_t DType>
struct test_conv_relu : verify_program<test_conv_relu<DType>>
{ {
migraphx::program create_program() const migraphx::program create_program() const
{ {
migraphx::program p; migraphx::program p;
auto* mm = p.get_main_module(); auto* mm = p.get_main_module();
auto input = auto input = mm->add_parameter("x", migraphx::shape{DType, {4, 3, 3, 3}});
mm->add_parameter("x", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}}); auto weights = mm->add_parameter("w", migraphx::shape{DType, {4, 3, 3, 3}});
auto weights =
mm->add_parameter("w", migraphx::shape{migraphx::shape::float_type, {4, 3, 3, 3}});
auto conv = mm->add_instruction(migraphx::make_op("convolution"), input, weights); auto conv = mm->add_instruction(migraphx::make_op("convolution"), input, weights);
mm->add_instruction(migraphx::make_op("relu"), conv); mm->add_instruction(migraphx::make_op("relu"), conv);
return p; return p;
} }
}; };
template struct test_conv_relu<migraphx::shape::float_type>;
template struct test_conv_relu<migraphx::shape::half_type>;
template struct test_conv_relu<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/make_op.hpp>
struct test_conv_relu_half : verify_program<test_conv_relu_half>
{
migraphx::program create_program() const
{
migraphx::program p;
auto* mm = p.get_main_module();
auto input =
mm->add_parameter("x", migraphx::shape{migraphx::shape::half_type, {4, 3, 3, 3}});
auto weights =
mm->add_parameter("w", migraphx::shape{migraphx::shape::half_type, {4, 3, 3, 3}});
auto conv = mm->add_instruction(migraphx::make_op("convolution"), input, weights);
mm->add_instruction(migraphx::make_op("relu"), conv);
return p;
}
};
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment