Add channel last path for max_unpooling3d

[chunhuanMeng]

Optimize MaxUnpooling3d for Channel Last cases by adding a specific kernel, which enable MaxUnpooling3d format conversion free.

[chunhuanMeng]

dtype	shape	op (us)	op (us)
bf16	['bfloat16[2, 32, 2, 2, 2]', 'int64[2, 32, 2, 2, 2]', [64, 64, 64], [32, 32, 32], [0, 0, 0]]	52.656us	50.048us
bf16	['bfloat16[4, 33, 1, 1, 1]', 'int64[4, 33, 1, 1, 1]', [64, 64, 64], [33, 33, 33], [0, 0, 0]]	91.680us	86.112us
bf16	['bfloat16[16, 32, 1, 1, 1]', 'int64[16, 32, 1, 1, 1]', [32, 32, 32], [32, 32, 32], [0, 0, 0]]	94.080us	68.864us
bf16_ChannelsLast	['bfloat16[2, 32, 2, 2, 2]', 'int64[2, 32, 2, 2, 2]', [64, 64, 64], [32, 32, 32], [0, 0, 0]]	92.336us	83.440us
bf16_ChannelsLast	['bfloat16[4, 33, 1, 1, 1]', 'int64[4, 33, 1, 1, 1]', [64, 64, 64], [33, 33, 33], [0, 0, 0]]	194.256us	164.464us
bf16_ChannelsLast	['bfloat16[16, 32, 1, 1, 1]', 'int64[16, 32, 1, 1, 1]', [32, 32, 32], [32, 32, 32], [0, 0, 0]]	144.768us	82.864us
fp16	['float16[2, 32, 2, 2, 2]', 'int64[2, 32, 2, 2, 2]', [64, 64, 64], [32, 32, 32], [0, 0, 0]]	52.320us	50.768us
fp16	['float16[4, 33, 1, 1, 1]', 'int64[4, 33, 1, 1, 1]', [64, 64, 64], [33, 33, 33], [0, 0, 0]]	90.816us	88.928us
fp16	['float16[16, 32, 1, 1, 1]', 'int64[16, 32, 1, 1, 1]', [32, 32, 32], [32, 32, 32], [0, 0, 0]]	93.392us	67.280us
fp16_ChannelsLast	['float16[2, 32, 2, 2, 2]', 'int64[2, 32, 2, 2, 2]', [64, 64, 64], [32, 32, 32], [0, 0, 0]]	93.344us	83.392us
fp16_ChannelsLast	['float16[4, 33, 1, 1, 1]', 'int64[4, 33, 1, 1, 1]', [64, 64, 64], [33, 33, 33], [0, 0, 0]]	191.936us	169.408us
fp16_ChannelsLast	['float16[16, 32, 1, 1, 1]', 'int64[16, 32, 1, 1, 1]', [32, 32, 32], [32, 32, 32], [0, 0, 0]]	146.608us	80.784us
fp32	['float32[2, 32, 2, 2, 2]', 'int64[2, 32, 2, 2, 2]', [64, 64, 64], [32, 32, 32], [0, 0, 0]]	64.032us	61.968us
fp32	['float32[4, 33, 1, 1, 1]', 'int64[4, 33, 1, 1, 1]', [64, 64, 64], [33, 33, 33], [0, 0, 0]]	171.568us	168.192us
fp32	['float32[16, 32, 1, 1, 1]', 'int64[16, 32, 1, 1, 1]', [32, 32, 32], [32, 32, 32], [0, 0, 0]]	104.688us	77.952us
fp32_ChannelsLast	['float32[2, 32, 2, 2, 2]', 'int64[2, 32, 2, 2, 2]', [64, 64, 64], [32, 32, 32], [0, 0, 0]]	103.712us	97.056us
fp32_ChannelsLast	['float32[4, 33, 1, 1, 1]', 'int64[4, 33, 1, 1, 1]', [64, 64, 64], [33, 33, 33], [0, 0, 0]]	263.616us	228.128us
fp32_ChannelsLast	['float32[16, 32, 1, 1, 1]', 'int64[16, 32, 1, 1, 1]', [32, 32, 32], [32, 32, 32], [0, 0, 0]]	155.472us	91.984us

[fengyuan14]

syclWorkGroupSizePerEU / work_group_size_w ?

[fengyuan14]

We use WorkGroupSizePerEU for Unpool2d? but MaxWorkGroupSize for Unpool3d?