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Update SYCL upscale operation (llama/7321)
* Update SYCL upscale operation * Formatting * Remove messages
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@ -3847,21 +3847,27 @@ static void concat_f32(const float *x,const float *y, float *dst, const int ne
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}
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}
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static void upscale_f32(const float *x, float *dst, const int ne00, const int nb02, const int scale_factor,
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const sycl::nd_item<3> &item_ct1) {
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int ne0 = ne00 * scale_factor;
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int nidx = item_ct1.get_local_id(2) +
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item_ct1.get_group(2) * item_ct1.get_local_range(2);
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if (nidx >= ne0) {
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static void upscale_f32(const float *x, float *dst, const int nb00, const int nb01,
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const int nb02, const int nb03, const int ne10, const int ne11,
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const int ne12, const int ne13, const float sf0, const float sf1,
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const float sf2, const float sf3, const sycl::nd_item<1> &item_ct1) {
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int index = item_ct1.get_local_id(0) +
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item_ct1.get_group(0) * item_ct1.get_local_range(0);
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if (index >= ne10 * ne11 * ne12 * ne13) {
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return;
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}
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// operation
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int i00 = nidx / scale_factor;
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int i01 = item_ct1.get_group(1) / scale_factor;
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int offset_src = i00 + i01 * ne00 + item_ct1.get_group(0) * nb02;
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int offset_dst = nidx + item_ct1.get_group(1) * ne0 +
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item_ct1.get_group(0) * ne0 * item_ct1.get_group_range(1);
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dst[offset_dst] = x[offset_src];
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int i10 = index % ne10;
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int i11 = (index / ne10) % ne11;
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int i12 = (index / (ne10 * ne11)) % ne12;
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int i13 = (index / (ne10 * ne11 * ne12)) % ne13;
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int i00 = i10 / sf0;
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int i01 = i11 / sf1;
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int i02 = i12 / sf2;
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int i03 = i13 / sf3;
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dst[index] = *(float *)((char *)x + i03 * nb03 + i02 * nb02 + i01 * nb01 + i00 * nb00);
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}
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static void pad_f32(const float *x, float *dst, const int ne0, const int ne00, const int ne01, const int ne02,
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@ -10085,18 +10091,17 @@ static void concat_f32_sycl(const float *x, const float *y, float *dst,
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});
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}
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static void upscale_f32_sycl(const float *x, float *dst, const int ne00,
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const int ne01, const int ne02,
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const int scale_factor, dpct::queue_ptr stream) {
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int ne0 = (ne00 * scale_factor);
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int num_blocks = (ne0 + SYCL_UPSCALE_BLOCK_SIZE - 1) / SYCL_UPSCALE_BLOCK_SIZE;
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sycl::range<3> gridDim(ne02, (ne01 * scale_factor), num_blocks);
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static void upscale_f32_sycl(const float *x, float *dst, const int nb00, const int nb01,
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const int nb02, const int nb03, const int ne10, const int ne11,
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const int ne12, const int ne13, const float sf0, const float sf1,
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const float sf2, const float sf3, dpct::queue_ptr stream) {
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int dst_size = ne10 * ne11 * ne12 * ne13;
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int num_blocks = (dst_size + SYCL_UPSCALE_BLOCK_SIZE - 1) / SYCL_UPSCALE_BLOCK_SIZE;
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sycl::range<1> gridDim(num_blocks * SYCL_UPSCALE_BLOCK_SIZE);
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stream->parallel_for(
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sycl::nd_range<3>(gridDim *
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sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE),
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sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE)),
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[=](sycl::nd_item<3> item_ct1) {
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upscale_f32(x, dst, ne00, ne00 * ne01, scale_factor, item_ct1);
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sycl::nd_range<1>(gridDim, sycl::range<1>(SYCL_UPSCALE_BLOCK_SIZE)),
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[=](sycl::nd_item<1> item_ct1) {
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upscale_f32(x, dst, nb00, nb01, nb02, nb03, ne10, ne11, ne12, ne13, sf0, sf1, sf2, sf3, item_ct1);
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});
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}
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@ -13985,15 +13990,15 @@ inline void ggml_sycl_op_upscale(const ggml_tensor *src0,
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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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GGML_ASSERT(src0->ne[3] == 1 && dst->ne[3] == 1); // just 3D tensors
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#pragma message("TODO: generalize upscale operator")
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#pragma message(" https://github.com/ggerganov/ggml/pull/814")
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GGML_ASSERT(false && "TODO: generalize upscale operator");
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const float sf0 = (float)dst->ne[0]/src0->ne[0];
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const float sf1 = (float)dst->ne[1]/src0->ne[1];
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const float sf2 = (float)dst->ne[2]/src0->ne[2];
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const float sf3 = (float)dst->ne[3]/src0->ne[3];
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const int scale_factor = dst->op_params[0];
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upscale_f32_sycl(src0_dd, dst_dd, src0->ne[0], src0->ne[1], src0->ne[2], scale_factor, main_stream);
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upscale_f32_sycl(src0_dd, dst_dd, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3],
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dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], sf0, sf1, sf2, sf3,
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main_stream);
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(void) src1;
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(void) dst;
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