[Bugfix][Hardware][AMD] Fix ROCM_AITER_FA speculative decoding support (#32877)

Signed-off-by: c0de128 <kevin.mckay@outlook.com>
Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com>

vllm/v1/attention/backends/rocm_aiter_fa.py

@@ -1076,10 +1076,43 @@ class AiterFlashAttentionImpl(AttentionImpl):
             # calculate for decodes
             if num_decodes > 0:
                 assert attn_metadata.decode_metadata is not None
-                if self.sliding_window[0] != -1:
+                decode_max_query_len = attn_metadata.decode_metadata.max_query_len
+
+                # Use unified_attention for speculative decoding (multi-token)
+                # or when sliding window is enabled
+                if self.sliding_window[0] != -1 or decode_max_query_len > 1:
                     assert not rocm_aiter_ops.is_shuffle_kv_cache_enabled(), (
-                        "Sliding window with shuffle layout is not supported yet."
+                        "Shuffle KV cache layout is not supported with sliding "
+                        "window or speculative decoding (multi-token decode)."
+                    )
+                    from aiter.ops.triton.unified_attention import (
+                        unified_attention,
+                    )
+
+                    descale_shape = (
+                        attn_metadata.query_start_loc[:num_decodes].shape[0] - 1,
+                        key_cache.shape[2],
+                    )
+                    unified_attention(
+                        q=query[:num_decode_tokens],
+                        k=key_cache,
+                        v=value_cache,
+                        out=output[:num_decode_tokens],
+                        cu_seqlens_q=attn_metadata.query_start_loc[:num_decodes],
+                        max_seqlen_q=decode_max_query_len,
+                        seqused_k=attn_metadata.seq_lens[:num_decodes],
+                        max_seqlen_k=attn_metadata.max_seq_len,
+                        softmax_scale=self.scale,
+                        causal=True,
+                        alibi_slopes=self.alibi_slopes,
+                        window_size=self.sliding_window,
+                        block_table=attn_metadata.block_table[:num_decodes],
+                        softcap=self.logits_soft_cap,
+                        q_descale=None,
+                        k_descale=layer._k_scale.expand(descale_shape),
+                        v_descale=layer._v_scale.expand(descale_shape),
                     )
+                    return
 
                 if rocm_aiter_ops.is_shuffle_kv_cache_enabled():
                     num_blocks, block_size, num_kv_heads, head_size = key_cache.shape