[Feat.][310P]: weightNZ feature with quant or unquant. (#6705)
NZ Format Support for Linear Layers: Implemented support for the NZ
(N-dimensional Z-order) format for linear layer weights on Ascend 310P,
enhancing performance for both quantized and unquantized layers.
Unquantized Linear Method for Ascend 310P: Introduced
AscendUnquantizedLinearMethod310 to specifically handle and apply NZ
format casting to unquantized linear layer weights during the loading
process.
MRotaryEmbedding Integration: Extended Rotary Embedding support by
adding AscendMRotaryEmbedding310 to provide an Ascend-specific
implementation for MRotaryEmbedding.
Quantization Method Updates: Updated the w8a8_static quantization method
to directly transpose weights and apply NZ format casting, ensuring
consistency with the new format.
- vLLM version: v0.15.0
- vLLM main:
9562912cea
---------
Signed-off-by: Tflowers-0129 <2906339855@qq.com>
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@@ -641,6 +641,8 @@ def register_ascend_customop(vllm_config: VllmConfig | None = None):
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}
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)
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REGISTERED_ASCEND_OPS.pop("MRotaryEmbedding", None)
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for name, op_cls in REGISTERED_ASCEND_OPS.items():
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CustomOp.register_oot(_decorated_op_cls=op_cls, name=name)
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