The system crashes when running the “Hello NAS” example code with GPU
Author: miwimisawiCreated Feb 21, 2024Updated Jul 30, 2024
The system crashes when running the “Hello NAS” example code with GPU
- The crash occurs in three environments: colab, Windows11 system using conda, and Windows11 system without using conda.
- In all three environments, I tried to downgrade pytorch to version 13.0, but it still crashes.
- And it crashes when running in both .py and .ipynb modes.
My steps
- colab: use
pipto installnniandlightning, then run the “Hello NAS” example code. - Windows11: install
pytorch(using the official installation instructions, which also installstorchvision),nni,lightning,ipykernel,jupyterlab
I cleared my environment beforehand, there are no extra package conflicts
The details of one of the errors
(Env: Windows11, using conda, pytorch2.2.0) Before the crash, I saw a lot of python.exe in the task manager I recorded the error at that time:
[2024-02-20 22:24:17] Creating experiment, Experiment ID: 5p9fhwgt
[2024-02-20 22:24:17] Starting web server...
[2024-02-20 22:24:20] Setting up...
[2024-02-20 22:24:20] Web portal URLs: http://26.26.26.1:8084 http://169.254.77.17:8084 http://169.254.202.152:8084 http://169.254.67.238:8084 http://192.168.101.15:8084 http://127.0.0.1:8084
[2024-02-20 22:24:21] Successfully update searchSpace.
[2024-02-20 22:24:21] Checkpoint saved to C:\Users\DELL\nni-experiments\5p9fhwgt\checkpoint.
[2024-02-20 22:24:21] Experiment initialized successfully. Starting exploration strategy...
[2024-02-20 22:24:59] ERROR: Strategy failed to execute.
Traceback (most recent call last):
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 537, in _make_request
response = conn.getresponse()
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connection.py", line 466, in getresponse
httplib_response = super().getresponse()
File "E:\conda\envs\pytorch_nni\lib\http\client.py", line 1375, in getresponse
response.begin()
File "E:\conda\envs\pytorch_nni\lib\http\client.py", line 318, in begin
version, status, reason = self._read_status()
File "E:\conda\envs\pytorch_nni\lib\http\client.py", line 279, in _read_status
line = str(self.fp.readline(_MAXLINE + 1), "iso-8859-1")
File "E:\conda\envs\pytorch_nni\lib\socket.py", line 705, in readinto
return self._sock.recv_into(b)
TimeoutError: timed out
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\adapters.py", line 486, in send
resp = conn.urlopen(
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 847, in urlopen
retries = retries.increment(
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\\\util\retry.py", line 470, in increment
raise reraise(type(error), error, _stacktrace)
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\\\util\\\util.py", line 39, in reraise
raise value
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 793, in urlopen
response = self._make_request(
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 539, in _make_request
self._raise_timeout(err=e, url=url, timeout_value=read_timeout)
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 370, in _raise_timeout
raise ReadTimeoutError(
urllib3.exceptions.ReadTimeoutError: HTTPConnectionPool(host='localhost', port=8084): Read timed out. (read timeout=20)
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "f:\today\nni\try_nni.py", line 144, in <module>
exp3.run(port=8084)
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\experiment\experiment.py", line 236, in run
return self._run_impl(port, wait_completion, debug)
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\experiment\experiment.py", line 205, in _run_impl
self.start(port, debug)
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\nas\experiment\experiment.py", line 270, in start
self._start_engine_and_strategy()
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\nas\experiment\experiment.py", line 230, in _start_engine_and_strategy
self.strategy.run()
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\nas\strategy\base.py", line 170, in run
self._run()
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\nas\strategy\bruteforce.py", line 220, in _run
if not self.wait_for_resource():
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\nas\strategy\base.py", line 100, in wait_for_resource
if not self.engine.budget_available():
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\nas\execution\training_service.py", line 271, in budget_available
return self.nodejs_binding.get_status() in ['INITIALIZED', 'RUNNING', 'TUNER_NO_MORE_TRIAL']
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\experiment\experiment.py", line 413, in get_status
resp = rest.get(self.port, '/check-status', self.url_prefix)
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\experiment\rest.py", line 43, in get
return request('get', port, api, prefix=prefix)
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\experiment\rest.py", line 31, in request
resp = requests.request(method, url, timeout=timeout)
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\api.py", line 59, in request
return session.request(method=method, url=url, **kwargs)
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\sessions.py", line 589, in request
resp = self.send(prep, **send_kwargs)
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\sessions.py", line 703, in send
r = adapter.send(request, **kwargs)
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\adapters.py", line 532, in send
raise ReadTimeout(e, request=request)
requests.exceptions.ReadTimeout: HTTPConnectionPool(host='localhost', port=8084): Read timed out. (read timeout=20)
[2024-02-20 22:24:59] Stopping experiment, please wait...
[2024-02-20 22:25:00] Checkpoint saved to C:\Users\DELL\nni-experiments\5p9fhwgt\checkpoint.
[2024-02-20 22:25:20] ERROR: HTTPConnectionPool(host='localhost', port=8084): Read timed out. (read timeout=20)
Traceback (most recent call last):
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 537, in _make_request
response = conn.getresponse()
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connection.py", line 466, in getresponse
httplib_response = super().getresponse()
File "E:\conda\envs\pytorch_nni\lib\http\client.py", line 1375, in getresponse
response.begin()
File "E:\conda\envs\pytorch_nni\lib\http\client.py", line 318, in begin
version, status, reason = self._read_status()
File "E:\conda\envs\pytorch_nni\lib\http\client.py", line 279, in _read_status
line = str(self.fp.readline(_MAXLINE + 1), "iso-8859-1")
File "E:\conda\envs\pytorch_nni\lib\socket.py", line 705, in readinto
return self._sock.recv_into(b)
TimeoutError: timed out
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\adapters.py", line 486, in send
resp = conn.urlopen(
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 847, in urlopen
retries = retries.increment(
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\\\util\retry.py", line 470, in increment
raise reraise(type(error), error, _stacktrace)
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\\\util\\\util.py", line 39, in reraise
raise value
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 793, in urlopen
response = self._make_request(
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 539, in _make_request
self._raise_timeout(err=e, url=url, timeout_value=read_timeout)
File "E:\conda\envs\pytorch_nni\lib\site-packages\\\urllib3\connectionpool.py", line 370, in _raise_timeout
raise ReadTimeoutError(
urllib3.exceptions.ReadTimeoutError: HTTPConnectionPool(host='localhost', port=8084): Read timed out. (read timeout=20)
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\experiment\experiment.py", line 171, in _stop_nni_manager
rest.delete(self.port, '/experiment', self.url_prefix)
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\experiment\rest.py", line 52, in delete
request('delete', port, api, prefix=prefix)
File "E:\conda\envs\pytorch_nni\lib\site-packages\nni\experiment\rest.py", line 31, in request
resp = requests.request(method, url, timeout=timeout)
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\api.py", line 59, in request
return session.request(method=method, url=url, **kwargs)
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\sessions.py", line 589, in request
resp = self.send(prep, **send_kwargs)
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\sessions.py", line 703, in send
r = adapter.send(request, **kwargs)
File "E:\conda\envs\pytorch_nni\lib\site-packages\requests\adapters.py", line 532, in send
raise ReadTimeout(e, request=request)
requests.exceptions.ReadTimeout: HTTPConnectionPool(host='localhost', port=8084): Read timed out. (read timeout=20)
[2024-02-20 22:25:20] WARNING: Cannot gracefully stop experiment, killing NNI process...
[2024-02-20 22:25:21] ERROR: Failed to receive command. Retry in 0sSource: microsoft/nni