[MISC] Rename the torch profiler filename as instance_id+rank_id for merging the Profiler results of each Rank (#25867)

Signed-off-by: wang.yuqi <noooop@126.com>

Author: noooop

vllm/config/vllm.py

@@ -5,6 +5,7 @@
 import hashlib
 import json
 import os
+import time
 from contextlib import contextmanager
 from dataclasses import field, replace
 from functools import lru_cache
@@ -270,6 +271,9 @@ def with_hf_config(
     def __post_init__(self):
         """Verify configs are valid & consistent with each other."""
 
+        # To give each torch profile run a unique instance name.
+        self.instance_id = f"{time.time_ns()}"
+
         self.try_verify_and_update_config()
 
         if self.model_config is not None:

vllm/v1/worker/gpu_worker.py

@@ -79,6 +79,7 @@ def __init__(
         # VLLM_TORCH_PROFILER_DIR=/path/to/save/trace
         if envs.VLLM_TORCH_PROFILER_DIR:
             torch_profiler_trace_dir = envs.VLLM_TORCH_PROFILER_DIR
+            worker_name = f"{vllm_config.instance_id}-rank-{self.rank}"
             logger.info(
                 "Profiling enabled. Traces will be saved to: %s",
                 torch_profiler_trace_dir,
@@ -101,7 +102,7 @@ def __init__(
                 with_stack=envs.VLLM_TORCH_PROFILER_WITH_STACK,
                 with_flops=envs.VLLM_TORCH_PROFILER_WITH_FLOPS,
                 on_trace_ready=torch.profiler.tensorboard_trace_handler(
-                    torch_profiler_trace_dir, use_gzip=True
+                    torch_profiler_trace_dir, worker_name=worker_name, use_gzip=True
                 ),
             )
         else:

vllm/v1/worker/xpu_worker.py

@@ -39,6 +39,7 @@ def __init__(
         # VLLM_TORCH_PROFILER_DIR=/path/to/save/trace
         if envs.VLLM_TORCH_PROFILER_DIR:
             torch_profiler_trace_dir = envs.VLLM_TORCH_PROFILER_DIR
+            worker_name = f"{vllm_config.instance_id}-rank-{self.rank}"
             logger.info(
                 "Profiling enabled. Traces will be saved to: %s",
                 torch_profiler_trace_dir,
@@ -61,7 +62,7 @@ def __init__(
                 with_stack=envs.VLLM_TORCH_PROFILER_WITH_STACK,
                 with_flops=envs.VLLM_TORCH_PROFILER_WITH_FLOPS,
                 on_trace_ready=torch.profiler.tensorboard_trace_handler(
-                    torch_profiler_trace_dir, use_gzip=True
+                    torch_profiler_trace_dir, worker_name=worker_name, use_gzip=True
                 ),
             )
         else: