From b6c83aad55a4ce17ec96fced7770cd1be8758193 Mon Sep 17 00:00:00 2001 From: Neo Zhang Date: Tue, 17 Mar 2026 10:01:52 +0800 Subject: [PATCH] [SYCL] ehance UPSCALE to support all UT cases (#20637) * [SYCL] ehance UPSCALE to support more cases * rm test case result of SYCL1 --- docs/ops.md | 2 +- docs/ops/SYCL.csv | 306 +++++++++++++++++++-- ggml/src/ggml-sycl/backend.hpp | 4 +- ggml/src/ggml-sycl/element_wise.cpp | 89 ------ ggml/src/ggml-sycl/element_wise.hpp | 2 - ggml/src/ggml-sycl/ggml-sycl.cpp | 4 +- ggml/src/ggml-sycl/upscale.cpp | 410 ++++++++++++++++++++++++++++ ggml/src/ggml-sycl/upscale.hpp | 9 + 8 files changed, 712 insertions(+), 114 deletions(-) create mode 100644 ggml/src/ggml-sycl/upscale.cpp create mode 100644 ggml/src/ggml-sycl/upscale.hpp diff --git a/docs/ops.md b/docs/ops.md index 00bdcd5d2b..1357771442 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -117,5 +117,5 @@ Legend: | TOP_K | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | | TRI | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | TRUNC | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | -| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ❌ | ❌ | ❌ | +| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | | XIELU | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | diff --git a/docs/ops/SYCL.csv b/docs/ops/SYCL.csv index 13ac447cc1..afcb7e4b8e 100644 --- a/docs/ops/SYCL.csv +++ b/docs/ops/SYCL.csv @@ -5937,6 +5937,20 @@ "SYCL0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.100000","support","1","yes","SYCL" "SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0","support","1","yes","SYCL" "SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1","support","1","yes","SYCL" +"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000","support","1","yes","SYCL" +"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","SYCL" +"SYCL0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000","support","1","yes","SYCL" +"SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","SYCL" +"SYCL0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=10.000000","support","1","yes","SYCL" +"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0","support","1","yes","SYCL" +"SYCL0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=1","support","1","yes","SYCL" +"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000","support","1","yes","SYCL" +"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","SYCL" +"SYCL0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000","support","1","yes","SYCL" +"SYCL0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","SYCL" +"SYCL0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=10.000000","support","1","yes","SYCL" +"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0","support","1","yes","SYCL" +"SYCL0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=1","support","1","yes","SYCL" "SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[3,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[6,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL" @@ -10209,24 +10223,24 @@ "SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","SYCL" "SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest","support","1","yes","SYCL" "SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=nearest","support","1","yes","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=0","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=1","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=0","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=0","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=1","support","0","no","SYCL" -"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|antialias","support","0","no","SYCL" 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+"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=1","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=0","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=0","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=1","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|antialias","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear|antialias","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|align_corners","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear|align_corners","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear|align_corners","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic|align_corners","support","1","yes","SYCL" +"SYCL0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bicubic|align_corners","support","1","yes","SYCL" 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+"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[32,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[32,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[32,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=1,nr23=[32,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=320,hsv=256,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" diff --git a/ggml/src/ggml-sycl/backend.hpp b/ggml/src/ggml-sycl/backend.hpp index b30b7f2beb..a526d8e58b 100644 --- a/ggml/src/ggml-sycl/backend.hpp +++ b/ggml/src/ggml-sycl/backend.hpp @@ -24,6 +24,7 @@ #include "dmmv.hpp" #include "element_wise.hpp" #include "fattn.hpp" +#include "gated_delta_net.hpp" #include "gla.hpp" #include "im2col.hpp" #include "mmq.hpp" @@ -31,6 +32,7 @@ #include "norm.hpp" #include "outprod.hpp" #include "pad.hpp" +#include "pad_reflect_1d.hpp" #include "quantize.hpp" #include "quants.hpp" #include "roll.hpp" @@ -39,8 +41,8 @@ #include "ssm_conv.hpp" #include "softmax.hpp" #include "tsembd.hpp" +#include "upscale.hpp" #include "wkv.hpp" -#include "pad_reflect_1d.hpp" #endif // GGML_SYCL_BACKEND_HPP diff --git a/ggml/src/ggml-sycl/element_wise.cpp b/ggml/src/ggml-sycl/element_wise.cpp index acd51bf45b..ec0247528c 100644 --- a/ggml/src/ggml-sycl/element_wise.cpp +++ b/ggml/src/ggml-sycl/element_wise.cpp @@ -294,30 +294,6 @@ static void unary_op_trunc_kernel(const T * x, T * dst, const int k, const sycl: } } -template -static void upscale(const T *x, T *dst, const int nb00, const int nb01, - const int nb02, const int nb03, const int ne10, const int ne11, - const int ne12, const int ne13, const float sf0, const float sf1, - const float sf2, const float sf3, const sycl::nd_item<1> &item_ct1) { - int index = item_ct1.get_local_id(0) + - item_ct1.get_group(0) * item_ct1.get_local_range(0); - if (index >= ne10 * ne11 * ne12 * ne13) { - return; - } - // operation - int i10 = index % ne10; - int i11 = (index / ne10) % ne11; - int i12 = (index / (ne10 * ne11)) % ne12; - int i13 = (index / (ne10 * ne11 * ne12)) % ne13; - - int i00 = static_cast(i10 / sf0); - int i01 = static_cast(i11 / sf1); - int i02 = static_cast(i12 / sf2); - int i03 = static_cast(i13 / sf3); - - dst[index] = *(const T *)((const char *)x + i03 * nb03 + i02 * nb02 + i01 * nb01 + i00 * nb00); -} - template static void clamp(const T * x, T * dst, const float min, const float max, const int k, const sycl::nd_item<1> &item_ct1) { @@ -392,20 +368,6 @@ static void arange_kernel(T * dst, const int k, T start, T step, } } -template -static void upscale_sycl(const T *x, T *dst, const int nb00, const int nb01, - const int nb02, const int nb03, const int ne10, const int ne11, - const int ne12, const int ne13, const float sf0, const float sf1, - const float sf2, const float sf3, queue_ptr stream) { - int dst_size = ne10 * ne11 * ne12 * ne13; - int num_blocks = ceil_div(dst_size, SYCL_UPSCALE_BLOCK_SIZE); - sycl::range<1> gridDim(num_blocks * SYCL_UPSCALE_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(gridDim, sycl::range<1>(SYCL_UPSCALE_BLOCK_SIZE)), [=](sycl::nd_item<1> item_ct1) { - upscale(x, dst, nb00, nb01, nb02, nb03, ne10, ne11, ne12, ne13, sf0, sf1, sf2, sf3, item_ct1); - }); -} - template static inline void dispatch_ggml_sycl_op_unary(ggml_backend_sycl_context & ctx, ggml_tensor * dst, KernelInvoker kernel_invoker, Args&&... args) { GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32 || dst->src[0]->type == GGML_TYPE_F16); @@ -505,42 +467,6 @@ static inline void dispatch_ggml_sycl_op_fused_glu(ggml_backend_sycl_context & c } } -template -static inline void dispatch_ggml_sycl_op_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst, KernelInvoker kernel_invoker, Args&&... args) { - GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32 || dst->src[0]->type == GGML_TYPE_F16); - GGML_ASSERT(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16); - - GGML_ASSERT(dst->src[0]->type == dst->type); - - dpct::queue_ptr main_stream = ctx.stream(); - SYCL_CHECK(ggml_sycl_set_device(ctx.device)); - - const float sf0 = (float) dst->ne[0] / dst->src[0]->ne[0]; - const float sf1 = (float) dst->ne[1] / dst->src[0]->ne[1]; - const float sf2 = (float) dst->ne[2] / dst->src[0]->ne[2]; - const float sf3 = (float) dst->ne[3] / dst->src[0]->ne[3]; - switch (dst->type) { - case GGML_TYPE_F16: - { - auto data_pts = cast_data(dst); - kernel_invoker(data_pts.src, data_pts.dst, (int)dst->src[0]->nb[0], (int)dst->src[0]->nb[1], (int)dst->src[0]->nb[2], - (int)dst->src[0]->nb[3], (int)dst->ne[0], (int)dst->ne[1], (int)dst->ne[2], (int)dst->ne[3], sf0, sf1, sf2, sf3, - main_stream, std::forward(args)...); - break; - } - case GGML_TYPE_F32: - { - auto data_pts = cast_data(dst); - kernel_invoker(data_pts.src, data_pts.dst, (int)dst->src[0]->nb[0], (int)dst->src[0]->nb[1], (int)dst->src[0]->nb[2], - (int)dst->src[0]->nb[3], (int)dst->ne[0], (int)dst->ne[1], (int)dst->ne[2], (int)dst->ne[3], sf0, sf1, sf2, sf3, - main_stream, std::forward(args)...); - break; - } - default: - GGML_ABORT("GGML tensor type not supported!\n"); - } -} - template static inline void ggml_sycl_op_unary( ggml_backend_sycl_context & ctx, ggml_tensor * dst, F func) { @@ -784,15 +710,6 @@ static inline void ggml_sycl_op_sqr(ggml_backend_sycl_context & ctx, ggml_tensor }); } -static inline void ggml_sycl_op_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_upscale(ctx, dst, - [](const auto* src, auto* dst_ptr, int nb00, int nb01, int nb02, int nb03, - int ne10, int ne11, int ne12, int ne13, float sf0, float sf1, float sf2, float sf3, - queue_ptr stream) { - ggml_sycl_detail::upscale_sycl(src, dst_ptr, nb00, nb01, nb02, nb03, ne10, ne11, ne12, ne13, sf0, sf1, sf2, sf3, stream); - }); -} - static inline void ggml_sycl_op_clamp(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { float min_val; float max_val; @@ -1131,12 +1048,6 @@ void ggml_sycl_sqr(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { ggml_sycl_op_sqr(ctx, dst); } -void ggml_sycl_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/1); - ggml_sycl_op_upscale(ctx, dst); -} - - void ggml_sycl_clamp(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/1); ggml_sycl_op_clamp(ctx, dst); diff --git a/ggml/src/ggml-sycl/element_wise.hpp b/ggml/src/ggml-sycl/element_wise.hpp index 7c71974687..997132166a 100644 --- a/ggml/src/ggml-sycl/element_wise.hpp +++ b/ggml/src/ggml-sycl/element_wise.hpp @@ -71,8 +71,6 @@ void ggml_sycl_leaky_relu(ggml_backend_sycl_context & ctx, ggml_tensor * dst); void ggml_sycl_sqr(ggml_backend_sycl_context & ctx, ggml_tensor * dst); -void ggml_sycl_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst); - void ggml_sycl_clamp(ggml_backend_sycl_context & ctx, ggml_tensor * dst); void ggml_sycl_sgn(ggml_backend_sycl_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-sycl/ggml-sycl.cpp b/ggml/src/ggml-sycl/ggml-sycl.cpp index 1281970584..2ec1421841 100644 --- a/ggml/src/ggml-sycl/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl/ggml-sycl.cpp @@ -44,7 +44,6 @@ #include "ggml-sycl/backend.hpp" #include "ggml-sycl/common.hpp" #include "ggml-sycl/element_wise.hpp" -#include "ggml-sycl/gated_delta_net.hpp" #include "ggml-sycl/gemm.hpp" #include "ggml-sycl/getrows.hpp" #include "ggml-sycl/norm.hpp" @@ -4863,9 +4862,8 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g case GGML_OP_ROPE: case GGML_OP_ROPE_BACK: case GGML_OP_IM2COL: - return true; case GGML_OP_UPSCALE: - return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST && !(op->op_params[0] & GGML_SCALE_FLAG_ANTIALIAS); + return true; case GGML_OP_SUM: case GGML_OP_SUM_ROWS: case GGML_OP_MEAN: diff --git a/ggml/src/ggml-sycl/upscale.cpp b/ggml/src/ggml-sycl/upscale.cpp new file mode 100644 index 0000000000..18c743de44 --- /dev/null +++ b/ggml/src/ggml-sycl/upscale.cpp @@ -0,0 +1,410 @@ +#include "upscale.hpp" + +static void upscale_f32(const float * x, float * dst, + const int nb00, const int nb01, const int nb02, const int nb03, + const int ne10, const int ne11, const int ne12, const int ne13, + const float sf0, const float sf1, const float sf2, const float sf3) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + int index = item_ct1.get_local_id(2) + item_ct1.get_group(2) * item_ct1.get_local_range(2); + if (index >= ne10 * ne11 * ne12 * ne13) { + return; + } + + int i10 = index % ne10; + int i11 = (index / ne10) % ne11; + int i12 = (index / (ne10 * ne11)) % ne12; + int i13 = (index / (ne10 * ne11 * ne12)) % ne13; + + int i00 = i10 / sf0; + int i01 = i11 / sf1; + int i02 = i12 / sf2; + int i03 = i13 / sf3; + + dst[index] = *((const float*)((const char*)x + i03 * nb03 + i02 * nb02 + + i01 * nb01 + i00 * nb00)); +} + +static void upscale_f32_bilinear(const float * x, float * dst, + const int nb00, const int nb01, const int nb02, const int nb03, + const int ne00_src, const int ne01_src, + const int ne10_dst, const int ne11_dst, const int ne12_dst, const int ne13_dst, + const float sf0, const float sf1, const float sf2, const float sf3, + const float pixel_offset) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int64_t index = item_ct1.get_local_id(2) + + item_ct1.get_group(2) * item_ct1.get_local_range(2); + const int64_t dst_total_elements = ne10_dst * ne11_dst * ne12_dst * ne13_dst; + + if (index >= dst_total_elements) { + return; + } + + const int i10_dst = index % ne10_dst; + const int i11_dst = (index / ne10_dst) % ne11_dst; + const int i12_dst = (index / (ne10_dst * ne11_dst)) % ne12_dst; + const int i13_dst = index / (ne10_dst * ne11_dst * ne12_dst); + + const int i02_src = (int)(i12_dst / sf2); + const int i03_src = (int)(i13_dst / sf3); + + const float y_src_f = ((float)i11_dst + pixel_offset) / sf1 - pixel_offset; + int y0_src = (int) sycl::floor((float) y_src_f); + int y1_src = y0_src + 1; + + y0_src = sycl::max(0, sycl::min(y0_src, ne01_src - 1)); + y1_src = sycl::max(0, sycl::min(y1_src, ne01_src - 1)); + + float dy = y_src_f - (float)y0_src; + dy = sycl::max(0.0f, sycl::min(dy, 1.0f)); + + float x_src_f = ((float)i10_dst + pixel_offset) / sf0 - pixel_offset; + int x0_src = (int) sycl::floor(x_src_f); + int x1_src = x0_src + 1; + + x0_src = sycl::max(0, sycl::min(x0_src, ne00_src - 1)); + x1_src = sycl::max(0, sycl::min(x1_src, ne00_src - 1)); + + float dx = x_src_f - (float)x0_src; + dx = sycl::max(0.0f, sycl::min(dx, 1.0f)); + + const float* p_a = + (const float*)((const char*)x + (int64_t)x0_src * nb00 + + (int64_t)y0_src * nb01 + (int64_t)i02_src * nb02 + + (int64_t)i03_src * nb03); + const float* p_b = + (const float*)((const char*)x + (int64_t)x1_src * nb00 + + (int64_t)y0_src * nb01 + (int64_t)i02_src * nb02 + + (int64_t)i03_src * nb03); + const float* p_c = + (const float*)((const char*)x + (int64_t)x0_src * nb00 + + (int64_t)y1_src * nb01 + (int64_t)i02_src * nb02 + + (int64_t)i03_src * nb03); + const float* p_d = + (const float*)((const char*)x + (int64_t)x1_src * nb00 + + (int64_t)y1_src * nb01 + (int64_t)i02_src * nb02 + + (int64_t)i03_src * nb03); + + const float val_a = *p_a; + const float val_b = *p_b; + const float val_c = *p_c; + const float val_d = *p_d; + + float result = val_a * (1.0f - dx) * (1.0f - dy) + + val_b * dx * (1.0f - dy) + + val_c * (1.0f - dx) * dy + + val_d * dx * dy; + + dst[index] = result; +} + +// Similar to F.interpolate(..., mode="bilinear", align_corners=False, antialias=True) +// https://github.com/pytorch/pytorch/blob/8871ff29b743948d1225389d5b7068f37b22750b/aten/src/ATen/native/cpu/UpSampleKernel.cpp +static void upscale_f32_bilinear_antialias(const float * src0, + float * dst, + const int nb00, + const int nb01, + const int nb02, + const int nb03, + const int ne00_src, + const int ne01_src, + const int ne10_dst, + const int ne11_dst, + const int ne12_dst, + const int ne13_dst, + const float sf0, + const float sf1, + const float sf2, + const float sf3, + const float pixel_offset) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const int64_t index = item_ct1.get_local_id(2) + + item_ct1.get_group(2) * item_ct1.get_local_range(2); + const int64_t dst_total_elements = ne10_dst * ne11_dst * ne12_dst * ne13_dst; + + if (index >= dst_total_elements) { + return; + } + + const int i10_dst = index % ne10_dst; + const int i11_dst = (index / ne10_dst) % ne11_dst; + const int i12_dst = (index / (ne10_dst * ne11_dst)) % ne12_dst; + const int i13_dst = index / (ne10_dst * ne11_dst * ne12_dst); + + const int i02_src = (int)(i12_dst / sf2); + const int i03_src = (int)(i13_dst / sf3); + + const float y = ((float)i11_dst + pixel_offset) / sf1; + const float x = ((float)i10_dst + pixel_offset) / sf0; + + // support and invscale, minimum 1 pixel for bilinear + const float support1 = sycl::max(1.0f / sf1, 1.0f); + const float invscale1 = 1.0f / support1; + const float support0 = sycl::max(1.0f / sf0, 1.0f); + const float invscale0 = 1.0f / support0; + + // the range of source pixels that contribute + const int64_t x_min = sycl::max(int64_t(0), int64_t(x - support0 + pixel_offset)); + const int64_t x_max = sycl::min(int64_t(ne00_src), int64_t(x + support0 + pixel_offset)); + const int64_t y_min = sycl::max(int64_t(0), int64_t(y - support1 + pixel_offset)); + const int64_t y_max = sycl::min(int64_t(ne01_src), int64_t(y + support1 + pixel_offset)); + + // bilinear filter with antialiasing + float val = 0.0f; + float total_weight = 0.0f; + + auto triangle_filter = [](float x) -> float { + return sycl::max(1.0f - sycl::fabs(x), 0.0f); + }; + + for (int64_t sy = y_min; sy < y_max; sy++) { + const float weight_y = triangle_filter((sy - y + pixel_offset) * invscale1); + + for (int64_t sx = x_min; sx < x_max; sx++) { + const float weight_x = triangle_filter((sx - x + pixel_offset) * invscale0); + const float weight = weight_x * weight_y; + + if (weight <= 0.0f) { + continue; + } + + const float pixel = + *(const float*)((const char*)src0 + sx * nb00 + sy * nb01 + + i02_src * nb02 + i03_src * nb03); + val += pixel * weight; + total_weight += weight; + } + } + + if (total_weight > 0.0f) { + val /= total_weight; + } + + dst[index] = val; +} + +namespace bicubic_interpolation { +static float weight1(float x, const float &a) { return ((a + 2) * x - (a + 3)) * x * x + 1; }; +static float weight2(float x, const float &a) { return ((a * x - 5 * a) * x + 8 * a) * x - 4 * a; }; + +static float bicubic(float p0, float p1, float p2, float p3, float x, float a) { + const float w0 = weight2(x + 1, a); + const float w1 = weight1(x + 0, a); + const float w2 = weight1(1 - x, a); + const float w3 = weight2(2 - x, a); + return p0 * w0 + p1 * w1 + p2 * w2 + p3 * w3; +}; + +} + +static void upscale_f32_bicubic(const float * x, float * dst, + const int nb00, const int nb01, const int nb02, const int nb03, + const int ne00_src, const int ne01_src, + const int ne10_dst, const int ne11_dst, const int ne12_dst, const int ne13_dst, + const float sf0, const float sf1, const float sf2, const float sf3, + const float pixel_offset) { + auto item_ct1 = sycl::ext::oneapi::this_work_item::get_nd_item<3>(); + const float a = -0.75f; + using bicubic_interpolation::bicubic; + + const int64_t index = item_ct1.get_local_id(2) + + item_ct1.get_group(2) * item_ct1.get_local_range(2); + const int64_t dst_total_elements = + ne10_dst * ne11_dst * ne12_dst * ne13_dst; + + if (index >= dst_total_elements) { + return; + } + + const int i10_dst = index % ne10_dst; + const int i11_dst = (index / ne10_dst) % ne11_dst; + const int i12_dst = (index / (ne10_dst * ne11_dst)) % ne12_dst; + const int i13_dst = index / (ne10_dst * ne11_dst * ne12_dst); + + const int i02_src = (int)(i12_dst / sf2); + const int i03_src = (int)(i13_dst / sf3); + + const float y_src_f = ((float)i11_dst + pixel_offset) / sf1 - pixel_offset; + const int y0_src = (int) sycl::floor((float) y_src_f); + const float dy = y_src_f - (float)y0_src; + + const float x_src_f = ((float)i10_dst + pixel_offset) / sf0 - pixel_offset; + const int x0_src = (int) sycl::floor((float) x_src_f); + const float dx = x_src_f - (float)x0_src; + + const char * x_base = (const char *)x + (int64_t)i02_src * nb02 + (int64_t)i03_src * nb03; + + auto load = [=](int x_off, int y_off) -> float { + int i00_src = sycl::max(0, sycl::min(x0_src + x_off, ne00_src - 1)); + int i01_src = sycl::max(0, sycl::min(y0_src + y_off, ne01_src - 1)); + return *(const float *)(x_base + (int64_t)i00_src * nb00 + (int64_t)i01_src * nb01); + }; + + const float result = bicubic( + bicubic(load(-1, -1), load(0, -1), load(1, -1), load(2, -1), dx, a), + bicubic(load(-1, 0), load(0, 0), load(1, 0), load(2, 0), dx, a), + bicubic(load(-1, 1), load(0, 1), load(1, 1), load(2, 1), dx, a), + bicubic(load(-1, 2), load(0, 2), load(1, 2), load(2, 2), dx, a), + dy, + a); + + dst[index] = result; +} + +static void upscale_f32_sycl(const float * x, + float * dst, + const int nb00, + const int nb01, + const int nb02, + const int nb03, + const int ne10, + const int ne11, + const int ne12, + const int ne13, + const float sf0, + const float sf1, + const float sf2, + const float sf3, + dpct::queue_ptr stream) { + const int64_t dst_size = ne10 * ne11 * ne12 * ne13; + const int64_t num_blocks = (dst_size + SYCL_UPSCALE_BLOCK_SIZE - 1) / SYCL_UPSCALE_BLOCK_SIZE; + + stream->parallel_for( + sycl::nd_range<3>( + sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE)), + [=](sycl::nd_item<3> item_ct1) { + upscale_f32(x, dst, nb00, nb01, nb02, nb03, ne10, ne11, ne12, ne13, sf0, sf1, sf2, sf3); + }); +} + +static void upscale_f32_bilinear_sycl(const float * x, + float * dst, + const int nb00, + const int nb01, + const int nb02, + const int nb03, + const int ne00_src, + const int ne01_src, + const int ne10_dst, + const int ne11_dst, + const int ne12_dst, + const int ne13_dst, + const float sf0, + const float sf1, + const float sf2, + const float sf3, + const float pixel_offset, + bool antialias, + dpct::queue_ptr stream) { + const int64_t dst_size = ne10_dst * ne11_dst * ne12_dst * ne13_dst; + const int64_t num_blocks = (dst_size + SYCL_UPSCALE_BLOCK_SIZE - 1) / SYCL_UPSCALE_BLOCK_SIZE; + + if (antialias) { + stream->parallel_for( + sycl::nd_range<3>( + sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE)), + [=](sycl::nd_item<3> item_ct1) { + upscale_f32_bilinear_antialias( + x, dst, nb00, nb01, nb02, nb03, ne00_src, ne01_src, ne10_dst, ne11_dst, + ne12_dst, ne13_dst, sf0, sf1, sf2, sf3, pixel_offset); + }); + } else { + stream->parallel_for( + sycl::nd_range<3>( + sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE)), + [=](sycl::nd_item<3> item_ct1) { + upscale_f32_bilinear( + x, dst, nb00, nb01, nb02, nb03, ne00_src, ne01_src, ne10_dst, ne11_dst, ne12_dst, + ne13_dst, sf0, sf1, sf2, sf3, pixel_offset); + }); + } +} + +static void upscale_f32_bicubic_sycl(const float * x, + float * dst, + const int nb00, + const int nb01, + const int nb02, + const int nb03, + const int ne00_src, + const int ne01_src, + const int ne10_dst, + const int ne11_dst, + const int ne12_dst, + const int ne13_dst, + const float sf0, + const float sf1, + const float sf2, + const float sf3, + const float pixel_offset, + dpct::queue_ptr stream) { + const int64_t dst_size = ne10_dst * ne11_dst * ne12_dst * ne13_dst; + const int64_t num_blocks = (dst_size + SYCL_UPSCALE_BLOCK_SIZE - 1) / SYCL_UPSCALE_BLOCK_SIZE; + + { + stream->submit([&](sycl::handler & cgh) { + cgh.parallel_for( + sycl::nd_range<3>( + sycl::range<3>(1, 1, num_blocks) * sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE), + sycl::range<3>(1, 1, SYCL_UPSCALE_BLOCK_SIZE)), + [=](sycl::nd_item<3> item_ct1) { + upscale_f32_bicubic( + x, dst, nb00, nb01, nb02, nb03, ne00_src, ne01_src, ne10_dst, ne11_dst, + ne12_dst, ne13_dst, sf0, sf1, sf2, sf3, pixel_offset); + }); + }); + } +} + +void ggml_sycl_op_upscale(ggml_backend_sycl_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; + dpct::queue_ptr stream = ctx.stream(); + + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT( dst->type == GGML_TYPE_F32); + + const int mode_flags = dst->op_params[0]; + const ggml_scale_mode mode = (ggml_scale_mode)(mode_flags & 0xFF); + + float sf0 = (float)dst->ne[0]/src0->ne[0]; + float sf1 = (float)dst->ne[1]/src0->ne[1]; + float sf2 = (float)dst->ne[2]/src0->ne[2]; + const float sf3 = (float)dst->ne[3]/src0->ne[3]; + + float pixel_offset = 0.5f; + if (mode_flags & GGML_SCALE_FLAG_ALIGN_CORNERS) { + sf0 = dst->ne[0] > 1 && src0->ne[0] > 1 + ? (float)(dst->ne[0] - 1) / (src0->ne[0] - 1) + : sf0; + sf1 = dst->ne[1] > 1 && src0->ne[1] > 1 + ? (float)(dst->ne[1] - 1) / (src0->ne[1] - 1) + : sf1; + pixel_offset = 0.0f; + } + + if (mode == GGML_SCALE_MODE_NEAREST) { + upscale_f32_sycl( + src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], sf0, sf1, sf2, sf3, stream); + } else if (mode == GGML_SCALE_MODE_BILINEAR) { + const bool antialias = (mode_flags & GGML_SCALE_FLAG_ANTIALIAS); + upscale_f32_bilinear_sycl( + src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + src0->ne[0], src0->ne[1], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + sf0, sf1, sf2, sf3, pixel_offset, antialias, stream); + } else if (mode == GGML_SCALE_MODE_BICUBIC) { + upscale_f32_bicubic_sycl( + src0_d, dst_d, src0->nb[0], src0->nb[1], src0->nb[2], src0->nb[3], + src0->ne[0], src0->ne[1], dst->ne[0], dst->ne[1], dst->ne[2], dst->ne[3], + sf0, sf1, sf2, sf3, pixel_offset, stream); + } +} + +void ggml_sycl_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/1); + ggml_sycl_op_upscale(ctx, dst); +} diff --git a/ggml/src/ggml-sycl/upscale.hpp b/ggml/src/ggml-sycl/upscale.hpp new file mode 100644 index 0000000000..c36c1bdc97 --- /dev/null +++ b/ggml/src/ggml-sycl/upscale.hpp @@ -0,0 +1,9 @@ +#pragma once + +#include +#include "dpct/helper.hpp" +#include "common.hpp" + +#define SYCL_UPSCALE_BLOCK_SIZE 256 + +void ggml_sycl_upscale(ggml_backend_sycl_context & ctx, ggml_tensor * dst);