๐ ROLV Mistral-7B Wanda Benchmark โ NVIDIA
#NVIDIA
#B200 | 1000 iters
Loading Mistral-7B-v0.1 ...
Loadingโweights:โ100%
291/291โ[00:21<00:00,โ18.20it/s,โMaterializingโparam=model.norm.weight]
Layer shape: torch.Size([4096, 14336])
Applying Wanda-style pruning to 55% sparsity...
Final sparsity: 55.00%
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
NUMERICAL VERIFICATION (ROLV vs Dense)
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Max abs diff : 0.062527
Mean abs diff: 0.005341
Within tolerance (< 0.1) : โ YES โ safe for production
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
FINAL BENCHMARK SUMMARY โ MISTRAL-7B WANDA (JASON v3.8 โ NVIDIA)
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Matrix size : 4,096 ร 14,336
Non-zeros / Sparsity : 26,424,092 / 55.0000%
Build time (ROLV kernel) : 0.0015 s
Dense (cuBLAS) time per iter : 0.009669 s
Sparse (cuSPARSE) time per iter : 0.052953 s
ROLV time per iter : 0.000247 s
Vendor Best Baseline ( cuBLAS) : 0.009669 s
Speedup vs Vendor Best : 39.1x (+3808%)
Energy savings vs Vendor Best : 97.4%
ROLV Hash : 6fa61d3bd3a1cf870ea44b59df5e7455523ac4f4ef23e5b4e965357261a02d71
=== ROLV ULTIMATE FINAL HARNESS โ MI300X GPU ===
AMD ROCm detected โ clean + exact versions
Loading Mistral-7B-v0.1 on CPU (safe)...
#AMD
#MI300X
Moving layer to MI300X GPU...
โ
Layer loaded on cuda:0 (MI300X GPU)
Applying Wanda-style pruning to 55% sparsity...
Final sparsity: 55.00%
NUMERICAL VERIFICATION (ROLV vs Dense)
Max abs diff : 0.058121
Mean abs diff: 0.005342
Within tolerance (< 0.1) : โ YES โ safe for production
FINAL BENCHMARK SUMMARY โ MISTRAL-7B WANDA (ROLV JASON v3.8 โ AMD MI300X)
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Matrix size : 4,096 ร 14,336
Non-zeros / Sparsity : 26,424,092 / 55.0000%
Build time (ROLV kernel) : 0.0294 s
Dense (rocBLAS) time per iter : 0.007448 s
Sparse (rocSPARSE) time per iter : 0.179283 s
ROLV time per iter : 0.000470 s
Vendor Best Baseline : 0.007448 s
Speedup vs Vendor Best : 15.8x (+1484%)
Energy savings vs Vendor Best : 93.7%
ROLV Hash : 6fa61d3bd3a1cf870ea44b59df5e7455523ac4f4ef23e5b4e965357261a02d71
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ