Support HTTP control for dumper (#16261)
This commit is contained in:
@@ -1,12 +1,18 @@
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import json
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import os
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import re
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import socket
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import threading
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import time
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from http.server import BaseHTTPRequestHandler, HTTPServer
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from pathlib import Path
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from typing import Optional
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from typing import List, Optional
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import torch
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import torch.distributed as dist
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# -------------------------------------- dumper core ------------------------------------------
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class _Dumper:
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"""Utility to dump tensors, which can be useful when comparison checking models.
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@@ -22,6 +28,10 @@ class _Dumper:
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from dumper import dumper
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```
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Disable at startup and enable via HTTP:
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1. `SGLANG_DUMPER_ENABLE=0 python ...`
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2. `curl -X POST http://localhost:40000/dumper -d '{"enable": true}'`
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Related: `sglang.srt.debug_utils.dump_comparator` for dump comparison
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"""
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@@ -39,10 +49,14 @@ class _Dumper:
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self._forward_pass_id = 0
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self._global_ctx = {}
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self._override_enable = None
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self._http_server_handled = False
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def on_forward_pass_start(self):
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"""This should be called on all ranks."""
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# Even if SGLANG_DUMPER_ENABLE=0, users may want to use HTTP endpoint to enable it
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self._ensure_http_server()
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if not self._enable:
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return
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@@ -54,6 +68,12 @@ class _Dumper:
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f"[Dumper] [{time.time()}] on_forward_pass_start id={self._forward_pass_id}"
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)
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def _ensure_http_server(self):
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if self._http_server_handled:
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return
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self._http_server_handled = True
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_start_maybe_http_server(self)
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def _ensure_partial_name(self):
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if self._partial_name is None:
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self._partial_name = _get_partial_name()
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@@ -81,6 +101,8 @@ class _Dumper:
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self.dump(f"{name_prefix}_{name}", value, save=save, **kwargs)
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def dump(self, name, value, save: bool = True, **kwargs):
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self._ensure_http_server()
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if not (self._enable and (self._override_enable is not False)):
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return
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if (f := self._filter) is not None and re.search(f, name) is None:
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@@ -167,6 +189,173 @@ def _obj_to_dict(obj):
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return ret
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# -------------------------------------- http control server ------------------------------------------
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def _start_maybe_http_server(dumper):
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http_port = int(os.environ.get("SGLANG_DUMPER_SERVER_PORT", "40000"))
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zmq_base_port = int(os.environ.get("SGLANG_DUMPER_ZMQ_BASE_PORT", "16800"))
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if http_port <= 0:
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return
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local_handler = _DumperRpcHandler(dumper)
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rpc_handles = _create_zmq_rpc_handles(local_handler, base_port=zmq_base_port)
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if _get_rank() == 0:
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handler_class = _make_dumper_http_handler(rpc_handles=rpc_handles)
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server = HTTPServer(("0.0.0.0", http_port), handler_class)
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thread = threading.Thread(target=server.serve_forever, daemon=True)
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thread.start()
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print(f"[Dumper] HTTP server started on port {http_port}")
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def _make_dumper_http_handler(rpc_handles):
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class _DumperHTTPHandler(BaseHTTPRequestHandler):
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def do_POST(self):
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if self.path == "/dumper":
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try:
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self._handle_endpoint_dumper()
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self.send_response(200)
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self.end_headers()
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except Exception as e:
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self.send_error(400, str(e))
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else:
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self.send_error(404)
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def _get_request_body(self):
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content_length = int(self.headers.get("Content-Length", 0))
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return json.loads(self.rfile.read(content_length))
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def _handle_endpoint_dumper(self):
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data = self._get_request_body()
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print(f"[Dumper#{_get_rank()}] Handle HTTP endpoint {data=}")
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for rpc_handle in rpc_handles:
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rpc_handle.set_enable(data["enable"])
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return _DumperHTTPHandler
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class _DumperRpcHandler:
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def __init__(self, dumper):
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self._dumper = dumper
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def set_enable(self, enable: bool):
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print(f"[DumperRpcHandler] set_enable {enable=}")
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self._dumper._enable = enable
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# -------------------------------------- zmq rpc ------------------------------------------
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def _create_zmq_rpc_handles(handler, base_port: int) -> Optional[List["_ZmqRpcHandle"]]:
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import zmq
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rank = dist.get_rank()
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world_size = dist.get_world_size()
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port = base_port + rank
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local_addr = f"tcp://{_get_local_ip_by_remote()}:{port}"
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ctx = zmq.Context()
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sock = ctx.socket(zmq.REP)
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sock.bind(f"tcp://*:{port}")
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def serve_loop():
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while True:
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try:
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req = sock.recv_pyobj()
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result = getattr(handler, req["method"])(*req["args"], **req["kwargs"])
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resp = {"result": result, "error": None}
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except Exception as e:
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print(f"[Dumper.ZmqRpc] error inside handler: {e}")
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resp = {"result": None, "error": str(e)}
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sock.send_pyobj(resp)
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thread = threading.Thread(target=serve_loop, daemon=True)
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thread.start()
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print(f"[Dumper.ZmqRpc] rank={rank} server started at {local_addr}")
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all_addresses = [None] * world_size
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dist.all_gather_object(all_addresses, local_addr)
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print(f"[Dumper.ZmqRpc] rank={rank} all_addresses={all_addresses}")
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if rank == 0:
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handles = []
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for i, addr in enumerate(all_addresses):
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req_socket = ctx.socket(zmq.REQ)
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req_socket.connect(addr)
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handles.append(_ZmqRpcHandle(req_socket, debug_name=f"rank-{i}"))
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return handles
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else:
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return None
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class _ZmqRpcHandle:
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"""Proxy object to call remote handler methods via ZMQ."""
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def __init__(self, socket, debug_name):
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self._socket = socket
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self._debug_name = debug_name
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def __getattr__(self, method_name: str):
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def call(*args, **kwargs):
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self._socket.send_pyobj(
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{
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"method": method_name,
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"args": args,
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"kwargs": kwargs,
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}
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)
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response = self._socket.recv_pyobj()
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if response["error"]:
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raise RuntimeError(
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f"RPC error on {self._debug_name}: {response['error']}"
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)
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return response["result"]
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return call
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# --------------------------------- copied code (avoid dependency) --------------------------------------
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def _get_local_ip_by_remote() -> Optional[str]:
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# try ipv4
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s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
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try:
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s.connect(("8.8.8.8", 80)) # Doesn't need to be reachable
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return s.getsockname()[0]
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except Exception:
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pass
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try:
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hostname = socket.gethostname()
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ip = socket.gethostbyname(hostname)
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if ip and ip != "127.0.0.1" and ip != "0.0.0.0":
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return ip
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except Exception:
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pass
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# try ipv6
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try:
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s = socket.socket(socket.AF_INET6, socket.SOCK_DGRAM)
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# Google's public DNS server, see
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# https://developers.google.com/speed/public-dns/docs/using#addresses
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s.connect(("2001:4860:4860::8888", 80)) # Doesn't need to be reachable
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return s.getsockname()[0]
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except Exception:
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print("Can not get local ip by remote")
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return None
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# -------------------------------------- singleton ------------------------------------------
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dumper = _Dumper()
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# -------------------------------------- other utility functions ------------------------------------------
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def get_truncated_value(value):
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if value is None:
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return None
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@@ -184,9 +373,6 @@ def get_truncated_value(value):
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return value[tuple(slices)]
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dumper = _Dumper()
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def get_tensor_info(x):
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"""
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from sglang.srt.debug_utils.dumper import get_tensor_info
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