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diff --git a/models/model_CatBoostRegressor.pickle b/models/model_CatBoostRegressor.pickle index 897a292..80a5bb4 100644 Binary files a/models/model_CatBoostRegressor.pickle and b/models/model_CatBoostRegressor.pickle differ diff --git a/models/model_LGBMRegressor.pickle b/models/model_LGBMRegressor.pickle index 35d66b2..9a711c8 100644 Binary files a/models/model_LGBMRegressor.pickle and b/models/model_LGBMRegressor.pickle differ diff --git a/models/model_XGBRegressor.pickle b/models/model_XGBRegressor.pickle index e7eb996..8a220f4 100644 Binary files a/models/model_XGBRegressor.pickle and b/models/model_XGBRegressor.pickle differ diff --git a/train_model.py b/train_model.py index ec75cc4..185e689 100644 --- a/train_model.py +++ b/train_model.py @@ -1,5 +1,3 @@ -# 要添加一个新单元,输入 '# %%' -# 要添加一个新的标记单元,输入 '# %% [markdown]' # %% import pandas as pd @@ -41,8 +39,8 @@ y = df[target_cols] data_keys = ['X_train', 'X_test', 'y_train', 'y_test'] data_vals = train_test_split(X, y, test_size=0.2) train_test_data = dict(zip(data_keys, data_vals)) -train_test_data['X_test'] = test_set[feature_cols] -train_test_data['y_test'] = test_set[target_cols] +# train_test_data['X_test'] = test_set[feature_cols] +# train_test_data['y_test'] = test_set[target_cols] # train_test_data = { # 'X_train': train_set[feature_cols], # 'y_train': train_set[target_cols], @@ -79,17 +77,24 @@ for reg in [CatBoostRegressor, LGBMRegressor, XGBRegressor]: # %% from sklearn import metrics -with open("cat.pickle", "rb") as f: - models = pickle.load(f) -X, ys = train_test_data['X_test'], train_test_data['y_test'] -evals = [] -for target_col, reg in models.items(): - y_hat = reg.predict(X) # fake - y = ys[target_col] # real - rmse = metrics.mean_squared_error(y, y_hat, squared=False) - r2 = metrics.r2_score(y, y_hat) - eval_dict = {'Error': target_col, 'RMSE': rmse, 'R^2': r2} - evals.append(eval_dict) -pd.DataFrame(evals) + +def eval_model(regType): + with open(f"models/model_{regType.__name__}.pickle", "rb") as f: + models = pickle.load(f) + X, ys = train_test_data['X_test'], train_test_data['y_test'] + evals = [] + for target_col, reg in models.items(): + y_hat = reg.predict(X) # fake + y = ys[target_col] # real + rmse = metrics.mean_squared_error(y, y_hat, squared=False) + r2 = metrics.r2_score(y, y_hat) + eval_dict = {'Error': target_col, 'RMSE': rmse, 'R^2': r2} + evals.append(eval_dict) + print(regType.__name__) + print(pd.DataFrame(evals)) + + +for reg in [CatBoostRegressor, LGBMRegressor, XGBRegressor]: + eval_model(reg) # %%