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| sorted_ids = sorted_token_ids.contiguous() | ||
| sorted_eids = sorted_expert_ids.contiguous() | ||
| sorted_size = int(sorted_ids.numel()) |
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| sorted_ids = sorted_token_ids.contiguous() | ||
| sorted_eids = sorted_expert_ids.contiguous() | ||
| sorted_size = int(sorted_ids.numel()) |
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| import aiter | ||
| from aiter import dtypes | ||
| from aiter.test_common import checkAllclose, benchmark, run_perftest | ||
| from aiter.int4_utils import * |
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| w1_scale_aiter = w1_scale | ||
| w2_scale_aiter = w2_scale | ||
| if WQDType == torch.int4: # int4 w quant | ||
| w1_qt_aiter = rearrange_4bit_elements( |
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| w2_scale_aiter = w2_scale | ||
| if WQDType == torch.int4: # int4 w quant | ||
| w1_qt_aiter = rearrange_4bit_elements( | ||
| convert_int8_to_uint32_int4( |
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| shuffle_weight(w1_qt_aiter, (16, 16), use_int4=True) | ||
| ) | ||
| ) | ||
| w2_qt_aiter = rearrange_4bit_elements( |
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| ) | ||
| ) | ||
| w2_qt_aiter = rearrange_4bit_elements( | ||
| convert_int8_to_uint32_int4( |
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| sorted_ids = sorted_ids.contiguous() | ||
| sorted_w = sorted_w.contiguous() | ||
| sorted_eids = sorted_eids.contiguous() | ||
| sorted_size = int(sorted_ids.numel()) |
Contributor
| from aiter.fused_moe_bf16_asm import asm_moe | ||
| from aiter.ops.shuffle import shuffle_weight | ||
| from aiter import pertoken_quant | ||
| from aiter.int4_utils import * |
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