Ale37 commited on
Commit
e3d5a14
·
1 Parent(s): 2ae74e6

load model and compute mape

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Files changed (1) hide show
  1. src/model.py +13 -3
src/model.py CHANGED
@@ -73,17 +73,23 @@ def scale_train(train_ili):
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  def train_(train_ili_scaled, val_ili, save_model_path='./models'):
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  model = ExponentialSmoothing()
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  model.fit(train_ili_scaled)
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-
 
 
 
 
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  model_name = str(model).split('(')[0]
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- path = f'{save_model_path}/{model_name}.pkl'
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  if not os.path.exists(path=path):
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  os.makedirs(path)
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  model.save(path)
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  else:
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  model = ExponentialSmoothing.load(path)
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- # print('Exponential Smoothing mape:', mape(val_ili, scaler.inverse_transform(exp_preds)))
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  return model
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@@ -108,4 +114,8 @@ def plot_results(train_ili, val_ili, preds):
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  return fig
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  def train_(train_ili_scaled, val_ili, save_model_path='./models'):
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  model = ExponentialSmoothing()
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  model.fit(train_ili_scaled)
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+
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+ return model
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+
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+
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+ def save_model(model, path):
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  model_name = str(model).split('(')[0]
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+ path = f'{path}/{model_name}.pkl'
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  if not os.path.exists(path=path):
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  os.makedirs(path)
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  model.save(path)
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  else:
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  model = ExponentialSmoothing.load(path)
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+ def load_model(path):
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+ model = ExponentialSmoothing.load(path)
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+
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  return model
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  return fig
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+ def compute_mape(preds, val):
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+ metric = mape(val, preds)
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+
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+ return metric
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