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[CK_Builder] [testing] Integrate device random generators (#3427)
Implemented device random number generators for ck tensors. Includes tests and integration to ck builder testing interface.
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@@ -4,6 +4,8 @@
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#pragma once
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#include <hip/hip_runtime.h>
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#include <math.h>
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#include "ck/library/utility/device_tensor_generator.hpp"
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namespace ck {
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@@ -34,6 +36,12 @@ struct DeviceMem
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void SetZero() const;
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template <typename T>
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void SetValue(T x) const;
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template <typename T>
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void FillUniformRandInteger(int min_value, int max_value);
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template <typename T>
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void FillUniformRandFp(float min_value, float max_value);
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template <typename T>
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void FillNormalRandFp(float sigma, float mean);
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~DeviceMem();
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void* mpDeviceBuf;
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@@ -51,4 +59,48 @@ void DeviceMem::SetValue(T x) const
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set_buffer_value<T><<<1, 1024>>>(static_cast<T*>(mpDeviceBuf), x, mMemSize / sizeof(T));
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}
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template <typename T>
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void DeviceMem::FillUniformRandInteger(int min_value, int max_value)
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{
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if(mMemSize % sizeof(T) != 0)
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{
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throw std::runtime_error("wrong! not entire DeviceMem will be filled");
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}
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if(max_value - min_value <= 1)
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{
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throw std::runtime_error("Error while filling device tensor with random integer data: max "
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"value must be at least 2 greater than min value, otherwise "
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"tensor will be filled by a constant value (end is exclusive)");
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}
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if(max_value - 1 == min_value || max_value - 1 == max_value)
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{
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throw std::runtime_error("Error while filling device tensor with random integer data: "
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"insufficient precision in specified range");
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}
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size_t packed_size = packed_size_v<T>;
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fill_tensor_uniform_rand_int_values<<<256, 256>>>(
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static_cast<T*>(mpDeviceBuf), min_value, max_value, (mMemSize * packed_size) / sizeof(T));
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}
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template <typename T>
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void DeviceMem::FillUniformRandFp(float min_value, float max_value)
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{
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if(mMemSize % sizeof(T) != 0)
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{
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throw std::runtime_error("wrong! not entire DeviceMem will be filled");
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}
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size_t packed_size = packed_size_v<T>;
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fill_tensor_uniform_rand_fp_values<<<256, 256>>>(
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static_cast<T*>(mpDeviceBuf), min_value, max_value, (mMemSize * packed_size) / sizeof(T));
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}
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template <typename T>
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void DeviceMem::FillNormalRandFp(float sigma, float mean)
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{
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fill_tensor_norm_rand_fp_values<<<256, 256>>>(
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static_cast<T*>(mpDeviceBuf), sigma, mean, mMemSize / sizeof(T));
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}
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} // namespace ck
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