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# Copied and adapted from: https://github.com/hao-ai-lab/FastVideo
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# SPDX-License-Identifier: Apache-2.0
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import os
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import torch
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from sglang.multimodal_gen.runtime.server_args import ServerArgs
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from sglang.multimodal_gen.runtime.utils.logging_utils import (
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init_logger,
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)
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from sglang.srt.utils import cpu_has_amx_support, get_cpu_ids_by_node
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from .gpu_worker import GPUWorker
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_is_cpu_amx_available = cpu_has_amx_support()
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logger = init_logger(__name__)
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class CPUWorker(GPUWorker):
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"""
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A worker that executes the model on pure CPU platforms
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"""
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def __init__(
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self,
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local_rank: int,
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rank: int,
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master_port: int,
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server_args: ServerArgs,
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):
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super().__init__(local_rank, rank, master_port, server_args)
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if _is_cpu_amx_available:
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self.init_cpu_threads_binding()
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def init_cpu_threads_binding(self):
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omp_cpuids = os.environ.get("SGLANG_CPU_OMP_THREADS_BIND", "all")
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cpu_ids_by_node = get_cpu_ids_by_node()
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n_numa_node = len(cpu_ids_by_node)
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if omp_cpuids == "all":
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assert self.server_args.tp_size <= n_numa_node, (
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f"SGLANG_CPU_OMP_THREADS_BIND is not set, in this case, "
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f"tp_size {self.server_args.tp_size} should be smaller than or equal to number of numa node on the machine {n_numa_node}. "
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f"If you need tp_size to be larger than number of numa node, please set the CPU cores for each tp rank via SGLANG_CPU_OMP_THREADS_BIND explicitly. "
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f"For example, on a machine with 2 numa nodes, where core 0-31 are on numa node 0 and core 32-63 are on numa node 1, "
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f"it is suggested to use -tp 2 and bind tp rank 0 to core 0-31 and tp rank 1 to core 32-63. "
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f"This is the default behavior if SGLANG_CPU_OMP_THREADS_BIND is not set and it is the same as setting SGLANG_CPU_OMP_THREADS_BIND=0-31|32-63. "
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f"If you do need tp_size to be larger than the number of numa nodes, you could set SGLANG_CPU_OMP_THREADS_BIND explicitly for example SGLANG_CPU_OMP_THREADS_BIND=0-15|16-31|32-47|48-63 and run with -tp 4. "
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f"If you don't want each tp rank to use all the cores on one numa node, you could set for example SGLANG_CPU_OMP_THREADS_BIND=0-15|32-47 and run with -tp 2."
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)
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if self.server_args.tp_size < n_numa_node:
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logger.warning(
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f"Detected the current machine has {n_numa_node} numa nodes available, but tp_size is set to {self.server_args.tp_size}, so only {self.server_args.tp_size} numa nodes are used."
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)
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self.local_omp_cpuid = cpu_ids_by_node[self.rank]
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else:
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threads_bind_list = omp_cpuids.split("|")
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assert self.server_args.tp_size == len(threads_bind_list), (
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f"SGLANG_CPU_OMP_THREADS_BIND setting must be aligned with TP size parameter ({self.server_args.tp_size}). "
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f"Please double check your settings."
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)
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self.local_omp_cpuid = threads_bind_list[self.rank]
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if self.server_args.tp_size > n_numa_node:
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logger.warning(
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f"TP size ({self.server_args.tp_size})is larger than numa node number ({n_numa_node}), "
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f"in this case the available memory amount of each rank cannot be determined in prior. "
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f"Please set proper `--max-total-tokens` to avoid the out-of-memory error."
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)
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# Bind OpenMP threads to CPU cores
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torch.ops.sgl_kernel.init_cpu_threads_env(self.local_omp_cpuid)
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# Set local size to hint SGLang to use shared memory based AllReduce
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os.environ["LOCAL_SIZE"] = str(self.server_args.tp_size)
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torch.ops.sgl_kernel.initialize(self.server_args.tp_size, self.rank)
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