Comments (2)
ChemFP is a lot smarter algorithm, where as this relies on it being so cheap to do and just brute forces it. The GPU speed here is calculating the full similarities of ~200 million (max GPU can hold) in 0.4 seconds. When having to do full similarity (which disadvantages the intelligence of ChemFP), it looks like ChemFP can do about ~10 million a second, so this is 50x faster than ChemFP when it needs to do a relatively stupid thing. Limiting to similarity >0.6, it looks like ChemFP can screen about 20 million a second, or 25x slower.
From my point of view, once you're up to 500 million a second throughput, it makes the intelligence of the algorithm dramatically less important. I'll likely do some type of hierarchical improvements to the algorithm at some point here, not for speed but to enable screening billions of molecules when the GPU can only fit 200 million. For the moment though, this seems to be doing good enough for its primary use.
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We can always halve the fingerprint size and store 400 million :)
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Related Issues (20)
- Rearchitect code so single backend is aware of all databases
- Support returning only (and all) results better than a similarity cutoff
- Add ability to specify GPU bitcount from server startup
- Port fingerprint folding to GPU
- Switch CPU sorting from home-spun bubble sort HOT 1
- Add ability to merge multiple fsim files into one
- Make arg parsing not terrible
- Can't create Fingerprint databases with more than ~4gb file size
- Sort fingerprint databases by number of on-bits, use to pre-screen
- building error HOT 7
- Structure fingerprint not matching HOT 3
- De-duplicate based on unique smiles
- GPUSimilarity doesn't build with TravisCI
- When creating fsim file, skip invalid smiles and dump them to an error smiles file
- GPUSim returns N IDs, not N unique smiles
- Return total results count along with results HOT 1
- Can't get results for search query HOT 3
- Request: add pseudo-substructure search w/tversky
- gpu server launching issue HOT 4
- Merging multiple databases not working HOT 1
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