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timtreisclaude
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Eliminate DataFrame copies and double data loading in datashader path
Two additional performance fixes on top of the datashader speedups: 1. Replace .assign() + .rename() with direct column assignment when attaching the color column to the transformed element. Avoids two full DataFrame copies (~320MB saved for 10M points). 2. Add preloaded_color_data parameter to _set_color_source_vec so _render_points can pass already-loaded color data from get_values() instead of triggering a redundant second load from the table. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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src/spatialdata_plot/pl/render.py

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Original file line numberDiff line numberDiff line change
@@ -796,8 +796,7 @@ def _render_points(
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# from the registered points (see above) avoids duplicate-origin ambiguities.
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color_table_name = table_name
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# When color was already loaded from a table (line 690), pass it directly
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# to avoid a redundant get_values() call inside _set_color_source_vec.
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# Reuse color data already loaded from the table to avoid a redundant get_values() call.
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_preloaded = points_pd_with_color[col_for_color] if added_color_from_table and col_for_color is not None else None
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color_source_vector, color_vector, _ = _set_color_source_vec(

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