softcap: CUDA

This commit is contained in:
Iwan Kawrakow
2024-08-01 21:09:40 +03:00
parent c4951cbc35
commit a8a0c692d4
3 changed files with 40 additions and 0 deletions

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@@ -24,6 +24,7 @@
#include "ggml-cuda/quantize.cuh"
#include "ggml-cuda/rope.cuh"
#include "ggml-cuda/scale.cuh"
#include "ggml-cuda/softcap.cuh"
#include "ggml-cuda/softmax.cuh"
#include "ggml-cuda/sumrows.cuh"
#include "ggml-cuda/tsembd.cuh"
@@ -2261,6 +2262,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg
case GGML_OP_SCALE:
ggml_cuda_op_scale(ctx, dst);
break;
case GGML_OP_SOFTCAP:
ggml_cuda_op_softcap(ctx, dst);
break;
case GGML_OP_SQR:
ggml_cuda_op_sqr(ctx, dst);
break;

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@@ -0,0 +1,31 @@
#include "softcap.cuh"
static __global__ void softcap_f32(const float * x, float * dst, const float * scales, const int k) {
const int i = blockDim.x*blockIdx.x + threadIdx.x;
if (i >= k) {
return;
}
dst[i] = scales[1] * tanh(scales[0]*x[i]);
}
static void softcap_f32_cuda(const float * x, float * dst, const float * scales, const int k, cudaStream_t stream) {
const int num_blocks = (k + CUDA_SOFTCAP_BLOCK_SIZE - 1) / CUDA_SOFTCAP_BLOCK_SIZE;
softcap_f32<<<num_blocks, CUDA_SOFTCAP_BLOCK_SIZE, 0, stream>>>(x, dst, scales, k);
}
void ggml_cuda_op_softcap(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
const ggml_tensor * src0 = dst->src[0];
const float * src0_d = (const float *)src0->data;
float * dst_d = (float *)dst->data;
cudaStream_t stream = ctx.stream();
GGML_ASSERT(src0->type == GGML_TYPE_F32);
GGML_ASSERT( dst->type == GGML_TYPE_F32);
float scales[2];
memcpy(scales, dst->op_params, sizeof(scales));
softcap_f32_cuda(src0_d, dst_d, scales, ggml_nelements(src0), stream);
}

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@@ -0,0 +1,5 @@
#include "common.cuh"
#define CUDA_SOFTCAP_BLOCK_SIZE 256
void ggml_cuda_op_softcap(ggml_backend_cuda_context & ctx, ggml_tensor * dst);