diff --git a/docs/backend/SYCL.md b/docs/backend/SYCL.md index 8059d6e42..e26cef2c3 100644 --- a/docs/backend/SYCL.md +++ b/docs/backend/SYCL.md @@ -8,7 +8,7 @@ - [Performance Reference](#performance-reference) - [Docker](#docker) - [Linux](#linux) -- [Windows](#windows) +- [Windows](#windows-1) - [Environment Variable](#environment-variable) - [Design Rule](#design-rule) - [Known Issue](#known-issues) diff --git a/docs/ops.md b/docs/ops.md index dace2d3d5..9ef5478de 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -55,7 +55,7 @@ Legend: | GELU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | | GELU_ERF | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | | GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ | +| GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ | | GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | | HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | diff --git a/docs/ops/SYCL.csv b/docs/ops/SYCL.csv index 345129b5a..cb3d8aaf3 100644 --- a/docs/ops/SYCL.csv +++ b/docs/ops/SYCL.csv @@ -334,78 +334,78 @@ "SYCL0","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL" "SYCL0","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL" "SYCL0","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL" -"SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","SYCL" -"SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","SYCL" -"SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","SYCL" -"SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","SYCL" -"SYCL0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","SYCL" -"SYCL0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","SYCL" 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+"SYCL0","GET_ROWS","type=iq4_xs,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL" +"SYCL0","GET_ROWS","type=iq4_xs,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL" +"SYCL0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL" +"SYCL0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL" +"SYCL0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL" +"SYCL0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL" "SYCL0","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","no","SYCL" "SYCL0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL" "SYCL0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL" @@ -5108,449 +5108,547 @@ "SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","0","no","SYCL" "SYCL0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","0","no","SYCL" 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-"SYCL0","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne=[384,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne=[384,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne=[384,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=nvfp4,type_dst=nvfp4,ne=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" -"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL" -"SYCL0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL" 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+"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" +"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" +"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" +"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" +"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" +"SYCL0","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL" "SYCL0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","SYCL" "SYCL0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","SYCL" "SYCL0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","SYCL" @@ -6088,6 +6186,7 @@ "SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=64,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=32,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=4,k=128,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -7041,6 +7140,15 @@ "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL" +"SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" "SYCL0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL" @@ -9954,6 +10062,11 @@ "SYCL0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL" @@ -10008,126 +10121,281 @@ "SYCL0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" 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"SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" 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"SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL" @@ -10182,6 +10450,11 @@ "SYCL0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL" @@ -10236,126 +10509,281 @@ "SYCL0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" 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"SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" 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+"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" 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"SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" 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"SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" 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"SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" 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"SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL" 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"SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL" 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"SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" +"SYCL0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL" "SYCL0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL" @@ -10909,6 +11337,19 @@ "SYCL0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","SYCL" "SYCL0","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","0","no","SYCL" "SYCL0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,tfrm=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[1024,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[1024,2,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[1024,16,1,1],pad_0=0,pad_1=1,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[1023,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[1023,8,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[1025,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[1025,8,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[2048,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[2048,4,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[2049,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[100,1,1,1],pad_0=100,pad_1=0,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[100,1,1,1],pad_0=0,pad_1=100,circular=0","support","1","yes","SYCL" +"SYCL0","PAD","type=f32,ne_a=[100,100,1,1],pad_0=50,pad_1=50,circular=0","support","1","yes","SYCL" "SYCL0","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","yes","SYCL" "SYCL0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","SYCL" "SYCL0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","SYCL" @@ -16084,31 +16525,39 @@ "SYCL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","SYCL" "SYCL0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" "SYCL0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=1,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=16,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=1,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=64,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=127,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=256,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=65,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=100,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=200,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=127,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=64,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=33,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" -"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=100,n_seqs=1,v_repeat=1,permuted=0,kda=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=16,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=1,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=64,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=127,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=256,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=65,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=100,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=200,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=127,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=64,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=33,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=100,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=2,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=2","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=128,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=4","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1,K=4","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=8,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=3","support","1","yes","SYCL" +"SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=16,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","SYCL" diff --git a/ggml/src/ggml-sycl/dequantize.hpp b/ggml/src/ggml-sycl/dequantize.hpp index a723d2afb..ca8cd96c0 100644 --- a/ggml/src/ggml-sycl/dequantize.hpp +++ b/ggml/src/ggml-sycl/dequantize.hpp @@ -20,6 +20,10 @@ typedef void (*dequantize_kernel_t)(const void * vx, const int64_t ib, const int typedef void (*dequantize_kernel_t_reorder)(const void *d, const int64_t ib, const void *qs, const int iqs, dfloat2 &v); +#if QK_K == 256 +static inline void get_scale_min_k4(int j, const uint8_t * q, uint8_t & d, uint8_t & m); +#endif + static __dpct_inline__ void dequantize_q4_0(const void *vx, const int64_t ib, const int iqs, dfloat2 &v) { const block_q4_0 * x = (const block_q4_0 *) vx; @@ -90,6 +94,474 @@ static __dpct_inline__ void dequantize_q4_1(const void *vx, const int64_t ib, #endif // GGML_SYCL_F16 } +static __dpct_inline__ void dequantize_q4_K(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_q4_K * x = (const block_q4_K *) vx; + const sycl::half2 dm = x[ib].dm; + const float dall = dm[0]; + const float dmin = dm[1]; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int il = idx / 64; + const int in = idx % 64; + const int is = 2 * il + (in >= 32 ? 1 : 0); + const int off = in & 31; + const int qsi = 32 * il + off; + + uint8_t sc; + uint8_t m; + get_scale_min_k4(is, x[ib].scales, sc, m); + + const uint8_t q = x[ib].qs[qsi]; + const uint8_t qv = (in >= 32) ? (q >> 4) : (q & 0xF); + return sycl::fma((dfloat) qv, (dfloat) (dall * sc), (dfloat) (-dmin * m)); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("Q4_K dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_q2_K(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_q2_K * x = (const block_q2_K *) vx; + const float dall = x[ib].dm[0]; + const float dmin = x[ib].dm[1]; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int n = idx / 128; + const int r = idx % 128; + const int g = r / 32; + const int l = r % 32; + const int is = 8 * n + l / 16; + + const uint8_t q = x[ib].qs[32 * n + l]; + const uint8_t sc = x[ib].scales[is + 2 * g]; + const float d = dall * (sc & 0xF); + const float m = dmin * (sc >> 4); + + return sycl::fma((dfloat) ((q >> (2 * g)) & 3), (dfloat) d, (dfloat) (-m)); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("Q2_K dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_q3_K(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_q3_K * x = (const block_q3_K *) vx; + const float d_all = x[ib].d; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int n = idx / 128; + const int r = idx % 128; + const int j = r / 32; + const int l = r % 32; + + const int is0 = l / 16; + const int is = 8 * n + 2 * j + is0; + const int shift = 2 * j; + const uint8_t m = 1 << (4 * n + j); + + const int8_t us = is < 4 ? (x[ib].scales[is - 0] & 0xF) | (((x[ib].scales[is + 8] >> 0) & 3) << 4) : + is < 8 ? (x[ib].scales[is - 0] & 0xF) | (((x[ib].scales[is + 4] >> 2) & 3) << 4) : + is < 12 ? (x[ib].scales[is - 8] >> 4) | (((x[ib].scales[is + 0] >> 4) & 3) << 4) : + (x[ib].scales[is - 8] >> 4) | (((x[ib].scales[is - 4] >> 6) & 3) << 4); + + const float dl = d_all * (us - 32); + const uint8_t q = x[ib].qs[32 * n + l]; + const uint8_t h = x[ib].hmask[l]; + const int8_t qv = ((q >> shift) & 3) - ((h & m) ? 0 : 4); + + return (dfloat) (dl * qv); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("Q3_K dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_q5_K(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_q5_K * x = (const block_q5_K *) vx; + const float dall = x[ib].dm[0]; + const float dmin = x[ib].dm[1]; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int il = idx / 64; + const int in = idx % 64; + const int is = 2 * il + (in >= 32 ? 1 : 0); + const int ir = (in & 31) / 2; + const int iq = in & 1; + + const uint8_t q = x[ib].qs[32 * il + 2 * ir + iq]; + const uint8_t h = x[ib].qh[2 * ir + iq]; + const uint8_t qv = (in >= 32) ? (q >> 4) : (q & 0xF); + + uint8_t sc; + uint8_t m; + get_scale_min_k4(is, x[ib].scales, sc, m); + + const float d = dall * sc; + const float mn = dmin * m; + const uint8_t hm = 1 << (2 * il + (in >= 32 ? 1 : 0)); + + return sycl::fma((dfloat) (qv + ((h & hm) ? 16 : 0)), (dfloat) d, (dfloat) (-mn)); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("Q5_K dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_q6_K(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_q6_K * x = (const block_q6_K *) vx; + const float d = x[ib].d; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int ip = idx / 128; + const int in = idx % 128; + const int il = in & 31; + const int ig = in / 32; + const int is = 8 * ip + il / 16; + + const uint8_t ql0 = x[ib].ql[64 * ip + il]; + const uint8_t ql1 = x[ib].ql[64 * ip + il + 32]; + const uint8_t qh = x[ib].qh[32 * ip + il]; + const int8_t * sc = x[ib].scales + is; + + uint8_t qv; + int8_t scale; + if (ig == 0) { + qv = (ql0 & 0xF) | (((qh >> 0) & 3) << 4); + scale = sc[0]; + } else if (ig == 1) { + qv = (ql1 & 0xF) | (((qh >> 2) & 3) << 4); + scale = sc[2]; + } else if (ig == 2) { + qv = (ql0 >> 4) | (((qh >> 4) & 3) << 4); + scale = sc[4]; + } else { + qv = (ql1 >> 4) | (((qh >> 6) & 3) << 4); + scale = sc[6]; + } + + return (dfloat) (d * scale * ((int8_t) qv - 32)); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("Q6_K dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_mxfp4(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { + const block_mxfp4 * x = (const block_mxfp4 *) vx; + const float d = ggml_sycl_e8m0_to_fp32(x[ib].e); + const uint8_t q = x[ib].qs[iqs]; + + v.x() = d * kvalues_mxfp4[q & 0xF] * 0.5f; + v.y() = d * kvalues_mxfp4[q >> 4] * 0.5f; +} + +static __dpct_inline__ void dequantize_q1_0(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { + const block_q1_0 * x = (const block_q1_0 *) vx; + const dfloat d = x[ib].d; + + const int bit_index_0 = iqs + 0; + const int bit_index_1 = iqs + 1; + + const int bit_0 = (x[ib].qs[bit_index_0 / 8] >> (bit_index_0 % 8)) & 1; + const int bit_1 = (x[ib].qs[bit_index_1 / 8] >> (bit_index_1 % 8)) & 1; + + v.x() = (2 * bit_0 - 1) * d; + v.y() = (2 * bit_1 - 1) * d; +} + +static __dpct_inline__ void dequantize_nvfp4(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { + const block_nvfp4 & xb = ((const block_nvfp4 *) vx)[ib]; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int sub = idx / QK_NVFP4_SUB; + const int j = idx % QK_NVFP4_SUB; + const int jh = j % (QK_NVFP4_SUB / 2); + + const float d = ggml_sycl_ue4m3_to_fp32(xb.d[sub]); + const uint8_t q = xb.qs[sub * (QK_NVFP4_SUB / 2) + jh]; + const uint8_t qv = (j < (QK_NVFP4_SUB / 2)) ? (q & 0x0F) : (q >> 4); + + return d * kvalues_mxfp4[qv]; + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +} + +static __dpct_inline__ void dequantize_iq2_xxs(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_iq2_xxs * x = (const block_iq2_xxs *) vx; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int ib8 = idx / 32; + const int r = idx % 32; + const int il = r / 8; + const int j = r % 8; + + const uint16_t * q2 = x[ib].qs + 4 * ib8; + const uint8_t * aux8 = (const uint8_t *) q2; + const uint8_t * grid = (const uint8_t *) (iq2xxs_grid + aux8[il]); + const uint32_t aux32 = q2[2] | (q2[3] << 16); + const float d = (float) x[ib].d * (0.5f + (aux32 >> 28)) * 0.25f; + const uint8_t signs = ksigns_iq2xs[(aux32 >> (7 * il)) & 127]; + + return d * grid[j] * ((signs & kmask_iq2xs[j]) ? -1.f : 1.f); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("IQ2_XXS dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_iq2_xs(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_iq2_xs * x = (const block_iq2_xs *) vx; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int ib8 = idx / 32; + const int r = idx % 32; + const int il = r / 8; + const int j = r % 8; + + const uint16_t * q2 = x[ib].qs + 4 * ib8; + const uint8_t * grid = (const uint8_t *) (iq2xs_grid + (q2[il] & 511)); + const float d = (float) x[ib].d * (0.5f + ((x[ib].scales[ib8] >> (4 * (il / 2))) & 0xf)) * 0.25f; + const uint8_t signs = ksigns_iq2xs[q2[il] >> 9]; + + return d * grid[j] * ((signs & kmask_iq2xs[j]) ? -1.f : 1.f); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("IQ2_XS dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_iq2_s(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_iq2_s * x = (const block_iq2_s *) vx; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int ib8 = idx / 32; + const int r = idx % 32; + const int il = r / 8; + const int j = r % 8; + + const uint16_t grid_id = x[ib].qs[4 * ib8 + il] | ((x[ib].qh[ib8] << (8 - 2 * il)) & 0x300); + const uint8_t * grid = (const uint8_t *) (iq2s_grid + grid_id); + const float d = (float) x[ib].d * (0.5f + ((x[ib].scales[ib8] >> (4 * (il / 2))) & 0xf)) * 0.25f; + const uint8_t signs = x[ib].qs[QK_K / 8 + 4 * ib8 + il]; + + return d * grid[j] * ((signs & kmask_iq2xs[j]) ? -1.f : 1.f); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("IQ2_S dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_iq3_xxs(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_iq3_xxs * x = (const block_iq3_xxs *) vx; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int ib8 = idx / 32; + const int r = idx % 32; + const int il = r / 8; + const int j = r % 8; + + const uint8_t * q3 = x[ib].qs + 8 * ib8; + const uint16_t * gas = (const uint16_t *) (x[ib].qs + QK_K / 4) + 2 * ib8; + const uint8_t * grid1 = (const uint8_t *) (iq3xxs_grid + q3[2 * il + 0]); + const uint8_t * grid2 = (const uint8_t *) (iq3xxs_grid + q3[2 * il + 1]); + const uint32_t aux32 = gas[0] | (gas[1] << 16); + const float d = (float) x[ib].d * (0.5f + (aux32 >> 28)) * 0.5f; + const uint8_t signs = ksigns_iq2xs[(aux32 >> (7 * il)) & 127]; + + if (j < 4) { + return d * grid1[j] * ((signs & kmask_iq2xs[j + 0]) ? -1.f : 1.f); + } + return d * grid2[j - 4] * ((signs & kmask_iq2xs[j + 0]) ? -1.f : 1.f); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("IQ3_XXS dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_iq3_s(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_iq3_s * x = (const block_iq3_s *) vx; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int ib8 = idx / 32; + const int r = idx % 32; + const int il = r / 8; + const int j = r % 8; + + const uint8_t * qs = x[ib].qs + 8 * ib8; + const uint16_t grid1_id = qs[2 * il + 0] | ((x[ib].qh[ib8] << (8 - 2 * il)) & 256); + const uint16_t grid2_id = qs[2 * il + 1] | ((x[ib].qh[ib8] << (7 - 2 * il)) & 256); + const uint8_t * grid1 = (const uint8_t *) (iq3s_grid + grid1_id); + const uint8_t * grid2 = (const uint8_t *) (iq3s_grid + grid2_id); + const float d = (float) x[ib].d * (1 + 2 * ((x[ib].scales[ib8 / 2] >> (4 * (ib8 % 2))) & 0xf)); + const uint8_t signs = x[ib].signs[4 * ib8 + il]; + + if (j < 4) { + return d * grid1[j] * ((signs & kmask_iq2xs[j + 0]) ? -1.f : 1.f); + } + return d * grid2[j - 4] * ((signs & kmask_iq2xs[j + 0]) ? -1.f : 1.f); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("IQ3_S dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_iq1_s(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_iq1_s * x = (const block_iq1_s *) vx; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int ib8 = idx / 32; + const int r = idx % 32; + const int il = r / 8; + const int j = r % 8; + + const float delta = (x[ib].qh[ib8] & 0x8000) ? (-1.f - IQ1S_DELTA) : (-1.f + IQ1S_DELTA); + const float d = (float) x[ib].d * (2 * ((x[ib].qh[ib8] >> 12) & 7) + 1); + const uint16_t grid_id = x[ib].qs[4 * ib8 + il] | (((x[ib].qh[ib8] >> (3 * il)) & 7) << 8); + const uint32_t g = iq1s_grid_gpu[grid_id]; + const int8_t qv = (j < 4) ? ((g >> (8 * j)) & 0x0F) : ((g >> (8 * (j - 4) + 4)) & 0x0F); + + return d * (qv + delta); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("IQ1_S dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_iq1_m(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_iq1_m * x = (const block_iq1_m *) vx; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int ib8 = idx / 32; + const int r = idx % 32; + const int il = r / 8; + const int j = r % 8; + + const uint16_t * sc = (const uint16_t *) x[ib].scales; + iq1m_scale_t scale; + scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000); + + const int ib16 = 2 * ib8 + il / 2; + const float d = (float) scale.f16 * (2 * ((sc[ib16 / 4] >> (3 * (ib16 % 4))) & 0x7) + 1); + + const uint8_t qh = x[ib].qh[2 * ib8 + il / 2]; + const float delta = (qh & (0x08 << (4 * (il % 2)))) ? (-1.f - IQ1M_DELTA) : (-1.f + IQ1M_DELTA); + + const uint16_t grid_id = x[ib].qs[4 * ib8 + il] | (((qh >> (4 * (il % 2))) & 7) << 8); + const uint32_t g = iq1s_grid_gpu[grid_id]; + const int8_t qv = (j < 4) ? ((g >> (8 * j)) & 0x0F) : ((g >> (8 * (j - 4) + 4)) & 0x0F); + + return d * (qv + delta); + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("IQ1_M dequantize not supported for QK_K != 256"); +#endif +} + +static __dpct_inline__ void dequantize_iq4_nl(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { + const block_iq4_nl * x = (const block_iq4_nl *) vx; + const float d = (float) x[ib].d; + + auto dequantize_one = [&](const int idx) -> dfloat { + if (idx < 16) { + return d * kvalues_iq4nl[x[ib].qs[idx] & 0xF]; + } + return d * kvalues_iq4nl[x[ib].qs[idx - 16] >> 4]; + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +} + +static __dpct_inline__ void dequantize_iq4_xs(const void *vx, const int64_t ib, + const int iqs, dfloat2 &v) { +#if QK_K == 256 + const block_iq4_xs * x = (const block_iq4_xs *) vx; + + auto dequantize_one = [&](const int idx) -> dfloat { + const int ib8 = idx / 32; + const int r = idx % 32; + const int byte_idx = (r < 16) ? r : (r - 16); + const uint8_t q = x[ib].qs[16 * ib8 + byte_idx]; + const uint8_t qv = (r < 16) ? (q & 0x0F) : (q >> 4); + + const float d = (float) x[ib].d * ((((x[ib].scales_l[ib8 / 2] >> (4 * (ib8 % 2))) & 0xf) | + (((x[ib].scales_h >> (2 * ib8)) & 3) << 4)) - 32); + return d * kvalues_iq4nl[qv]; + }; + + v.x() = dequantize_one(iqs + 0); + v.y() = dequantize_one(iqs + 1); +#else + GGML_ABORT("IQ4_XS dequantize not supported for QK_K != 256"); +#endif +} + static __dpct_inline__ void dequantize_q5_0(const void *vx, const int64_t ib, const int iqs, dfloat2 &v) { const block_q5_0 * x = (const block_q5_0 *) vx; diff --git a/ggml/src/ggml-sycl/getrows.cpp b/ggml/src/ggml-sycl/getrows.cpp index ca4574547..298f247f8 100644 --- a/ggml/src/ggml-sycl/getrows.cpp +++ b/ggml/src/ggml-sycl/getrows.cpp @@ -129,11 +129,11 @@ static void get_rows_sycl(ggml_backend_sycl_context & ctx, const ggml_tensor *sr GGML_UNUSED(ctx); } -template +template static void get_rows_sycl_float(ggml_backend_sycl_context & ctx, const ggml_tensor *src0, const ggml_tensor *src1, ggml_tensor *dst, const src0_t *src0_dd, const int32_t *src1_dd, - float *dst_dd, queue_ptr stream) { + dst_t *dst_dd, queue_ptr stream) { GGML_TENSOR_BINARY_OP_LOCALS @@ -170,7 +170,7 @@ static void get_rows_sycl_float(ggml_backend_sycl_context & ctx, const ggml_tens void ggml_sycl_op_get_rows(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { GGML_ASSERT(dst->src[1]->type == GGML_TYPE_I32); - GGML_ASSERT(dst->type == GGML_TYPE_F32); + GGML_ASSERT(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_I32 ); GGML_ASSERT(dst->src[0]->nb[0] == ggml_type_size(dst->src[0]->type)); GGML_ASSERT(dst->src[1]->nb[0] == ggml_type_size(dst->src[1]->type)); @@ -191,6 +191,66 @@ void ggml_sycl_op_get_rows(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { get_rows_sycl_float(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, src1_i32, (float *)dst->data, ctx.stream()); break; + case GGML_TYPE_I32: + get_rows_sycl_float(ctx, dst->src[0], dst->src[1], dst, (const int32_t *)dst->src[0]->data, + src1_i32, (int32_t *)dst->data, ctx.stream()); + break; + case GGML_TYPE_Q1_0: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_MXFP4: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_NVFP4: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_IQ2_XXS: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_IQ2_XS: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_IQ2_S: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_IQ3_XXS: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_IQ1_S: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_IQ1_M: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_IQ3_S: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_IQ4_NL: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_IQ4_XS: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_Q2_K: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_Q3_K: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; case GGML_TYPE_Q4_0: get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, src1_i32, (float *)dst->data, ctx.stream()); @@ -199,6 +259,10 @@ void ggml_sycl_op_get_rows(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, src1_i32, (float *)dst->data, ctx.stream()); break; + case GGML_TYPE_Q4_K: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; case GGML_TYPE_Q5_0: get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, src1_i32, (float *)dst->data, ctx.stream()); @@ -207,6 +271,14 @@ void ggml_sycl_op_get_rows(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, src1_i32, (float *)dst->data, ctx.stream()); break; + case GGML_TYPE_Q5_K: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; + case GGML_TYPE_Q6_K: + get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, + src1_i32, (float *)dst->data, ctx.stream()); + break; case GGML_TYPE_Q8_0: get_rows_sycl(ctx, dst->src[0], dst->src[1], dst, (const float *)dst->src[0]->data, src1_i32, (float *)dst->data, ctx.stream()); diff --git a/ggml/src/ggml-sycl/ggml-sycl.cpp b/ggml/src/ggml-sycl/ggml-sycl.cpp index e59f5c174..96138f57e 100644 --- a/ggml/src/ggml-sycl/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl/ggml-sycl.cpp @@ -5301,13 +5301,31 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g case GGML_OP_GET_ROWS: { switch (op->src[0]->type) { + case GGML_TYPE_I32: case GGML_TYPE_F16: case GGML_TYPE_BF16: case GGML_TYPE_F32: + case GGML_TYPE_Q1_0: + case GGML_TYPE_MXFP4: + case GGML_TYPE_NVFP4: + case GGML_TYPE_IQ2_XXS: + case GGML_TYPE_IQ2_XS: + case GGML_TYPE_IQ2_S: + case GGML_TYPE_IQ3_XXS: + case GGML_TYPE_IQ1_S: + case GGML_TYPE_IQ1_M: + case GGML_TYPE_IQ3_S: + case GGML_TYPE_IQ4_NL: + case GGML_TYPE_IQ4_XS: + case GGML_TYPE_Q2_K: + case GGML_TYPE_Q3_K: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: + case GGML_TYPE_Q4_K: case GGML_TYPE_Q5_0: case GGML_TYPE_Q5_1: + case GGML_TYPE_Q5_K: + case GGML_TYPE_Q6_K: case GGML_TYPE_Q8_0: return true; default: