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cuda : add softcap fusion (#14907)
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34
ggml/src/ggml-cuda/softcap.cu
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34
ggml/src/ggml-cuda/softcap.cu
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#include "softcap.cuh"
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static __global__ void softcap_f32(const float * x, float * dst, const float scale, const float softcap, const int k) {
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const int i = blockDim.x*blockIdx.x + threadIdx.x;
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if (i >= k) {
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return;
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}
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dst[i] = tanhf(scale * x[i]) * softcap;
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}
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static void softcap_f32_cuda(const float * x, float * dst, const float scale, const float softcap, const int k, cudaStream_t stream) {
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const int num_blocks = (k + CUDA_SOFTCAP_BLOCK_SIZE - 1) / CUDA_SOFTCAP_BLOCK_SIZE;
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softcap_f32<<<num_blocks, CUDA_SOFTCAP_BLOCK_SIZE, 0, stream>>>(x, dst, scale, softcap, k);
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}
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// fused GGML_OP_SCALE + GGML_UNARY_OP_TANH + GGML_OP_SCALE
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void ggml_cuda_op_softcap(ggml_backend_cuda_context & ctx, ggml_tensor * dst, ggml_tensor * src) {
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const ggml_tensor * src0 = src->src[0];
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const float * src0_d = (const float *)src0->data;
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float * dst_d = (float *)dst->data;
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cudaStream_t stream = ctx.stream();
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GGML_ASSERT(src0->type == GGML_TYPE_F32);
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GGML_ASSERT( dst->type == GGML_TYPE_F32);
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float scale;
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float softcap;
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memcpy(&scale, (float *) src->op_params + 0, sizeof(float));
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memcpy(&softcap, (float *) dst->op_params + 0, sizeof(float));
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softcap_f32_cuda(src0_d, dst_d, scale, softcap, ggml_nelements(src0), stream);
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}
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