Closed
Description
Expected behavior
Show my optimization, but does not finish due to this runtime error.
Code sample
class HiLoStrategy(Strategy):
n = 5
def init(self):
high = self.data.High
low = self.data.Low
self.smahigh = self.I(SMA, high,self.n)
self.smalow = self.I(SMA, low, self.n)
def next(self):
close = self.data.Close
if crossover(close,self.smahigh):
if self.position.is_short:
self.position.close()
self.buy()
elif not self.position:
self.buy()
elif close < self.smalow:
if self.position.is_long:
self.position.close()
self.sell()
elif not self.position:
self.sell()
bt = Backtest(milho, HiLoStrategy, cash = 10000)
stats = bt.run()
#print(stats)
#bt.plot()
#%%
stats, heatmap = bt.optimize(
n = range(1,100,1),
maximize='Equity Final [$]',
max_tries= 100,
return_heatmap= True,
method='grid') # Try setting this to 1 to disable multiprocessing
print(stats)
Actual behavior
RuntimeError:
An attempt has been made to start a new process before the
current process has finished its bootstrapping phase.
This probably means that you are not using fork to start your
child processes and you have forgotten to use the proper idiom
in the main module:
if __name__ == '__main__':
freeze_support()
...
The "freeze_support()" line can be omitted if the program
is not going to be frozen to produce an executable.
To fix this issue, refer to the "Safe importing of main module"
section in https://docs.python.org/3/library/multiprocessing.html
Traceback (most recent call last):
File "<string>", line 1, in <module>
from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=7, pipe_handle=44)
~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/spawn.py", line 122, in spawn_main
exitcode = _main(fd, parent_sentinel)
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/spawn.py", line 131, in _main
prepare(preparation_data)
~~~~~~~^^^^^^^^^^^^^^^^^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/spawn.py", line 246, in prepare
_fixup_main_from_path(data['init_main_from_path'])
~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/spawn.py", line 297, in _fixup_main_from_path
main_content = runpy.run_path(main_path,
run_name="__mp_main__")
File "<frozen runpy>", line 287, in run_path
File "<frozen runpy>", line 98, in _run_module_code
File "<frozen runpy>", line 88, in _run_code
File "/Users/fernando/Documents/Dev/Milho/Hilo60_bt.py", line 67, in <module>
stats, heatmap = bt.optimize(
~~~~~~~~~~~^
n = range(1,100,1),
^^^^^^^^^^^^^^^^^^^
...<2 lines>...
return_heatmap= True,
^^^^^^^^^^^^^^^^^^^^^
method='grid') # Try setting this to 1 to disable multiprocessing
^^^^^^^^^^^^^^
File "/Users/fernando/Documents/Dev/Milho/.venv/lib/python3.13/site-packages/backtesting/backtesting.py", line 1630, in optimize
output = _optimize_grid()
File "/Users/fernando/Documents/Dev/Milho/.venv/lib/python3.13/site-packages/backtesting/backtesting.py", line 1513, in _optimize_grid
with mp.Pool() as pool, \
~~~~~~~^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/context.py", line 119, in Pool
return Pool(processes, initializer, initargs, maxtasksperchild,
context=self.get_context())
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/pool.py", line 215, in __init__
self._repopulate_pool()
~~~~~~~~~~~~~~~~~~~~~^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/pool.py", line 306, in _repopulate_pool
return self._repopulate_pool_static(self._ctx, self.Process,
~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^
self._processes,
^^^^^^^^^^^^^^^^
...<3 lines>...
self._maxtasksperchild,
^^^^^^^^^^^^^^^^^^^^^^^
self._wrap_exception)
^^^^^^^^^^^^^^^^^^^^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/pool.py", line 329, in _repopulate_pool_static
w.start()
~~~~~~~^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/process.py", line 121, in start
self._popen = self._Popen(self)
~~~~~~~~~~~^^^^^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/context.py", line 289, in _Popen
return Popen(process_obj)
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/popen_spawn_posix.py", line 32, in __init__
super().__init__(process_obj)
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/popen_fork.py", line 20, in __init__
self._launch(process_obj)
~~~~~~~~~~~~^^^^^^^^^^^^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/popen_spawn_posix.py", line 42, in _launch
prep_data = spawn.get_preparation_data(process_obj._name)
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/spawn.py", line 164, in get_preparation_data
_check_not_importing_main()
~~~~~~~~~~~~~~~~~~~~~~~~~^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/spawn.py", line 140, in _check_not_importing_main
raise RuntimeError('''
...<16 lines>...
''')
RuntimeError:
An attempt has been made to start a new process before the
current process has finished its bootstrapping phase.
This probably means that you are not using fork to start your
child processes and you have forgotten to use the proper idiom
in the main module:
if __name__ == '__main__':
freeze_support()
...
The "freeze_support()" line can be omitted if the program
is not going to be frozen to produce an executable.
To fix this issue, refer to the "Safe importing of main module"
section in https://docs.python.org/3/library/multiprocessing.html
Traceback (most recent call last):
File "/Users/fernando/Documents/Dev/Milho/Hilo60_bt.py", line 67, in <module>
stats, heatmap = bt.optimize(
~~~~~~~~~~~^
n = range(1,100,1),
^^^^^^^^^^^^^^^^^^^
...<2 lines>...
return_heatmap= True,
^^^^^^^^^^^^^^^^^^^^^
method='grid') # Try setting this to 1 to disable multiprocessing
^^^^^^^^^^^^^^
File "/Users/fernando/Documents/Dev/Milho/.venv/lib/python3.13/site-packages/backtesting/backtesting.py", line 1630, in optimize
output = _optimize_grid()
File "/Users/fernando/Documents/Dev/Milho/.venv/lib/python3.13/site-packages/backtesting/backtesting.py", line 1514, in _optimize_grid
SharedMemoryManager() as smm:
~~~~~~~~~~~~~~~~~~~^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/managers.py", line 647, in __enter__
self.start()
~~~~~~~~~~^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/managers.py", line 569, in start
self._address = reader.recv()
~~~~~~~~~~~^^
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/connection.py", line 250, in recv
buf = self._recv_bytes()
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/connection.py", line 430, in _recv_bytes
buf = self._recv(4)
File "/opt/homebrew/Cellar/[email protected]/3.13.1/Frameworks/Python.framework/Versions/3.13/lib/python3.13/multiprocessing/connection.py", line 399, in _recv
raise EOFError
EOFError
Additional info, steps to reproduce, full crash traceback, screenshots
No response
Software versions
- Backtesting version: 0.6.2
bokeh.__version__
: 3.6.3- OS: MacOS 15.4 Beta (24E5222f)
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