[Fix][PD] Give prefill and decode their own RDMA NICs in disaggregation tests (#39584)

This commit is contained in:
Liangsheng Yin
2026-09-15 15:07:42 -07:00
committed by GitHub
parent 406c9c71d8
commit 87c9f78e99
12 changed files with 103 additions and 120 deletions
@@ -114,6 +114,13 @@ class PDDisaggregationServerBase(CustomTestCase):
msg = "No RDMA devices specified for disaggregation test, using default settings." msg = "No RDMA devices specified for disaggregation test, using default settings."
warnings.warn(msg) warnings.warn(msg)
@classmethod
def rdma_devices_for(cls, gpu_indices) -> list:
"""`--disaggregation-ib-device` args for a server pinned to these GPUs."""
if not is_in_ci():
return cls.rdma_devices
return ["--disaggregation-ib-device", get_rdma_devices_args(gpu_indices)]
# Subclasses can set these to customize server args # Subclasses can set these to customize server args
extra_prefill_args = [] extra_prefill_args = []
extra_decode_args = [] extra_decode_args = []
@@ -131,7 +138,9 @@ class PDDisaggregationServerBase(CustomTestCase):
"--tp", "--tp",
str(cls.prefill_tp_size), str(cls.prefill_tp_size),
] + list(cls.extra_prefill_args) ] + list(cls.extra_prefill_args)
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(
range(cls.prefill_tp_size)
)
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -160,7 +169,9 @@ class PDDisaggregationServerBase(CustomTestCase):
"--base-gpu-id", "--base-gpu-id",
str(cls.decode_base_gpu_id), str(cls.decode_base_gpu_id),
] + list(cls.extra_decode_args) ] + list(cls.extra_decode_args)
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(
range(cls.decode_base_gpu_id, cls.decode_base_gpu_id + cls.decode_tp_size)
)
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -338,93 +349,56 @@ def _get_available_ib_devices():
return devices if devices else None return devices if devices else None
def get_rdma_devices_args(): def get_rdma_devices_args(gpu_indices=None) -> str:
"""RDMA devices for a server pinned to `gpu_indices`, as absolute node ids.
Ids relative to a group base would map a decode server pinned with
`--base-gpu-id 4` onto the first NICs, across the socket boundary.
"""
def _parse_list_env(var_name: str): def _parse_list_env(var_name: str):
val = os.getenv(var_name) val = os.getenv(var_name)
if not val: items = [x.strip() for x in (val or "").split(",") if x.strip()]
return None
items = [x.strip() for x in val.split(",") if x.strip()]
return items or None return items or None
def _pick_default_pair(rdma_all_devices):
return [rdma_all_devices[0], rdma_all_devices[len(rdma_all_devices) // 2]]
# Priority: env var > auto-detect > hardcoded fallback
rdma_all_devices = ( rdma_all_devices = (
_parse_list_env("SGLANG_CI_RDMA_ALL_DEVICES") _parse_list_env("SGLANG_CI_RDMA_ALL_DEVICES")
or _get_available_ib_devices() or _get_available_ib_devices()
or [f"mlx5_roce{i}" for i in range(8)] or [f"mlx5_roce{i}" for i in range(8)]
) )
logger.warning("Resolved rdma_all_devices=%s", rdma_all_devices)
n_rdma = len(rdma_all_devices) n_rdma = len(rdma_all_devices)
# 1. Get visible GPU indices if gpu_indices is None:
cuda_visible_devices = os.getenv("CUDA_VISIBLE_DEVICES") gpu_indices = _parse_list_env("CUDA_VISIBLE_DEVICES") or []
if not cuda_visible_devices:
warnings.warn("CUDA_VISIBLE_DEVICES is not set. Using default RDMA devices.")
return ",".join(_pick_default_pair(rdma_all_devices))
try: try:
# Convert to list of integers (handling possible spaces and empty strings) gpu_indices = sorted({int(g) for g in gpu_indices})
gpu_indices = [
int(idx.strip()) for idx in cuda_visible_devices.split(",") if idx.strip()
]
if not gpu_indices or len(gpu_indices) > 4:
return ",".join(_pick_default_pair(rdma_all_devices))
except ValueError: except ValueError:
warnings.warn(f"Invalid CUDA_VISIBLE_DEVICES format: {cuda_visible_devices}") warnings.warn(f"Invalid GPU indices: {gpu_indices}")
return ",".join(_pick_default_pair(rdma_all_devices)) gpu_indices = []
if not gpu_indices:
return ",".join([rdma_all_devices[0], rdma_all_devices[n_rdma // 2]])
# 2. Calculate base RDMA index group (each group of 4 GPUs uses consecutive devices)
base_rdma_group = (min(gpu_indices) // 4) * 4
for gpu_idx in gpu_indices:
if not (base_rdma_group <= gpu_idx < base_rdma_group + 4):
warnings.warn(
f"GPU index {gpu_idx} is outside expected group "
f"{base_rdma_group}-{base_rdma_group + 3}"
)
# 3. Generate RDMA device names
# Detect total GPUs on the node (not just visible ones)
try: try:
import torch import torch
total_gpus = torch.cuda.device_count() total_gpus = torch.cuda.device_count()
except Exception: except Exception:
total_gpus = 8 # Fallback to common 8-GPU setup total_gpus = 0
total_gpus = total_gpus or max(8, gpu_indices[-1] + 1)
# Handle edge cases
if total_gpus == 0:
total_gpus = 8
if n_rdma > total_gpus:
logger.warning(
"More RDMA devices (%d) than GPUs (%d), using first and middle device",
n_rdma,
total_gpus,
)
return ",".join(_pick_default_pair(rdma_all_devices))
# Calculate how many GPUs share each RDMA device
gpus_per_rdma = max(1, total_gpus // n_rdma) gpus_per_rdma = max(1, total_gpus // n_rdma)
devices = [
rdma_all_devices[min(gpu // gpus_per_rdma, n_rdma - 1)] for gpu in gpu_indices
]
resolved = ",".join(dict.fromkeys(devices))
logger.warning( logger.warning(
"GPU-to-RDMA mapping: total_gpus=%d, n_rdma=%d, gpus_per_rdma=%d", "RDMA for gpus=%s: total_gpus=%d n_rdma=%d -> %s",
gpu_indices,
total_gpus, total_gpus,
n_rdma, n_rdma,
gpus_per_rdma, resolved,
) )
return resolved
rdma_devices = []
base_gpu = min(gpu_indices)
for gpu_idx in gpu_indices:
nic_index = min((gpu_idx - base_gpu) // gpus_per_rdma, n_rdma - 1)
rdma_devices.append(rdma_all_devices[nic_index])
if not rdma_devices:
return ",".join(_pick_default_pair(rdma_all_devices))
# Deduplicate while preserving order
return ",".join(dict.fromkeys(rdma_devices))
_IB_SYSFS = "/sys/class/infiniband" _IB_SYSFS = "/sys/class/infiniband"
@@ -58,7 +58,7 @@ class TestDisaggregationMooncakeAARCH64Accuracy(PDDisaggregationServerBase):
"--nccl-port", "--nccl-port",
str(NCCL_PORT_BASE), str(NCCL_PORT_BASE),
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(2))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -81,7 +81,7 @@ class TestDisaggregationMooncakeAARCH64Accuracy(PDDisaggregationServerBase):
"--nccl-port", "--nccl-port",
str(NCCL_PORT_BASE + 1), str(NCCL_PORT_BASE + 1),
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(2, 4))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -89,7 +89,7 @@ class TestDisaggregationDecodeOffload(PDDisaggregationServerBase):
"--hicache-ratio", "--hicache-ratio",
"2", "2",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(1))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -119,7 +119,7 @@ class TestDisaggregationDecodeOffload(PDDisaggregationServerBase):
"--hicache-storage-backend", "--hicache-storage-backend",
"file", "file",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(1, 2))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -52,7 +52,7 @@ class TestDisaggregationMooncakePrefillLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -75,7 +75,7 @@ class TestDisaggregationMooncakePrefillLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 6))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -131,7 +131,7 @@ class TestDisaggregationMooncakeDecodeLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(2))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -154,7 +154,7 @@ class TestDisaggregationMooncakeDecodeLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -210,7 +210,7 @@ class TestDisaggregationMooncakeMHAPrefillLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -233,7 +233,7 @@ class TestDisaggregationMooncakeMHAPrefillLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 6))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -289,7 +289,7 @@ class TestDisaggregationMooncakeMHADecodeLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(2))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -312,7 +312,7 @@ class TestDisaggregationMooncakeMHADecodeLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -375,7 +375,7 @@ class TestDisaggregationStagingPrefillLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
env = {**os.environ, **STAGING_ENV} env = {**os.environ, **STAGING_ENV}
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
@@ -400,7 +400,7 @@ class TestDisaggregationStagingPrefillLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 6))
env = {**os.environ, **STAGING_ENV} env = {**os.environ, **STAGING_ENV}
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
@@ -456,7 +456,7 @@ class TestDisaggregationStagingDecodeLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(2))
env = {**os.environ, **STAGING_ENV} env = {**os.environ, **STAGING_ENV}
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
@@ -481,7 +481,7 @@ class TestDisaggregationStagingDecodeLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
env = {**os.environ, **STAGING_ENV} env = {**os.environ, **STAGING_ENV}
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
@@ -549,7 +549,7 @@ class TestDisaggregationGDNHybridHeteroTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(1))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -572,7 +572,7 @@ class TestDisaggregationGDNHybridHeteroTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -641,7 +641,7 @@ class TestDisaggregationStagingRadixPrefillLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
env = {**os.environ, **STAGING_ENV} env = {**os.environ, **STAGING_ENV}
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
@@ -669,7 +669,7 @@ class TestDisaggregationStagingRadixPrefillLargerTP(PDDisaggregationServerBase):
"--enable-metrics", "--enable-metrics",
"--enable-request-time-stats-logging", "--enable-request-time-stats-logging",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 6))
env = {**os.environ, **STAGING_ENV} env = {**os.environ, **STAGING_ENV}
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
@@ -60,7 +60,9 @@ class TestDisaggregationDPAttention(PDDisaggregationServerBase):
"--load-balance-method", "--load-balance-method",
cls.LOAD_BALANCE_METHOD, cls.LOAD_BALANCE_METHOD,
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(
range(cls.PREFILL_DP_SIZE)
)
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -86,7 +88,9 @@ class TestDisaggregationDPAttention(PDDisaggregationServerBase):
"--load-balance-method", "--load-balance-method",
cls.LOAD_BALANCE_METHOD, cls.LOAD_BALANCE_METHOD,
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(
range(cls.PREFILL_DP_SIZE, cls.PREFILL_DP_SIZE + cls.DECODE_DP_SIZE)
)
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -81,7 +81,7 @@ class TestDisaggregationDSV4(SpecDecodingMixin, PDDisaggregationServerBase, GSM8
"--watchdog-timeout", "--watchdog-timeout",
"900", "900",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -119,7 +119,7 @@ class TestDisaggregationDSV4(SpecDecodingMixin, PDDisaggregationServerBase, GSM8
"--watchdog-timeout", "--watchdog-timeout",
"900", "900",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -80,7 +80,7 @@ class TestDisaggregationDSV4HiSparseBase(PDDisaggregationServerBase, GSM8KMixin)
"--watchdog-timeout", "--watchdog-timeout",
"900", "900",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -122,7 +122,7 @@ class TestDisaggregationDSV4HiSparseBase(PDDisaggregationServerBase, GSM8KMixin)
"--watchdog-timeout", "--watchdog-timeout",
"900", "900",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -43,7 +43,7 @@ class TestDisaggregationHybridAttentionGDN(PDDisaggregationServerBase):
"--tp", "--tp",
"4", "4",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -64,7 +64,7 @@ class TestDisaggregationHybridAttentionGDN(PDDisaggregationServerBase):
"--base-gpu-id", "--base-gpu-id",
"4", "4",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -117,7 +117,7 @@ class TestDisaggregationHybridAttentionGDNExtraBuffer(PDDisaggregationServerBase
"--mamba-radix-cache-strategy", "--mamba-radix-cache-strategy",
"extra_buffer", "extra_buffer",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -140,7 +140,7 @@ class TestDisaggregationHybridAttentionGDNExtraBuffer(PDDisaggregationServerBase
"--mamba-radix-cache-strategy", "--mamba-radix-cache-strategy",
"extra_buffer", "extra_buffer",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -194,7 +194,7 @@ class TestDisaggregationHybridAttentionGDNDPDecode(PDDisaggregationServerBase):
"--tp", "--tp",
"2", "2",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(2))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -219,7 +219,7 @@ class TestDisaggregationHybridAttentionGDNDPDecode(PDDisaggregationServerBase):
"--base-gpu-id", "--base-gpu-id",
"2", "2",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(2, 4))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -271,7 +271,7 @@ class TestDisaggregationHybridAttentionMamba(PDDisaggregationServerBase):
"--tp", "--tp",
"4", "4",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -292,7 +292,7 @@ class TestDisaggregationHybridAttentionMamba(PDDisaggregationServerBase):
"--base-gpu-id", "--base-gpu-id",
"4", "4",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -345,7 +345,7 @@ class TestDisaggregationHybridAttentionMambaExtraBuffer(PDDisaggregationServerBa
"--mamba-radix-cache-strategy", "--mamba-radix-cache-strategy",
"extra_buffer", "extra_buffer",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -368,7 +368,7 @@ class TestDisaggregationHybridAttentionMambaExtraBuffer(PDDisaggregationServerBa
"--mamba-radix-cache-strategy", "--mamba-radix-cache-strategy",
"extra_buffer", "extra_buffer",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -97,7 +97,8 @@ class TestDisaggregationInklingMXFP8(PDDisaggregationServerBase, GSM8KMixin):
*COMMON_ARGS, *COMMON_ARGS,
"--enable-hierarchical-cache", "--enable-hierarchical-cache",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices # COMMON_ARGS carries --tp 2, so each side spans two GPUs.
prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(2))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -118,7 +119,7 @@ class TestDisaggregationInklingMXFP8(PDDisaggregationServerBase, GSM8KMixin):
"--base-gpu-id", "--base-gpu-id",
"2", "2",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(2, 4))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -151,7 +151,9 @@ class NixlPDDisaggregationServerBase(PDDisaggregationServerBase):
"--tp", "--tp",
str(cls.prefill_tp_size), str(cls.prefill_tp_size),
] + list(cls.extra_prefill_args) ] + list(cls.extra_prefill_args)
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(
range(cls.prefill_tp_size)
)
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -178,7 +180,9 @@ class NixlPDDisaggregationServerBase(PDDisaggregationServerBase):
"--base-gpu-id", "--base-gpu-id",
str(cls.decode_base_gpu_id), str(cls.decode_base_gpu_id),
] + list(cls.extra_decode_args) ] + list(cls.extra_decode_args)
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(
range(cls.decode_base_gpu_id, cls.decode_base_gpu_id + cls.decode_tp_size)
)
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -48,7 +48,7 @@ class TestDisaggregationPrefillPPDynamicChunkAccuracy(PDDisaggregationServerBase
"--disable-overlap-schedule", "--disable-overlap-schedule",
"--enable-dynamic-chunking", "--enable-dynamic-chunking",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -69,7 +69,7 @@ class TestDisaggregationPrefillPPDynamicChunkAccuracy(PDDisaggregationServerBase
"--base-gpu-id", "--base-gpu-id",
"4", "4",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 6))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -125,7 +125,7 @@ class TestDisaggregationDecodePPAccuracy(PDDisaggregationServerBase):
"2", "2",
"--disable-overlap-schedule", "--disable-overlap-schedule",
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(4))
cls.process_prefill = popen_launch_pd_server( cls.process_prefill = popen_launch_pd_server(
cls.model, cls.model,
cls.prefill_url, cls.prefill_url,
@@ -148,7 +148,7 @@ class TestDisaggregationDecodePPAccuracy(PDDisaggregationServerBase):
"--base-gpu-id", "--base-gpu-id",
"4", "4",
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(4, 8))
cls.process_decode = popen_launch_pd_server( cls.process_decode = popen_launch_pd_server(
cls.model, cls.model,
cls.decode_url, cls.decode_url,
@@ -187,7 +187,7 @@ class TestEPDDisaggregationOmni(PDDisaggregationServerBase):
"--port", "--port",
cls.prefill_port, cls.prefill_port,
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(1, 2))
prefill_env = os.environ.copy() prefill_env = os.environ.copy()
if cls.server_type == "grpc": if cls.server_type == "grpc":
prefill_env["SGLANG_ENCODER_MM_RECEIVER_MODE"] = "grpc" prefill_env["SGLANG_ENCODER_MM_RECEIVER_MODE"] = "grpc"
@@ -214,7 +214,7 @@ class TestEPDDisaggregationOmni(PDDisaggregationServerBase):
"--port", "--port",
cls.decode_port, cls.decode_port,
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(2, 3))
cls.process_decode = popen_launch_server( cls.process_decode = popen_launch_server(
cls.model, cls.model,
base_url=cls.decode_url, base_url=cls.decode_url,
@@ -703,7 +703,7 @@ class TestEPDDisaggregationOneEncoder(MMMUMixin, PDDisaggregationServerBase):
"--port", "--port",
cls.prefill_port, cls.prefill_port,
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(1, 2))
cls.process_prefill = popen_launch_server( cls.process_prefill = popen_launch_server(
cls.model, cls.model,
base_url=cls.prefill_url, base_url=cls.prefill_url,
@@ -727,7 +727,7 @@ class TestEPDDisaggregationOneEncoder(MMMUMixin, PDDisaggregationServerBase):
"--port", "--port",
cls.decode_port, cls.decode_port,
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(2, 3))
cls.process_decode = popen_launch_server( cls.process_decode = popen_launch_server(
cls.model, cls.model,
base_url=cls.decode_url, base_url=cls.decode_url,
@@ -824,7 +824,7 @@ class TestEPDDisaggregationKimiVL(PDDisaggregationServerBase):
cls.prefill_port, cls.prefill_port,
*cls.model_args, *cls.model_args,
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(1, 2))
cls.process_prefill = popen_launch_server( cls.process_prefill = popen_launch_server(
cls.model, cls.model,
base_url=cls.prefill_url, base_url=cls.prefill_url,
@@ -848,7 +848,7 @@ class TestEPDDisaggregationKimiVL(PDDisaggregationServerBase):
cls.decode_port, cls.decode_port,
*cls.model_args, *cls.model_args,
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(2, 3))
cls.process_decode = popen_launch_server( cls.process_decode = popen_launch_server(
cls.model, cls.model,
base_url=cls.decode_url, base_url=cls.decode_url,
@@ -1219,7 +1219,7 @@ class TestEPDDisaggregationMultiEncoders(MMMUMixin, PDDisaggregationServerBase):
"--port", "--port",
cls.prefill_port, cls.prefill_port,
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(2, 3))
cls.process_prefill = popen_launch_server( cls.process_prefill = popen_launch_server(
cls.model, cls.model,
base_url=cls.prefill_url, base_url=cls.prefill_url,
@@ -1243,7 +1243,7 @@ class TestEPDDisaggregationMultiEncoders(MMMUMixin, PDDisaggregationServerBase):
"--port", "--port",
cls.decode_port, cls.decode_port,
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(3, 4))
cls.process_decode = popen_launch_server( cls.process_decode = popen_launch_server(
cls.model, cls.model,
base_url=cls.decode_url, base_url=cls.decode_url,
@@ -1352,7 +1352,7 @@ class TestEPDDisaggregationGrpcEncoderMMMU(MMMUMixin, PDDisaggregationServerBase
"--port", "--port",
cls.prefill_port, cls.prefill_port,
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(1, 2))
prefill_env = os.environ.copy() prefill_env = os.environ.copy()
prefill_env["SGLANG_ENCODER_MM_RECEIVER_MODE"] = "grpc" prefill_env["SGLANG_ENCODER_MM_RECEIVER_MODE"] = "grpc"
cls.process_prefill = popen_launch_server( cls.process_prefill = popen_launch_server(
@@ -1378,7 +1378,7 @@ class TestEPDDisaggregationGrpcEncoderMMMU(MMMUMixin, PDDisaggregationServerBase
"--port", "--port",
cls.decode_port, cls.decode_port,
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(2, 3))
cls.process_decode = popen_launch_server( cls.process_decode = popen_launch_server(
cls.model, cls.model,
base_url=cls.decode_url, base_url=cls.decode_url,
@@ -1642,7 +1642,7 @@ class TestEPDDisaggregationMooncake(MMMUMixin, PDDisaggregationServerBase):
"--port", "--port",
cls.prefill_port, cls.prefill_port,
] ]
prefill_args += cls.transfer_backend + cls.rdma_devices prefill_args += cls.transfer_backend + cls.rdma_devices_for(range(1, 2))
cls.process_prefill = popen_launch_server( cls.process_prefill = popen_launch_server(
cls.model, cls.model,
base_url=cls.prefill_url, base_url=cls.prefill_url,
@@ -1666,7 +1666,7 @@ class TestEPDDisaggregationMooncake(MMMUMixin, PDDisaggregationServerBase):
"--port", "--port",
cls.decode_port, cls.decode_port,
] ]
decode_args += cls.transfer_backend + cls.rdma_devices decode_args += cls.transfer_backend + cls.rdma_devices_for(range(2, 3))
cls.process_decode = popen_launch_server( cls.process_decode = popen_launch_server(
cls.model, cls.model,
base_url=cls.decode_url, base_url=cls.decode_url,