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[DOCs] add vllm v0.15.1 dcu use readme.md file including  introduction, supported models, installation, PD, and EP usage

[DOC] add vllm v0.15.1 dcu use readme.md file including  introduction, supported models, installation, PD, and EP usage

[BUGFIX] 修复 Qwen3-MoE Attention 中 fused RMS RoPE 的 epsilon 参数顺序错误

See merge request dcutoolkit/deeplearing/vllm!539

feat: Support rms+quant fusion in minimax_m2 series model.

See merge request dcutoolkit/deeplearing/vllm!538

use tunning w4a16 moe

See merge request dcutoolkit/deeplearing/vllm!535

feat(v1 attention): 为 ROCm FlashAttention 接入 unified kv layout，并打通 mm_prefix、qq_bias 与 use_alibi_sqrt 透传

See merge request dcutoolkit/deeplearing/vllm!526

feat(v1 attention): 为 ROCm FlashAttention 接入 unified kv layout，并打通 mm_prefix、qq_bias 与 use_alibi_sqrt 透传
在 ROCm FlashAttention 后端增加 unified KV layout 选择逻辑
接入 unified varlen kernel 调用路径
在 FlashAttention metadata 中补充 mm_prefix_range 与 qq_bias 透传