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gfx1250: add (lightly-optimized) Triton GMM config #638

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gfx1250: add (lightly-optimized) Triton GMM config #638

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203 changes: 203 additions & 0 deletions transformer_engine/pytorch/triton_kernels/gmm/configs/gfx1250-GMM.json
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{
"gmm": {
"default": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"tiny_shapes": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 64,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 4,
"num_stages": 1
},
"k_heavy": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 128,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"n_heavy": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"balanced_large_n": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"very_large_m": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"small_shapes": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 16,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"small_m_moderate_n": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 1,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"default_no_trans_rhs": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"k_heavy_bwd": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 128,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"very_large_m_small_n_bwd": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"balanced_large_n_bwd": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"n_very_heavy_bwd": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 8,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
},
"small_k_large_n_bwd": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_K": 64,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 8,
"num_stages": 2
}
},
"ptgmm": {
"default": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_K": 256,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 4,
"num_stages": 1
},
"high_group_count": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_K": 128,
"BLOCK_SIZE_N": 128,
"GROUP_SIZE": 1,
"GRID_DIM": 256,
"num_warps": 2,
"num_stages": 2
},
"small_n": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_K": 256,
"BLOCK_SIZE_N": 128,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 4,
"num_stages": 1
},
"small_n_high_group": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_K": 128,
"BLOCK_SIZE_N": 128,
"GROUP_SIZE": 4,
"GRID_DIM": 256,
"num_warps": 4,
"num_stages": 2
},
"accumulate": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_K": 128,
"BLOCK_SIZE_N": 128,
"GROUP_SIZE": 1,
"GRID_DIM": 256,
"num_warps": 2,
"num_stages": 2
}
},
"nptgmm": {
"default": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_K": 256,
"BLOCK_SIZE_N": 256,
"GROUP_SIZE": 1,
"num_warps": 8,
"num_stages": 2
},
"small_n": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_K": 256,
"BLOCK_SIZE_N": 128,
"GROUP_SIZE": 16,
"num_warps": 8,
"num_stages": 2
},
"accumulate": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_K": 128,
"BLOCK_SIZE_N": 128,
"GROUP_SIZE": 1,
"num_warps": 8,
"num_stages": 2
}
}
}
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