{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This one has been on the back burner for quite a while. When Pat Lorton was working on the initial version of [gpusimilarity](https://github.com/schrodinger/gpusimilarity) and his presentation for the [2018 RDKit UGM](https://github.com/schrodinger/gpusimilarity/blob/master/gpusimilarity_rdkit_presentation.pdf) he dealt with the limited amount of memory available on GPUs by loading highly folded fingerprints into the GPU, retrieving extra compounds for a TopN query, and then rescoring those compounds using full-sized fingerprints. I wanted to go back and look at the same problem again from the perspective of a threshold similarity query - i.e. \"give me all of the results that have a similarity above my threshold\" - instead of the TopN query - i.e. \"give me the N nearest neighbors in the database\" - Pat was looking at.\n", "\n", "This blog post starts that. I'm not going to take a more general approach and look at the impact of fingerprint size on search results and performance at various threshold levels. I'm not going to actually use gpusimilarity in this particular post, but hopefully I will get to that in the future.\n", "\n", "This post ended up being longer than I thought it was going to be... here's an overview of the pieces:\n", "\n", "- Look at the impact of folding on computed similarity values. [link](#Impact-of-fingerprint-size-on-computed-similarity)\n", "- Look at the impact of folding on the number of results returned by a similarity search. [link](#Comparing-the-the-number-of-neighbors-retrieved)\n", "- How many hits do we miss by folding the fingerprints? [link](#How-many-hits-do-we-miss?)\n", "- How many extra hits do we retrieve when folding the fingerprints? [link](#Efficiency,-look-at-the-number-of-extra-hits)\n", "- Performance: what impact does fingerprint size have on search times in PostgreSQL? [link](#In-PostgreSQL)\n", "- Performance: what impact does fingerprint size have on search times using [FPSim2](https://github.com/chembl/FPSim2)? [link](#Using-FPSim2)\n", "\n", "The TL;DR summary: When working with the RDKit's Morgan2 fingerprint (MFP2), I think it's reasonable to fold the fingerprints down to 128 bits, particularly when using higher similarity thresholds. This balances the number of hits missed against the number of extra hits retrieved and can result in significant performance improvements when using a specialized search tool like [FPSim2](https://github.com/chembl/FPSim2). The smaller fingerprints - 128 bit fingerprints are 1/16th the size of 2048 bit fingerprints - are faster to read from storage and allow us to fit considerably more fingerprints in the same amount of memory, which is particularly helpful with GPUs." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020.03.5\n", "Mon Aug 24 05:12:00 2020\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "from rdkit import Chem\n", "from rdkit.Chem import rdMolDescriptors\n", "from rdkit.Chem.Draw import IPythonConsole\n", "from rdkit.Chem import Draw\n", "from rdkit import RDLogger\n", "from rdkit import rdBase\n", "from rdkit import DataStructs\n", "import pickle\n", "import time\n", "import gzip\n", "print(rdBase.rdkitVersion)\n", "print(time.asctime())\n", "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Impact of fingerprint size on computed similarity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Start by looking at the impact of increased fingerprint folding - decreasing fingerprint size - on similarity values.\n", "\n", "For this I use the [similarity comparison set](https://rdkit.blogspot.com/2016/04/revisiting-similarity-comparison-set.html) that I put together a few years ago. I'm more interested in the impact on molecules that have a reasonable similiarty to each other, so I'm using the set of pairs that have tanimoto similarity of at least 0.6 with the Morgan1 fingerprint. \n", "\n", "Generate the similarity values for multiple bit counts:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "rows=[]\n", "for row in gzip.open('../data/chembl21_25K.mfp1.pairs.txt.gz').readlines():\n", " row = row.split()\n", " row[1] = Chem.MolFromSmiles(row[1])\n", " row[3] = Chem.MolFromSmiles(row[3])\n", " rows.append(row)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done: 5000\n", "Done: 10000\n", "Done: 15000\n", "Done: 20000\n", "Done: 25000\n" ] } ], "source": [ "sims = defaultdict(list)\n", "for i,row in enumerate(rows):\n", " m1 = row[1]\n", " m2 = row[3]\n", " fp1 = rdMolDescriptors.GetMorganFingerprint(m1,2)\n", " fp2 = rdMolDescriptors.GetMorganFingerprint(m2,2)\n", " sims[-1].append(DataStructs.TanimotoSimilarity(fp1,fp2))\n", " \n", " for bitsize in (64, 128, 256, 512,1024,2048,4096):\n", " fp1 = rdMolDescriptors.GetMorganFingerprintAsBitVect(m1,2,nBits=bitsize)\n", " fp2 = rdMolDescriptors.GetMorganFingerprintAsBitVect(m2,2,nBits=bitsize)\n", " sims[bitsize].append(DataStructs.TanimotoSimilarity(fp1,fp2))\n", " if not (i+1)%5000: print(\"Done:\",i+1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then plot histograms to show how much the similarity changes relatively to the 4096 bit fingerprint for the different bit counts. \n", "\n", "Positive values indicate that the folded fingerprint yields a higher similarity\n", "\n", "I include the histogram twice: once with a linear y axis and once with a log y axis so that the behavior at the edges is more visible." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figsize(12,12)\n", "bcounts = (2048,1024,512,256,128,64)\n", "\n", "diffs = []\n", "for bcount in bcounts:\n", " diffs.append(np.array(sims[bcount])-np.array(sims[4096]))\n", "subplot(2,1,1)\n", "hist(diffs,label=[str(x) for x in bcounts],bins=20);\n", "legend();\n", "title('delta similarity');\n", "subplot(2,1,2)\n", "hist(diffs,label=[str(x) for x in bcounts],bins=20,log=True);\n", "legend();\n", "title('MFP2: delta similarity');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clear (and generally unsurprising) conclusion from this: folding the fingerprints tends to increase computed similarity values. Going all the way down to 64bits does so dramatically." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's also worth looking at how much the folding changes the ranking of similarities. This is where I may get into trouble with people who are better at stats than I am, but I think the right metric for this is [Spearman's rank correlation coefficient](https://en.wikipedia.org/wiki/Spearman%27s_rank_correlation_coefficient):" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2048 bits: r=0.997 p=0\n", "1024 bits: r=0.994 p=0\n", "512 bits: r=0.985 p=0\n", "256 bits: r=0.965 p=0\n", "128 bits: r=0.919 p=0\n", "64 bits: r=0.811 p=0\n" ] } ], "source": [ "from scipy import stats\n", "bcounts = (2048,1024,512,256,128,64)\n", "for bcount in bcounts:\n", " r,p = stats.spearmanr(sims[bcount],sims[4096])\n", " print(f\"{bcount} bits: r={r:.3f} p={p:.3g}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's nice to see how high these are. Even the super-short 64 bit fingerprints maintain the ranking of these pairs reasonably well." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In [another blog post](https://rdkit.blogspot.com/2020/06/number-of-bits-set-compared-between.html) I showed that the Morgan2 fingerprint sets comparatively few bits compared to some of the other fingerprints available in the RDKit: compare ~50 bits per molecule with MFP2 with the ~1000 bits per molecule set by the RDKit fingerprint.\n", "\n", "I assume that the higher bit densities of the RDKit fingerprint will cause similarity values to increase more rapidly as the fingerprint is folded. \n", "\n", "Let's test that assumption:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done: 5000\n", "Done: 10000\n", "Done: 15000\n", "Done: 20000\n", "Done: 25000\n" ] } ], "source": [ "rdksims = defaultdict(list)\n", "for i,row in enumerate(rows):\n", " m1 = row[1]\n", " m2 = row[3]\n", " for bitsize in (64, 128, 256, 512,1024,2048,4096):\n", " fp1 = Chem.RDKFingerprint(m1,fpSize=bitsize)\n", " fp2 = Chem.RDKFingerprint(m2,fpSize=bitsize)\n", " rdksims[bitsize].append(DataStructs.TanimotoSimilarity(fp1,fp2))\n", " if not (i+1)%5000: print(\"Done:\",i+1)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figsize(12,12)\n", "bcounts = (2048,1024,512,256,128,64)\n", "\n", "diffs = []\n", "for bcount in bcounts:\n", " diffs.append(np.array(rdksims[bcount])-np.array(rdksims[4096]))\n", "subplot(2,1,1)\n", "hist(diffs,label=[str(x) for x in bcounts],bins=20);\n", "legend();\n", "title('delta similarity');\n", "subplot(2,1,2)\n", "hist(diffs,label=[str(x) for x in bcounts],bins=20,log=True);\n", "legend();\n", "title('RDKit: delta similarity');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Spearman coefficients here show how quickly things degrade:" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2048 bits: r=0.986 p=0\n", "1024 bits: r=0.911 p=0\n", "512 bits: r=0.735 p=0\n", "256 bits: r=0.506 p=0\n", "128 bits: r=0.287 p=0\n", "64 bits: r=0.103 p=1.39e-59\n" ] } ], "source": [ "from scipy import stats\n", "bcounts = (2048,1024,512,256,128,64)\n", "for bcount in bcounts:\n", " r,p = stats.spearmanr(rdksims[bcount],rdksims[4096])\n", " print(f\"{bcount} bits: r={r:.3f} p={p:.3g}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly the RDKit fingerprints generated with the default parameters are not the ideal candidates to be folded into super-short fingerprints." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Impact on similarity searching" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's move on to looking at the impact shorter fingerprints have on similarity searching, specifically the number of results retrieved for queries using different similarity cutoffs.\n", "\n", "Our test database for this is the SDF from ChEMBL27. I downloaded this directly from the [ChEMBL website](ftp://ftp.ebi.ac.uk/pub/databases/chembl/ChEMBLdb/latest/).\n", "\n", "Read in that SDF and generate MFP2 fingerprints:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processed 50000 molecules in 15.7 seconds\n", "Processed 100000 molecules in 30.9 seconds\n", "Processed 150000 molecules in 45.8 seconds\n", "Processed 200000 molecules in 61.8 seconds\n", "Processed 250000 molecules in 79.1 seconds\n", "Processed 300000 molecules in 95.5 seconds\n", "Processed 350000 molecules in 113.1 seconds\n", "Processed 400000 molecules in 132.1 seconds\n", "Processed 450000 molecules in 150.2 seconds\n", "Processed 500000 molecules in 167.8 seconds\n", "Processed 550000 molecules in 185.2 seconds\n", "Processed 600000 molecules in 203.7 seconds\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "RDKit ERROR: [08:36:27] Explicit valence for atom # 0 N, 4, is greater than permitted\n", "RDKit ERROR: [08:36:27] ERROR: Could not sanitize molecule ending on line 44530308\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 650000 molecules in 222.4 seconds\n", "Processed 700000 molecules in 243.6 seconds\n", "Processed 750000 molecules in 259.4 seconds\n", "Processed 800000 molecules in 273.9 seconds\n", "Processed 850000 molecules in 288.2 seconds\n", "Processed 900000 molecules in 302.9 seconds\n", "Processed 950000 molecules in 317.4 seconds\n", "Processed 1000000 molecules in 333.0 seconds\n", "Processed 1050000 molecules in 349.7 seconds\n", "Processed 1100000 molecules in 366.1 seconds\n", "Processed 1150000 molecules in 384.8 seconds\n", "Processed 1200000 molecules in 401.7 seconds\n", "Processed 1250000 molecules in 419.5 seconds\n", "Processed 1300000 molecules in 438.1 seconds\n", "Processed 1350000 molecules in 458.1 seconds\n", "Processed 1400000 molecules in 475.6 seconds\n", "Processed 1450000 molecules in 492.3 seconds\n", "Processed 1500000 molecules in 508.3 seconds\n", "Processed 1550000 molecules in 522.2 seconds\n", "Processed 1600000 molecules in 538.5 seconds\n", "Processed 1650000 molecules in 556.1 seconds\n", "Processed 1700000 molecules in 574.4 seconds\n", "Processed 1750000 molecules in 593.8 seconds\n", "Processed 1800000 molecules in 613.1 seconds\n", "Processed 1850000 molecules in 631.7 seconds\n", "Processed 1900000 molecules in 650.2 seconds\n", "Processed 1905747 molecules in 665.7 seconds\n" ] } ], "source": [ "import pickle, time, gzip\n", "\n", "gz = gzip.GzipFile('/home/glandrum/Downloads/chembl_27.sdf.gz')\n", "suppl = Chem.ForwardSDMolSupplier(gz)\n", "\n", "RDLogger.DisableLog(\"rdApp.warning\")\n", "t1=time.time()\n", "data = []\n", "\n", "for i,mol in enumerate(suppl):\n", " if not ((i+1)%50000):\n", " print(f\"Processed {i+1} molecules in {(time.time()-t1):.1f} seconds\")\n", " if mol is None or mol.GetNumAtoms()>70:\n", " continue\n", " fp = rdMolDescriptors.GetMorganFingerprintAsBitVect(mol,2,nBits=4096)\n", " smi = Chem.MolToSmiles(mol)\n", " data.append((mol.GetProp('chembl_id'),smi,fp))\n", "t2=time.time()\n", "print(f\"Processed {len(data)} molecules in {(t2-t1):.1f} seconds\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Save those to disk so that we don't have to do that work again" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "pickle.dump(data,open('../data/chembl27_fps.pkl','wb+'))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "data = pickle.load(open('../data/chembl27_fps.pkl','rb'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our queries are the set of \"very active\" compounds (compounds with subnanomolar measured Ki values) I [previously collected](https://rdkit.blogspot.com/2020/05/binary-molecules-and-cartridge.html) from ChEMBL26." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processed 34348 molecules in 14.5 seconds\n" ] } ], "source": [ "gz = gzip.GzipFile('../data/chembl26_very_active.sdf.gz')\n", "suppl = Chem.ForwardSDMolSupplier(gz)\n", "t1=time.time()\n", "queries = []\n", "for i,mol in enumerate(suppl):\n", " if not ((i+1)%50000):\n", " print(f\"Processed {i+1} molecules in {(time.time()-t1):.1f} seconds\")\n", " if mol is None or mol.GetNumAtoms()>70:\n", " continue\n", " fp = rdMolDescriptors.GetMorganFingerprintAsBitVect(mol,2,nBits=4096)\n", " smi = Chem.MolToSmiles(mol)\n", " queries.append((mol.GetProp('compound_chembl_id'),smi,fp))\n", "t2=time.time()\n", "print(f\"Processed {len(queries)} molecules in {(t2-t1):.1f} seconds\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now collect the data. We'll use 1000 randomly selected queries against the first million pubchem compounds.\n", "\n", "We try a variety of different fingerprint sizes along with different similarity thresholds. For each threshold/size combination we keep track of the number of neighbors found for each query as well as the number of missing neighbors (neighbors found at that threshold with a 4096 bit fingerprint that were not found with the folded fingerprint)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import random\n", "random.seed(0xf00d)\n", "random.shuffle(queries)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Doing fp len 64\n", "\t folding\n", "\t running queries\n", "Doing fp len 128\n", "\t folding\n", "\t running queries\n", "Doing fp len 256\n", "\t folding\n", "\t running queries\n", "Doing fp len 512\n", "\t folding\n", "\t running queries\n", "Doing fp len 1024\n", "\t folding\n", "\t running queries\n", "Doing fp len 2048\n", "\t folding\n", "\t running queries\n" ] } ], "source": [ "dsize = 1000000\n", "nQueries = 1000\n", "from collections import defaultdict\n", "def fold_fp(fp,sz):\n", " return DataStructs.FoldFingerprint(fp,fp.GetNumBits()//sz)\n", " \n", "thresholds = [0.5,0.6,0.7,0.8,0.9]\n", "sizes = [64,128,256,512,1024,2048]\n", "results = defaultdict(lambda:defaultdict(list))\n", "missed = defaultdict(lambda:defaultdict(list))\n", "dbfps = [x[-1] for x in data[:dsize]]\n", "for sz in sizes:\n", " print(f'Doing fp len {sz}')\n", " tfps = []\n", " print('\\t folding')\n", " for cid,smi,fp in data[:dsize]:\n", " tfps.append(fold_fp(fp,sz))\n", " print('\\t running queries')\n", " for qcid,qsmi,qfp in queries[:nQueries]:\n", " nqfp = fold_fp(qfp,sz)\n", " sims = DataStructs.BulkTanimotoSimilarity(nqfp,tfps)\n", " osims = DataStructs.BulkTanimotoSimilarity(qfp,dbfps)\n", " for thresh in thresholds:\n", " oindices = set(i for (i,x) in enumerate(osims) if x>=thresh)\n", " if sz==sizes[0]:\n", " results[4096][thresh].append(len(oindices))\n", "\n", " indices = set(i for (i,x) in enumerate(sims) if x>=thresh)\n", " \n", " cnt = len(indices)\n", " results[sz][thresh].append(cnt)\n", " missed[sz][thresh].append(len(oindices.difference(indices)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "that took a while to run, so save the results" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "dres = {}\n", "for k in results:\n", " dres[k] = dict(results[k])\n", "dmissed = {}\n", "for k in missed:\n", " dmissed[k] = dict(missed[k])\n", "\n", "pickle.dump((dres,dmissed),open('../data/size_and_neighbors_results.mfp2.pkl','wb+'))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "results,missed = pickle.load(open('../data/size_and_neighbors_results.mfp2.pkl','rb'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing the the number of neighbors retrieved" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a sense of what the data look like, pick a couple of threshold values and do a direct comparison of the number of neighbors found at the other bit counts with the number found at 4096 bits." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.9\n", "bcounts = (2048,1024,512,256,128,64)\n", "\n", "figsize(12,15)\n", "for i,yv in enumerate(bcounts): \n", " subplot(3,2,i+1)\n", " xv = 4096\n", " mv = max(results[xv][thresh])\n", " hexbin(results[xv][thresh],results[yv][thresh],bins='log',cmap='Blues')\n", " plot([0,mv],[0,mv]);\n", " xlabel(f'{xv} bits')\n", " ylabel(f'{yv} bits');\n", " title(f'number of neighbors, thresh={thresh:0.1f}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do the same thing with a threshold of 0.6" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.6\n", "bcounts = (2048,1024,512,256,128,64)\n", "\n", "figsize(12,15)\n", "for i,yv in enumerate(bcounts): \n", " subplot(3,2,i+1)\n", " xv = 4096\n", " mv = max(results[xv][thresh])\n", " hexbin(results[xv][thresh],results[yv][thresh],bins='log',cmap='Blues')\n", " plot([0,mv],[0,mv]);\n", " xlabel(f'{xv} bits')\n", " ylabel(f'{yv} bits');\n", " title(f'number of neighbors, thresh={thresh:0.1f}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see here that the more folded fingerprints tend to yield more neighors at a given threshold. This makese sense given what we saw above, which is that similarity values tend to be higher as fingerprints are folded.\n", "\n", "It's also clear, though not super surprising, that the 64 bit fingerprint isn't going to be useful with low similarity thresholds: we just get way too many extra hits." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How many hits do we miss?" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.8\n", "bcounts = (2048,1024,512,256,128,64)\n", "hist([missed[x][0.8] for x in bcounts],log='true', label=[str(x) for x in bcounts]);\n", "legend();\n", "title(f'number of neighbors missed, thresh={thresh:.1f}');" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.7\n", "bcounts = (2048,1024,512,256,128,64)\n", "hist([missed[x][thresh] for x in bcounts],log='true', label=[str(x) for x in bcounts]);\n", "legend();\n", "title(f'number of neighbors missed, thresh={thresh:.1f}');" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figsize(6,4)\n", "\n", "thresh = 0.6\n", "bcounts = (2048,1024,512,256,128,64)\n", "hist([missed[x][thresh] for x in bcounts],log='true', label=[str(x) for x in bcounts]);\n", "legend();\n", "title(f'number of neighbors missed, thresh={thresh:.1f}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at result counts where hits were missed" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.9\n", "\n", "figsize(12,12)\n", "for i,yv in enumerate(bcounts): \n", " subplot(3,2,i+1)\n", " xv = 4096\n", " tresx = [x for i,x in enumerate(results[xv][thresh]) if missed[yv][thresh][i]]\n", " tresy = [x for i,x in enumerate(results[yv][thresh]) if missed[yv][thresh][i]]\n", " tresr = [20*x for i,x in enumerate(missed[yv][thresh]) if x]\n", " mv = max(tresx)\n", " scatter(tresx,tresy,tresr)\n", " plot([0,mv],[0,mv]);\n", " #xlabel(f'{xv} bits')\n", " ylabel(f'{yv} bits');\n", " title(f'number of neighbors, thresh={thresh:.1f}');" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.7\n", "\n", "figsize(12,12)\n", "for i,yv in enumerate(bcounts): \n", " subplot(3,2,i+1)\n", " xv = 4096\n", " tresx = [x for i,x in enumerate(results[xv][thresh]) if missed[yv][thresh][i]]\n", " tresy = [x for i,x in enumerate(results[yv][thresh]) if missed[yv][thresh][i]]\n", " tresr = [20*x for i,x in enumerate(missed[yv][thresh]) if x]\n", " mv = max(tresx)\n", " scatter(tresx,tresy,tresr)\n", " plot([0,mv],[0,mv]);\n", " #xlabel(f'{xv} bits')\n", " ylabel(f'{yv} bits');\n", " title(f'number of neighbors, thresh={thresh:.1f}');" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.6\n", "\n", "figsize(12,12)\n", "for i,yv in enumerate(bcounts): \n", " subplot(3,2,i+1)\n", " xv = 4096\n", " tresx = [x for i,x in enumerate(results[xv][thresh]) if missed[yv][thresh][i]]\n", " tresy = [x for i,x in enumerate(results[yv][thresh]) if missed[yv][thresh][i]]\n", " tresr = [20*x for i,x in enumerate(missed[yv][thresh]) if x]\n", " mv = max(tresx)\n", " sc = scatter(tresx,tresy,tresr)\n", " plot([0,mv],[0,mv]);\n", " #xlabel(f'{xv} bits')\n", " ylabel(f'{yv} bits');\n", " title(f'number of neighbors, thresh={thresh:.1f}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Efficiency, look at the number of extra hits" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.9\n", "\n", "figsize(12,12)\n", "for i,yv in enumerate(bcounts): \n", " subplot(3,2,i+1)\n", " xv = 4096\n", " delt = [x-results[xv][thresh][i] for i,x in enumerate(results[yv][thresh])]\n", " tresx = [x for i,x in enumerate(results[xv][thresh]) if delt[i]>=0]\n", " tresy = [x for i,x in enumerate(delt) if x>=0]\n", " mv = max(tresx)\n", " hexbin(tresx,tresy,bins='log',cmap='Blues')\n", " ylabel(f'extra hits');\n", " title(f'extra hits with {yv} bits, thresh={thresh:.1f}');" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.7\n", "\n", "figsize(12,12)\n", "for i,yv in enumerate(bcounts): \n", " subplot(3,2,i+1)\n", " xv = 4096\n", " delt = [x-results[xv][thresh][i] for i,x in enumerate(results[yv][thresh])]\n", " tresx = [x for i,x in enumerate(results[xv][thresh]) if delt[i]>=0]\n", " tresy = [x for i,x in enumerate(delt) if x>=0]\n", " mv = max(tresx)\n", " hexbin(tresx,tresy,bins='log',cmap='Blues')\n", " ylabel(f'extra hits');\n", " title(f'extra hits with {yv} bits, thresh={thresh:.1f}');" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "thresh = 0.6\n", "\n", "figsize(12,12)\n", "for i,yv in enumerate(bcounts): \n", " subplot(3,2,i+1)\n", " xv = 4096\n", " delt = [x-results[xv][thresh][i] for i,x in enumerate(results[yv][thresh])]\n", " tresx = [x for i,x in enumerate(results[xv][thresh]) if delt[i]>=0]\n", " tresy = [x for i,x in enumerate(delt) if x>=0]\n", " mv = max(tresx)\n", " hexbin(tresx,tresy,bins='log',cmap='Blues')\n", " ylabel(f'extra hits');\n", " title(f'extra hits with {yv} bits, thresh={thresh:.1f}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This makes it even more obvious that the 64bit fingerprints are just too short. 128 bits seems to be a good balance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Performance impact of FP size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## In PostgreSQL\n", "\n", "Here we're using slightly different datasets: the database is the full ChEMBL26 (instead of the first million molecules in ChEMBL27) and the queries are 1000 molecules randomly selected from ChEMBL26." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Start by setting up the tables with the different fingerprint sizes:\n", "```\n", "chembl_26=# set rdkit.morgan_fp_size=2048;\n", "SET\n", "Time: 0.335 ms\n", "chembl_26=# select molregno,morganbv_fp(m) as mfp2 into rdk.fps2048 from rdk.mols;\n", "SELECT 1940732\n", "Time: 115226.927 ms (01:55.227)\n", "chembl_26=# set rdkit.morgan_fp_size=128;\n", "SET\n", "Time: 0.140 ms\n", "chembl_26=# select molregno,morganbv_fp(m) as mfp2 into rdk.fps128 from rdk.mols;\n", "SELECT 1940732\n", "Time: 105524.382 ms (01:45.524)\n", "chembl_26=# \\dt+ rdk.fps2048;\n", " List of relations\n", " Schema | Name | Type | Owner | Size | Description \n", "--------+---------+-------+----------+--------+-------------\n", " rdk | fps2048 | table | glandrum | 562 MB | \n", "(1 row)\n", "\n", "chembl_26=# \\dt+ rdk.fps128;\n", " List of relations\n", " Schema | Name | Type | Owner | Size | Description \n", "--------+--------+-------+----------+--------+-------------\n", " rdk | fps128 | table | glandrum | 112 MB | \n", "(1 row)\n", "\n", "chembl_26=# create index fps128_mfp2_idx on rdk.fps128 using gist(mfp2);\n", "CREATE INDEX\n", "Time: 25325.528 ms (00:25.326)\n", "chembl_26=# set rdkit.morgan_fp_size=2048;\n", "SET\n", "Time: 0.154 ms\n", "chembl_26=# create index fps2048_mfp2_idx on rdk.fps2048 using gist(mfp2);\n", "CREATE INDEX\n", "Time: 195260.817 ms (03:15.261)\n", "```\n", "\n", "Now create the tables with 1000 randomly chosen queries:\n", "\n", "```\n", "chembl_26=# select * into table rdk.tmpqs2048 from rdk.fps2048 tablesample system(0.1) limit 1000;\n", "SELECT 1000\n", "Time: 14.196 ms\n", "chembl_26=# select fps.* into table rdk.tmpqs128 from rdk.fps128 fps join rdk.tmpqs2048 using (molregno);\n", "SELECT 1000\n", "Time: 134.327 ms\n", "```\n", "\n", "Run the 2048 bit and 128 bit queries:\n", "```\n", "chembl_26=# create or replace function get_count2048(qfp2 bfp) returns table(cnt bigint) as\n", "$$\n", "select count(*) from rdk.fps2048 tbl where tbl.mfp2%qfp2;\n", "$$ language sql stable;\n", "CREATE FUNCTION\n", "Time: 67.197 ms\n", "chembl_26=# set rdkit.tanimoto_threshold=0.9;\n", "SET\n", "Time: 0.132 ms\n", "chembl_26=# select min(cnt),max(cnt),avg(cnt) from (select get_count2048(mfp2) cnt from rdk.tmpqs2048) tmp;\n", " min | max | avg \n", "-----+-----+--------------------\n", " 1 | 49 | 1.5690000000000000\n", "(1 row)\n", "\n", "Time: 33572.026 ms (00:33.572)\n", "chembl_26=# set rdkit.tanimoto_threshold=0.7;\n", "SET\n", "Time: 0.419 ms\n", "chembl_26=# select min(cnt),max(cnt),avg(cnt) from (select get_count2048(mfp2) cnt from rdk.tmpqs2048) tmp;\n", " min | max | avg \n", "-----+-----+--------------------\n", " 1 | 737 | 9.3190000000000000\n", "(1 row)\n", "\n", "Time: 99049.256 ms (01:39.049)\n", "chembl_26=# set rdkit.tanimoto_threshold=0.6;\n", "SET\n", "Time: 0.393 ms\n", "chembl_26=# select min(cnt),max(cnt),avg(cnt) from (select get_count2048(mfp2) cnt from rdk.tmpqs2048) tmp;\n", " min | max | avg \n", "-----+------+---------------------\n", " 1 | 1274 | 28.0480000000000000\n", "(1 row)\n", "\n", "Time: 182964.348 ms (03:02.964)\n", "chembl_26=# create or replace function get_count128(qfp2 bfp) returns table(cnt bigint) as\n", "$$\n", "select count(*) from rdk.fps128 tbl where tbl.mfp2%qfp2;\n", "$$ language sql stable;\n", "CREATE FUNCTION\n", "Time: 67.593 ms\n", "chembl_26=# set rdkit.tanimoto_threshold=0.9;\n", "SET\n", "Time: 0.389 ms\n", "chembl_26=# select min(cnt),max(cnt),avg(cnt) from (select get_count128(mfp2) cnt from rdk.tmpqs128) tmp;\n", " min | max | avg \n", "-----+-----+--------------------\n", " 1 | 255 | 2.1610000000000000\n", "(1 row)\n", "\n", "Time: 44760.287 ms (00:44.760)\n", "chembl_26=# set rdkit.tanimoto_threshold=0.7;\n", "SET\n", "Time: 0.145 ms\n", "chembl_26=# select min(cnt),max(cnt),avg(cnt) from (select get_count128(mfp2) cnt from rdk.tmpqs128) tmp;\n", " min | max | avg \n", "-----+------+---------------------\n", " 1 | 2046 | 31.8120000000000000\n", "(1 row)\n", "\n", "Time: 107402.701 ms (01:47.403)\n", "\n", "chembl_26=# set rdkit.tanimoto_threshold=0.6;\n", "SET\n", "Time: 0.112 ms\n", "chembl_26=# select min(cnt),max(cnt),avg(cnt) from (select get_count128(mfp2) cnt from rdk.tmpqs128) tmp;\n", " min | max | avg \n", "-----+------+----------------------\n", " 1 | 8956 | 170.5990000000000000\n", "(1 row)\n", "\n", "Time: 126819.459 ms (02:06.819)\n", "```\n", "\n", "\n", "Finally check what happens if we turn off the index and just do a sequential scan:\n", "```\n", "chembl_26=# set enable_bitmapscan=off;\n", "SET\n", "Time: 0.353 ms\n", "chembl_26=# set enable_indexscan=off;\n", "SET\n", "Time: 0.351 ms\n", "chembl_26=# select min(cnt),max(cnt),avg(cnt) from (select get_count128(mfp2) cnt from rdk.tmpqs128) tmp;\n", " min | max | avg \n", "-----+-------+---------------------\n", " 1 | 12201 | 84.1850000000000000\n", "(1 row)\n", "\n", "Time: 1120514.600 ms (18:40.515)\n", "```\n", "\n", "Ouch, don't want to do that!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summarize that\n", "\n", "Here's a summary of the runtime (in seconds) to run the 1000 queries for different thresholds and number of bits:\n", "\n", "| Threshold | 2048 bits | 128 bits |\n", "| --------- | --------- | -------- |\n", "| 0.9 | 33.6 | 44.8 |\n", "| 0.7 | 99.0 | 107.4 |\n", "| 0.6 | 183.0 | 126.8 |\n", "\n", "What's interesting here is that the 128 bit fingerprint only becomes faster than the 2048 bit fingerprint when the similarity threshold is low. I haven't dug into this (yet?), but I guess the less computationally intensive searches with the shorter fingerprints are being outweighed by less-accurate index results," ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using FPSim2\n", "\n", "[FPSim2](https://github.com/chembl/FPSim2) is an interesting project from Eloy and the ChEMBL team to allow fast similarity searching with either a CPU or a GPU. I haven't really tried it out before, so I figured I would do it as part of this post.\n", "\n", "After installing FPSim2 I created db files for both 2048 and 128 bit Morgan2 fingerprints for the ChEMBL27 compounds by following the instructions in the [FPSim2 docs](https://chembl.github.io/FPSim2/source/user_guide/create_fp_db.html).\n", "\n", "Now let's do some searches:" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "import time\n", "from FPSim2 import FPSim2Engine\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "queries = [x.split() for x in open('../data/chembl26_1000simqueries.txt').readlines()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### On-disk queries\n", "\n", "Start by doing on-disk queries. We wouldn't normally do this unless the dataset was huge, but it's worth establishing a baseline:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold=0.9 time=85.29 min=1 max=49 avg=1.57\n", "threshold=0.8 time=163.08 min=1 max=368 avg=3.336\n", "threshold=0.7 time=231.87 min=1 max=737 avg=9.332\n", "threshold=0.6 time=284.70 min=1 max=1274 avg=28.08\n" ] } ], "source": [ "for thresh in (0.9,0.8,0.7,0.6):\n", " cnts = []\n", " t1 = time.time()\n", " fpe = FPSim2Engine('../data/chembl27_mfp2.2048.h5',in_memory_fps=False)\n", " for mrn,smi in queries:\n", " res = fpe.on_disk_similarity(smi,thresh,n_workers=1)\n", " cnts.append(len(res))\n", " t2 = time.time()\n", " print(f\"threshold={thresh} time={t2-t1:.2f} min={min(cnts)} max={max(cnts)} avg={np.average(cnts)}\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold=0.9 time=8.83 min=1 max=255 avg=2.162\n", "threshold=0.8 time=15.07 min=1 max=931 avg=8.353\n", "threshold=0.7 time=19.90 min=1 max=2046 avg=31.849\n", "threshold=0.6 time=23.61 min=1 max=8963 avg=170.709\n" ] } ], "source": [ "for thresh in (0.9,0.8,0.7,0.6):\n", " cnts128 = []\n", " t1 = time.time()\n", " fpe = FPSim2Engine('../data/chembl27_mfp2.128.h5',in_memory_fps=False)\n", " for mrn,smi in queries:\n", " res = fpe.on_disk_similarity(smi,thresh,n_workers=1)\n", " cnts128.append(len(res))\n", " t2 = time.time()\n", " print(f\"threshold={thresh} time={t2-t1:.2f} min={min(cnts128)} max={max(cnts128)} avg={np.average(cnts128)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 128 bit times here aren't that terrible, but the 2048 bit queries are slow (slower than PostgreSQL is, for example)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### In-memory queries\n", "\n", "This time load the fingerprints into memory and then search them. I imagine that this is a more normal mode for working with FPSim2. The results are, of course, be significantly faster:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold=0.9 time=12.12 min=1 max=49 avg=1.57\n", "threshold=0.8 time=22.32 min=1 max=368 avg=3.336\n", "threshold=0.7 time=31.22 min=1 max=737 avg=9.332\n", "threshold=0.6 time=38.45 min=1 max=1274 avg=28.08\n" ] } ], "source": [ "for thresh in (0.9,0.8,0.7,0.6):\n", " cnts = []\n", " t1 = time.time()\n", " fpe = FPSim2Engine('../data/chembl27_mfp2.2048.h5')\n", " for mrn,smi in queries:\n", " res = fpe.similarity(smi,thresh)\n", " cnts.append(len(res))\n", " t2 = time.time()\n", " print(f\"threshold={thresh} time={t2-t1:.2f} min={min(cnts)} max={max(cnts)} avg={np.average(cnts)}\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold=0.9 time=2.51 min=1 max=255 avg=2.162\n", "threshold=0.8 time=4.21 min=1 max=931 avg=8.353\n", "threshold=0.7 time=5.68 min=1 max=2046 avg=31.849\n", "threshold=0.6 time=7.02 min=1 max=8963 avg=170.709\n" ] } ], "source": [ "for thresh in (0.9,0.8,0.7,0.6):\n", " cnts = []\n", " t1 = time.time()\n", " fpe = FPSim2Engine('../data/chembl27_mfp2.128.h5')\n", " for mrn,smi in queries:\n", " res = fpe.similarity(smi,thresh)\n", " cnts.append(len(res))\n", " t2 = time.time()\n", " print(f\"threshold={thresh} time={t2-t1:.2f} min={min(cnts)} max={max(cnts)} avg={np.average(cnts)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 128 bit fingerprints are still quite a bit faster than then 2048 bit fingerprints. We're really seeing the benefit of not having to do as much work when calculating similarities here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multi-threaded queries\n", "\n", "FPSim2 lets us do multi-threaded queries when working with fingerprints in-memory. Try that out:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold=0.9 time=6.50 min=1 max=49 avg=1.57\n", "threshold=0.8 time=10.64 min=1 max=368 avg=3.336\n", "threshold=0.7 time=14.18 min=1 max=737 avg=9.332\n", "threshold=0.6 time=17.17 min=1 max=1274 avg=28.08\n" ] } ], "source": [ "for thresh in (0.9,0.8,0.7,0.6):\n", " cnts = []\n", " t1 = time.time()\n", " fpe = FPSim2Engine('../data/chembl27_mfp2.2048.h5')\n", " for mrn,smi in queries:\n", " res = fpe.similarity(smi,thresh, n_workers=4)\n", " cnts.append(len(res))\n", " t2 = time.time()\n", " print(f\"threshold={thresh} time={t2-t1:.2f} min={min(cnts)} max={max(cnts)} avg={np.average(cnts)}\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold=0.9 time=8.15 min=1 max=49 avg=1.57\n", "threshold=0.8 time=14.03 min=1 max=368 avg=3.336\n", "threshold=0.7 time=18.73 min=1 max=737 avg=9.332\n", "threshold=0.6 time=22.91 min=1 max=1274 avg=28.08\n" ] } ], "source": [ "for thresh in (0.9,0.8,0.7,0.6):\n", " cnts = []\n", " t1 = time.time()\n", " fpe = FPSim2Engine('../data/chembl27_mfp2.2048.h5')\n", " for mrn,smi in queries:\n", " res = fpe.similarity(smi,thresh, n_workers=2)\n", " cnts.append(len(res))\n", " t2 = time.time()\n", " print(f\"threshold={thresh} time={t2-t1:.2f} min={min(cnts)} max={max(cnts)} avg={np.average(cnts)}\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold=0.9 time=2.08 min=1 max=255 avg=2.162\n", "threshold=0.8 time=2.54 min=1 max=931 avg=8.353\n", "threshold=0.7 time=3.10 min=1 max=2046 avg=31.849\n", "threshold=0.6 time=3.40 min=1 max=8963 avg=170.709\n" ] } ], "source": [ "for thresh in (0.9,0.8,0.7,0.6):\n", " cnts = []\n", " t1 = time.time()\n", " fpe = FPSim2Engine('../data/chembl27_mfp2.128.h5')\n", " for mrn,smi in queries:\n", " res = fpe.similarity(smi,thresh,n_workers=4)\n", " cnts.append(len(res))\n", " t2 = time.time()\n", " print(f\"threshold={thresh} time={t2-t1:.2f} min={min(cnts)} max={max(cnts)} avg={np.average(cnts)}\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold=0.9 time=2.18 min=1 max=255 avg=2.162\n", "threshold=0.8 time=4.01 min=1 max=931 avg=8.353\n", "threshold=0.7 time=4.54 min=1 max=2046 avg=31.849\n", "threshold=0.6 time=4.90 min=1 max=8963 avg=170.709\n" ] } ], "source": [ "for thresh in (0.9,0.8,0.7,0.6):\n", " cnts = []\n", " t1 = time.time()\n", " fpe = FPSim2Engine('../data/chembl27_mfp2.128.h5')\n", " for mrn,smi in queries:\n", " res = fpe.similarity(smi,thresh,n_workers=2)\n", " cnts.append(len(res))\n", " t2 = time.time()\n", " print(f\"threshold={thresh} time={t2-t1:.2f} min={min(cnts)} max={max(cnts)} avg={np.average(cnts)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Summarize the in-memory results\n", "\n", "| Threshold | Num threads | 2048 bits | 128 bits |\n", "| --------- | ----------- | --------- | -------- |\n", "| 0.9 | 1 | 12.1 | 2.5 |\n", "| 0.9 | 2 | 8.2 | 2.2 |\n", "| 0.7 | 1 | 31.2 | 5.7 |\n", "| 0.7 | 2 | 18.7 | 4.5 |\n", "| 0.6 | 1 | 38.4 | 7.0 |\n", "| 0.6 | 2 | 22.9 | 4.9 |\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }