diff --git a/sgl-kernel/python/sgl_kernel/flash_attn.py b/sgl-kernel/python/sgl_kernel/flash_attn.py
index a14173568..2d1a79489 100644
--- a/sgl-kernel/python/sgl_kernel/flash_attn.py
+++ b/sgl-kernel/python/sgl_kernel/flash_attn.py
@@ -204,3 +204,75 @@ def flash_attn_with_kvcache(
     )
     # return (out, softmax_lse) if return_softmax_lse else out
     return (out, softmax_lse, *rest) if return_softmax_lse else out
+
+
+def flash_attn_varlen_func(
+    q,
+    k,
+    v,
+    cu_seqlens_q,
+    cu_seqlens_k,
+    max_seqlen_q,
+    max_seqlen_k,
+    seqused_q=None,
+    seqused_k=None,
+    softmax_scale=None,
+    causal=False,
+    qv=None,
+    q_descale=None,
+    k_descale=None,
+    v_descale=None,
+    window_size=(-1, -1),
+    softcap=0.0,
+    num_splits=1,
+    pack_gqa=None,
+    sm_margin=0,
+    return_softmax_lse=False,
+):
+    if not is_fa3_supported():
+        raise NotImplementedError(
+            "flash_attn at sgl-kernel is only supported on sm90 and above"
+        )
+
+    if softmax_scale is None:
+        softmax_scale = (q.shape[-1] + (qv.shape[-1] if qv is not None else 0)) ** (
+            -0.5
+        )
+
+    out, softmax_lse, *rest = torch.ops.sgl_kernel.fwd.default(
+        q,
+        k,
+        v,
+        None,  # k_new
+        None,  # v_new
+        qv,  # qv
+        None,  # out
+        cu_seqlens_q,
+        cu_seqlens_k,
+        None,  # cu_seqlens_k_new
+        seqused_q,
+        seqused_k,
+        max_seqlen_q,
+        max_seqlen_k,
+        None,  # page_table,
+        None,  # kv_batch_idx
+        None,  # leftpad_k
+        None,  # rotary cos
+        None,  # rotary sin
+        None,  # seqlens_rotary
+        q_descale,
+        k_descale,
+        v_descale,
+        softmax_scale,
+        causal,
+        window_size[0],
+        window_size[1],
+        softcap,
+        is_rotary_interleaved=False,
+        scheduler_metadata=None,
+        num_splits=num_splits,
+        pack_gqa=pack_gqa,
+        sm_margin=sm_margin,
+    )
+
+    return (out, softmax_lse, *rest) if return_softmax_lse else out