Ask Your Question
4

Can you provide an example of how to use LightGBM in C++ with Microsoft?

asked 2021-08-23 11:00:00 +0000

ladyg gravatar image

edit retag flag offensive close merge delete

1 Answer

Sort by ยป oldest newest most voted
1

answered 2021-10-07 04:00:00 +0000

scrum gravatar image

Certainly! Here is an example of how to use LightGBM in C++ with Microsoft Visual Studio:

  1. First, download and install LightGBM from the official website.
  2. Create a new Visual Studio project.
  3. In the project properties, add the path to the LightGBM include directory to the "Include Directories" field.
  4. In the project properties, add the path to the LightGBM library directory to the "Library Directories" field.
  5. In the project properties, add "lightgbm.lib" to the "Additional Dependencies" field.
  6. Include the LightGBM header file in your main .cpp file:

    #include <LightGBM/lightgbm.h>

  7. Initialize a Dataset object with your training data:

    LightGBM::Dataset train_data = LightGBM::Dataset::CreateFromFile(
        "train.txt", 
        "", 
        0, 
        0, 
        true, 
        "", 
        "1", 
        1, 
        nullptr
    );
    
  8. Define a parameter object and set the necessary parameters:

    LightGBM::Config config;
    config.num_iterations = 100;
    config.boosting_type = LightGBM::BoostingType::kGBDT;
    config.max_depth = 6;
    config.learning_rate = 0.1f;
    
  9. Train the model using the LightGBM object:

    LightGBM::LightGBM model(config);
    model.Train(&train_data);    
    
  10. Make predictions using the trained model:

    std::vector<float> predict_data = {1.0f, 2.0f, 3.0f};
    std::vector<float> predictions;
    model.Predict(predict_data.data(), &predictions);
    

And that's it! You now have a working example of how to use LightGBM in C++ with Microsoft Visual Studio.

edit flag offensive delete link more

Your Answer

Please start posting anonymously - your entry will be published after you log in or create a new account. This space is reserved only for answers. If you would like to engage in a discussion, please instead post a comment under the question or an answer that you would like to discuss

Add Answer


Question Tools

Stats

Asked: 2021-08-23 11:00:00 +0000

Seen: 14 times

Last updated: Oct 07 '21