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https://github.com/ROCm/composable_kernel.git
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* [What] Separate fixpoint gemm from gemm example [Why] let example of gemm_int8 be pure gemm. [What] 1. Add gemm_requant_relu_requant, 2. Let CDataType be int32 in pure gemm, because no one use int8 CDataType. It is also part of gemm_requant_relu_requant * Fix path * Revise cmakelist due to merge develop * Add gemm fp16 test * Extract PrepareGemmTensor * Extract TestGemm * Add test for different layout * Add 4 layouts of shuffle version of fp32 * Add 4 layouts of shuffle version of int8 * Add 4 layouts of shuffle version of bf16 * replace all DeviceGemmPtr_ with DeviceGemmNoOpPtr to fit naming convension * Add test for non-shuffle verstion of gemm * Fix typo * Print kernel information * Add rest of the fp32 kernel to the test * 1. Add rest of the fp16 device iop. 2. Mark the invalid device operation Co-authored-by: rocking <chunylai@amd.com>
128 lines
3.8 KiB
C++
128 lines
3.8 KiB
C++
#ifndef TEST_UTIL_HPP
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#define TEST_UTIL_HPP
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#include <cmath>
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#include <cstdlib>
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#include <iostream>
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#include <iomanip>
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#include <limits>
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#include <type_traits>
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#include <vector>
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namespace test_util {
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template <typename T>
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typename std::enable_if<std::is_floating_point<T>::value, bool>::type
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check_err(const std::vector<T>& out,
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const std::vector<T>& ref,
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const std::string& msg,
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T rtol = static_cast<T>(1e-5),
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T atol = static_cast<T>(1e-8))
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{
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if(out.size() != ref.size())
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{
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std::cout << "out.size() != ref.size(), :" << out.size() << " != " << ref.size()
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<< std::endl
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<< msg << std::endl;
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return false;
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}
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bool res{true};
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int err_count = 0;
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T err = 0;
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T max_err = std::numeric_limits<T>::min();
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for(std::size_t i = 0; i < ref.size(); ++i)
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{
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err = std::abs(out[i] - ref[i]);
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if(err > atol + rtol * std::abs(ref[i]) || !std::isfinite(out[i]) || !std::isfinite(ref[i]))
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{
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max_err = err > max_err ? err : max_err;
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err_count++;
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if(err_count < 5)
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{
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std::cout << std::setw(12) << std::setprecision(7) << "out[" << i << "] != ref["
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<< i << "]: " << out[i] << "!=" << ref[i] << std::endl
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<< msg << std::endl;
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}
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res = false;
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}
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}
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if(!res)
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{
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std::cout << std::setw(12) << std::setprecision(7) << "max err: " << max_err << std::endl;
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}
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return res;
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}
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bool check_err(const std::vector<_Float16>& out,
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const std::vector<_Float16>& ref,
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const std::string& msg,
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_Float16 rtol = static_cast<_Float16>(1e-3f),
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_Float16 atol = static_cast<_Float16>(1e-3f))
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{
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if(out.size() != ref.size())
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{
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std::cout << "out.size() != ref.size(), :" << out.size() << " != " << ref.size()
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<< std::endl
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<< msg << std::endl;
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return false;
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}
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bool res{true};
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int err_count = 0;
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double err = 0;
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double max_err = std::numeric_limits<_Float16>::min();
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for(std::size_t i = 0; i < ref.size(); ++i)
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{
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double out_ = double(out[i]);
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double ref_ = double(ref[i]);
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err = std::abs(out_ - ref_);
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if(err > atol + rtol * std::abs(ref_) || !std::isfinite(out_) || !std::isfinite(ref_))
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{
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max_err = err > max_err ? err : max_err;
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err_count++;
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if(err_count < 5)
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{
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std::cout << std::setw(12) << std::setprecision(7) << "out[" << i << "] != ref["
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<< i << "]: " << out_ << "!=" << ref_ << std::endl
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<< msg << std::endl;
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}
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res = false;
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}
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}
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if(!res)
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{
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std::cout << std::setw(12) << std::setprecision(7) << "max err: " << max_err << std::endl;
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}
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return res;
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}
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template <typename T>
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typename std::enable_if<std::is_integral<T>::value, bool>::type check_err(
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const std::vector<T>& out, const std::vector<T>& ref, const std::string& msg, T = 0, T = 0)
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{
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if(out.size() != ref.size())
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{
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std::cout << "out.size() != ref.size(), :" << out.size() << " != " << ref.size()
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<< std::endl
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<< msg << std::endl;
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return false;
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}
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for(std::size_t i = 0; i < ref.size(); ++i)
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{
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if(out[i] != ref[i])
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{
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std::cout << "out[" << i << "] != ref[" << i << "]: " << out[i] << "!=" << ref[i]
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<< std::endl
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<< msg << std::endl;
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return false;
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}
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}
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return true;
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}
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} // namespace test_util
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#endif
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