[ARK] Optimize SYCL-TLA woqgemm_s8

[Zhenzhong1]

Desc

Perf

SYCL-TLA on B60

=== W4A8===

 m=4096, n=4096, k=4096, blocksize=64, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.062500, Mean Diff: 0.008240, ref mean:7.480469, OUT mean:7.480469
[Performance] Time: 1.5445 ms
              GFLOPS: 88987.05
              Bandwidth: 49.22 GB/s

 m=4096, n=4096, k=4096, blocksize=32, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.007812, Mean Diff: 0.001297, ref mean:7.511719, OUT mean:7.511719
[Performance] Time: 1.7683 ms
              GFLOPS: 77723.89
              Bandwidth: 43.29 GB/s

 m=4096, n=4096, k=4096, blocksize=32, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.007812, Mean Diff: 0.001297, ref mean:7.511719, OUT mean:7.511719
[Performance] Time: 1.7685 ms
              GFLOPS: 77714.57
              Bandwidth: 43.28 GB/s

 m=4096, n=4096, k=4096, blocksize=64, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.062500, Mean Diff: 0.008240, ref mean:7.480469, OUT mean:7.480469
[Performance] Time: 1.5443 ms
              GFLOPS: 88997.73
              Bandwidth: 49.23 GB/s

 m=4096, n=4096, k=4096, blocksize=128, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.062500, Mean Diff: 0.008240, ref mean:7.500000, OUT mean:7.500000
[Performance] Time: 1.4031 ms
              GFLOPS: 97953.18
              Bandwidth: 53.99 GB/s

Reference Joint_matrix on B60

=== W4A8 / A8W4 ===

 m=4096, n=4096, k=4096, blocksize=64, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.062500, Mean Diff: 0.008240, ref mean:7.480469, OUT mean:7.480469
[Performance] Time: 1.9193 ms
              GFLOPS: 71607.50
              Bandwidth: 39.61 GB/s

 m=4096, n=4096, k=4096, blocksize=32, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.007812, Mean Diff: 0.001297, ref mean:7.511719, OUT mean:7.511719
[Performance] Time: 1.5900 ms
              GFLOPS: 86441.91
              Bandwidth: 48.14 GB/s

 m=4096, n=4096, k=4096, blocksize=32, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.007812, Mean Diff: 0.001297, ref mean:7.511719, OUT mean:7.511719
[Performance] Time: 1.5905 ms
              GFLOPS: 86410.68
              Bandwidth: 48.13 GB/s

 m=4096, n=4096, k=4096, blocksize=64, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.062500, Mean Diff: 0.008240, ref mean:7.480469, OUT mean:7.480469
[Performance] Time: 1.9193 ms
              GFLOPS: 71609.52
              Bandwidth: 39.61 GB/s

 m=4096, n=4096, k=4096, blocksize=128, compute_type=int8, weight_type=int4, scale_type=fp16, asym=False, device=xpu
  Max Diff: 0.062500, Mean Diff: 0.008240, ref mean:7.500000, OUT mean:7.500000
[Performance] Time: 1.5447 ms
              GFLOPS: 88972.04
              Bandwidth: 49.04 GB/s