Unverified Commit 7ef5341d authored by Charlie Lin's avatar Charlie Lin Committed by GitHub
Browse files

Simplify constant variable input slices (#2445)

parent ee257d99
...@@ -22,6 +22,7 @@ ...@@ -22,6 +22,7 @@
* THE SOFTWARE. * THE SOFTWARE.
*/ */
#include <migraphx/simplify_dyn_ops.hpp> #include <migraphx/simplify_dyn_ops.hpp>
#include <migraphx/op/slice.hpp>
#include <migraphx/matcher.hpp> #include <migraphx/matcher.hpp>
#include <migraphx/make_op.hpp> #include <migraphx/make_op.hpp>
#include <migraphx/literal.hpp> #include <migraphx/literal.hpp>
...@@ -65,8 +66,65 @@ struct find_static_2in_broadcasts ...@@ -65,8 +66,65 @@ struct find_static_2in_broadcasts
}; };
/** /**
* Simplify slice with variable `starts` and `ends` to the constant version if * Simplify slice with 2 inputs to the 1 input version if inputs[1] is constant.
* the `input_starts` and `input_ends` inputs are constant. * From:
* slice(data, constant_input); two attributes set
* To:
* slice(data); slice.starts, slice.ends. slice.axes set
*/
struct find_const_2in_slice
{
auto matcher() const
{
return match::name("slice")(match::nargs(2), match::arg(1)(match::is_constant()));
}
void apply(module& m, const match::matcher_result& mr) const
{
auto ins = mr.result;
auto inputs = ins->inputs();
auto slice_op = any_cast<op::slice>(ins->get_operator());
auto set_attrs = slice_op.get_set_attributes();
std::vector<int64_t> starts_vec;
std::vector<int64_t> ends_vec;
std::vector<int64_t> axes_vec;
if(set_attrs == op::slice::ends_axes)
{
// slice(data, starts)
inputs.at(1)->eval().visit(
[&](auto output) { starts_vec.assign(output.begin(), output.end()); });
ends_vec = slice_op.ends;
axes_vec = slice_op.axes;
}
else if(set_attrs == op::slice::starts_axes)
{
// slice(data, ends)
inputs.at(1)->eval().visit(
[&](auto output) { ends_vec.assign(output.begin(), output.end()); });
starts_vec = slice_op.starts;
axes_vec = slice_op.axes;
}
else
{
// slice(data, axes)
inputs.at(1)->eval().visit(
[&](auto output) { axes_vec.assign(output.begin(), output.end()); });
starts_vec = slice_op.starts;
ends_vec = slice_op.ends;
}
m.replace_instruction(
ins,
make_op("slice", {{"starts", starts_vec}, {"ends", ends_vec}, {"axes", axes_vec}}),
inputs.at(0));
}
};
/**
* Simplify slice with 3 inputs to the 1 input version if inputs[1:2] are constant.
* From:
* slice(data, constant_input1, constant_input2); one attribute set
* To:
* slice(data); slice.starts, slice.ends. slice.axes set
*/ */
struct find_const_3in_slice struct find_const_3in_slice
{ {
...@@ -81,27 +139,51 @@ struct find_const_3in_slice ...@@ -81,27 +139,51 @@ struct find_const_3in_slice
{ {
auto ins = mr.result; auto ins = mr.result;
auto inputs = ins->inputs(); auto inputs = ins->inputs();
argument starts_arg = inputs.at(1)->eval(); auto slice_op = any_cast<op::slice>(ins->get_operator());
argument ends_arg = inputs.at(2)->eval(); auto set_attrs = slice_op.get_set_attributes();
if(not starts_arg.empty() and not ends_arg.empty()) std::vector<int64_t> starts_vec;
std::vector<int64_t> ends_vec;
std::vector<int64_t> axes_vec;
if(set_attrs == op::slice::axes_only)
{ {
std::vector<int64_t> starts_vec; // slice(data, starts, ends)
std::vector<int64_t> ends_vec; inputs.at(1)->eval().visit(
starts_arg.visit([&](auto output) { starts_vec.assign(output.begin(), output.end()); }); [&](auto output) { starts_vec.assign(output.begin(), output.end()); });
ends_arg.visit([&](auto output) { ends_vec.assign(output.begin(), output.end()); }); inputs.at(2)->eval().visit(
auto slice_val = ins->get_operator().to_value(); [&](auto output) { ends_vec.assign(output.begin(), output.end()); });
auto axes_vec = slice_val.at("axes").to_vector<int64_t>(); axes_vec = slice_op.axes;
m.replace_instruction( }
ins, else if(set_attrs == op::slice::ends_only)
make_op("slice", {{"starts", starts_vec}, {"ends", ends_vec}, {"axes", axes_vec}}), {
inputs.at(0)); // slice(data, starts, axes)
inputs.at(1)->eval().visit(
[&](auto output) { starts_vec.assign(output.begin(), output.end()); });
inputs.at(2)->eval().visit(
[&](auto output) { axes_vec.assign(output.begin(), output.end()); });
ends_vec = slice_op.ends;
}
else
{
// slice(data, ends, axes)
inputs.at(1)->eval().visit(
[&](auto output) { ends_vec.assign(output.begin(), output.end()); });
inputs.at(2)->eval().visit(
[&](auto output) { axes_vec.assign(output.begin(), output.end()); });
starts_vec = slice_op.starts;
} }
m.replace_instruction(
ins,
make_op("slice", {{"starts", starts_vec}, {"ends", ends_vec}, {"axes", axes_vec}}),
inputs.at(0));
} }
}; };
/** /**
* Simplify slice with variable `starts`, `ends`, and `input_axes` to the constant version if * Simplify slice with 4 inputs to the 1 input version if inputs[1:3] are constant.
* the `input_starts`, `input_ends`, and `input_axes` inputs are constant. * From:
* slice(data, constant_starts, constant_ends, constant_axes)
* To:
* slice(data); slice.starts, slice.ends. slice.axes set
*/ */
struct find_const_4in_slice struct find_const_4in_slice
{ {
...@@ -117,9 +199,9 @@ struct find_const_4in_slice ...@@ -117,9 +199,9 @@ struct find_const_4in_slice
{ {
auto ins = mr.result; auto ins = mr.result;
auto inputs = ins->inputs(); auto inputs = ins->inputs();
argument starts_arg = inputs.at(1)->eval(); argument starts_arg = inputs.at(1)->eval(false);
argument ends_arg = inputs.at(2)->eval(); argument ends_arg = inputs.at(2)->eval(false);
argument axes_arg = inputs.at(3)->eval(); argument axes_arg = inputs.at(3)->eval(false);
if(not starts_arg.empty() and not ends_arg.empty() and not axes_arg.empty()) if(not starts_arg.empty() and not ends_arg.empty() and not axes_arg.empty())
{ {
std::vector<int64_t> starts_vec; std::vector<int64_t> starts_vec;
...@@ -213,6 +295,7 @@ void simplify_dyn_ops::apply(module& m) const ...@@ -213,6 +295,7 @@ void simplify_dyn_ops::apply(module& m) const
find_static_dimensions_of{}, find_static_dimensions_of{},
find_const_alloc_reshapes{}, find_const_alloc_reshapes{},
find_static_2in_broadcasts{}, find_static_2in_broadcasts{},
find_const_2in_slice{},
find_const_3in_slice{}, find_const_3in_slice{},
find_const_4in_slice{}); find_const_4in_slice{});
} }
......
...@@ -155,29 +155,187 @@ TEST_CASE(after_split_dyn_broadcast_match) ...@@ -155,29 +155,187 @@ TEST_CASE(after_split_dyn_broadcast_match)
EXPECT(p0 == p1); EXPECT(p0 == p1);
} }
TEST_CASE(const_slice_3input) TEST_CASE(const_slice_2input_ends_axes)
{ {
migraphx::module m0; migraphx::module m0;
{ {
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}}; migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m0.add_parameter("data", s); auto input = m0.add_parameter("data", s);
auto slice_ins = m0.add_instruction( migraphx::shape s1{migraphx::shape::int32_type, {1}};
auto input_starts = m0.add_literal(migraphx::literal{s1, {0}});
auto slice_ins = m0.add_instruction(
migraphx::make_op("slice", {{"ends", {3}}, {"axes", {0}}}), input, input_starts);
m0.add_return({slice_ins});
}
run_pass(m0);
migraphx::module m1;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m1.add_parameter("data", s);
auto slice_ins = m1.add_instruction(
migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input); migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input);
m1.add_return({slice_ins});
}
EXPECT(m0 == m1);
}
TEST_CASE(const_slice_2input_starts_axes)
{
migraphx::module m0;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m0.add_parameter("data", s);
migraphx::shape s1{migraphx::shape::int32_type, {1}};
auto input_ends = m0.add_literal(migraphx::literal{s1, {3}});
auto slice_ins = m0.add_instruction(
migraphx::make_op("slice", {{"starts", {0}}, {"axes", {0}}}), input, input_ends);
m0.add_return({slice_ins}); m0.add_return({slice_ins});
} }
run_pass(m0);
migraphx::module m1; migraphx::module m1;
{ {
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}}; migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m1.add_parameter("data", s); auto input = m1.add_parameter("data", s);
auto slice_ins = m1.add_instruction(
migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input);
m1.add_return({slice_ins});
}
EXPECT(m0 == m1);
}
TEST_CASE(const_slice_2input_starts_ends)
{
migraphx::module m0;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m0.add_parameter("data", s);
migraphx::shape s1{migraphx::shape::int32_type, {1}}; migraphx::shape s1{migraphx::shape::int32_type, {1}};
auto input_starts = m1.add_literal(migraphx::literal{s1, {0}}); auto input_axes = m0.add_literal(migraphx::literal{s1, {0}});
auto input_ends = m1.add_literal(migraphx::literal{s1, {3}}); auto slice_ins = m0.add_instruction(
auto slice_ins = m1.add_instruction( migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}}), input, input_axes);
m0.add_return({slice_ins});
}
run_pass(m0);
migraphx::module m1;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m1.add_parameter("data", s);
auto slice_ins = m1.add_instruction(
migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input);
m1.add_return({slice_ins});
}
EXPECT(m0 == m1);
}
TEST_CASE(const_slice_3input_axes_only)
{
migraphx::module m0;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m0.add_parameter("data", s);
migraphx::shape s1{migraphx::shape::int32_type, {1}};
auto input_starts = m0.add_literal(migraphx::literal{s1, {0}});
auto input_ends = m0.add_literal(migraphx::literal{s1, {3}});
auto slice_ins = m0.add_instruction(
migraphx::make_op("slice", {{"axes", {0}}}), input, input_starts, input_ends); migraphx::make_op("slice", {{"axes", {0}}}), input, input_starts, input_ends);
m0.add_return({slice_ins});
}
run_pass(m0);
migraphx::module m1;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m1.add_parameter("data", s);
auto slice_ins = m1.add_instruction(
migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input);
m1.add_return({slice_ins});
}
EXPECT(m0 == m1);
}
TEST_CASE(const_slice_3input_ends_only)
{
migraphx::module m0;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m0.add_parameter("data", s);
migraphx::shape s1{migraphx::shape::int32_type, {1}};
auto input_starts = m0.add_literal(migraphx::literal{s1, {0}});
auto input_axes = m0.add_literal(migraphx::literal{s1, {0}});
auto slice_ins = m0.add_instruction(
migraphx::make_op("slice", {{"ends", {3}}}), input, input_starts, input_axes);
m0.add_return({slice_ins});
}
run_pass(m0);
migraphx::module m1;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m1.add_parameter("data", s);
auto slice_ins = m1.add_instruction(
migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input);
m1.add_return({slice_ins});
}
EXPECT(m0 == m1);
}
TEST_CASE(const_slice_3inputs_starts_only)
{
migraphx::module m0;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m0.add_parameter("data", s);
migraphx::shape s1{migraphx::shape::int32_type, {1}};
auto input_ends = m0.add_literal(migraphx::literal{s1, {3}});
auto input_axes = m0.add_literal(migraphx::literal{s1, {0}});
auto slice_ins = m0.add_instruction(
migraphx::make_op("slice", {{"starts", {0}}}), input, input_ends, input_axes);
m0.add_return({slice_ins});
}
run_pass(m0);
migraphx::module m1;
{
migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}};
auto input = m1.add_parameter("data", s);
auto slice_ins = m1.add_instruction(
migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input);
m1.add_return({slice_ins});
}
EXPECT(m0 == m1);
}
TEST_CASE(const_slice_2input_ends_axes_dyn)
{
migraphx::module m0;
{
migraphx::shape s{migraphx::shape::float_type, {{6, 6}, {2, 4, {2, 4}}, {2, 4, {2, 4}}}};
auto input = m0.add_parameter("data", s);
migraphx::shape s1{migraphx::shape::int32_type, {1}};
auto input_starts = m0.add_literal(migraphx::literal{s1, {0}});
auto slice_ins = m0.add_instruction(
migraphx::make_op("slice", {{"ends", {3}}, {"axes", {0}}}), input, input_starts);
m0.add_return({slice_ins});
}
run_pass(m0);
migraphx::module m1;
{
migraphx::shape s{migraphx::shape::float_type, {{6, 6}, {2, 4, {2, 4}}, {2, 4, {2, 4}}}};
auto input = m1.add_parameter("data", s);
auto slice_ins = m1.add_instruction(
migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input);
m1.add_return({slice_ins}); m1.add_return({slice_ins});
} }
run_pass(m1);
EXPECT(m0 == m1); EXPECT(m0 == m1);
} }
......
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