{ "backends": { "elasticsearch": { "alias": "elasticsearch", "color": "", "config": { "build_flavor": "default", "build_type": "docker", "cluster_name": "docker-cluster", "lucene_version": "9.12.0", "post_script": "[\n {\n \"index\": \"hn_items\",\n \"endpoint\": \"_settings\",\n \"body\": {\n \"index\": {\n \"refresh_interval\": \"1s\"\n }\n }\n },\n {\n \"endpoint\": \"_refresh\"\n },\n {\n \"endpoint\": \"_forcemerge\",\n \"params\": {\n \"max_num_segments\": 1\n }\n }\n]\n", "pre_script": "{\n \"index\": \"hn_items\",\n \"mappings\": {\n \"properties\": {\n \"id\": { \"type\": \"long\" },\n \"deleted\": { \"type\": \"boolean\" },\n \"type\": { \"type\": \"keyword\" },\n \"by\": { \"type\": \"keyword\" },\n \"time\": { \"type\": \"date\" },\n \"text\": { \"type\": \"text\", \"analyzer\": \"english\" },\n \"dead\": { \"type\": \"boolean\" },\n \"parent\": { \"type\": \"long\" },\n \"poll\": { \"type\": \"long\" },\n \"kids\": { \"type\": \"long\" },\n \"url\": { \"type\": \"keyword\" },\n \"score\": { \"type\": \"integer\" },\n \"title\": { \"type\": \"text\", \"analyzer\": \"english\" },\n \"parts\": { \"type\": \"long\" },\n \"descendants\": { \"type\": \"integer\" }\n }\n },\n \"settings\": {\n \"number_of_shards\": 1,\n \"number_of_replicas\": 0,\n \"refresh_interval\": \"-1\"\n }\n}\n", "version": "8.17.0" }, "container": "elasticsearch" }, "paradedb": { "alias": "paradedb", "color": "light purple", "config": { "paradedb": { "paradedb.global_mutable_segment_rows": "-1" }, "post_script": "-- ParadeDB post-load: Create BM25 index\nCREATE INDEX hn_items_idx ON hn_items\nUSING bm25 (id, title, text, (by::pdb.literal), (type::pdb.literal), (url::pdb.literal), score, time)\nWITH (key_field='id', target_segment_count = 32);\n\nVACUUM ANALYZE hn_items;\n", "postgresql": { "effective_cache_size": "5242888kB", "jit": "off", "max_connections": "100", "max_parallel_workers": "2", "max_parallel_workers_per_gather": "0", "random_page_cost": "1.1", "shared_buffers": "2621448kB", "work_mem": "262144kB" }, "pre_script": "-- ParadeDB setup: Create table for BM25 search\nCREATE EXTENSION IF NOT EXISTS pg_search;\n\nDROP TABLE IF EXISTS hn_items CASCADE;\n\nCREATE TABLE hn_items (\n id BIGINT PRIMARY KEY,\n deleted BOOLEAN,\n type TEXT,\n by TEXT,\n time TIMESTAMPTZ,\n text TEXT,\n dead BOOLEAN,\n parent BIGINT,\n poll BIGINT,\n kids BIGINT[],\n url TEXT,\n score INTEGER,\n title TEXT,\n parts BIGINT[],\n descendants INTEGER\n);\n", "version": "PostgreSQL 18.3 (Debian 18.3-1.pgdg12+1) on aarch64-unknown-linux-gnu, compiled by gcc (Debian 12.2.0-14+deb12u1) 12.2.0, 64-bit" }, "container": "paradedb-2" } }, "containers": { "elasticsearch": { "alias": "elasticsearch", "backend": "elasticsearch", "color": "", "cpu": null, "memory": null, "name": "elasticsearch" }, "paradedb-2": { "alias": "paradedb", "backend": "paradedb", "color": "light purple", "cpu": null, "memory": null, "name": "paradedb-2" } }, "runs": { "elasticsearch (multi_topk)": { "alias": 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2.143, 1.873, 2.122, 1.959, 13.109, 2.085, 2.106, 2.131, 1.92, 2.078, 2.053, 2.142, 1.883, 2.073, 2.028, 9.34, 2.18, 1.978, 1.935, 6.25, 1.893, 2.022, 1.991, 2.06, 2.009, 10.656, 2.125, 1.859, 1.961, 2.013, 2.126, 1.991, 2.086, 2.185, 2.056, 1.794, 2.041, 1.834, 2.086, 1.97, 2.209, 1.894, 2.141, 2.004, 13.43, 2.397, 2.403, 2.779, 2.597, 2.511, 2.319, 2.317, 2.018, 2.091, 2.382, 9.681, 2.357, 2.075, 1.993, 6.347, 2, 2.066, 2.018, 2.13, 2.062, 10.278, 1.986, 1.803, 1.888, 1.97, 2.074, 2.035, 2.145, 2.162, 2.19, 2.051, 2.272, 2.002, 2.119, 2.115, 2.371, 2.143, 2.385, 2.352, 13.82, 2.273, 3.322, 2.525, 2.242, 2.418, 2.27, 2.208, 1.991, 2.109, 2.15, 9.425, 2.217, 2.019, 1.964, 6.779, 2.128, 2.117, 2.131, 2.083, 2.005, 10.38, 1.973, 1.678, 1.852, 1.877, 2.023, 1.972, 2.031, 2.318, 2.055, 1.834, 2.072, 1.873, 1.977, 1.818, 2.065, 1.773, 1.994, 1.966, 13.243, 2.009, 1.952, 2.06, 1.885, 1.999, 1.932, 2.455, 1.951, 2.036, 2.05, 9.33, 2.212, 1.959, 1.904, 6.242, 1.948, 2.056, 1.906, 2.106, 2.154, 10.244, 1.979, 1.764, 1.849, 1.897, 2.062, 2.018, 2.07, 2.135, 1.994, 1.762, 1.974, 1.725, 1.88, 1.803, 2.044, 1.782, 2.029, 1.929, 13.271, 2.053, 1.934, 2.051, 1.862, 2.014, 1.897, 2.03, 2.128, 2.438, 2.048, 9.268, 2.221, 1.987, 1.88, 6.35, 1.897, 2.083, 1.972, 2.03, 1.998, 10.068, 1.86, 1.658, 1.804, 1.935, 2.032, 1.946, 2.039, 2.114, 2.007, 1.82, 1.972, 1.776, 1.96, 1.877, 2.231, 1.819, 2.056, 1.967, 13.276, 2.077, 2.43, 2.351, 2.122, 2.209, 2.126, 2.112, 1.943, 2.126, 2.139, 9.527, 2.27, 2.056, 1.979, 6.308, 1.89, 2.014, 1.926, 1.934, 1.903, 10.086, 1.912, 1.706, 1.905, 1.936, 2.078, 1.975, 2.063, 2.224, 2.007, 1.746, 1.946, 1.83, 1.956, 1.813, 1.994, 1.775, 2.036, 1.95, 13.426, 2.206, 2.075, 2.138, 1.967, 2.068, 2.041, 2.173, 2.011, 2.19, 2.197, 9.5, 2.185, 2.019, 1.984, 6.234, 1.907, 2.035, 2.004, 2.012, 1.972, 10.511, 2.031, 1.76, 1.972, 1.967, 2.201, 2.012, 2.138, 2.139, 2.018, 1.819, 2.095, 1.875, 2.039, 2.102, 2.215, 1.884, 2.154, 1.978, 13.488, 2.085, 2.175, 2.235, 2.109, 2.194, 2.099, 2.145, 2.006, 2.085, 2.138, 9.31, 2.199, 2.027, 1.97, 6.288, 1.907, 1.999, 2.012, 1.972, 2.024, 10.191, 1.893, 1.683, 1.833, 1.872, 2.051, 1.926, 2.057, 2.334, 2.301, 1.845, 2.018, 1.987, 2.039, 1.911, 2.119, 1.849, 2.131, 2.028, 13.369, 2.089, 2.087, 2.146, 1.944, 2.045, 1.962, 2.054, 1.838, 1.984, 2.006, 9.327, 2.196, 1.98, 1.892, 6.227, 1.907, 2.026, 1.962, 1.984, 1.915, 10.071, 1.915, 1.691, 1.827, 1.92, 2.075, 2.019, 2.881, 2.333, 2.145, 1.847, 2.024, 1.856, 1.999, 1.823, 2.083, 1.876, 2.054, 1.909, 13.254, 2.038, 2.002, 2.115, 1.906, 2.076, 2.037, 2.076, 1.876, 1.973, 2.027, 9.251, 2.173, 1.958, 1.853, 6.224, 1.898, 1.978, 1.937, 2.02, 1.983, 10.095, 1.877, 1.965, 2.126, 2.027, 2.132, 2.1, 2.202, 2.319, 2.141, 1.849, 2.044, 1.795, 1.984, 1.848, 2.06, 1.789, 2.06, 1.997, 13.234, 2.031, 2.041, 2.139, 2.036, 2.132, 2.015, 2.034, 1.909, 2.008, 2.016, 9.336, 2.181, 1.939, 1.958, 6.247, 1.935, 2.061, 1.933, 2.011, 1.95, 10.134, 1.897, 1.734, 1.854, 2.177, 2.139, 2.08, 2.266, 2.359, 2.257, 1.971, 2.147, 2.026, 2.145, 2.02, 2.266, 1.99, 2.174, 2.066, 13.688, 2.125, 2.103, 2.135, 1.957, 2.132, 2.018, 2.099, 1.929, 2.049, 2.054, 9.329, 2.223, 2.033, 1.93, 6.583, 2.051, 2.099, 2.052, 2.087, 2.006, 10.228, 1.901, 1.703, 1.852, 1.921, 2.149, 1.978, 2.066, 2.171, 2.034, 1.768, 1.98, 1.842, 1.962, 1.793, 2.059, 1.772, 2.081, 1.951, 13.308, 2.017, 2.057, 2.064, 1.887, 2.047, 1.949, 2.049, 1.889, 1.976, 2.077, 9.281, 2.202, 2.049, 1.962, 6.601, 2.187, 2.128, 2.156, 2.139, 2.101, 10.375, 2.011, 1.812, 1.944, 2.081, 2.214, 2.106, 2.125, 2.296, 2.097, 1.925, 2.026, 1.9, 2.019, 1.942, 2.089, 1.879, 2.11, 1.973, 13.233, 2.121, 2.08, 2.176, 1.959, 2.133, 2.023, 2.094, 1.862, 2.047, 2.149, 9.497, 2.386, 2.521, 2.092, 6.514, 1.95, 2.153, 2.077, 2.077, 1.985, 10.292, 1.975, 1.818, 1.929, 1.964, 2.166, 2.123, 2.146, 2.224, 2.175, 1.847, 2.035, 1.856, 2.02, 1.855, 2.116, 1.823, 2.07, 1.946, 13.201, 2.039, 2.11, 2.131, 1.968, 2.06, 2.037, 2.114, 1.891, 2.033, 2.056, 9.505, 2.271, 2.09, 2.052, 6.436, 2.528, 2.181, 2.18, 2.251, 2.082, 10.332, 2.086, 1.995, 1.975, 2.132, 2.215, 2.167, 2.249, 2.295, 2.197, 1.948, 2.086, 1.928, 2.094, 1.994, 2.13, 1.91, 2.136, 2.119, 13.291, 2.164, 2.097, 2.216, 1.975, 2.142, 2.032, 2.25, 2.197, 2.633, 2.307, 9.695, 2.289, 2.097, 2.032, 6.428, 1.945, 2.106, 2.042, 2.115, 2.005, 10.273, 2.004, 1.901, 1.96, 2.027, 2.162, 2.112, 2.142, 2.269, 2.131, 2.002, 2.145, 1.888, 1.99, 2.021, 2.119, 1.873, 2.113, 2, 13.249, 2.109, 2.089, 2.324, 2.027, 2.156, 2.07, 2.185, 1.918, 2.15, 2.141, 9.574, 2.208, 2.095, 2.105, 6.527, 1.977, 2.184, 2.093, 2.093, 2.027, 10.259, 2.06, 1.858, 1.88, 2.064, 2.15, 2.053, 2.091, 2.241, 2.051, 1.83, 2.043, 1.854, 1.99, 1.896, 2.11, 1.815, 2.007, 1.961, 13.339, 2.099, 2.078, 2.3, 2.053, 2.151, 2.048, 2.135, 1.923, 2.004, 2.378, 9.672, 2.259, 2.105, 2.105, 6.466, 1.963, 2.177, 2.102, 2.111, 1.99, 10.209, 1.959, 1.878, 1.89, 1.924, 2.035, 1.99, 2.06, 2.276, 2.04, 1.769, 1.985, 1.842, 1.923, 1.83, 2.071, 1.786, 2.065, 1.978, 13.153, 2.104, 1.975, 2.09, 1.977, 2.122, 2.217, 2.339, 1.968, 2.122, 2.195, 9.561, 2.229, 2.107, 2.024, 6.518, 1.99, 2.12, 2.013, 2.127, 2.091, 10.138, 1.933, 1.782, 1.902, 1.935, 2.077, 2.038, 2.068, 2.223, 2.077, 1.825, 1.986, 1.853, 1.94, 1.853, 2.068, 1.877, 2.081, 2.027, 13.281, 2.113, 2.01, 2.214, 1.973, 2.119, 1.974, 2.097, 1.856, 2.072, 2.116, 9.507, 2.169, 2.234, 2.239, 6.36, 2.005, 2.106, 2.03, 2.062, 2.13, 10.462, 1.972, 1.875, 1.89, 1.965, 2.095, 2.109, 2.107, 2.212, 2.136, 1.852, 2.059, 1.866, 2.038, 1.889, 2.108, 1.82, 2.079, 1.996, 13.205, 2.114, 2.091, 2.153, 1.976, 2.275, 2.241, 2.326, 2.027, 2.162, 2.172, 9.5, 2.186, 1.966, 1.986, 6.347, 1.932, 2.072, 2.01, 2.034, 2.032, 10.178, 1.894, 1.822, 1.891, 1.958, 2.248, 1.989, 2.108, 2.289, 2.238, 1.892, 2.071, 1.933, 2.025, 2.058, 2.184, 1.822, 2.097, 2.034, 13.14, 2.058, 2.011, 2.152, 1.956, 2.014, 1.935, 1.987, 1.826, 2.015, 2.047, 9.445, 2.552, 2.131, 2.034, 6.358, 1.937, 2.143, 2.078, 2.069, 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1783323320489, 1783323320489, 1783323320489 ], "vus": 1 } }, "startTime": 1783323290307, "totalIngested": 0 } }, "script": "import db from \"k6/x/database\";\n\nconst backends = db.backends({\n datasetPath: \"../\",\n backends: [\n // { type: \"paradedb\", alias: \"paradedb-main\", connection: \"postgres://postgres:postgres@localhost:5443/benchmark\", container: \"paradedb-1\", color: \"blue\" },\n { type: \"paradedb\", alias: \"paradedb\", connection: \"postgres://postgres:postgres@localhost:5444/benchmark\", container: \"paradedb-2\", color: \"light purple\" },\n \"elasticsearch\",\n ],\n});\n\nconst arrays = [1, 2, 3, 5].map(n =\u003e\n JSON.parse(open(`./search_terms_${n}.json`))\n);\n\nconst interleaved = [];\nconst maxLen = Math.max(...arrays.map(a =\u003e a.length));\n\nfor (let i = 0; i \u003c maxLen; i++) {\n for (const arr of arrays) {\n if (i \u003c arr.length) {\n interleaved.push(arr[i]); // no ...\n }\n }\n}\n\nconst all = JSON.parse(open(\"./search_terms.json\"));\n\nconst multiTerms = [];\nfor (let i = 0; i \u003c all.length - 2; i += 2) {\n multiTerms.push(`${all[i]} ${all[i + 1]} ${all[i + 2]}`);\n}\n\nconst terms = new Map([\n [\"single\", db.terms(JSON.parse(open(\"./search_terms.json\")))],\n [\"two\", db.terms(JSON.parse(open(\"./search_terms_2.json\")))],\n [\"three\", db.terms(JSON.parse(open(\"./search_terms_3.json\")))],\n [\"multi\", db.terms(multiTerms)]\n]);\n\n\n// Scenario timing \nconst timer = db.timer({ duration: \"30s\", gap: \"2s\" });\n\nconst scenarios = {};\n\nfor (const [termName] of terms) {\n for (const backend of backends.getAll()) {\n const key = `${backend}_${termName}`;\n\n scenarios[key] = {\n executor: \"constant-vus\",\n vus: 1,\n duration: timer.duration(),\n startTime: timer.advanceAndGet(),\n exec: backend === \"elasticsearch\" ? \"es_topk\" : \"pdb_topk\",\n env: {\n BACKEND: backend,\n TERMS: termName,\n },\n tags: { chart: `${termName}_topk` },\n };\n }\n}\n//export const collectMetrics = backends.addDockerMetricsCollector(scenarios, timer);\nexport const options = { scenarios };\n\nexport function pdb_topk() {\n backends.get(__ENV.BACKEND).query(\n `SELECT id, text, by, score\n FROM hn_items\n WHERE text ||| $1\n ORDER BY pdb.score(id) DESC\n LIMIT 10`,\n terms.get(__ENV.TERMS).next()\n );\n}\n\n// ── Elasticsearch ───────────────────────────────────────────────────────────\nexport function es_topk() {\n backends.get(__ENV.BACKEND).query(\"hn_items\", {\n query: { match: { text: terms.get(__ENV.TERMS).next() } },\n _source: [\"id\", \"text\", \"by\", \"score\"],\n size: 10,\n });\n}\n\n\n", "script_path": "/home/ec2-user/benchmarker/datasets/hn/k6/term_sizes.js", "startTime": 1783323226289 }