Superminaren/llama.cpp
1
0
Fork 0
mirror of https://github.com/ggml-org/llama.cpp.git synced 2026-09-27 21:46:57 +02:00
Code Issues Packages Projects Releases Wiki Activity

hexagon: enable support for TOP_K op (#29113)

Browse Source 
* hexagon: enable support for TOP_K op

* hex-topk: thread single-row TOP_K, raise VTCM-based size cap

* hex-topk: fix TOP_K mdev row partitioning

* hex-topk: optimize TOP_K large-row selection

* hexagon: clean up comment formatting

* hex-docs: update TOP_K support listings
This commit is contained in:
Aparna M P
2026-09-19 09:16:03 -07:00
committed by GitHub
parent 1af554f8fc
commit 7d4b92bb9b
7 changed files with 888 additions and 293 deletions
Download Patch File Download Diff File Expand all files Collapse all files
docs/ops.md
+1 -1
View File
@@ -121,7 +121,7 @@ Legend:
| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
| TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
| TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |
| TOP_K | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
| TOP_K | ❌ | ❌ | ✅ | ❌ | ❌ | 🟡 | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
| TRI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
| TRUNC | ❌ | ❌ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
| UPSCALE | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
docs/ops/Hexagon.csv
+298 -292
View File
@@ -13936,247 +13936,247 @@
"HTP0","ARGSORT","type=f32,ne=[2049,2,1,3],order=1","support","1","yes","HTP"
"HTP0","ARGSORT","type=f32,ne=[2,8,8192,1],order=1","support","1","yes","HTP"
"HTP0","ARGSORT","type=f32,ne=[2048,512,1,1],order=1","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[12,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[13,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[13,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[15,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[15,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[15,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[19,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[19,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[19,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[19,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[12,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[13,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[13,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[15,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[15,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[15,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[19,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[19,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[19,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[19,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[27,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[43,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[64,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[75,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[128,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[139,1,2,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[256,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[267,1,2,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[512,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[523,1,2,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1035,1,2,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,1,1,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2059,1,2,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4107,1,2,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8203,1,2,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=9999,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16395,1,2,1],k=9999,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32768,1,1,1],k=9999,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[32779,1,2,1],k=9999,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65547,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65547,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65547,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65547,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65547,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65547,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65547,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65547,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[65536,1,1,1],k=9999,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[65547,1,2,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[131083,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[131083,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[131083,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[131083,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[131083,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[131083,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[131083,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[131083,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[131072,1,1,1],k=9999,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[131083,1,2,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[262155,1,2,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[262155,1,2,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[262155,1,2,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[262155,1,2,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[262155,1,2,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=100,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[262155,1,2,1],k=100,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=500,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[262155,1,2,1],k=500,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=1023,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[262155,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[262144,1,1,1],k=9999,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[262155,1,2,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[524288,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[524299,1,2,1],k=1,ties=0","support","0","no","HTP"
@@ -14196,99 +14196,105 @@
"HTP0","TOP_K","type=f32,ne=[524299,1,2,1],k=1023,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[524288,1,1,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[524299,1,2,1],k=9999,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,1,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,1,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,1,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,1,1,1],k=4,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,1,1,1],k=4,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=4,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,1,1,1],k=4,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,8,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,8,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,8,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,8,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,8,1,1],k=4,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,8,1,1],k=4,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,16,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,16,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,16,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,16,1,1],k=4,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,1,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,1,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,1,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,16,1,1],k=4,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,16,1,1],k=4,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,1,1,1],k=8,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,1,1,1],k=8,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=8,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,1,1,1],k=8,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,8,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,8,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,8,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,8,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,8,1,1],k=8,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,8,1,1],k=8,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,16,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,16,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,16,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,16,1,1],k=8,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,1,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,1,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,1,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,16,1,1],k=8,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,16,1,1],k=8,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,1,1,1],k=16,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,1,1,1],k=16,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=16,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,1,1,1],k=16,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,8,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,8,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,8,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,8,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,8,1,1],k=16,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,8,1,1],k=16,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,16,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,16,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,16,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,16,1,1],k=16,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,1,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,1,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,1,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,16,1,1],k=16,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,16,1,1],k=16,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,1,1,1],k=32,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,1,1,1],k=32,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,1,1,1],k=32,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,1,1,1],k=32,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,8,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,8,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,8,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,8,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,8,1,1],k=32,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,8,1,1],k=32,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[202048,16,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[151936,16,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,16,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,16,1,1],k=32,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=1,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=2,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=3,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=7,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=15,ties=0","support","0","no","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,16,1,1],k=32,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8193,16,1,1],k=32,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=1,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=2,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=3,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=7,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16,10,10,10],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[60,10,10,10],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1023,2,1,3],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,2,1,3],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1025,2,1,3],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2047,2,1,3],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,3],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2049,2,1,3],k=15,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[1024,1,1,1],k=1024,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[2048,2,1,1],k=1024,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[4096,1,1,1],k=2048,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[8192,2,1,1],k=2051,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[33024,1,1,1],k=2051,ties=0","support","1","yes","HTP"
"HTP0","TOP_K","type=f32,ne=[33024,4,1,1],k=2051,ties=0","support","1","yes","HTP"
"HTP0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","0","no","HTP"
"HTP0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","0","no","HTP"
"HTP0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest","support","0","no","HTP"
Can't render this file because it is too large.
ggml/src/ggml-hexagon/ggml-hexagon.cpp
+29
View File
@@ -5382,6 +5382,30 @@ static bool ggml_hexagon_supported_argsort(const struct ggml_hexagon_session * s
GGML_UNUSED(sess);
}
static bool ggml_hexagon_supported_top_k(const struct ggml_hexagon_session * sess, const struct ggml_tensor * op) {
const struct ggml_tensor * src0 = op->src[0]; // values
const struct ggml_tensor * dst = op; // indices
if (src0->type != GGML_TYPE_F32) {
return false;
}
if (dst->type != GGML_TYPE_I32) {
return false;
}
// Single row uses the threaded chunk+merge path. Multi-row uses one full
// buffer per thread, so it keeps the tighter 64K cap.
const bool single_row = (src0->ne[1] == 1 && src0->ne[2] == 1 && src0->ne[3] == 1);
const int64_t max_ne00 = single_row ? (256*1024) : (64*1024);
if (src0->ne[0] > max_ne00) {
return false;
}
return true;
}
static bool ggml_hexagon_supported_rope(const struct ggml_hexagon_session * sess, const struct ggml_tensor * op) {
const struct ggml_tensor * src0 = op->src[0];
const struct ggml_tensor * src1 = op->src[1];
@@ -5677,6 +5701,7 @@ static htp_op_code op_remap_to_htp(const ggml_tensor * t) {
case GGML_OP_SET_ROWS: return HTP_OP_SET_ROWS;
case GGML_OP_SUM_ROWS: return HTP_OP_SUM_ROWS;
case GGML_OP_ARGSORT: return HTP_OP_ARGSORT;
case GGML_OP_TOP_K: return HTP_OP_TOP_K;
case GGML_OP_NORM: return HTP_OP_NORM;
case GGML_OP_L2_NORM: return HTP_OP_L2_NORM;
case GGML_OP_RMS_NORM: return HTP_OP_RMS_NORM;
@@ -6784,6 +6809,10 @@ static bool ggml_backend_hexagon_device_supports_op(ggml_backend_dev_t dev, cons
supp = ggml_hexagon_supported_argsort(sess, op);
break;
case GGML_OP_TOP_K:
supp = ggml_hexagon_supported_top_k(sess, op);
break;
case GGML_OP_SSM_CONV:
supp = ggml_hexagon_supported_ssm_conv(sess, op);
break;
ggml/src/ggml-hexagon/htp/argsort-ops.c
+555
View File
@@ -170,6 +170,21 @@ static void quicksort_values_indices_desc(float * values, int32_t * indices, int
if (i < right) quicksort_values_indices_desc(values, indices, i, right);
}
static uint32_t top_k_max_value_index(const float * values, uint32_t n, float * value) {
uint32_t index = 0;
float max_value = values[0];
for (uint32_t i = 1; i < n; i++) {
if (values[i] > max_value) {
max_value = values[i];
index = i;
}
}
*value = max_value;
return index;
}
// LUT for ramp initialization of argsort output (first 32 members)
int32_t argosrt_ramp_lut[32] __attribute__((aligned(VLEN))) = {
0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15,
@@ -303,6 +318,129 @@ static inline void bitonic_sort_generic_hvx(uint8_t * values, uint8_t * indices,
}
}
// Sorts descending; values pre-padded with -INFINITY. init_indices=true resets
// indices to a fresh ramp (normal full-row sort); false leaves caller-supplied
// indices in place and only permutes them (used when merging candidates, to
// preserve their original global index).
static void bitonic_sort_vtcm_desc(uint8_t * values, uint8_t * indices, uint32_t n_vec, bool init_indices) {
HVX_Vector zero_vec = Q6_V_vzero();
HVX_Vector idx_vec = *(HVX_Vector *)argosrt_ramp_lut;
HVX_VectorPred pred_all_1s = Q6_Q_vcmp_eq_VwVw(zero_vec, zero_vec);
HVX_VectorPred pred_all_0s = Q6_Q_not_Q(pred_all_1s);
if (init_indices) {
// Initialize indices ramp (values are already populated by the caller)
for (uint32_t v = 0; v < n_vec; v++) {
HVX_Vector idx = Q6_Vw_vadd_VwVw(idx_vec, Q6_V_vsplat_R(v * 32));
*(HVX_Vector *)(indices + v * 128) = idx;
}
}
int M = 5;
while ((1u << (M - 5)) < n_vec) M++;
for (int s = 1; s <= M; s++) {
for (int stage_d = s - 1; stage_d >= 0; stage_d--) {
int d = 1 << stage_d;
if (d >= 32) {
uint32_t v_dist = d / 32;
for (uint32_t v1 = 0; v1 < n_vec; v1++) {
if ((v1 & v_dist) == 0) {
uint32_t v2 = v1 + v_dist;
bool asc = (s < M) ? ((((v1 * 32) >> s) % 2) == 0) : false;
HVX_Vector Vv1 = *(HVX_Vector *)(values + v1 * 128);
HVX_Vector Iv1 = *(HVX_Vector *)(indices + v1 * 128);
HVX_Vector Vv2 = *(HVX_Vector *)(values + v2 * 128);
HVX_Vector Iv2 = *(HVX_Vector *)(indices + v2 * 128);
vec_cas(&Vv1, &Iv1, &Vv2, &Iv2, asc);
*(HVX_Vector *)(values + v1 * 128) = Vv1;
*(HVX_Vector *)(indices + v1 * 128) = Iv1;
*(HVX_Vector *)(values + v2 * 128) = Vv2;
*(HVX_Vector *)(indices + v2 * 128) = Iv2;
}
}
} else {
if (s < 5) {
HVX_VectorPred dir_mask = Q6_Q_vcmp_eq_VwVw(Q6_V_vand_VV(idx_vec, Q6_V_vsplat_R(1 << s)), zero_vec);
for (uint32_t v = 0; v < n_vec; v++) {
HVX_Vector Vv = *(HVX_Vector *)(values + v * 128);
HVX_Vector Iv = *(HVX_Vector *)(indices + v * 128);
bitonic_cas_32(&Vv, &Iv, d, dir_mask, idx_vec, zero_vec);
*(HVX_Vector *)(values + v * 128) = Vv;
*(HVX_Vector *)(indices + v * 128) = Iv;
}
} else {
for (uint32_t v = 0; v < n_vec; v++) {
bool asc = (s < M) ? ((((v * 32) >> s) % 2) == 0) : false;
HVX_VectorPred dir_mask = asc ? pred_all_1s : pred_all_0s;
HVX_Vector Vv = *(HVX_Vector *)(values + v * 128);
HVX_Vector Iv = *(HVX_Vector *)(indices + v * 128);
bitonic_cas_32(&Vv, &Iv, d, dir_mask, idx_vec, zero_vec);
*(HVX_Vector *)(values + v * 128) = Vv;
*(HVX_Vector *)(indices + v * 128) = Iv;
}
}
}
}
}
}
static void top_k_select_tiled(const uint8_t * src, uint32_t n, uint32_t k,
float * values_buf, int32_t * indices_buf,
float * top_values, int32_t * top_indices) {
const uint32_t tile_elems = 1024;
uint32_t n_tiles = (n + tile_elems - 1) / tile_elems;
uint32_t candidate_count = n_tiles * k;
uint32_t merge_n_vec = hmx_ceil_div(candidate_count, 32);
uint32_t merge_n_vec_pow2 = 1;
while (merge_n_vec_pow2 < merge_n_vec) merge_n_vec_pow2 <<= 1;
uint32_t merge_elems = merge_n_vec_pow2 * 32;
float * candidate_values = values_buf + tile_elems;
int32_t * candidate_indices = indices_buf + tile_elems;
uint32_t candidate_pos = 0;
for (uint32_t offset = 0; offset < n; offset += tile_elems) {
uint32_t tile_count = MIN(tile_elems, n - offset);
hvx_copy_f32_au((uint8_t *) values_buf, src + offset * sizeof(float), tile_count);
if (tile_count < tile_elems) {
hvx_splat_f32_u((uint8_t *) (values_buf + tile_count), -INFINITY, tile_elems - tile_count);
}
bitonic_sort_vtcm_desc((uint8_t *) values_buf, (uint8_t *) indices_buf, tile_elems / 32, true);
uint32_t tile_k = MIN(k, tile_count);
for (uint32_t j = 0; j < tile_k; j++) {
candidate_values[candidate_pos] = values_buf[j];
candidate_indices[candidate_pos] = indices_buf[j] + (int32_t) offset;
candidate_pos++;
}
}
if (merge_elems > candidate_pos) {
hvx_splat_f32_u((uint8_t *) (candidate_values + candidate_pos), -INFINITY, merge_elems - candidate_pos);
for (uint32_t j = candidate_pos; j < merge_elems; j++) {
candidate_indices[j] = 0;
}
}
bitonic_sort_vtcm_desc((uint8_t *) candidate_values, (uint8_t *) candidate_indices, merge_n_vec_pow2, false);
for (uint32_t j = 0; j < k; j++) {
top_values[j] = candidate_values[j];
top_indices[j] = candidate_indices[j];
}
}
__attribute__((always_inline))
static inline void sort32_f32_hvx(uint8_t * values, uint8_t * indices, enum ggml_sort_order order) {
bitonic_sort_generic_hvx(values, indices, 1, order == GGML_SORT_ORDER_ASC);
@@ -534,3 +672,420 @@ int op_argsort(struct htp_ops_context * octx) {
return HTP_STATUS_OK;
}
// ggml_compute_forward_top_k
//
// Reuses ARGSORT's sort kernels. Only the first `k` indices are copied
// to dst, and there's no asc/desc param -- always largest-first.
struct htp_top_k_context {
struct htp_ops_context * octx;
uint32_t nrows_per_thread;
uint32_t row_start;
uint32_t row_end;
uint8_t * vtcm_base;
size_t vtcm_per_thread;
uint32_t k;
};
#define HTP_TOP_K_FN(ne00, sort_fn) \
static void htp_top_k_f32_##ne00(unsigned int n, unsigned int i, void * data) { \
struct htp_top_k_context * actx = (struct htp_top_k_context *)data; \
struct htp_ops_context * octx = actx->octx; \
const struct htp_tensor * src0 = octx->src[0]; \
const struct htp_tensor * dst = octx->dst; \
uint8_t * spad = actx->vtcm_base + actx->vtcm_per_thread * i; \
uint32_t row_start = actx->row_start; \
uint32_t row_end = actx->row_end; \
uint32_t rows_per_thread = actx->nrows_per_thread; \
uint32_t start_row = row_start + rows_per_thread * i; \
uint32_t end_row = MIN(start_row + rows_per_thread, row_end); \
size_t values_size = hex_round_up(ne00 * sizeof(float), 128); \
float * values_buf = (float *) spad; \
int32_t * indices_buf = (int32_t *) (spad + values_size); \
uint32_t nb01 = src0->nb[1]; \
uint32_t nb1 = dst->nb[1]; \
uint32_t k = actx->k; \
struct htp_thread_trace * tr = &octx->ctx->trace[i]; \
htp_trace_event_start(tr, HTP_TRACE_EVT_HVX_COMP, start_row); \
for (uint32_t r = start_row; r < end_row; r++) { \
uint32_t src_offset = r * nb01; \
uint32_t dst_offset = r * nb1; \
uint8_t * src_ptr = (uint8_t *) src0->data + src_offset; \
uint8_t * dst_ptr = (uint8_t *) dst->data + dst_offset; \
hex_l2fetch(src_ptr, ne00 * sizeof(float), ne00 * sizeof(float), 1); \
hvx_copy_f32_au((uint8_t*)values_buf, src_ptr, ne00); \
sort_fn((uint8_t*)values_buf, (uint8_t*)indices_buf, GGML_SORT_ORDER_DESC); \
hvx_copy_f32_ua(dst_ptr, (const uint8_t *) indices_buf, k); \
} \
htp_trace_event_stop(tr, HTP_TRACE_EVT_HVX_COMP, start_row); \
}
HTP_TOP_K_FN(32, sort32_f32_hvx)
HTP_TOP_K_FN(64, sort64_f32_hvx)
HTP_TOP_K_FN(128, sort128_f32_hvx)
HTP_TOP_K_FN(256, sort256_f32_hvx)
HTP_TOP_K_FN(512, sort512_f32_hvx)
HTP_TOP_K_FN(1024, sort1024_f32_hvx)
static void htp_top_k_f32_fallback(unsigned int n, unsigned int i, void * data) {
struct htp_top_k_context * actx = (struct htp_top_k_context *)data;
struct htp_ops_context * octx = actx->octx;
// Unpack context
const struct htp_tensor * src0 = octx->src[0];
const struct htp_tensor * dst = octx->dst;
// Scratchpad memory
uint8_t * spad = actx->vtcm_base + actx->vtcm_per_thread * i;
// Dimensions
uint32_t ne00 = src0->ne[0];
uint32_t nb01 = src0->nb[1];
uint32_t nb1 = dst->nb[1];
uint32_t k = actx->k;
// Rows to process
uint32_t row_start = actx->row_start;
uint32_t row_end = actx->row_end;
uint32_t rows_per_thread = actx->nrows_per_thread;
uint32_t start_row = row_start + rows_per_thread * i;
uint32_t end_row = MIN(start_row + rows_per_thread, row_end);
// Pad ne00 to n_vec*32 (n_vec a power of 2) for the bitonic network;
// pad with -INFINITY so it never lands in the top-k.
uint32_t n_vec = hmx_ceil_div(ne00, 32);
uint32_t n_vec_pow2 = 1;
while (n_vec_pow2 < n_vec) n_vec_pow2 <<= 1;
uint32_t ne00_padded = n_vec_pow2 * 32;
size_t values_size = hex_round_up(ne00_padded * sizeof(float), 128);
float * values_buf = (float *) spad;
int32_t * indices_buf = (int32_t *) (spad + values_size);
struct htp_thread_trace * tr = &octx->ctx->trace[i];
htp_trace_event_start(tr, HTP_TRACE_EVT_HVX_COMP, start_row);
for (uint32_t r = start_row; r < end_row; r++) {
uint32_t src_offset = r * nb01;
uint32_t dst_offset = r * nb1;
uint8_t * src_ptr = (uint8_t *) src0->data + src_offset;
uint8_t * dst_ptr = (uint8_t *) dst->data + dst_offset;
hex_l2fetch(src_ptr, ne00 * sizeof(float), ne00 * sizeof(float), 1);
if (k <= 64 && ne00 > 1024) {
float top_values[64];
int32_t top_indices[64];
top_k_select_tiled(src_ptr, ne00, k, values_buf, indices_buf, top_values, top_indices);
memcpy(dst_ptr, top_indices, k * sizeof(int32_t));
continue;
}
hvx_copy_f32_au((uint8_t*)values_buf, src_ptr, ne00);
// Fills the indices ramp itself, so no init needed here.
if (ne00_padded > ne00) {
hvx_splat_f32_u((uint8_t *)(values_buf + ne00), -INFINITY, ne00_padded - ne00);
}
bitonic_sort_vtcm_desc((uint8_t*)values_buf, (uint8_t*)indices_buf, n_vec_pow2, true);
// Copy top-k indices back to DDR
hvx_copy_f32_ua(dst_ptr, (const uint8_t *) indices_buf, k);
}
htp_trace_event_stop(tr, HTP_TRACE_EVT_HVX_COMP, start_row);
}
// Single row (ne01=ne02=ne03=1) + large ne00 would otherwise run on one
// HVX thread while the rest sit idle. Split the row into n_chunks
// power-of-two chunks, sort each in parallel with bitonic_sort_vtcm_desc,
// then merge the n_chunks*local_k winners with one more sort that carries
// the global index through instead of re-deriving it.
struct htp_top_k_chunk_ctx {
struct htp_ops_context * octx;
uint8_t * vtcm_base;
size_t phase1_slot_size;
uint32_t ne00;
uint32_t chunk_elems;
uint32_t local_k;
size_t merge_values_off;
size_t merge_indices_off;
};
static void htp_top_k_chunk_job(unsigned int n, unsigned int i, void * data) {
struct htp_top_k_chunk_ctx * cctx = (struct htp_top_k_chunk_ctx *) data;
struct htp_ops_context * octx = cctx->octx;
const struct htp_tensor * src0 = octx->src[0];
uint32_t chunk_elems = cctx->chunk_elems;
uint32_t ne00 = cctx->ne00;
uint32_t local_k = cctx->local_k;
uint32_t chunk_base = i * chunk_elems;
uint8_t * spad = cctx->vtcm_base + cctx->phase1_slot_size * i;
size_t values_size = hex_round_up(chunk_elems * sizeof(float), 128);
float * values_buf = (float *) spad;
int32_t * indices_buf = (int32_t *) (spad + values_size);
uint32_t real_count = (chunk_base < ne00) ? MIN(chunk_elems, ne00 - chunk_base) : 0;
if (real_count == 0) {
float * merge_values = (float *) (cctx->vtcm_base + cctx->merge_values_off);
int32_t * merge_indices = (int32_t *) (cctx->vtcm_base + cctx->merge_indices_off);
for (uint32_t j = 0; j < local_k; j++) {
merge_values[i * local_k + j] = -INFINITY;
merge_indices[i * local_k + j] = 0;
}
return;
}
if (local_k > 1 && local_k <= 64 && chunk_elems > 1024) {
uint8_t * src_ptr = (uint8_t *) src0->data + (size_t) chunk_base * sizeof(float);
float top_values[64];
int32_t top_indices[64];
float * merge_values = (float *) (cctx->vtcm_base + cctx->merge_values_off);
int32_t * merge_indices = (int32_t *) (cctx->vtcm_base + cctx->merge_indices_off);
for (uint32_t j = 0; j < local_k; j++) {
top_values[j] = -INFINITY;
top_indices[j] = 0;
}
top_k_select_tiled(src_ptr, real_count, local_k, values_buf, indices_buf, top_values, top_indices);
for (uint32_t j = 0; j < local_k; j++) {
merge_values[i * local_k + j] = top_values[j];
merge_indices[i * local_k + j] = top_indices[j] + (int32_t) chunk_base;
}
return;
}
if (real_count > 0) {
uint8_t * src_ptr = (uint8_t *) src0->data + (size_t) chunk_base * sizeof(float);
hex_l2fetch(src_ptr, real_count * sizeof(float), real_count * sizeof(float), 1);
hvx_copy_f32_au((uint8_t *) values_buf, src_ptr, real_count);
}
if (chunk_elems > real_count) {
hvx_splat_f32_u((uint8_t *) (values_buf + real_count), -INFINITY, chunk_elems - real_count);
}
if (local_k == 1 && cctx->ne00 >= 128*1024) {
float max_value;
uint32_t max_index = top_k_max_value_index(values_buf, real_count, &max_value);
float * merge_values = (float *) (cctx->vtcm_base + cctx->merge_values_off);
int32_t * merge_indices = (int32_t *) (cctx->vtcm_base + cctx->merge_indices_off);
merge_values[i] = max_value;
merge_indices[i] = (int32_t) (max_index + chunk_base);
return;
}
// chunk_elems is always a power-of-two multiple of 32
bitonic_sort_vtcm_desc((uint8_t *) values_buf, (uint8_t *) indices_buf, chunk_elems / 32, true);
float * merge_values = (float *) (cctx->vtcm_base + cctx->merge_values_off);
int32_t * merge_indices = (int32_t *) (cctx->vtcm_base + cctx->merge_indices_off);
for (uint32_t j = 0; j < local_k; j++) {
merge_values[i * local_k + j] = values_buf[j];
merge_indices[i * local_k + j] = indices_buf[j] + (int32_t) chunk_base;
}
}
struct htp_top_k_merge_ctx {
struct htp_ops_context * octx;
uint8_t * vtcm_base;
size_t merge_values_off;
size_t merge_indices_off;
uint32_t merge_elems;
uint32_t total_candidates;
uint32_t k;
};
static void htp_top_k_merge_job(unsigned int n, unsigned int i, void * data) {
struct htp_top_k_merge_ctx * mctx = (struct htp_top_k_merge_ctx *) data;
struct htp_ops_context * octx = mctx->octx;
const struct htp_tensor * dst = octx->dst;
float * merge_values = (float *) (mctx->vtcm_base + mctx->merge_values_off);
int32_t * merge_indices = (int32_t *) (mctx->vtcm_base + mctx->merge_indices_off);
if (mctx->merge_elems > mctx->total_candidates) {
uint32_t pad = mctx->merge_elems - mctx->total_candidates;
hvx_splat_f32_u((uint8_t *) (merge_values + mctx->total_candidates), -INFINITY, pad);
for (uint32_t j = mctx->total_candidates; j < mctx->merge_elems; j++) {
merge_indices[j] = 0;
}
}
// Preserve the global indices computed in phase 1 -- init_indices=false
// so they aren't overwritten with a local ramp.
bitonic_sort_vtcm_desc((uint8_t *) merge_values, (uint8_t *) merge_indices, mctx->merge_elems / 32, false);
hvx_copy_f32_ua((uint8_t *) dst->data, (const uint8_t *) merge_indices, mctx->k);
}
static int op_top_k_single_row_threaded(struct htp_ops_context * octx, uint32_t ne00, uint32_t k) {
uint32_t n_threads_avail = octx->n_threads;
uint32_t n_vec = hmx_ceil_div(ne00, 32);
uint32_t n_vec_pow2 = 1;
while (n_vec_pow2 < n_vec) n_vec_pow2 <<= 1;
// Largest power-of-two chunk count that both fits the available
// threads and evenly divides n_vec_pow2
uint32_t n_chunks = 1;
while (n_chunks * 2 <= n_threads_avail && n_chunks * 2 <= n_vec_pow2) {
n_chunks *= 2;
}
uint32_t chunk_n_vec = n_vec_pow2 / n_chunks;
uint32_t chunk_elems = chunk_n_vec * 32;
uint32_t local_k = MIN(k, chunk_elems);
uint32_t total_candidates = n_chunks * local_k;
uint32_t merge_n_vec = hmx_ceil_div(total_candidates, 32);
uint32_t merge_n_vec_pow2 = 1;
while (merge_n_vec_pow2 < merge_n_vec) merge_n_vec_pow2 <<= 1;
uint32_t merge_elems = merge_n_vec_pow2 * 32;
size_t phase1_values_size = hex_round_up(chunk_elems * sizeof(float), 128);
size_t phase1_indices_size = hex_round_up(chunk_elems * sizeof(int32_t), 128);
size_t phase1_slot_size = hex_round_up(phase1_values_size + phase1_indices_size, 256);
size_t phase1_total_size = phase1_slot_size * n_chunks;
size_t merge_values_size = hex_round_up(merge_elems * sizeof(float), 128);
size_t merge_indices_size = hex_round_up(merge_elems * sizeof(int32_t), 128);
size_t merge_values_off = phase1_total_size;
size_t merge_indices_off = merge_values_off + merge_values_size;
size_t total_vtcm = phase1_total_size + merge_values_size + merge_indices_size;
if (octx->ctx->vtcm_size < total_vtcm) {
return HTP_STATUS_VTCM_TOO_SMALL;
}
uint8_t * vtcm_base = (uint8_t *) octx->ctx->vtcm_base;
struct htp_top_k_chunk_ctx cctx;
cctx.octx = octx;
cctx.vtcm_base = vtcm_base;
cctx.phase1_slot_size = phase1_slot_size;
cctx.ne00 = ne00;
cctx.chunk_elems = chunk_elems;
cctx.local_k = local_k;
cctx.merge_values_off = merge_values_off;
cctx.merge_indices_off = merge_indices_off;
work_queue_run(octx->ctx->work_queue, htp_top_k_chunk_job, &cctx, n_chunks);
struct htp_top_k_merge_ctx mctx;
mctx.octx = octx;
mctx.vtcm_base = vtcm_base;
mctx.merge_values_off = merge_values_off;
mctx.merge_indices_off = merge_indices_off;
mctx.merge_elems = merge_elems;
mctx.total_candidates = total_candidates;
mctx.k = k;
work_queue_run(octx->ctx->work_queue, htp_top_k_merge_job, &mctx, 1);
return HTP_STATUS_OK;
}
int op_top_k(struct htp_ops_context * octx) {
// Check supported types
if (octx->src[0]->type != HTP_TYPE_F32) {
return HTP_STATUS_NO_SUPPORT;
}
const struct htp_tensor * src0 = octx->src[0];
const struct htp_tensor * dst = octx->dst;
const uint32_t total_rows = src0->ne[1] * src0->ne[2] * src0->ne[3];
const size_t dst_row_size = dst->ne[0] * sizeof(int32_t);
uint32_t row_start = 0;
uint32_t row_end = total_rows;
if (octx->ctx->mdev.count > 1) {
uint32_t rows_per_chunk = 0;
htp_tensor_mdev_rows_per_chunk(dst, sizeof(int32_t), (uint32_t) dst_row_size, &rows_per_chunk);
const struct htp_tensor_mdev_range range = htp_tensor_mdev_partition(total_rows, rows_per_chunk,
octx->ctx->mdev.idx, octx->ctx->mdev.count, &octx->ctx->mdev.count_div);
row_start = range.start;
row_end = range.start + range.count;
}
const uint32_t nrows = row_end - row_start;
if (nrows == 0) {
return HTP_STATUS_OK;
}
uint32_t ne00 = src0->ne[0];
uint32_t k = dst->ne[0];
// Single row + large ne00: the per-row dispatch below would run on one
// HVX thread while the rest sit idle. Split the row across threads.
if (total_rows == 1 && ne00 > 1024) {
int status = op_top_k_single_row_threaded(octx, ne00, k);
if (status != HTP_STATUS_VTCM_TOO_SMALL) {
return status;
}
// else: fall through to the single-thread path below.
}
const uint32_t n_threads = MIN(nrows, octx->n_threads);
// Scratchpad layout: values + indices
// For bitonic: need padding to power-of-2 size
// Allocate for worst case (bitonic with padding)
uint32_t n_vec = hmx_ceil_div(ne00, 32);
uint32_t n_vec_pow2 = 1;
while (n_vec_pow2 < n_vec) n_vec_pow2 <<= 1;
uint32_t ne00_padded = n_vec_pow2 * 32;
size_t values_size = hex_round_up(ne00_padded * sizeof(float), 128);
size_t indices_size = hex_round_up(ne00_padded * sizeof(int32_t), 128);
size_t spad_per_thread = values_size + indices_size;
// Make sure we round up to 256 for alignment requirements
spad_per_thread = hex_round_up(spad_per_thread, 256);
size_t total_spad_size = spad_per_thread * n_threads;
if (octx->ctx->vtcm_size < total_spad_size) {
FARF(ERROR, "top_k: VTCM size too small. Needed %zu, have %zu", total_spad_size, octx->ctx->vtcm_size);
return HTP_STATUS_VTCM_TOO_SMALL;
}
FARF(HIGH, "top_k: %ux%ux%ux%u -> %ux%ux%ux%u (0x%x, 0x%x)",
octx->src[0]->ne[0], octx->src[0]->ne[1], octx->src[0]->ne[2], octx->src[0]->ne[3],
octx->dst->ne[0], octx->dst->ne[1], octx->dst->ne[2], octx->dst->ne[3],
octx->src[0]->data, octx->dst->data);
struct htp_top_k_context actx;
const struct fastdiv_values n_threads_div = init_fastdiv_values(n_threads);
actx.octx = octx;
actx.nrows_per_thread = fastdiv(nrows + n_threads - 1, &n_threads_div);
actx.row_start = row_start;
actx.row_end = row_end;
actx.vtcm_base = (uint8_t *) octx->ctx->vtcm_base;
actx.vtcm_per_thread = spad_per_thread;
actx.k = k;
worker_callback_t job_func = htp_top_k_f32_fallback;
switch (ne00) {
case 1024: job_func = htp_top_k_f32_1024; break;
case 512: job_func = htp_top_k_f32_512; break;
case 256: job_func = htp_top_k_f32_256; break;
case 128: job_func = htp_top_k_f32_128; break;
case 64: job_func = htp_top_k_f32_64; break;
case 32: job_func = htp_top_k_f32_32; break;
default: job_func = htp_top_k_f32_fallback; break;
}
// Run jobs
work_queue_run(octx->ctx->work_queue, job_func, &actx, n_threads);
return HTP_STATUS_OK;
}
ggml/src/ggml-hexagon/htp/htp-ctx.h
+1
View File
@@ -165,6 +165,7 @@ int op_get_rows(struct htp_ops_context * octx);
int op_cpy(struct htp_ops_context * octx);
int op_repeat(struct htp_ops_context * octx);
int op_argsort(struct htp_ops_context * octx);
int op_top_k(struct htp_ops_context * octx);
int op_ssm_conv(struct htp_ops_context * octx);
int op_cumsum(struct htp_ops_context * octx);
int op_fill(struct htp_ops_context * octx);
ggml/src/ggml-hexagon/htp/htp-ops.h
+1
View File
@@ -81,6 +81,7 @@ enum htp_op_code {
HTP_OP_CPY,
HTP_OP_CPY_FENCE,
HTP_OP_ARGSORT,
HTP_OP_TOP_K,
HTP_OP_SQR,
HTP_OP_SQRT,
HTP_OP_SUM_ROWS,
ggml/src/ggml-hexagon/htp/main.c
+3
View File
@@ -858,6 +858,9 @@ static int execute_op(struct htp_ops_context * octx) {
case HTP_OP_ARGSORT:
return op_argsort(octx);
case HTP_OP_TOP_K:
return op_top_k(octx);
case HTP_OP_SSM_CONV:
return op_ssm_conv(octx);