ENH reuse parent histogram in HGBT #26189
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Simple benchmarkOn the higgs dataset, this PR gives ~4% speed-up, which is about the expected amount (1 / 28 features = 3.5%). Running on main gives On this PR: |
thomasjpfan
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Apr 17, 2023
lorentzenchr
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thomasjpfan
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Jan 21, 2024
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| if n_samples_left < n_samples_right: | ||
| smallest_child = left_child_node | ||
| largest_child = right_child_node | ||
| is_left_child = True | ||
| else: | ||
| smallest_child = right_child_node | ||
| largest_child = left_child_node | ||
| is_left_child = False |
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Nit:
is_left_child = n_samples_left < n_samples_right
if is_left_child:
smallest_child = left_child_node
largest_child = right_child_node
else:
smallest_child = right_child_node
largest_child = left_child_node| unsigned int split_bin_end | ||
| unsigned char is_categorical | ||
| BITSET_INNER_DTYPE_C [:] left_cat_bitset | ||
| bint has_parent_hist = False |
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Suggested change
| bint has_parent_hist = False | |
| bint has_parent_hist = parent_split_info is not None |
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| if parent_split_info is not None: | ||
| has_parent_hist = True |
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Suggested change
| if parent_split_info is not None: | |
| has_parent_hist = True | |
| if has_parent_hist: |
| @@ -141,8 +156,30 @@ cdef class HistogramBuilder: | |||
| dtype=HISTOGRAM_DTYPE | |||
| ) | |||
| bint has_interaction_cst = allowed_features is not None | |||
| # Feature index of the feature that the parent node was split on. | |||
| int split_feature_idx | |||
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Suggested change
| int split_feature_idx | |
| int parent_split_feature_idx |
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| unsigned int split_bin_start | ||
| # End (+1) of the bin indices belonging to the feature that was split on. | ||
| unsigned int split_bin_end |
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I think these are also for the parent.
Suggested change
| unsigned int split_bin_start | |
| # End (+1) of the bin indices belonging to the feature that was split on. | |
| unsigned int split_bin_end | |
| unsigned int parent_split_bin_start | |
| # End (+1) of the bin indices belonging to the feature that was split on. | |
| unsigned int parent_split_bin_end |
| @@ -422,6 +422,13 @@ Changelog | |||
| In effect, less memory has to be allocated and deallocated. | |||
| :pr:`27865` by :user:`Christian Lorentzen <lorentzenchr>`. | |||
|
|
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| - |Efficiency| :class:`ensemble.HistGradientBoostingClassifier` and | |||
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This needs to be moved to 1.5
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Reference Issues/PRs
None
What does this implement/fix? Explain your changes.
This PR reuses the parent's histogram for the feature that was split on. This saves a little time.
Any other comments?
The implementation is no beauty. If we want to include this improvement, suggestions or alternative PRs are welcome.