Commit d0da4c34 authored by Shucai Xiao's avatar Shucai Xiao
Browse files

add test cases for quantize.

parent b4348c82
#include <iostream>
#include <vector>
#include <migraphx/literal.hpp>
#include <migraphx/operators.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/cpu/target.hpp>
#include <migraphx/verify.hpp>
#include <migraphx/quantization.hpp>
#include <migraphx/dead_code_elimination.hpp>
#include <migraphx/pass_manager.hpp>
#include <migraphx/onnx.hpp>
#include "test.hpp"
#include <migraphx/half.hpp>
TEST_CASE(param_add)
{
auto create_program_float = [] {
migraphx::program p;
migraphx::shape s{migraphx::shape::float_type, {2, 3}};
auto p1 = p.add_parameter("x", s);
auto p2 = p.add_parameter("y", s);
p.add_instruction(migraphx::op::add{}, p1, p2);
return p;
};
auto create_program_half = [] {
migraphx::program p;
migraphx::shape s{migraphx::shape::float_type, {2, 3}};
auto p1 = p.add_parameter("x", s);
auto hp1 = p.insert_instruction(std::next(p1), migraphx::op::convert{migraphx::shape::half_type}, p1);
auto p2 = p.add_parameter("y", s);
auto hp2 = p.insert_instruction(std::next(p2), migraphx::op::convert{migraphx::shape::half_type}, p2);
auto hs = p.add_instruction(migraphx::op::add{}, hp1, hp2);
p.add_instruction(migraphx::op::convert{migraphx::shape::float_type}, hs);
return p;
};
{
auto p1 = create_program_float();
auto p2 = create_program_half();
migraphx::quantize(p1, {"all"});
EXPECT(p1 == p2);
}
{
auto p1 = create_program_float();
auto p2 = create_program_half();
migraphx::quantize(p1, {"add"});
EXPECT(p1 == p2);
}
}
TEST_CASE(param_add_sub)
{
auto create_program_float = [] {
migraphx::program p;
migraphx::shape s{migraphx::shape::float_type, {2, 3}};
auto p1 = p.add_parameter("x", s);
auto p2 = p.add_parameter("y", s);
auto sum = p.add_instruction(migraphx::op::add{}, p1, p2);
auto diff = p.add_instruction(migraphx::op::sub{}, sum, p2);
p.add_instruction(migraphx::op::add{}, diff, p1);
return p;
};
auto create_program_half_add = [] {
migraphx::program p;
migraphx::shape s{migraphx::shape::float_type, {2, 3}};
auto p1 = p.add_parameter("x", s);
auto hp1 = p.insert_instruction(std::next(p1), migraphx::op::convert{migraphx::shape::half_type}, p1);
auto p2 = p.add_parameter("y", s);
auto hp2 = p.insert_instruction(std::next(p2), migraphx::op::convert{migraphx::shape::half_type}, p2);
auto hsum = p.add_instruction(migraphx::op::add{}, hp1, hp2);
auto sum = p.add_instruction(migraphx::op::convert{migraphx::shape::float_type}, hsum);
auto diff = p.add_instruction(migraphx::op::sub{}, sum, p2);
auto hdiff = p.add_instruction(migraphx::op::convert{migraphx::op::convert{migraphx::shape::half_type}}, diff);
auto res = p.add_instruction(migraphx::op::add{}, hdiff, hp1);
p.add_instruction(migraphx::op::convert{migraphx::shape::float_type}, res);
return p;
};
auto create_program_half_sub = [] {
migraphx::program p;
migraphx::shape s{migraphx::shape::float_type, {2, 3}};
auto p1 = p.add_parameter("x", s);
auto p2 = p.add_parameter("y", s);
auto hp2 = p.insert_instruction(std::next(p2), migraphx::op::convert{migraphx::shape::half_type}, p2);
auto sum = p.add_instruction(migraphx::op::add{}, p1, p2);
auto hsum = p.add_instruction(migraphx::op::convert{migraphx::shape::half_type}, sum);
auto hdiff = p.add_instruction(migraphx::op::sub{}, hsum, hp2);
auto diff = p.add_instruction(migraphx::op::convert{migraphx::shape::float_type}, hdiff);
p.add_instruction(migraphx::op::add{}, diff, p1);
return p;
};
{
auto p1 = create_program_float();
auto p2 = create_program_half_add();
migraphx::quantize(p1, {"add"});
EXPECT(p1 == p2);
}
{
auto p1 = create_program_float();
auto p2 = create_program_half_sub();
migraphx::quantize(p1, {"sub"});
EXPECT(p1 == p2);
}
}
TEST_CASE(literal_add)
{
auto create_program_float = [] {
migraphx::program p;
migraphx::shape s{migraphx::shape::float_type, {2, 3}};
std::vector<float> data(2 * 3);
std::iota(data.begin(), data.end(), 1.0f);
auto l1 = p.add_literal(migraphx::literal(s, data));
auto l2 = p.add_literal(migraphx::literal(s, data));
p.add_instruction(migraphx::op::add{}, l1, l2);
return p;
};
auto create_program_half = [] {
migraphx::program p;
migraphx::shape s{migraphx::shape::half_type, {2, 3}};
std::vector<migraphx::half> data(2 * 3);
std::iota(data.begin(), data.end(), 1.0f);
auto l1 = p.add_literal(migraphx::literal(s, data));
auto l2 = p.add_literal(migraphx::literal(s, data));
auto hs = p.add_instruction(migraphx::op::add{}, l1, l2);
p.add_instruction(migraphx::op::convert{migraphx::shape::float_type}, hs);
return p;
};
{
auto p1 = create_program_float();
auto p2 = create_program_half();
migraphx::quantize(p1, {"all"});
migraphx::run_passes(p1, {migraphx::dead_code_elimination{}});
EXPECT(p1 == p2);
}
{
auto p1 = create_program_float();
auto p2 = create_program_half();
migraphx::quantize(p1, {"add"});
migraphx::run_passes(p1, {migraphx::dead_code_elimination{}});
EXPECT(p1 == p2);
}
}
int main(int argc, const char* argv[]) { test::run(argc, argv); }
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