[doc] Use figure directive. (#7143)
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@ -44,12 +44,9 @@ is the product of interaction between :math:`x_1`, :math:`x_7`, and
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Source(source, format='png').render('../_static/feature_interaction_illustration1', view=False)
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Source(source, format='svg').render('../_static/feature_interaction_illustration1', view=False)
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.. raw:: html
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<p>
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<img src="../_static/feature_interaction_illustration1.svg"
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onerror="this.src='../_static/feature_interaction_illustration1.png'; this.onerror=null;">
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</p>
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.. figure:: ../_static/feature_interaction_illustration1.svg
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:align: center
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:figwidth: 80 %
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When the tree depth is larger than one, many variables interact on
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the sole basis of minimizing training loss, and the resulting decision tree may
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@ -130,14 +127,12 @@ first and second constraints (``[0, 1]``, ``[2, 3, 4]``).
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Source(source, format='png').render('../_static/feature_interaction_illustration3', view=False)
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Source(source, format='svg').render('../_static/feature_interaction_illustration3', view=False)
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.. raw:: html
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<p>
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<img src="../_static/feature_interaction_illustration2.svg"
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onerror="this.src='../_static/feature_interaction_illustration2.png'; this.onerror=null;">
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<img src="../_static/feature_interaction_illustration3.svg"
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onerror="this.src='../_static/feature_interaction_illustration3.png'; this.onerror=null;">
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</p>
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.. figure:: ../_static/feature_interaction_illustration2.svg
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:align: left
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.. figure:: ../_static/feature_interaction_illustration3.svg
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****************************************************
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Enforcing Feature Interaction Constraints in XGBoost
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