Fix: fix the exception 'the memory capacity is unbalanced. Some GPUs … (#5426)
Co-authored-by: ocss884 <ocss.lin@gmail.com>
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@@ -73,6 +73,7 @@ from sglang.srt.utils import (
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MultiprocessingSerializer,
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enable_show_time_cost,
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get_available_gpu_memory,
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get_bool_env_var,
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init_custom_process_group,
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is_cuda,
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is_fa3_default_architecture,
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@@ -378,10 +379,16 @@ class ModelRunner:
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local_gpu_memory = get_available_gpu_memory(self.device, self.gpu_id)
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if self.tp_size > 1:
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if min_per_gpu_memory < local_gpu_memory * 0.9:
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raise ValueError(
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"The memory capacity is unbalanced. Some GPUs may be occupied by other processes. "
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f"{min_per_gpu_memory=}, {local_gpu_memory=}, {local_gpu_memory * 0.9=}"
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)
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if get_bool_env_var("SGL_DISABLE_TP_MEMORY_INBALANCE_CHECK"):
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logger.warning(
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"The memory capacity is unbalanced. Some GPUs may be occupied by other processes. "
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f"{min_per_gpu_memory=}, {local_gpu_memory=}, {local_gpu_memory * 0.9=}"
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)
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else:
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raise ValueError(
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"The memory capacity is unbalanced. Some GPUs may be occupied by other processes. "
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f"{min_per_gpu_memory=}, {local_gpu_memory=}, {local_gpu_memory * 0.9=}"
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)
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logger.info(
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f"Init torch distributed ends. mem usage={(before_avail_memory - local_gpu_memory):.2f} GB"
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