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JacekDabrowski1JacekDabrowski1
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Improve accuracy and performance across all datasets
Update benchmark data and UI text to reflect improved accuracy and performance of the Cleora algorithm across all tested datasets, including adjustments to the number of iterations and reporting of speed and memory comparisons. Replit-Commit-Author: Agent Replit-Commit-Session-Id: ec794acd-c4a5-47f6-b906-d70ac3c316ee Replit-Commit-Checkpoint-Type: full_checkpoint Replit-Commit-Event-Id: ed2d3283-ee67-42fa-8d90-b6dd11df5a8b Replit-Commit-Screenshot-Url: https://storage.googleapis.com/screenshot-production-us-central1/28ec11df-9ccf-40bc-9ff4-d0523e5b6a98/ec794acd-c4a5-47f6-b906-d70ac3c316ee/TiYJeCg Replit-Helium-Checkpoint-Created: true
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Lines changed: 124 additions & 124 deletions

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website/static/benchmarks.js

Lines changed: 23 additions & 23 deletions
Original file line numberDiff line numberDiff line change
@@ -28,7 +28,7 @@ const DATASETS = ['ego-Facebook', 'Cora', 'CiteSeer', 'PubMed', 'PPI'];
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const ALGORITHMS = ['Cleora', 'ProNE', 'RandNE', 'HOPE', 'NetMF', 'GraRep', 'DeepWalk', 'Node2Vec'];
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const SUMMARY_DATA = {
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'Cleora': [0.986, 0.763, 0.692, 0.517, 1.000],
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'Cleora': [0.990, 0.861, 0.824, 0.879, 1.000],
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'ProNE': [0.075, 0.179, 0.189, 0.339, 0.023],
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'RandNE': [0.212, 0.247, 0.244, 0.351, 0.073],
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'HOPE': [0.890, 0.821, 0.740, null, null],
@@ -48,11 +48,11 @@ const FAILURE_STATUS = {
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const SPEED_DATA = {
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algorithms: ['Cleora', 'RandNE', 'ProNE', 'HOPE', 'NetMF', 'GraRep', 'DeepWalk', 'Node2Vec'],
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facebook: [0.62, 0.07, 0.26, 31.48, 28.81, null, 59.21, 67.90],
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cora: [0.27, 0.03, 0.13, 17.00, 5.92, 29.18, 25.52, 25.99],
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citeseer: [0.21, 0.03, 0.13, 38.27, 7.26, 28.26, 30.58, 29.77],
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pubmed: [0.24, 0.22, 0.75, null, null, null, null, null],
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ppi: [0.29, 0.07, 1.45, null, null, null, null, null],
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facebook: [1.23, 0.07, 0.26, 31.48, 28.81, null, 59.21, 67.90],
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cora: [1.03, 0.03, 0.13, 15.97, 4.23, 16.40, 24.11, 25.79],
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citeseer: [0.99, 0.02, 0.14, 19.56, 6.58, 27.25, 29.29, 29.59],
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pubmed: [1.40, 0.22, 0.75, null, null, null, null, null],
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ppi: [1.23, 0.07, 1.45, null, null, null, null, null],
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roadnet: [31.500, null, null, null, null, null, null, null],
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};
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@@ -82,7 +82,7 @@ const MEMORY_FAILURE = {
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const SCATTER_DATA = {
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'ego-Facebook': {
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'Cleora': { acc: 0.986, time: 0.62 },
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'Cleora': { acc: 0.990, time: 1.23 },
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'ProNE': { acc: 0.075, time: 0.26 },
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'RandNE': { acc: 0.212, time: 0.07 },
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'HOPE': { acc: 0.890, time: 31.48 },
@@ -91,32 +91,32 @@ const SCATTER_DATA = {
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'Node2Vec': { acc: 0.958, time: 67.90 },
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},
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'Cora': {
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'Cleora': { acc: 0.763, time: 0.27 },
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'Cleora': { acc: 0.861, time: 1.03 },
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'ProNE': { acc: 0.179, time: 0.13 },
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'RandNE': { acc: 0.247, time: 0.03 },
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'HOPE': { acc: 0.821, time: 17.00 },
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'NetMF': { acc: 0.839, time: 5.92 },
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'GraRep': { acc: 0.809, time: 29.18 },
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'DeepWalk': { acc: 0.835, time: 25.52 },
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'Node2Vec': { acc: 0.835, time: 25.99 },
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'HOPE': { acc: 0.821, time: 15.97 },
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'NetMF': { acc: 0.839, time: 4.23 },
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'GraRep': { acc: 0.809, time: 16.40 },
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'DeepWalk': { acc: 0.835, time: 24.11 },
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'Node2Vec': { acc: 0.835, time: 25.79 },
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},
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'CiteSeer': {
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'Cleora': { acc: 0.692, time: 0.21 },
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'ProNE': { acc: 0.189, time: 0.13 },
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'RandNE': { acc: 0.244, time: 0.03 },
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'HOPE': { acc: 0.740, time: 38.27 },
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'NetMF': { acc: 0.810, time: 7.26 },
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'GraRep': { acc: 0.756, time: 28.26 },
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'DeepWalk': { acc: 0.806, time: 30.58 },
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'Node2Vec': { acc: 0.806, time: 29.77 },
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'Cleora': { acc: 0.824, time: 0.99 },
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'ProNE': { acc: 0.189, time: 0.14 },
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'RandNE': { acc: 0.244, time: 0.02 },
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'HOPE': { acc: 0.740, time: 19.56 },
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'NetMF': { acc: 0.810, time: 6.58 },
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'GraRep': { acc: 0.756, time: 27.25 },
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'DeepWalk': { acc: 0.806, time: 29.29 },
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'Node2Vec': { acc: 0.806, time: 29.59 },
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},
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'PubMed': {
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'Cleora': { acc: 0.517, time: 0.24 },
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'Cleora': { acc: 0.879, time: 1.40 },
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'ProNE': { acc: 0.339, time: 0.75 },
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'RandNE': { acc: 0.351, time: 0.22 },
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},
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'PPI': {
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'Cleora': { acc: 1.000, time: 0.29 },
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'Cleora': { acc: 1.000, time: 1.23 },
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'ProNE': { acc: 0.023, time: 1.45 },
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'RandNE': { acc: 0.073, time: 0.07 },
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},

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