[AMD] CI - migrate perf test and fix stage-b-test-1-gpu-amd (#17340)

Co-authored-by: Bingxu Chen <bingxche@amd.com>
Co-authored-by: bingxche <Bingxu.Chen@amd.com>
Co-authored-by: michaelzhang-ai <michaelzhang.ai@users.noreply.github.com>

test/registered/perf/test_bench_serving_1gpu_large.py

@@ -4,7 +4,8 @@ Performance tests for single GPU that need H200 (80GB) - FP8 and EAGLE tests.
 
 import unittest
 
-from sglang.test.ci.ci_register import register_cuda_ci
+from sglang.srt.utils import is_hip
+from sglang.test.ci.ci_register import register_amd_ci, register_cuda_ci
 from sglang.test.test_utils import (
     DEFAULT_DRAFT_MODEL_EAGLE,
     DEFAULT_MODEL_NAME_FOR_TEST_FP8,
@@ -17,6 +18,7 @@ from sglang.test.test_utils import (
 )
 
 register_cuda_ci(est_time=300, suite="stage-b-test-large-1-gpu-performance")
+register_amd_ci(est_time=300, suite="stage-b-test-large-1-gpu-performance-amd")
 
 
 class TestBenchServing1GPULarge(CustomTestCase):
@@ -38,6 +40,7 @@ class TestBenchServing1GPULarge(CustomTestCase):
             else:
                 self.assertGreater(res["output_throughput"], 4300)
 
+    @unittest.skipIf(is_hip(), "Skip Eagle test for ROCm")
     def test_online_latency_eagle(self):
         res = run_bench_serving(
             model=DEFAULT_TARGET_MODEL_EAGLE,