Pyinstaller无法使用sklearn编译项目

问题描述

我正在尝试使用sklearn和这些导入来编译这个简单的python 3(pyconda)机器学习项目(这是一个简单的Ridge回归预测器):

from datetime import date
import pandas as pd
import numpy as np
from sklearn.linear_model import Ridge
 
 
pd.options.mode.chained_assignment = None
 
 
class covidUpdater:
    situazione = ""    
 
    def getCovidUpdate(self):
        url = "https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv"
        ds = pd.read_csv(url)
        return ds.tail(self.giorni)    
 
    def __init__(self):
        pass
 
 
    def setGiorni(self,giorni):
        self.giorni = giorni
        self.situazione = self.getCovidUpdate()        
 
    def getCampo(self,campo):
        return self.situazione[[campo]]
 
    def getMaxLength(self):
        ur1l = "https://raw.githubusercontent.com/pcm-dpc/COVID-19/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv"
        ds1 = pd.read_csv(ur1l)
        return len(ds1)
 
    def formatTable(self,campo):
        giorniPrediction = 1
        updater = covidUpdater()
        updater.setGiorni(self.giorni)
        updaterFuture = covidUpdater()
        updaterFuture.setGiorni(self.giorni+giorniPrediction)
        datiCampo = updater.getCampo(campo)
        datiCampoFuture = updaterFuture.getCampo(campo)
        campo_domani = str(campo) + "_domani"
        datiCampo[campo_domani] = datiCampoFuture.shift(-giorniPrediction)
        datiCampo = datiCampo.head(self.giorni-giorniPrediction)
        datiCampo["id"] = range(datiCampo.iloc[:,0].size)
        return datiCampo
 
 
 
 
def main():
    campo = "nuovi_positivi"
    updater = covidUpdater()
    giorni = int(input("Inserisci numero giorni da usare come dataset> ") or updater.getMaxLength())
    updater.setGiorni(giorni)
    print("Giorni selezionati: ",giorni)
    df = updater.formatTable(campo)
 
    print("Imposto l'algoritmo di predizione")
    X = df.iloc[:,0].values.reshape(-1,1)
    Y = df.iloc[:,1].values.reshape(-1,1)
    regr = Ridge(alpha=1.0,normalize=False,tol=0.1,solver="lsqr")
 
    print("Avvio l'algoritmo di predizione")
    regr.fit(X,Y)
    Y_pred = regr.predict(X)
 
    print("-----------------------------------\n")
    print("Giorni in esame: "+ str(giorni)+"\n")
    print("Predizione di (" + str(date.today()) + ") : "+ str(regr.predict(np.array([Y[Y.size-1]])))+"\n")
    print("fattore R2: "+ str(regr.score(Y,Y_pred))+"\n")
    print("-----------------------------------"+"\n")
 
 
if __name__ == "__main__":
   main()

使用此命令:

pyinstaller --noconfirm --onedir --console --hidden-import "sklearn.linear_model.Ridge"  "PATH"

我有此日志,最终错误是:

追踪

Traceback (most recent call last):
  File "d:\pyconda\lib\site-packages\auto_py_to_exe\packaging.py",line 131,in package
    run_pyinstaller()
  File "d:\pyconda\lib\site-packages\PyInstaller\__main__.py",line 114,in run
    run_build(pyi_config,spec_file,**vars(args))
  File "d:\pyconda\lib\site-packages\PyInstaller\__main__.py",line 65,in run_build
    PyInstaller.building.build_main.main(pyi_config,**kwargs)
  File "d:\pyconda\lib\site-packages\PyInstaller\building\build_main.py",line 720,in main
    build(specfile,kw.get('distpath'),kw.get('workpath'),kw.get('clean_build'))
  File "d:\pyconda\lib\site-packages\PyInstaller\building\build_main.py",line 667,in build
    exec(code,spec_namespace)
  File "C:\Users\Alex\AppData\Local\Temp\tmp854ytoyk\covid2.spec",line 17,in <module>
    noarchive=False)
  File "d:\pyconda\lib\site-packages\PyInstaller\building\build_main.py",line 242,in __init__
    self.__postinit__()
  File "d:\pyconda\lib\site-packages\PyInstaller\building\datastruct.py",line 160,in __postinit__
    self.assemble()
  File "d:\pyconda\lib\site-packages\PyInstaller\building\build_main.py",line 419,in assemble
    self.graph.process_post_graph_hooks()
  File "d:\pyconda\lib\site-packages\PyInstaller\depend\analysis.py",line 365,in process_post_graph_hooks
    module_hook.post_graph()
  File "d:\pyconda\lib\site-packages\PyInstaller\depend\imphook.py",line 440,in post_graph
    self._load_hook_module()
  File "d:\pyconda\lib\site-packages\PyInstaller\depend\imphook.py",line 407,in _load_hook_module
    self.hook_module_name,self.hook_filename)
  File "d:\pyconda\lib\site-packages\PyInstaller\compat.py",line 588,in importlib_load_source
    return mod_loader.load_module()
  File "<frozen importlib._bootstrap_external>",in _check_name_wrapper
  File "<frozen importlib._bootstrap_external>",line 907,in load_module
  File "<frozen importlib._bootstrap_external>",line 732,in load_module
  File "<frozen importlib._bootstrap>",line 265,in _load_module_shim
  File "<frozen importlib._bootstrap>",line 696,in _load
  File "<frozen importlib._bootstrap>",line 677,in _load_unlocked
  File "<frozen importlib._bootstrap_external>",line 728,in exec_module
  File "<frozen importlib._bootstrap>",line 219,in _call_with_frames_removed
  File "d:\pyconda\lib\site-packages\_pyinstaller_hooks_contrib\hooks\stdhooks\hook-zmq.py",line 21,in <module>
    hiddenimports = ['zmq.utils.garbage'] + collect_submodules('zmq.backend')
  File "d:\pyconda\lib\site-packages\PyInstaller\utils\hooks\__init__.py",line 595,in collect_submodules
    repr(pkg_dir),package))
  File "d:\pyconda\lib\site-packages\PyInstaller\utils\hooks\__init__.py",line 79,in exec_statement
    return __exec_python_cmd(cmd)
  File "d:\pyconda\lib\site-packages\PyInstaller\utils\hooks\__init__.py",line 68,in __exec_python_cmd
    txt = exec_python(*cmd,env=pp_env)
  File "d:\pyconda\lib\site-packages\PyInstaller\compat.py",line 521,in exec_python
    return exec_command(*cmdargs,**kwargs)
  File "d:\pyconda\lib\site-packages\PyInstaller\compat.py",line 316,in exec_command
    out = out.decode(encoding)
UnicodeDecodeError: 'utf-8' codec can't decode byte 0x8a in position 112: invalid start byte

此处完整记录:https://pastebin.com/XuBeLz3X

解决方法

我认为您应该从日志中的第一个错误开始:

set (CMAKE_SYSTEM_VERSION 10.0)

您是否看过这个带有“隐藏的导入”错误的线程? How do you resolve 'hidden imports not found!' warnings in pyinstaller for scipy?

我认为您需要调整隐藏的导入,以便可以找到'sklearn.linear_model.Ridge'。

我刚刚尝试在Google Colab(https://colab.research.google.com/)中运行您的代码,并且该代码可以在其中运行。也许您可以在其中运行代码?