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Deprecate gpu_exact, bump required cuda version in docs (#4527)

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Rory Mitchell 2019-06-03 09:49:05 +12:00 committed by GitHub
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64
doc/gpu/index.rst
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@ -5,10 +5,10 @@ XGBoost GPU Support
This page contains information about GPU algorithms supported in XGBoost. This page contains information about GPU algorithms supported in XGBoost.
To install GPU support, checkout the :doc:`/build`. To install GPU support, checkout the :doc:`/build`.
.. note:: CUDA 8.0, Compute Capability 3.5 required .. note:: CUDA 9.0, Compute Capability 3.5 required
The GPU algorithms in XGBoost require a graphics card with compute capability 3.5 or higher, with The GPU algorithms in XGBoost require a graphics card with compute capability 3.5 or higher, with
CUDA toolkits 8.0 or later. CUDA toolkits 9.0 or later.
(See `this list <https://en.wikipedia.org/wiki/CUDA#GPUs_supported>`_ to look up compute capability of your GPU card.) (See `this list <https://en.wikipedia.org/wiki/CUDA#GPUs_supported>`_ to look up compute capability of your GPU card.)
********************************************* *********************************************
@ -23,13 +23,13 @@ Specify the ``tree_method`` parameter as one of the following algorithms.
Algorithms Algorithms
---------- ----------
+--------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +-----------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| tree_method | Description | | tree_method | Description |
+==============+=======================================================================================================================================================================+ +=======================+=======================================================================================================================================================================+
| gpu_exact | The standard XGBoost tree construction algorithm. Performs exact search for splits. Slower and uses considerably more memory than ``gpu_hist``. | | gpu_exact (deprecated)| The standard XGBoost tree construction algorithm. Performs exact search for splits. Slower and uses considerably more memory than ``gpu_hist``. |
+--------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +-----------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| gpu_hist | Equivalent to the XGBoost fast histogram algorithm. Much faster and uses considerably less memory. NOTE: Will run very slowly on GPUs older than Pascal architecture. | | gpu_hist | Equivalent to the XGBoost fast histogram algorithm. Much faster and uses considerably less memory. NOTE: Will run very slowly on GPUs older than Pascal architecture. |
+--------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +-----------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------+
Supported parameters Supported parameters
-------------------- --------------------
@ -37,29 +37,29 @@ Supported parameters
.. |tick| unicode:: U+2714 .. |tick| unicode:: U+2714
.. |cross| unicode:: U+2718 .. |cross| unicode:: U+2718
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| parameter | ``gpu_exact`` | ``gpu_hist`` | | parameter | ``gpu_exact`` (deprecated) | ``gpu_hist`` |
+================================+===============+==============+ +================================+============================+==============+
| ``subsample`` | |cross| | |tick| | | ``subsample`` | |cross| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| ``colsample_bytree`` | |cross| | |tick| | | ``colsample_bytree`` | |cross| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| ``colsample_bylevel`` | |cross| | |tick| | | ``colsample_bylevel`` | |cross| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| ``max_bin`` | |cross| | |tick| | | ``max_bin`` | |cross| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| ``gpu_id`` | |tick| | |tick| | | ``gpu_id`` | |tick| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| ``n_gpus`` | |cross| | |tick| | | ``n_gpus`` | |cross| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| ``predictor`` | |tick| | |tick| | | ``predictor`` | |tick| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| ``grow_policy`` | |cross| | |tick| | | ``grow_policy`` | |cross| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| ``monotone_constraints`` | |cross| | |tick| | | ``monotone_constraints`` | |cross| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
| ``single_precision_histogram`` | |cross| | |tick| | | ``single_precision_histogram`` | |cross| | |tick| |
+--------------------------------+---------------+--------------+ +--------------------------------+----------------------------+--------------+
GPU accelerated prediction is enabled by default for the above mentioned ``tree_method`` parameters but can be switched to CPU prediction by setting ``predictor`` to ``cpu_predictor``. This could be useful if you want to conserve GPU memory. Likewise when using CPU algorithms, GPU accelerated prediction can be enabled by setting ``predictor`` to ``gpu_predictor``. GPU accelerated prediction is enabled by default for the above mentioned ``tree_method`` parameters but can be switched to CPU prediction by setting ``predictor`` to ``cpu_predictor``. This could be useful if you want to conserve GPU memory. Likewise when using CPU algorithms, GPU accelerated prediction can be enabled by setting ``predictor`` to ``gpu_predictor``.

3
doc/parameter.rst
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@ -111,7 +111,7 @@ Parameters for Tree Booster
- The tree construction algorithm used in XGBoost. See description in the `reference paper <http://arxiv.org/abs/1603.02754>`_. - The tree construction algorithm used in XGBoost. See description in the `reference paper <http://arxiv.org/abs/1603.02754>`_.
- XGBoost supports ``hist`` and ``approx`` for distributed training and only support ``approx`` for external memory version. - XGBoost supports ``hist`` and ``approx`` for distributed training and only support ``approx`` for external memory version.
- Choices: ``auto``, ``exact``, ``approx``, ``hist``, ``gpu_exact``, ``gpu_hist`` - Choices: ``auto``, ``exact``, ``approx``, ``hist``, ``gpu_hist``
- ``auto``: Use heuristic to choose the fastest method. - ``auto``: Use heuristic to choose the fastest method.
@ -123,7 +123,6 @@ Parameters for Tree Booster
- ``exact``: Exact greedy algorithm. - ``exact``: Exact greedy algorithm.
- ``approx``: Approximate greedy algorithm using quantile sketch and gradient histogram. - ``approx``: Approximate greedy algorithm using quantile sketch and gradient histogram.
- ``hist``: Fast histogram optimized approximate greedy algorithm. It uses some performance improvements such as bins caching. - ``hist``: Fast histogram optimized approximate greedy algorithm. It uses some performance improvements such as bins caching.
- ``gpu_exact``: GPU implementation of ``exact`` algorithm.
- ``gpu_hist``: GPU implementation of ``hist`` algorithm. - ``gpu_hist``: GPU implementation of ``hist`` algorithm.
* ``sketch_eps`` [default=0.03] * ``sketch_eps`` [default=0.03]

6
src/tree/updater_gpu.cu
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@ -830,7 +830,11 @@ class GPUMaker : public TreeUpdater {
XGBOOST_REGISTER_TREE_UPDATER(GPUMaker, "grow_gpu") XGBOOST_REGISTER_TREE_UPDATER(GPUMaker, "grow_gpu")
.describe("Grow tree with GPU.") .describe("Grow tree with GPU.")
.set_body([]() { return new GPUMaker(); }); .set_body([]() {
LOG(WARNING) << "The gpu_exact tree method is deprecated and may be "
"removed in a future version.";
return new GPUMaker();
});
} // namespace tree } // namespace tree
} // namespace xgboost } // namespace xgboost