diff --git a/vllm/attention/layer.py b/vllm/attention/layer.py
index c7e7a4d52e5a7..665e37c31887b 100644
--- a/vllm/attention/layer.py
+++ b/vllm/attention/layer.py
@@ -199,7 +199,7 @@ def __init__(
             attn_backend = _Backend.XFORMERS
 
         self.attn_backend = attn_backend if attn_backend in {
-            _Backend.TORCH_SDPA, _Backend.XFORMERS
+            _Backend.TORCH_SDPA, _Backend.XFORMERS, _Backend.HPU_ATTN
         } else _Backend.TORCH_SDPA
 
     def forward(
@@ -232,6 +232,28 @@ def forward(
                                                  value,
                                                  scale=self.scale)
             out = out.transpose(1, 2)
+        elif self.attn_backend == _Backend.HPU_ATTN:
+            from habana_frameworks.torch.hpex.kernels import FusedSDPA
+            from vllm_hpu_extension.utils import ModuleFusedSDPA
+
+            fsdpa_op = ModuleFusedSDPA(FusedSDPA)
+
+            query, key, value = (x.transpose(1, 2)
+                                 for x in (query, key, value))
+
+            out = fsdpa_op(query,
+                           key,
+                           value,
+                           None,
+                           dropout_p=0.0,
+                           is_causal=False,
+                           scale=self.scale,
+                           softmax_mode="fast",
+                           recompute_mode=True,
+                           valid_sequence_lengths=None)
+
+            out = out.transpose(1, 2)
+
         return out.reshape(bsz, q_len, -1)