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chembl · Jan 13, 2025 · 6e30d77 · 6e30d77
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 FPSim2 is a small NumPy centric Python/C++ RDKit based package to run fast compound similarity searches. FPSim2 performs better with high search thresholds (>=0.7). Currently used in the [ChEMBL](http://www.ebi.ac.uk/chembl/) and [SureChEMBL](https://www.surechembl.org/) interfaces.
 
 Highlights:
-- Using CPU POPCNT instruction
+- Uses CPU POPCNT instruction for fast bit counting
 - Bounds for sublinear speedups from [10.1021/ci600358f](https://pubs.acs.org/doi/abs/10.1021/ci600358f)
 - A compressed file format with optimised read speed based in [PyTables](https://www.pytables.org/) and [BLOSC2](http://www.blosc.org/pages/blosc-in-depth/)
 - Fast multicore CPU and GPU similarity searches

diff --git a/docs/index.md b/docs/index.md
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 ## Highlights
 
-- Uses SIMD instructions
+- Uses CPU POPCNT instruction for fast bit counting
 - Implements bounds for sublinear speedups from [10.1021/ci600358f](https://pubs.acs.org/doi/abs/10.1021/ci600358f/)
 - Features a compressed file format with optimized read speed based on [PyTables](https://www.pytables.org/) and [BLOSC2](http://www.blosc.org/pages/blosc-in-depth/)
 - Provides fast multicore CPU and GPU similarity searches