mirror of
https://github.com/clearml/clearml-docs
synced 2025-02-21 19:48:56 +00:00
40 lines
1.7 KiB
Markdown
40 lines
1.7 KiB
Markdown
---
|
|
title: CatBoost
|
|
---
|
|
|
|
The [catboost_example.py](https://github.com/allegroai/clearml/blob/master/examples/frameworks/catboost/catboost_example.py)
|
|
example demonstrates the integration of ClearML into code that uses [CatBoost](https://catboost.ai).
|
|
|
|
The example script does the following:
|
|
* Trains a simple deep neural network on the CatBoost built-in [msrank](https://catboost.ai/en/docs/concepts/python-reference_datasets_msrank)
|
|
dataset.
|
|
* Creates a task named `CatBoost simple example` in the `examples` project
|
|
* ClearML automatically logs argparse command line options, and models and metrics logged by CatBoost
|
|
|
|
## Scalars
|
|
ClearML automatically captures scalars logged by CatBoost. These scalars can be visualized in plots, which appear in the
|
|
[ClearML web UI](../../../webapp/webapp_overview.md), in the task's **SCALARS** tab.
|
|
|
|
|
|
|
|
## Hyperparameters
|
|
ClearML automatically logs command line options defined with argparse. They appear in **CONFIGURATIONS > HYPERPARAMETERS > Args**.
|
|
|
|
|
|
|
|
## Console
|
|
Text printed to the console for training progress, as well as all other console output, appear in **CONSOLE**.
|
|
|
|
|
|
|
|
## Artifacts
|
|
Models created by the task appear in the task's **ARTIFACTS** tab. ClearML automatically logs and tracks
|
|
models created using CatBoost.
|
|
|
|
|
|
|
|
Clicking on the model name takes you to the [model's page](../../../webapp/webapp_model_viewing.md), where you can view
|
|
the model's details and access the model.
|
|
|
|
|