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Refactor the hierarchy.
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69
candle-kernels/src/unary.cu
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69
candle-kernels/src/unary.cu
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#include "cuda_utils.cuh"
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#define UNARY_OP(TYPENAME, FN_NAME, FUNC) \
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extern "C" __global__ void FN_NAME( \
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const size_t numel, \
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const size_t num_dims, \
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const size_t *info, \
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const TYPENAME *inp, \
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TYPENAME *out \
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) { \
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const size_t *dims = info; \
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const size_t *strides = info + num_dims; \
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if (is_contiguous(num_dims, dims, strides)) { \
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for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { \
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TYPENAME x = inp ? inp[i] : out[i]; \
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out[i] = FUNC; \
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} \
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} \
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else { \
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for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { \
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unsigned strided_i = get_strided_index(i, num_dims, dims, strides); \
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TYPENAME x = inp ? inp[strided_i] : out[i]; \
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out[i] = FUNC; \
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} \
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} \
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} \
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template<typename T>
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__device__ T gelu_fwd(T x) {
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T x_sq = x * x;
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T x_cube = x_sq * x;
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T alpha = x + static_cast<T>(0.044715) * x_cube;
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return static_cast<T>(0.5) * x * (static_cast<T>(1.0) + tanhg(static_cast<T>(M_2_SQRTPI * M_SQRT1_2) * alpha));
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}
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#if __CUDA_ARCH__ >= 530
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UNARY_OP(__half, ucopy_f16, x)
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UNARY_OP(__half, uneg_f16, -x)
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UNARY_OP(__half, uexp_f16, expg(x))
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UNARY_OP(__half, ulog_f16, logg(x))
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UNARY_OP(__half, usin_f16, sing(x))
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UNARY_OP(__half, ucos_f16, cosg(x))
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UNARY_OP(__half, uabs_f16, absg(x))
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UNARY_OP(__half, usqr_f16, x*x)
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UNARY_OP(__half, usqrt_f16, sqrtg(x))
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UNARY_OP(__half, gelu_f16, gelu_fwd(x))
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#endif
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UNARY_OP(float, ucopy_f32, x)
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UNARY_OP(double, ucopy_f64, x)
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UNARY_OP(float, uneg_f32, -x)
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UNARY_OP(double, uneg_f64, -x)
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UNARY_OP(float, uexp_f32, expg(x))
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UNARY_OP(double, uexp_f64, expg(x))
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UNARY_OP(float, ulog_f32, logg(x))
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UNARY_OP(double, ulog_f64, logg(x))
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UNARY_OP(float, usin_f32, sing(x))
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UNARY_OP(double, usin_f64, sing(x))
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UNARY_OP(float, ucos_f32, cosg(x))
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UNARY_OP(double, ucos_f64, cosg(x))
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UNARY_OP(float, uabsg_f32, absg(x))
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UNARY_OP(double, uabsg_f64, absg(x))
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UNARY_OP(float, usqr_f32, x*x)
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UNARY_OP(double, usqr_f64, x*x)
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UNARY_OP(float, usqrt_f32, sqrtg(x))
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UNARY_OP(double, usqrt_f64, sqrtg(x))
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UNARY_OP(float, gelu_f32, gelu_fwd(x))
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UNARY_OP(double, gelu_f64, gelu_fwd(x))
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