[PD] MORI-IO: Add state transfer, inline transfer model, and high-concurrency fixes (#22665)

test/registered/amd/disaggregation/test_mori_transfer_engine_e2e.py

@@ -0,0 +1,179 @@
+import os
+import unittest
+
+import requests
+
+from sglang.test.ci.ci_register import register_amd_ci
+from sglang.test.server_fixtures.disaggregation_fixture import (
+    PDDisaggregationServerBase,
+)
+from sglang.test.test_utils import (
+    DEFAULT_SMALL_MODEL_NAME_FOR_TEST,
+    DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
+    popen_launch_pd_server,
+    try_cached_model,
+)
+
+register_amd_ci(est_time=300, suite="stage-b-test-large-8-gpu-35x-disaggregation-amd")
+
+
+class MoriTransferEngineBase(PDDisaggregationServerBase):
+    port_delta = 0
+    prefill_tp = 1
+    decode_tp = 1
+    decode_base_gpu_id = 1
+    required_gpus = 2
+
+    @classmethod
+    def setUpClass(cls):
+        try:
+            import torch
+
+            if not torch.cuda.is_available():
+                raise unittest.SkipTest("torch.cuda is not available.")
+            if torch.cuda.device_count() < cls.required_gpus:
+                raise unittest.SkipTest(
+                    f"MORI PD smoke test requires >= {cls.required_gpus} visible GPUs."
+                )
+        except Exception as e:
+            raise unittest.SkipTest(f"torch is not available/usable: {e}")
+
+        super().setUpClass()
+
+        cls._old_use_aiter = os.environ.get("SGLANG_USE_AITER")
+        os.environ["SGLANG_USE_AITER"] = "1"
+
+        # The shared fixture defaults to Mooncake in CI; pin Mori explicitly here.
+        cls.transfer_backend = ["--disaggregation-transfer-backend", "mori"]
+
+        rdma_env = os.environ.get("SGLANG_TEST_RDMA_DEVICE")
+        if rdma_env:
+            cls.rdma_devices = ["--disaggregation-ib-device", rdma_env]
+            print(f"Found RDMA devices in env: {rdma_env}")
+        else:
+            print("SGLANG_TEST_RDMA_DEVICE is not set! Running without RDMA.")
+            cls.rdma_devices = []
+
+        cls._shift_ports()
+        cls.model = try_cached_model(
+            os.environ.get(
+                "SGLANG_MORI_E2E_TEST_MODEL",
+                DEFAULT_SMALL_MODEL_NAME_FOR_TEST,
+            )
+        )
+
+        cls.start_prefill()
+        cls.start_decode()
+
+        cls.wait_server_ready(
+            cls.prefill_url + "/health",
+            timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
+            process=cls.process_prefill,
+        )
+        cls.wait_server_ready(
+            cls.decode_url + "/health",
+            timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
+            process=cls.process_decode,
+        )
+        cls.launch_lb()
+
+    @classmethod
+    def tearDownClass(cls):
+        if getattr(cls, "_old_use_aiter", None) is None:
+            os.environ.pop("SGLANG_USE_AITER", None)
+        else:
+            os.environ["SGLANG_USE_AITER"] = cls._old_use_aiter
+        super().tearDownClass()
+
+    @classmethod
+    def _shift_ports(cls):
+        if cls.port_delta == 0:
+            return
+
+        cls.lb_port = str(int(cls.lb_port) + cls.port_delta)
+        cls.prefill_port = str(int(cls.prefill_port) + cls.port_delta)
+        cls.decode_port = str(int(cls.decode_port) + cls.port_delta)
+        cls.bootstrap_port = str(int(cls.bootstrap_port) + cls.port_delta)
+        cls.prefill_url = f"http://{cls.base_host}:{cls.prefill_port}"
+        cls.decode_url = f"http://{cls.base_host}:{cls.decode_port}"
+        cls.lb_url = f"http://{cls.base_host}:{cls.lb_port}"
+        cls.base_url = cls.lb_url
+
+    @classmethod
+    def start_prefill(cls):
+        prefill_args = [
+            "--trust-remote-code",
+            "--disaggregation-mode",
+            "prefill",
+            "--disaggregation-bootstrap-port",
+            cls.bootstrap_port,
+            "--tp",
+            str(cls.prefill_tp),
+            "--attention-backend",
+            "aiter",
+        ]
+        prefill_args += cls.transfer_backend + cls.rdma_devices
+        cls.process_prefill = popen_launch_pd_server(
+            cls.model,
+            cls.prefill_url,
+            timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
+            other_args=prefill_args,
+        )
+
+    @classmethod
+    def start_decode(cls):
+        decode_args = [
+            "--trust-remote-code",
+            "--disaggregation-mode",
+            "decode",
+            "--disaggregation-bootstrap-port",
+            cls.bootstrap_port,
+            "--tp",
+            str(cls.decode_tp),
+            "--base-gpu-id",
+            str(cls.decode_base_gpu_id),
+            "--attention-backend",
+            "aiter",
+        ]
+        decode_args += cls.transfer_backend + cls.rdma_devices
+        cls.process_decode = popen_launch_pd_server(
+            cls.model,
+            cls.decode_url,
+            timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
+            other_args=decode_args,
+        )
+
+    def _assert_generate_smoke(self):
+        resp = requests.post(
+            self.lb_url + "/generate",
+            json={
+                "text": "Hello",
+                "sampling_params": {"temperature": 0, "max_new_tokens": 8},
+            },
+            timeout=120,
+        )
+        self.assertEqual(resp.status_code, 200, resp.text)
+        out = resp.json()
+        self.assertIn("text", out)
+        self.assertIsInstance(out["text"], str)
+        self.assertGreater(len(out["text"]), 0)
+
+
+class TestMoriTransferEngineE2E(MoriTransferEngineBase):
+    def test_generate_smoke(self):
+        self._assert_generate_smoke()
+
+
+class TestMoriTransferEngineTPMismatchE2E(MoriTransferEngineBase):
+    port_delta = 10
+    prefill_tp = 2
+    decode_tp = 4
+    decode_base_gpu_id = 2
+    required_gpus = 6
+
+    def test_generate_smoke_tp_mismatch(self):
+        self._assert_generate_smoke()
+
+
+if __name__ == "__main__":
+    unittest.main()