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Ensure GPU is used for input transposing of host arrays (#3835)
Closes issue #3832 Related to #3767 cc @teju85 and @venkywonka and @vinaydes who are working on RF Will be profiling the solution before flipping the PR to ready to review Quick profiling, on a 2070S laptop,average of 10 runs of a simple LinearRegression.fit (that expects data in `F` format), with a `X` matrix of 500 columns with 100000 rows shows: - Before the fix: ``` common.input_utils.input_to_cuml_array : 0.1795 s ``` - After the fix: ``` common.input_utils.input_to_cuml_array : 0.0632 s ``` Authors: - Dante Gama Dessavre (https://github.com/dantegd) Approvers: - William Hicks (https://github.com/wphicks) - Corey J. Nolet (https://github.com/cjnolet) URL: #3835
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