[CI/Build] Fix AMD CI: test_cpu_gpu.py (#27388)

Signed-off-by: zhewenli <zhewenli@meta.com>

tests/v1/kv_offload/test_cpu_gpu.py

@@ -8,11 +8,20 @@ import torch
 
 from vllm.platforms import current_platform
 from vllm.v1.attention.backends.flash_attn import FlashAttentionBackend
-from vllm.v1.attention.backends.flashinfer import FlashInferBackend
-from vllm.v1.attention.backends.mla.flashattn_mla import FlashAttnMLABackend
 from vllm.v1.kv_offload.mediums import CPULoadStoreSpec, GPULoadStoreSpec
 from vllm.v1.kv_offload.worker.cpu_gpu import CpuGpuOffloadingHandler
 
+BACKENDS_TO_TEST = [FlashAttentionBackend]
+
+if not current_platform.is_rocm():
+    from vllm.v1.attention.backends.flashinfer import FlashInferBackend
+
+    BACKENDS_TO_TEST.append(FlashInferBackend)
+
+    from vllm.v1.attention.backends.mla.flashattn_mla import FlashAttnMLABackend
+
+    BACKENDS_TO_TEST.append(FlashAttnMLABackend)
+
 NUM_GPU_BLOCKS = [64]
 NUM_CPU_BLOCKS = [256]
 GPU_BLOCK_SIZES = [16]
@@ -55,8 +64,8 @@ def test_transfer(
 ) -> None:
     current_platform.seed_everything(seed)
 
-    # create per-layer GPU KV caches
-    attn_backends_list = [FlashAttentionBackend, FlashInferBackend, FlashAttnMLABackend]
+    # create per-layer GPU KV caches based on available attn_backends
+    attn_backends_list = BACKENDS_TO_TEST
 
     gpu_caches = {}
     attn_backends = {}