From b924c540d132716ee95b8e47777308d0566d22c5 Mon Sep 17 00:00:00 2001 From: Samidh Mehta Date: Fri, 16 Feb 2024 18:10:43 -0800 Subject: [PATCH] adding dot files for fused sparse-dense multiplication kernels --- compiler/sam-kernels.sh | 6 ++ .../sam-outputs/onyx-dot/spm_dm_matmul.gv | 49 ++++++++++ .../sam-outputs/onyx-dot/spm_spm_dm_matmul.gv | 91 +++++++++++++++++++ .../onyx-dot/spm_spm_spm_matmul.gv | 91 +++++++++++++++++++ 4 files changed, 237 insertions(+) create mode 100644 compiler/sam-outputs/onyx-dot/spm_dm_matmul.gv create mode 100644 compiler/sam-outputs/onyx-dot/spm_spm_dm_matmul.gv create mode 100644 compiler/sam-outputs/onyx-dot/spm_spm_spm_matmul.gv diff --git a/compiler/sam-kernels.sh b/compiler/sam-kernels.sh index 5cc75fe0..93d18f73 100755 --- a/compiler/sam-kernels.sh +++ b/compiler/sam-kernels.sh @@ -47,6 +47,9 @@ GEN_KERNEL_NAMES=( mat_vecmul_iter mat_vecmul_iter_short tensor3_website_expr + spm_dm_matmul + spm_spm_dm_matmul + spm_spm_spm_matmul ) HAND_KERNEL_NAMES=( @@ -95,6 +98,9 @@ TACO_ARGS=( "x(i)=B(i,j)*C(j,k)*D(k,l)*E(l,m)*f(m) -f=x:s -f=B:ss -f=C:ss -f=D:ss -f=E:ss -f=f:s -s=reorder(i,j,k,l,m)" "x(i)=B(i,j)*C(j,k)*d(k) -f=x:s -f=B:ss -f=C:ss -f=d:s -s=reorder(i,j,k)" "x=B(i)*C(j)*D(i,j,k)*E(j,l)*F(l,m,n) -f=B:s -f=C:s -f=D:sss -f=E:ss -f=F:sss -s=reorder(i,j,k,l,m,n)" + "X(i,j)=B(i,k)*C(k,j) -f=X:ss -f=B:ss -f=C:dd:1,0 -s=reorder(i,j,k)" + "X(i,l)=B(i,k)*C(k,j)*D(j,l) -f=X:ss -f=B:ss -f=C:ss -f=D:dd:1,0 -s=reorder(i,j,k,l)" + "X(i,l)=B(i,k)*C(k,j)*D(j,l) -f=X:ss -f=B:ss -f=C:ss -f=D:ss:1,0 -s=reorder(i,j,k,l)" ) mkdir -p $dir diff --git a/compiler/sam-outputs/onyx-dot/spm_dm_matmul.gv b/compiler/sam-outputs/onyx-dot/spm_dm_matmul.gv new file mode 100644 index 00000000..a6de967c --- /dev/null +++ b/compiler/sam-outputs/onyx-dot/spm_dm_matmul.gv @@ -0,0 +1,49 @@ +digraph SAM { + comment="X=ss01,B=ss01,C=dd10" + 20 [comment="type=fiberlookup,index=i,tensor=B,mode=0,format=compressed,src=true,root=true" label="FiberLookup i: 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00000000..5a9268d6 --- /dev/null +++ b/compiler/sam-outputs/onyx-dot/spm_spm_dm_matmul.gv @@ -0,0 +1,91 @@ +digraph SAM { + comment="X=ss01,B=ss01,C=ss01,D=dd10" + 38 [comment="type=fiberlookup,index=i,tensor=B,mode=0,format=compressed,src=true,root=true" label="FiberLookup i: B0\ncompressed" color=green4 shape=box style=filled type="fiberlookup" index="i" tensor="B" mode="0" format="compressed" src="true" root="true"] + 37 [comment="type=broadcast" shape=point style=invis type="broadcast"] + 12 [comment="type=crddrop,outer=i,inner=l" label="CrdDrop i,l" color=orange shape=box style=filled type="crddrop" outer="i" inner="l"] + 2 [comment="type=fiberwrite,index=i,tensor=X,mode=0,format=compressed,segsize=2,crdsize=B0_dim,sink=true" label="FiberWrite i: X0\ncompressed" color=green3 shape=box style=filled type="fiberwrite" index="i" tensor="X" mode="0" format="compressed" segsize="2" crdsize="B0_dim" sink="true"] + 1 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root="false"] + 38 -> 37 [label="crd" style=dashed type="crd" comment=""] + 37 -> 12 [label="crd_i" style=dashed type="crd" comment="i"] + 12 -> 2 [label="crd_outer-i" style=dashed type="crd" comment="outer-i"] + 12 -> 1 [label="crd_inner-l" style=dashed type="crd" comment="inner-l"] + 37 -> 36 [label="crd" style=dashed type="crd" comment=""] + 36 -> 35 [label="repsig" style=dotted type="repsig"] + 35 -> 33 [label="repsig" style=dotted type="repsig"] + 33 -> 28 [label="ref" style=bold type="ref"] + 28 -> 26 [label="ref" style=bold type="ref"] + 26 -> 24 [label="crd_in-C" style=dashed type="crd" comment="in-C"] + 24 -> 23 [label="crd_k" style=dashed type="crd" comment="k"] + 23 -> 14 [label="crd_k" style=dashed type="crd" comment="k"] + 14 -> 13 [label="crd_outer-k" style=dashed type="crd" comment="outer-k"] + 13 -> 12 [label="crd_outer-l" style=dashed type="crd" comment="outer-l"] + 23 -> 22 [label="crd" style=dashed type="crd" comment=""] + 22 -> 21 [label="repsig" style=dotted type="repsig"] + 21 -> 20 [label="ref" style=bold type="ref"] + 20 -> 18 [label="crd_in-D" style=dashed type="crd" comment="in-D"] + 18 -> 17 [label="crd_j" style=dashed type="crd" comment="j"] + 17 -> 14 [label="crd_j" style=dashed type="crd" comment="j"] + 17 -> 16 [label="crd" style=dashed type="crd" comment=""] + 16 -> 15 [label="repsig" style=dotted type="repsig"] + 15 -> 9 [label="ref" style=bold type="ref"] + 9 -> 8 [label="val" type="val"] + 8 -> 7 [label="val" type="val"] + 7 -> 6 [label="val" type="val"] + 6 -> 5 [label="val" type="val"] + 5 -> 0 [label="val" type="val"] + 18 -> 10 [label="ref_out-C" style=bold type="ref" comment="out-C"] + 10 -> 8 [label="val" type="val"] + 18 -> 11 [label="ref_out-D" style=bold type="ref" comment="out-D"] + 11 -> 7 [label="val" type="val"] + 20 -> 18 [label="ref_in-D" style=bold type="ref" comment="in-D"] + 24 -> 15 [label="ref_out-B" style=bold type="ref" comment="out-B"] + 24 -> 19 [label="ref_out-C" style=bold type="ref" comment="out-C"] + 19 -> 18 [label="crd_in-C" style=dashed type="crd" comment="in-C"] + 19 -> 18 [label="ref_in-C" style=bold type="ref" comment="in-C"] + 26 -> 24 [label="ref_in-C" style=bold type="ref" comment="in-C"] + 35 -> 34 [label="repsig" style=dotted type="repsig"] + 34 -> 32 [label="ref" style=bold type="ref"] + 32 -> 31 [label="crd" style=dashed type="crd" comment=""] + 31 -> 13 [label="crd_l" style=dashed type="crd" comment="l"] + 31 -> 30 [label="crd" style=dashed type="crd" comment=""] + 30 -> 29 [label="repsig" style=dotted type="repsig"] + 29 -> 27 [label="repsig" style=dotted type="repsig"] + 27 -> 25 [label="ref" style=bold type="ref"] + 25 -> 24 [label="crd_in-B" style=dashed type="crd" comment="in-B"] + 25 -> 24 [label="ref_in-B" style=bold type="ref" comment="in-B"] + 29 -> 28 [label="repsig" style=dotted type="repsig"] + 32 -> 21 [label="ref" style=bold type="ref" comment=""] + 38 -> 27 [label="ref" style=bold type="ref" comment=""] +}