cuda : add conv3d with implicit GEMM (#29137)
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* cuda : add conv3d with implicit GEMM

* cuda : refine conv3d implicit GEMM and handle empty kernels
This commit is contained in:
leejet 2026-09-24 15:24:57 +08:00 • committed by GitHub
parent f830688e91
commit 53ed051ce5
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GPG key ID: B5690EEEBB952194
6 changed files with 683 additions and 264 deletions

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@ -29,7 +29,7 @@ Legend:
| CONT | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ |
| CONV_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
| CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
| CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
| CONV_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
| CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
| CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
| COS | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |

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@ -4588,264 +4588,282 @@
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"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
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"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=8,ID=5,IH=11,IW=9,OC=65,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=5,ID=7,IH=9,IW=13,OC=17,KD=2,KH=3,KW=4,s0=2,s1=1,s2=3,p0=3,p1=2,p2=2,d0=2,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=3,IC=16,ID=3,IH=7,IW=9,OC=33,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=8,ID=7,IH=5,IW=9,OC=33,KD=3,KH=1,KW=1,s0=1,s1=1,s2=2,p0=0,p1=0,p2=2,d0=1,d1=1,d2=2,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=1,IH=2,IW=1,OC=7,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=3,p1=4,p2=2,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=8,ID=5,IH=7,IW=9,OC=17,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=1","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=2,IH=2,IW=2,OC=1,KD=1,KH=1,KW=0,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=2,IH=2,IW=2,OC=1,KD=1,KH=0,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=2,IH=2,IW=2,OC=1,KD=0,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=8,ID=5,IH=11,IW=9,OC=65,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=5,ID=7,IH=9,IW=13,OC=17,KD=2,KH=3,KW=4,s0=2,s1=1,s2=3,p0=3,p1=2,p2=2,d0=2,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=3,IC=16,ID=3,IH=7,IW=9,OC=33,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=8,ID=7,IH=5,IW=9,OC=33,KD=3,KH=1,KW=1,s0=1,s1=1,s2=2,p0=0,p1=0,p2=2,d0=1,d1=1,d2=2,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=3,ID=1,IH=2,IW=1,OC=7,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=3,p1=4,p2=2,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=2,IC=8,ID=5,IH=7,IW=9,OC=17,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=1","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=2,IH=2,IW=2,OC=1,KD=1,KH=1,KW=0,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=2,IH=2,IW=2,OC=1,KD=1,KH=0,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_3D","N=1,IC=1,ID=2,IH=2,IW=2,OC=1,KD=0,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16,kernel_offset=0","support","1","yes","CUDA"
"CUDA0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","CUDA"
"CUDA0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","CUDA"
"CUDA0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","CUDA"

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#include "conv3d.cuh"
#include "convert.cuh"
#include "mma.cuh"
struct conv3d_params {
int64_t IW, IH, ID;
int64_t OW, OH, OD;
int64_t KW, KH, KD;
int64_t ST_X, ST_Y, ST_Z;
int64_t PD_X, PD_Y, PD_Z;
int64_t DL_X, DL_Y, DL_Z;
int64_t IC, OC, B, TOTAL;
};
template <typename T>
static __global__ void conv3d_kernel(const float * input, const T * weight, float * output, const conv3d_params P) {
const int64_t spatial = P.OW * P.OH * P.OD;
for (int64_t i = int64_t(blockIdx.x) * blockDim.x + threadIdx.x; i < P.TOTAL;
i += int64_t(gridDim.x) * blockDim.x) {
const int64_t x = i % P.OW, y = i / P.OW % P.OH, z = i / (P.OW * P.OH) % P.OD;
const int64_t co = i / spatial % P.OC, n = i / (spatial * P.OC);
float sum = 0.0f;
for (int64_t ci = 0; ci < P.IC; ++ci) {
for (int64_t kz = 0; kz < P.KD; ++kz) {
const int64_t iz = z * P.ST_Z + kz * P.DL_Z - P.PD_Z;
if (iz < 0 || iz >= P.ID) {
continue;
}
for (int64_t ky = 0; ky < P.KH; ++ky) {
const int64_t iy = y * P.ST_Y + ky * P.DL_Y - P.PD_Y;
if (iy < 0 || iy >= P.IH) {
continue;
}
for (int64_t kx = 0; kx < P.KW; ++kx) {
const int64_t ix = x * P.ST_X + kx * P.DL_X - P.PD_X;
if (ix >= 0 && ix < P.IW) {
const int64_t xi = (((n * P.IC + ci) * P.ID + iz) * P.IH + iy) * P.IW + ix;
const int64_t wi = (((co * P.IC + ci) * P.KD + kz) * P.KH + ky) * P.KW + kx;
sum += input[xi] * ggml_cuda_cast<float>(weight[wi]);
}
}
}
}
}
output[i] = sum;
}
}
static __global__ void conv3d_pad_f16(const float * input,
half * output,
int iw,
int ih,
int id,
int pw,
int ph,
int pd,
int px,
int py,
int pz,
int total) {
const int i = blockIdx.x * blockDim.x + threadIdx.x;
if (i >= total) {
return;
}
const int x = i % pw - px, y = i / pw % ph - py, z = i / (pw * ph) % pd - pz;
const int nc = i / (pw * ph * pd);
output[i] =
__float2half((unsigned) x < (unsigned) iw && (unsigned) y < (unsigned) ih && (unsigned) z < (unsigned) id ?
input[((nc * id + z) * ih + y) * iw + x] :
0.0f);
}
template <int KW, int KH, int KD, bool use_mma>
static __global__ void conv3d_implicit_gemm_f16(const half * __restrict__ input,
const half * __restrict__ weight,
float * __restrict__ output,
const conv3d_params P,
const int split_k,
const bool aligned_weights) {
using namespace ggml_cuda_mma;
constexpr int warp_size = ggml_cuda_get_physical_warp_size();
constexpr int nthreads = 4 * warp_size;
constexpr int BM = 64, BN = 64, BK = 64;
constexpr int AS = BK / 2 + 4;
constexpr int BS = BN / 2 + 4;
static_assert(AS * sizeof(half2) % sizeof(int4) == 0, "shared weight rows must be 16-byte aligned");
__shared__ __align__(16) half2 a_s[BM][AS];
__shared__ __align__(16) half2 b_s[BK][BS];
const int tid = threadIdx.y * warp_size + threadIdx.x;
const int iw = int(P.IW), ih = int(P.IH), id = int(P.ID);
const int ow = int(P.OW), oh = int(P.OH), od = int(P.OD);
const int kw = KW ? KW : int(P.KW), kh = KH ? KH : int(P.KH), kd = KD ? KD : int(P.KD);
const int ic = int(P.IC), oc = int(P.OC);
const int sx = int(P.ST_X), sy = int(P.ST_Y), sz = int(P.ST_Z);
const int dx = int(P.DL_X), dy = int(P.DL_Y), dz = int(P.DL_Z);
const int n = blockIdx.z / split_k, split = blockIdx.z % split_k;
const int m0 = blockIdx.y * BM, n0 = blockIdx.x * BN;
const int k_total = ic * kw * kh * kd;
const int load_lane = warp_size == 32 ? threadIdx.x : threadIdx.x % (BN / 2);
const int load_row = threadIdx.y * (warp_size / (BN / 2)) + (warp_size == 32 ? 0 : threadIdx.x / (BN / 2));
const int spatial = n0 + 2 * load_lane;
const int spatial0 = min(spatial, ow * oh * od - 1), spatial1 = min(spatial + 1, ow * oh * od - 1);
const int z0 = spatial0 / (ow * oh), y0 = spatial0 / ow % oh, x0 = spatial0 % ow;
const int z1 = spatial1 / (ow * oh), y1 = spatial1 / ow % oh, x1 = spatial1 % ow;
const int pos0 = (z0 * sz * ih + y0 * sy) * iw + x0 * sx;
const int pos1 = (z1 * sz * ih + y1 * sy) * iw + x1 * sx;
[[maybe_unused]] const int wm = threadIdx.y / 2 * 32, wn = threadIdx.y % 2 * 32;
using tile_ab = tile<16, 8, half2, get_input_data_layout()>;
#if defined(AMD_WMMA_AVAILABLE) || defined(AMD_MFMA_AVAILABLE)
// AMD accumulator fragments transpose the input fragment's row/column mapping.
using tile_c = tile<16, 16, float, DATA_LAYOUT_J_MAJOR>;
#else
using tile_c = tile<16, 16, float>;
#endif
[[maybe_unused]] tile_c c[2][2];
constexpr int RM = 4, RN = BM * BN / (nthreads * RM);
[[maybe_unused]] const int simt_m = tid / (BN / RN) * RM, simt_n = tid % (BN / RN) * RN;
[[maybe_unused]] float c_simt[RM][RN] = {};
const int tiles = (k_total + BK - 1) / BK;
const int begin = int(int64_t(tiles) * split / split_k) * BK;
const int end = int(int64_t(tiles) * (split + 1) / split_k) * BK;
for (int k0 = begin; k0 < end; k0 += BK) {
if (aligned_weights) {
#pragma unroll
for (int i0 = 0; i0 < BM * BK / 8; i0 += nthreads) {
const int i = i0 + tid;
const int row = i / (BK / 8), col = 8 * (i % (BK / 8));
const int4 v = m0 + row < oc && k0 + col < k_total ?
((const int4 *) weight)[((m0 + row) * k_total + k0 + col) / 8] :
make_int4(0, 0, 0, 0);
*(int4 *) &a_s[row][col / 2] = v;
}
} else {
#pragma unroll
for (int i0 = 0; i0 < BM * BK / 2; i0 += nthreads) {
const int i = i0 + tid;
const int row = i / (BK / 2), col = 2 * (i % (BK / 2));
half lo = __float2half(0.0f), hi = lo;
if (m0 + row < oc && k0 + col < k_total) {
lo = weight[(m0 + row) * k_total + k0 + col];
if (k0 + col + 1 < k_total) {
hi = weight[(m0 + row) * k_total + k0 + col + 1];
}
}
a_s[row][col / 2] = __halves2half2(lo, hi);
}
}
#pragma unroll
for (int kb = 0; kb < BK; kb += nthreads / (BN / 2)) {
const int k = kb + load_row;
const int ki = k0 + k;
const int ci = ki / (kw * kh * kd), kz = ki / (kw * kh) % kd, ky = ki / kw % kh, kx = ki % kw;
const int offset = ki < k_total ? ((n * ic + ci) * id + kz * dz) * ih * iw + ky * dy * iw + kx * dx : 0;
half lo = __float2half(0.0f), hi = lo;
if (ki < k_total && spatial < ow * oh * od) {
lo = input[offset + pos0];
}
if (ki < k_total && spatial + 1 < ow * oh * od) {
hi = input[offset + pos1];
}
b_s[k][load_lane] = __halves2half2(lo, hi);
}
__syncthreads();
if constexpr (use_mma) {
#pragma unroll
for (int k = 0; k < BK; k += 16) {
tile_ab a[2], b[2];
#pragma unroll
for (int i = 0; i < 2; ++i) {
load_ldmatrix(a[i], &a_s[wm + 16 * i][k / 2], AS);
load_ldmatrix_trans(b[i], &b_s[k][(wn + 16 * i) / 2], BS);
}
#pragma unroll
for (int i = 0; i < 2; ++i) {
#pragma unroll
for (int j = 0; j < 2; ++j) {
mma(c[i][j], a[i], b[j]);
}
}
}
} else {
#pragma unroll 4
for (int k = 0; k < BK; ++k) {
float a[RM], b[RN];
#pragma unroll
for (int i = 0; i < RM; ++i) {
a[i] = __half2float(((const half *) a_s[simt_m + i])[k]);
}
#pragma unroll
for (int j = 0; j < RN; ++j) {
b[j] = __half2float(((const half *) b_s[k])[simt_n + j]);
}
#pragma unroll
for (int i = 0; i < RM; ++i) {
#pragma unroll
for (int j = 0; j < RN; ++j) {
c_simt[i][j] += a[i] * b[j];
}
}
}
}
__syncthreads();
}
if constexpr (use_mma) {
#pragma unroll
for (int i = 0; i < 2; ++i) {
#pragma unroll
for (int j = 0; j < 2; ++j) {
#pragma unroll
for (int l = 0; l < c[i][j].ne; ++l) {
const int co = m0 + wm + 16 * i + c[i][j].get_i(l);
const int pos = n0 + wn + 16 * j + c[i][j].get_j(l);
if (co < oc && pos < ow * oh * od) {
output[(int64_t(blockIdx.z) * oc + co) * ow * oh * od + pos] = c[i][j].x[l];
}
}
}
}
} else {
#pragma unroll
for (int i = 0; i < RM; ++i) {
#pragma unroll
for (int j = 0; j < RN; ++j) {
const int co = m0 + simt_m + i, pos = n0 + simt_n + j;
if (co < oc && pos < ow * oh * od) {
output[(int64_t(blockIdx.z) * oc + co) * ow * oh * od + pos] = c_simt[i][j];
}
}
}
}
}
static __global__ void conv3d_reduce_split_k(const float * __restrict__ partial,
float * __restrict__ output,
const int total,
const int per_batch,
const int split_k) {
const int i = blockIdx.x * blockDim.x + threadIdx.x;
if (i >= total) {
return;
}
const int n = i / per_batch;
// Partial slices are ordered as [batch, split, output channel, spatial position].
const float * src = partial + int64_t(n) * (split_k - 1) * per_batch + i;
float sum = 0.0f;
for (int k = 0; k < split_k; ++k) {
sum += src[int64_t(k) * per_batch];
}
output[i] = sum;
}
template <bool use_mma>
static void conv3d_launch_implicit_gemm(const half * input,
const half * weight,
float * output,
const conv3d_params & params,
int split_k,
dim3 grid,
dim3 block,
cudaStream_t stream) {
// Vector loads require both the base pointer and each weight row to be 16-byte aligned.
const bool aligned_weights = uintptr_t(weight) % sizeof(int4) == 0 &&
(params.IC * params.KW * params.KH * params.KD) % (sizeof(int4) / sizeof(half)) == 0;
if (params.KW == 3 && params.KH == 3 && params.KD == 3) {
conv3d_implicit_gemm_f16<3, 3, 3, use_mma>
<<<grid, block, 0, stream>>>(input, weight, output, params, split_k, aligned_weights);
} else if (params.KW == 1 && params.KH == 1 && params.KD == 3) {
conv3d_implicit_gemm_f16<1, 1, 3, use_mma>
<<<grid, block, 0, stream>>>(input, weight, output, params, split_k, aligned_weights);
} else if (params.KW == 1 && params.KH == 1 && params.KD == 1) {
conv3d_implicit_gemm_f16<1, 1, 1, use_mma>
<<<grid, block, 0, stream>>>(input, weight, output, params, split_k, aligned_weights);
} else {
conv3d_implicit_gemm_f16<0, 0, 0, use_mma>
<<<grid, block, 0, stream>>>(input, weight, output, params, split_k, aligned_weights);
}
}
void ggml_cuda_op_conv3d(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
const ggml_tensor * kernel = dst->src[0];
const ggml_tensor * input = dst->src[1];
GGML_ASSERT(input->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32);
GGML_ASSERT(kernel->type == GGML_TYPE_F16 || kernel->type == GGML_TYPE_F32);
GGML_ASSERT(ggml_is_contiguous(input) && ggml_is_contiguous(kernel) && ggml_is_contiguous(dst));
const int32_t * p = dst->op_params;
const int64_t IW = input->ne[0], IH = input->ne[1], ID = input->ne[2];
const int64_t OW = dst->ne[0], OH = dst->ne[1], OD = dst->ne[2];
const int64_t KW = kernel->ne[0], KH = kernel->ne[1], KD = kernel->ne[2];
const int64_t IC = p[9], B = p[10], OC = p[11];
GGML_ASSERT(IC > 0 && B > 0 && OC > 0 && input->ne[3] == IC * B && kernel->ne[3] == IC * OC);
GGML_ASSERT(dst->ne[3] == OC * B && p[0] > 0 && p[1] > 0 && p[2] > 0 && p[6] > 0 && p[7] > 0 && p[8] > 0);
const int64_t total = ggml_nelements(dst);
const conv3d_params params = { IW, IH, ID, OW, OH, OD, KW, KH, KD, p[0], p[1],
p[2], p[3], p[4], p[5], p[6], p[7], p[8], IC, OC, B, total };
const float * x = (const float *) input->data;
const half * w = (const half *) kernel->data;
float * y = (float *) dst->data;
cudaStream_t stream = ctx.stream();
const auto & device = ggml_cuda_info().devices[ctx.device];
const bool use_mma =
turing_mma_available(device.cc) || amd_wmma_available(device.cc) || amd_mfma_available(device.cc);
const bool pointwise =
KW == 1 && KH == 1 && KD == 1 && p[0] == 1 && p[1] == 1 && p[2] == 1 && p[3] == 0 && p[4] == 0 && p[5] == 0;
const bool use_blas = pointwise && fast_fp16_hardware_available(device.cc);
const int64_t limit = INT_MAX - 256;
const int64_t pw = IW + 2 * int64_t(p[3]), ph = IH + 2 * int64_t(p[4]), pd = ID + 2 * int64_t(p[5]);
const bool padded_fits = pw > 0 && pw <= limit && ph > 0 && ph <= limit && pd > 0 && pd <= limit &&
pw * ph <= limit / pd && IC * B <= limit / (pw * ph * pd);
if (kernel->type == GGML_TYPE_F16 && KW > 0 && KH > 0 && KD > 0 && ggml_nelements(input) <= limit &&
ggml_nelements(kernel) <= limit && total <= limit && padded_fits && p[3] >= 0 && p[4] >= 0 && p[5] >= 0 &&
(OW - 1) * p[0] + (KW - 1) * p[6] < pw && (OH - 1) * p[1] + (KH - 1) * p[7] < ph &&
(OD - 1) * p[2] + (KD - 1) * p[8] < pd && (OC + 63) / 64 <= 65535 && B <= 65535) {
const int padded_total = int(pw * ph * pd * IC * B);
ggml_cuda_pool_alloc<half> x_half(ctx.pool(), padded_total);
// Match im2col's F16 input precision without materializing all patches in global memory.
if (p[3] == 0 && p[4] == 0 && p[5] == 0) {
ggml_get_to_fp16_cuda(input->type)(x, x_half.get(), padded_total, stream);
} else {
conv3d_pad_f16<<<(padded_total + 255) / 256, 256, 0, stream>>>(
x, x_half.get(), int(IW), int(IH), int(ID), int(pw), int(ph), int(pd), p[3], p[4], p[5], padded_total);
}
const conv3d_params padded_params = { pw, ph, pd, OW, OH, OD, KW, KH, KD, p[0], p[1],
p[2], 0, 0, 0, p[6], p[7], p[8], IC, OC, B, total };
const int positions = int(OW * OH * OD);
if (use_blas) {
const float alpha = 1.0f, beta = 0.0f;
cublasHandle_t cublas_h = ctx.cublas_handle();
for (int n = 0; n < B; ++n) {
CUBLAS_CHECK(cublasGemmEx(cublas_h, CUBLAS_OP_N, CUBLAS_OP_N, positions, int(OC), int(IC), &alpha,
x_half.get() + int64_t(n) * IC * positions, CUDA_R_16F, positions, w,
CUDA_R_16F, int(IC), &beta, y + int64_t(n) * OC * positions, CUDA_R_32F,
positions, CUBLAS_COMPUTE_32F, CUBLAS_GEMM_DEFAULT_TENSOR_OP));
}
return;
}
const int64_t blocks = ((positions + 63) / 64) * ((OC + 63) / 64) * B;
const int target = 8 * device.nsm;
const int split_k = int(std::min({ int64_t(32), int64_t(65535) / B, (IC * KW * KH * KD + 63) / 64,
std::max(int64_t(1), (target + blocks - 1) / blocks) }));
ggml_cuda_pool_alloc<float> partial(ctx.pool());
float * result = split_k == 1 ? y : partial.alloc(total * split_k);
const dim3 block(device.warp_size, 4);
const dim3 grid(unsigned((positions + 63) / 64), unsigned((OC + 63) / 64), unsigned(B * split_k));
if (use_mma) {
conv3d_launch_implicit_gemm<true>(x_half.get(), w, result, padded_params, split_k, grid, block, stream);
} else {
conv3d_launch_implicit_gemm<false>(x_half.get(), w, result, padded_params, split_k, grid, block, stream);
}
if (split_k > 1) {
conv3d_reduce_split_k<<<unsigned((total + 255) / 256), 256, 0, stream>>>(result, y, int(total),
int(OC * positions), split_k);
}
return;
}
const int blocks = int(std::min(int64_t(65535), (total + 255) / 256));
if (kernel->type == GGML_TYPE_F16) {
conv3d_kernel<<<blocks, 256, 0, stream>>>(x, w, y, params);
} else {
conv3d_kernel<<<blocks, 256, 0, stream>>>(x, (const float *) kernel->data, y, params);
}
}

View file

@ -0,0 +1,8 @@
#ifndef GGML_CUDA_CONV3D_CUH
#define GGML_CUDA_CONV3D_CUH
#include "common.cuh"
void ggml_cuda_op_conv3d(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
#endif

View file

@ -17,6 +17,7 @@
#include "ggml-cuda/conv2d.cuh"
#include "ggml-cuda/conv2d-dw.cuh"
#include "ggml-cuda/conv2d-transpose.cuh"
#include "ggml-cuda/conv3d.cuh"
#include "ggml-cuda/convert.cuh"
#include "ggml-cuda/count-equal.cuh"
#include "ggml-cuda/cpy.cuh"
@ -2322,6 +2323,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg
case GGML_OP_CONV_2D:
ggml_cuda_op_conv2d(ctx, dst);
break;
case GGML_OP_CONV_3D:
ggml_cuda_op_conv3d(ctx, dst);
break;
case GGML_OP_CONV_2D_DW:
ggml_cuda_op_conv2d_dw(ctx, dst);
break;
@ -5512,6 +5516,10 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g
case GGML_OP_IM2COL_3D:
case GGML_OP_CONV_2D:
return (ggml_is_contiguous(op->src[0]) && ggml_is_contiguous(op->src[1]));
case GGML_OP_CONV_3D:
return (op->src[0]->type == GGML_TYPE_F16 || op->src[0]->type == GGML_TYPE_F32) &&
op->src[1]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32 &&
ggml_is_contiguous(op->src[0]) && ggml_is_contiguous(op->src[1]) && ggml_is_contiguous(op);
case GGML_OP_CONV_2D_DW:
return op->src[0]->type == GGML_TYPE_F32;
case GGML_OP_CONV_TRANSPOSE_2D:

View file

@ -52,6 +52,10 @@
#endif
static void init_tensor_uniform(ggml_tensor * tensor, float min = -1.0f, float max = 1.0f) {
if (ggml_is_empty(tensor)) {
return;
}
size_t nels = ggml_nelements(tensor);
std::vector<float> data(nels);
{
@ -6383,6 +6387,7 @@ struct test_conv_3d : public test_case {
const int d0, d1, d2;
// Types
const ggml_type type_kernel;
const int kernel_offset;
std::string op_desc(ggml_tensor * t) override {
GGML_UNUSED(t);
@ -6391,7 +6396,7 @@ struct test_conv_3d : public test_case {
std::string vars() override {
return VARS_TO_STR11(N, IC, ID, IH, IW, OC, KD, KH, KW, s0, s1) + "," +
VARS_TO_STR8(s2, p0, p1, p2, d0, d1, d2, type_kernel);
VARS_TO_STR9(s2, p0, p1, p2, d0, d1, d2, type_kernel, kernel_offset);
}
double max_nmse_err() override {
@ -6407,7 +6412,7 @@ struct test_conv_3d : public test_case {
const int64_t OH = calc_conv_output_size(IH, KH, s1, p1, d1);
const int64_t OW = calc_conv_output_size(IW, KW, s0, p0, d0);
return (uint64_t)N * OC * OD * OH * OW * (2 * IC * KD * KH * KW - 1);
return (uint64_t)N * OC * OD * OH * OW * std::max<int64_t>(0, 2 * IC * KD * KH * KW - 1);
}
test_conv_3d(
@ -6416,13 +6421,13 @@ struct test_conv_3d : public test_case {
int s0, int s1, int s2,
int p0, int p1, int p2,
int d0, int d1, int d2,
ggml_type type_kernel
ggml_type type_kernel, int kernel_offset = 0
) : N(N), IC(IC), ID(ID), IH(IH), IW(IW),
OC(OC), KD(KD), KH(KH), KW(KW),
s0(s0), s1(s1), s2(s2),
p0(p0), p1(p1), p2(p2),
d0(d0), d1(d1), d2(d2),
type_kernel(type_kernel) {}
type_kernel(type_kernel), kernel_offset(kernel_offset) {}
ggml_tensor * build_graph(ggml_context * ctx) override {
// GGML input tensor is packed as [W, H, D, C*N]
@ -6432,7 +6437,16 @@ struct test_conv_3d : public test_case {
// GGML kernel tensor is packed as [KW, KH, KD, IC*OC]
const int64_t ne_kernel[] = {KW, KH, KD, IC * OC};
ggml_tensor * kernel = ggml_new_tensor(ctx, type_kernel, 4, ne_kernel);
ggml_tensor * kernel;
if (kernel_offset == 0) {
kernel = ggml_new_tensor(ctx, type_kernel, 4, ne_kernel);
} else {
ggml_tensor * storage = ggml_new_tensor_1d(ctx, type_kernel, KW * KH * KD * IC * OC + kernel_offset);
const size_t element_size = ggml_type_size(type_kernel);
kernel = ggml_view_4d(ctx, storage, KW, KH, KD, IC * OC,
KW * element_size, KW * KH * element_size, KW * KH * KD * element_size,
kernel_offset * element_size);
}
ggml_set_name(kernel, "kernel");
ggml_tensor * out = ggml_conv_3d_direct(ctx, kernel, input, s0, s1, s2, p0, p1, p2, d0, d1, d2, (int)IC, (int)N, (int)OC);
@ -9446,6 +9460,15 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
}
// Case with kernel size 1
test_cases.emplace_back(new test_conv_3d(1, 4, 8, 8, 8, 8, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, kernel_type));
test_cases.emplace_back(new test_conv_3d(2, 8, 5, 11, 9, 65, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, kernel_type));
test_cases.emplace_back(new test_conv_3d(2, 5, 7, 9, 13, 17, 2, 3, 4, 2, 1, 3, 3, 2, 2, 2, 1, 2, kernel_type));
test_cases.emplace_back(new test_conv_3d(3, 16, 3, 7, 9, 33, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, kernel_type));
test_cases.emplace_back(new test_conv_3d(2, 8, 7, 5, 9, 33, 3, 1, 1, 1, 1, 2, 0, 0, 2, 1, 1, 2, kernel_type));
test_cases.emplace_back(new test_conv_3d(2, 3, 1, 2, 1, 7, 1, 1, 1, 1, 1, 1, 3, 4, 2, 1, 1, 1, kernel_type));
test_cases.emplace_back(new test_conv_3d(2, 8, 5, 7, 9, 17, 3, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, kernel_type, 1));
test_cases.emplace_back(new test_conv_3d(1, 1, 2, 2, 2, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, kernel_type));
test_cases.emplace_back(new test_conv_3d(1, 1, 2, 2, 2, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, kernel_type));
test_cases.emplace_back(new test_conv_3d(1, 1, 2, 2, 2, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, kernel_type));
}
for(uint32_t Cout : {1, 9}){