From ec46957110cca4cb45b5247421e5ec2af52452d0 Mon Sep 17 00:00:00 2001 From: pollfly <75068813+pollfly@users.noreply.github.com> Date: Sun, 2 Jan 2022 16:23:06 +0200 Subject: [PATCH] Add XGBoost example docs (#148) --- .../frameworks/xgboost/xgboost_metrics.md | 34 ++++++++++++++++++ .../frameworks/xgboost/xgboost_sample.md | 6 ++-- .../img/examples_xgboost_metric_artifacts.png | Bin 0 -> 27487 bytes docs/img/examples_xgboost_metric_console.png | Bin 0 -> 71589 bytes docs/img/examples_xgboost_metric_model.png | Bin 0 -> 63050 bytes docs/img/examples_xgboost_metric_scalars.png | Bin 0 -> 49708 bytes sidebars.js | 2 +- 7 files changed, 38 insertions(+), 4 deletions(-) create mode 100644 docs/guides/frameworks/xgboost/xgboost_metrics.md create mode 100644 docs/img/examples_xgboost_metric_artifacts.png create mode 100644 docs/img/examples_xgboost_metric_console.png create mode 100644 docs/img/examples_xgboost_metric_model.png create mode 100644 docs/img/examples_xgboost_metric_scalars.png diff --git a/docs/guides/frameworks/xgboost/xgboost_metrics.md b/docs/guides/frameworks/xgboost/xgboost_metrics.md new file mode 100644 index 00000000..bb8143cd --- /dev/null +++ b/docs/guides/frameworks/xgboost/xgboost_metrics.md @@ -0,0 +1,34 @@ +--- +title: XGBoost Metric Reporting +--- + +The [xgboost_metrics.py](https://github.com/allegroai/clearml/blob/master/examples/frameworks/xgboost/xgboost_metrics.py) +example demonstrates the integration of ClearML into code that uses XGBoost to train a network on the scikit-learn [iris](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html#sklearn.datasets.load_iris) +classification dataset. ClearML automatically captures models and scalars logged with XGBoost. + +When the script runs, it creates a ClearML experiment named `xgboost metric auto reporting`, which is associated with +the `examples` project. + +## Scalars +ClearML automatically captures scalars logged with XGBoost, which can be visualized in plots in the +ClearML WebApp, in the experiment's **RESULTS > SCALARS** page. + +![Scalars](../../../img/examples_xgboost_metric_scalars.png) + +## Models + +ClearML automatically captures the model logged using the `xgboost.save` method, and saves it as an artifact. + +View saved snapshots in the experiment's **ARTIFACTS** tab. + +![Artifacts tab](../../../img/examples_xgboost_metric_artifacts.png) + +To view the model details, click the model name in the **ARTIFACTS** page, which will open the model's info tab. Alternatively, download the model. + +![Model info panel](../../../img/examples_xgboost_metric_model.png) + +## Console + +All console output during the script’s execution appears in the experiment’s **RESULTS > CONSOLE** page. + +![Console output](../../../img/examples_xgboost_metric_console.png) \ No newline at end of file diff --git a/docs/guides/frameworks/xgboost/xgboost_sample.md b/docs/guides/frameworks/xgboost/xgboost_sample.md index 05c7684f..9ad40840 100644 --- a/docs/guides/frameworks/xgboost/xgboost_sample.md +++ b/docs/guides/frameworks/xgboost/xgboost_sample.md @@ -1,9 +1,9 @@ --- -title: XGBoost +title: XGBoost and scikit-learn --- The [xgboost_sample.py](https://github.com/allegroai/clearml/blob/master/examples/frameworks/xgboost/xgboost_sample.py) -example demonstrates integrating **ClearML** into code that trains a network on the scikit-learn [iris](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html#sklearn.datasets.load_iris) +example demonstrates integrating ClearML into code that trains a network on the scikit-learn [iris](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html#sklearn.datasets.load_iris) classification dataset, using XGBoost to do the following: * Load a model ([xgboost.Booster.load_model](https://xgboost.readthedocs.io/en/latest/python/python_api.html#xgboost.Booster.load_model)) @@ -14,7 +14,7 @@ classification dataset, using XGBoost to do the following: And using scikit-learn to score accuracy ([sklearn.metrics.accuracy_score](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.accuracy_score.html)). -**ClearML** automatically logs: +ClearML automatically logs: * Input model * Output model * Model checkpoints (snapshots) diff --git a/docs/img/examples_xgboost_metric_artifacts.png b/docs/img/examples_xgboost_metric_artifacts.png new file mode 100644 index 0000000000000000000000000000000000000000..18185a5f5edfa454ec042f31b5cf1c656c8399a5 GIT binary patch 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