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"id": "b2fdbe8a-6210-4dd0-9c3f-92d40b7d330b",
"metadata": {},
"outputs": [],
"source": [
"import duckdb\n",
"\n",
"db = duckdb.connect(\"agg.db\")"
]
},
{
"cell_type": "code",
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"id": "c6b5a875-4e6a-402b-94ad-e560533ec44a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" compiler query partition duration unit bench iter_number \\\n",
"0 3 4 2 5.367870 ns 3 0 \n",
"1 3 4 2 5.483773 ns 3 1 \n",
"2 3 4 2 5.271529 ns 3 2 \n",
"3 3 4 2 5.397912 ns 3 3 \n",
"4 3 4 2 5.521134 ns 3 4 \n",
"... ... ... ... ... ... ... ... \n",
"3995 3 3 3 6.154460 ns 3 95 \n",
"3996 3 3 3 6.286358 ns 3 96 \n",
"3997 3 3 3 6.220507 ns 3 97 \n",
"3998 3 3 3 6.144119 ns 3 98 \n",
"3999 3 3 3 6.150991 ns 3 99 \n",
"\n",
" iter_count \n",
"0 2 \n",
"1 2 \n",
"2 2 \n",
"3 2 \n",
"4 2 \n",
"... ... \n",
"3995 3 \n",
"3996 3 \n",
"3997 3 \n",
"3998 3 \n",
"3999 3 \n",
"\n",
"[4000 rows x 8 columns]\n"
]
}
],
"source": [
"df = db.sql(\"select * from measurements where bench = (select id from bench_types where name = 'criterion')\").df()\n",
"df[\"duration\"] = pd.to_timedelta(df['duration'], unit='ns').dt.total_seconds()\n",
"print(df)\n",
"queryAliases = {}\n",
"for (id, name) in db.sql(\"select id, name from queries\").fetchall():\n",
" queryAliases[id] = name\n",
"\n",
"df[\"query\"] = df[\"query\"].apply(lambda q: queryAliases[q])\n",
"df = df.sort_values(by=['query'])\n",
"queries = sorted(queryAliases.values())\n",
"\n",
"compilers = db.sql(\"select id, name from compilers\").fetchall()\n",
"partitions = db.sql(\"select id, name from partitions\").fetchall()\n",
"bench = db.sql(\"select * from compilers\").fetchall()\n",
"\n",
"\n",
"if not os.path.exists(\"images\"):\n",
" os.mkdir(\"images\")\n"
"id": "4dc1f3ea-b5f7-4be9-84b5-bec031ec64c8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('cpu-genoa', 'simple', 'q2-2', 1965920682.2666664, 0), ('gpu-pvc', 'simple', 'q1-2', 1188905080.6600003, 0), ('cpu-genoa', 'naive', 'q2-1', 4554614491.45, 0), ('gpu-a100', 'simple', 'q2-2', 2711211120.55, 0), ('gpu-pvc', 'adaptive', 'q2-2', 2069519806.25, 0), ('cpu-genoa', 'naive', 'q1-1', 2057303104.9, 0), ('cpu-genoa', 'adaptive', 'q1-1', 1427331502.5000002, 0), ('gpu-a100', 'naive', 'q1-1', 2634335646.6, 0), ('standard96_test', 'adaptive', 'q1-1', 2856096966.3, 0), ('gpu-a100', 'adaptive', 'q2-1', 3161887932.4, 0), ('gpu-pvc', 'naive', 'q2-1', 4344107315.5, 0), ('gpu-a100', 'simple', 'q1-2', 1621278906.125, 0), ('gpu-pvc', 'adaptive', 'q1-2', 1193645518.3333335, 0), ('gpu-pvc', 'simple', 'q2-2', 1851910958.3333333, 0), ('standard96_test', 'adaptive', 'q2-1', 4527176129.8, 0), ('cpu-genoa', 'adaptive', 'q2-1', 2486333482.55, 0), ('gpu-pvc', 'naive', 'q1-1', 1855937529.9, 0), ('cpu-genoa', 'simple', 'q1-2', 1169601225.1799998, 0), ('gpu-a100', 'naive', 'q2-1', 6151676922.4, 0), ('gpu-a100', 'adaptive', 'q1-1', 2031796036.85, 0), ('cpu-genoa', 'adaptive', 'q2-2', 2286686439.4, 0), ('standard96_test', 'adaptive', 'q2-2', 4127432462.9, 0), ('gpu-pvc', 'simple', 'q2-1', 1909676239.8, 0), ('gpu-a100', 'naive', 'q2-2', 5367176018.2, 0), ('cpu-genoa', 'naive', 'q1-2', 2028404712.766667, 0), ('gpu-pvc', 'naive', 'q2-2', 3928432040.6, 0), ('gpu-a100', 'adaptive', 'q2-2', 2898331238.95, 0), ('gpu-pvc', 'simple', 'q1-1', 1199158130.4, 0), ('gpu-a100', 'adaptive', 'q1-2', 1739457004.75, 0), ('gpu-a100', 'simple', 'q2-1', 2821338737.2, 0), ('gpu-pvc', 'naive', 'q1-2', 1823770145.1333332, 0), ('gpu-pvc', 'adaptive', 'q2-1', 2328153008.2, 0), ('cpu-genoa', 'simple', 'q1-1', 1194215290.96, 0), ('gpu-pvc', 'adaptive', 'q1-1', 1883442026.8, 0), ('gpu-a100', 'simple', 'q1-1', 1644526456.075, 0), ('cpu-genoa', 'naive', 'q2-2', 3939685557.25, 0), ('cpu-genoa', 'adaptive', 'q1-2', 1318973275.7666667, 0), ('gpu-a100', 'naive', 'q1-2', 2607321752.15, 0), ('standard96_test', 'adaptive', 'q1-2', 2357584990.15, 0), ('cpu-genoa', 'simple', 'q2-1', 2058943305.1666667, 0), ('cpu-genoa', 'simple', 'q2-2', 1965941472.1666667, 10), ('gpu-pvc', 'simple', 'q1-2', 1189074073.92, 10), ('cpu-genoa', 'naive', 'q2-1', 4550878870.45, 10), ('gpu-pvc', 'adaptive', 'q1-1', 1883965552.35, 10), ('gpu-a100', 'simple', 'q1-1', 1645784568.6, 10), ('cpu-genoa', 'naive', 'q2-2', 3963760098.4, 10), ('cpu-genoa', 'adaptive', 'q1-2', 1318563046.6999998, 10), ('gpu-a100', 'naive', 'q1-2', 2599699154.3, 10), ('standard96_test', 'adaptive', 'q1-2', 2355176104.75, 10), ('cpu-genoa', 'simple', 'q2-1', 2063428377.6, 10), ('gpu-a100', 'simple', 'q2-2', 2742825080.45, 10), ('gpu-pvc', 'adaptive', 'q2-2', 2036211409.5, 10), ('cpu-genoa', 'naive', 'q1-1', 2069433206.9666667, 10), ('cpu-genoa', 'adaptive', 'q1-1', 1420880805.4, 10), ('gpu-a100', 'naive', 'q1-1', 2630632230.1, 10), ('standard96_test', 'adaptive', 'q1-1', 2857486966.45, 10), ('gpu-a100', 'adaptive', 'q2-1', 3255507969.2, 10), ('gpu-pvc', 'naive', 'q2-1', 4346479931.4, 10), ('gpu-a100', 'simple', 'q1-2', 1641421875.25, 10), ('gpu-pvc', 'adaptive', 'q1-2', 1199681236.5, 10), ('gpu-pvc', 'naive', 'q2-2', 3926584375.7, 10), ('gpu-a100', 'adaptive', 'q2-2', 2898107310.95, 10), ('gpu-pvc', 'simple', 'q1-1', 1199716181.6, 10), ('gpu-pvc', 'simple', 'q2-2', 1870469519.8, 10), ('standard96_test', 'adaptive', 'q2-1', 4609639085.2, 10), ('cpu-genoa', 'adaptive', 'q2-1', 2501816745.0, 10), ('gpu-pvc', 'naive', 'q1-1', 1859074389.5333333, 10), ('cpu-genoa', 'simple', 'q1-2', 1169509657.2199998, 10), ('gpu-a100', 'naive', 'q2-1', 6110479917.8, 10), ('gpu-a100', 'adaptive', 'q1-1', 2030948360.7, 10), ('cpu-genoa', 'adaptive', 'q2-2', 2289231512.0, 10), ('standard96_test', 'adaptive', 'q2-2', 4123830087.6, 10), ('gpu-pvc', 'simple', 'q2-1', 1921089981.6333337, 10), ('gpu-a100', 'naive', 'q2-2', 5395676544.2, 10), ('cpu-genoa', 'naive', 'q1-2', 2037173776.3666668, 10), ('gpu-a100', 'adaptive', 'q1-2', 1741424331.1, 10), ('gpu-a100', 'simple', 'q2-1', 2821992665.05, 10), ('gpu-pvc', 'naive', 'q1-2', 1824112640.7333336, 10), ('gpu-pvc', 'adaptive', 'q2-1', 2442924701.9, 10), ('cpu-genoa', 'simple', 'q1-1', 1189513336.56, 10), ('gpu-pvc', 'adaptive', 'q1-1', 1886698622.8, 20), ('gpu-a100', 'simple', 'q1-1', 1644648213.975, 20), ('cpu-genoa', 'naive', 'q2-2', 3953210050.85, 20), ('cpu-genoa', 'adaptive', 'q1-2', 1319886968.6333332, 20), ('gpu-a100', 'naive', 'q1-2', 2595990257.05, 20), ('standard96_test', 'adaptive', 'q1-2', 2362589572.45, 20), ('cpu-genoa', 'simple', 'q2-1', 2045232958.3, 20), ('gpu-a100', 'adaptive', 'q1-2', 1739069413.8, 20), ('gpu-a100', 'simple', 'q2-1', 2803609922.9, 20), ('gpu-pvc', 'naive', 'q1-2', 1824635473.7, 20), ('gpu-pvc', 'adaptive', 'q2-1', 2379267695.0, 20), ('cpu-genoa', 'simple', 'q1-1', 1193482556.3, 20), ('cpu-genoa', 'simple', 'q2-2', 1972176728.9999995, 20), ('gpu-pvc', 'simple', 'q1-2', 1189398074.44, 20), ('cpu-genoa', 'naive', 'q2-1', 4550423999.15, 20), ('cpu-genoa', 'adaptive', 'q1-1', 1422476657.8333333, 20), ('gpu-a100', 'naive', 'q1-1', 2633704620.85, 20), ('standard96_test', 'adaptive', 'q1-1', 2853170545.1, 20), ('gpu-a100', 'adaptive', 'q2-1', 3283904431.3, 20), ('gpu-pvc', 'naive', 'q2-1', 4344291868.85, 20), ('gpu-a100', 'simple', 'q1-2', 1633319501.45, 20), ('gpu-pvc', 'adaptive', 'q1-2', 1201517393.3666666, 20), ('cpu-genoa', 'adaptive', 'q2-2', 2284164951.9, 20), ('standard96_test', 'adaptive', 'q2-2', 4124369952.1, 20), ('gpu-pvc', 'simple', 'q2-1', 1911509243.233333, 20), ('gpu-a100', 'naive', 'q2-2', 5395131336.8, 20), ('cpu-genoa', 'naive', 'q1-2', 2029250959.6666665, 20), ('gpu-pvc', 'simple', 'q2-2', 1862018967.1333332, 20), ('standard96_test', 'adaptive', 'q2-1', 4526617459.4, 20), ('cpu-genoa', 'adaptive', 'q2-1', 2493672472.25, 20), ('gpu-pvc', 'naive', 'q1-1', 1856375141.4666665, 20), ('cpu-genoa', 'simple', 'q1-2', 1165413712.32, 20), ('gpu-a100', 'naive', 'q2-1', 6028498144.3, 20), ('gpu-a100', 'adaptive', 'q1-1', 2032032087.55, 20), ('gpu-a100', 'simple', 'q2-2', 2737742532.85, 20), ('gpu-pvc', 'adaptive', 'q2-2', 2045892135.55, 20), ('cpu-genoa', 'naive', 'q1-1', 2067598919.0000005, 20), ('gpu-pvc', 'naive', 'q2-2', 3926909587.85, 20), ('gpu-a100', 'adaptive', 'q2-2', 2900952655.8, 20), ('gpu-pvc', 'simple', 'q1-1', 1198604725.94, 20), ('gpu-a100', 'adaptive', 'q1-2', 1742369053.25, 30), ('gpu-a100', 'simple', 'q2-1', 2834290212.55, 30), ('gpu-pvc', 'naive', 'q1-2', 1824509875.6, 30), ('gpu-pvc', 'adaptive', 'q2-1', 2329390971.65, 30), ('cpu-genoa', 'simple', 'q1-1', 1193696731.44, 30), ('cpu-genoa', 'adaptive', 'q2-2', 2278054071.8, 30), ('standard96_test', 'adaptive', 'q2-2', 4115279425.9, 30), ('gpu-pvc', 'simple', 'q2-1', 1902347729.733333, 30), ('gpu-a100', 'naive', 'q2-2', 5370604033.8, 30), ('cpu-genoa', 'naive', 'q1-2', 2024819278.0333333, 30), ('gpu-pvc', 'adaptive', 'q1-1', 1884063970.85, 30), ('gpu-a100', 'simple', 'q1-1', 1645825263.85, 30), ('cpu-genoa', 'naive', 'q2-2', 3951399745.2, 30), ('cpu-genoa', 'adaptive', 'q1-2', 1322599934.8333333, 30), ('gpu-a100', 'naive', 'q1-2', 2600627620.25, 30), ('standard96_test', 'adaptive', 'q1-2', 2355413264.45, 30), ('cpu-genoa', 'simple', 'q2-1', 2050950482.3666668, 30), ('cpu-genoa', 'adaptive', 'q1-1', 1424639047.6666665, 30), ('gpu-a100', 'naive', 'q1-1', 2631318875.85, 30), ('standard96_test', 'adaptive', 'q1-1', 2855564216.8, 30), ('gpu-a100', 'adaptive', 'q2-1', 3206763601.9, 30), ('gpu-pvc', 'naive', 'q2-1', 4344538049.85, 30), ('gpu-a100', 'simple', 'q1-2', 1627303750.65, 30), ('gpu-pvc', 'adaptive', 'q1-2', 1202739378.1333334, 30), ('gpu-a100', 'simple', 'q2-2', 2725254768.95, 30), ('gpu-pvc', 'adaptive', 'q2-2', 2064369424.1, 30), ('cpu-genoa', 'naive', 'q1-1', 2065522017.4999995, 30), ('gpu-pvc', 'naive', 'q2-2', 3927317230.45, 30), ('gpu-a100', 'adaptive', 'q2-2', 2890160123.55, 30), ('gpu-pvc', 'simple', 'q1-1', 1198092355.7199998, 30), ('gpu-pvc', 'simple', 'q2-2', 1861029331.0666664, 30), ('standard96_test', 'adaptive', 'q2-1', 4516186331.5, 30), ('cpu-genoa', 'adaptive', 'q2-1', 2494586925.45, 30), ('gpu-pvc', 'naive', 'q1-1', 1855217547.4333336, 30), ('cpu-genoa', 'simple', 'q1-2', 1163101805.18, 30), ('gpu-a100', 'naive', 'q2-1', 5943378144.1, 30), ('gpu-a100', 'adaptive', 'q1-1', 2027766058.0, 30), ('cpu-genoa', 'simple', 'q2-2', 1973271697.4, 30), ('gpu-pvc', 'simple', 'q1-2', 1188855738.5, 30), ('cpu-genoa', 'naive', 'q2-1', 4545353506.7, 30), ('gpu-a100', 'adaptive', 'q1-2', 1743269446.55, 40), ('gpu-a100', 'simple', 'q2-1', 2788294169.4, 40), ('gpu-pvc', 'naive', 'q1-2', 1822419408.8, 40), ('gpu-pvc', 'adaptive', 'q2-1', 2324143402.45, 40), ('cpu-genoa', 'simple', 'q1-1', 1190621463.34, 40), ('cpu-genoa', 'adaptive', 'q1-1', 1426260784.9333332, 40), ('gpu-a100', 'naive', 'q1-1', 2627841697.3, 40), ('standard96_test', 'adaptive', 'q1-1', 2856424991.85, 40), ('gpu-a100', 'adaptive', 'q2-1', 3187580176.8, 40), ('gpu-pvc', 'naive', 'q2-1', 4347510966.25, 40), ('gpu-a100', 'simple', 'q1-2', 1628443851.85, 40), ('gpu-pvc', 'adaptive', 'q1-2', 1204086466.8000002, 40), ('cpu-genoa', 'simple', 'q2-2', 1971589738.4999995, 40), ('gpu-pvc', 'simple', 'q1-2', 1190761063.6000001, 40), ('cpu-genoa', 'naive', 'q2-1', 4504246773.8, 40), ('cpu-genoa', 'adaptive', 'q2-2', 2273277607.9, 40), ('standard96_test', 'adaptive', 'q2-2', 4118777474.7, 40), ('gpu-pvc', 'simple', 'q2-1', 1906537421.8, 40), ('gpu-a100', 'naive', 'q2-2', 5395535590.6, 40), ('cpu-genoa', 'naive', 'q1-2', 2030606510.5666664, 40), ('gpu-pvc', 'adaptive', 'q1-1', 1884562162.15, 40), ('gpu-a100', 'simple', 'q1-1', 1644399182.325, 40), ('cpu-genoa', 'naive', 'q2-2', 3953214243.3, 40), ('cpu-genoa', 'adaptive', 'q1-2', 1322603055.0000002, 40), ('gpu-a100', 'naive', 'q1-2', 2603135811.85, 40), ('standard96_test', 'adaptive', 'q1-2', 2356786930.25, 40), ('cpu-genoa', 'simple', 'q2-1', 2054303778.6333337, 40), ('gpu-pvc', 'simple', 'q2-2', 1873818762.5333328, 40), ('standard96_test', 'adaptive', 'q2-1', 4507119343.4, 40), ('cpu-genoa', 'adaptive', 'q2-1', 2496467692.55, 40), ('gpu-pvc', 'naive', 'q1-1', 1854890951.4333332, 40), ('cpu-genoa', 'simple', 'q1-2', 1175138604.0400002, 40), ('gpu-a100', 'naive', 'q2-1', 5955264480.5, 40), ('gpu-a100', 'adaptive', 'q1-1', 2029808814.75, 40), ('gpu-a100', 'simple', 'q2-2', 2752869244.65, 40), ('gpu-pvc', 'adaptive', 'q2-2', 2038576428.2, 40), ('cpu-genoa', 'naive', 'q1-1', 2062889003.5999997, 40), ('gpu-pvc', 'naive', 'q2-2', 3926794158.65, 40), ('gpu-a100', 'adaptive', 'q2-2', 2886659361.05, 40), ('gpu-pvc', 'simple', 'q1-1', 1198375769.22, 40), ('cpu-genoa', 'adaptive', 'q2-2', 2273617795.0, 50), ('standard96_test', 'adaptive', 'q2-2', 4132599859.7, 50), ('gpu-pvc', 'simple', 'q2-1', 1909756704.0333335, 50), ('gpu-a100', 'naive', 'q2-2', 5383861608.5, 50), ('cpu-genoa', 'naive', 'q1-2', 2020093056.0333333, 50), ('gpu-pvc', 'naive', 'q2-2', 3928523530.5, 50), ('gpu-a100', 'adaptive', 'q2-2', 2898271620.7, 50), ('gpu-pvc', 'simple', 'q1-1', 1197806509.52, 50), ('gpu-pvc', 'adaptive', 'q1-1', 1885533326.65, 50), ('gpu-a100', 'simple', 'q1-1', 1640515486.25, 50), ('cpu-genoa', 'naive', 'q2-2', 3965088982.25, 50), ('cpu-genoa', 'adaptive', 'q1-2', 1321873076.6, 50), ('gpu-a100', 'naive', 'q1-2', 2594050703.3, 50), ('standard96_test', 'adaptive', 'q1-2', 2355422902.15, 50), ('cpu-genoa', 'simple', 'q2-1', 2057154670.266667, 50), ('gpu-pvc', 'simple', 'q2-2', 1868280692.5, 50), ('standard96_test', 'adaptive', 'q2-1', 4513652786.1, 50), ('cpu-genoa', 'adaptive', 'q2-1', 2494295415.55, 50), ('gpu-pvc', 'naive', 'q1-1', 1855398716.3, 50), ('cpu-genoa', 'simple', 'q1-2', 1177234455.8000002, 50), ('gpu-a100', 'naive', 'q2-1', 5903337672.2, 50), ('gpu-a100', 'adaptive', 'q1-1', 2029175158.6, 50), ('gpu-a100', 'adaptive', 'q1-2', 1742822376.2, 50), ('gpu-a100', 'simple', 'q2-1', 2815012712.7, 50), ('gpu-pvc', 'naive', 'q1-2', 1823323446.766667, 50), ('gpu-pvc', 'adaptive', 'q2-1', 2322885710.2, 50), ('cpu-genoa', 'simple', 'q1-1', 1184005154.3600001, 50), ('cpu-genoa', 'simple', 'q2-2', 1983150090.4333332, 50), ('gpu-pvc', 'simple', 'q1-2', 1189578640.22, 50), ('cpu-genoa', 'naive', 'q2-1', 4472590290.6, 50), ('cpu-genoa', 'adaptive', 'q1-1', 1435503535.6, 50), ('gpu-a100', 'naive', 'q1-1', 2633267872.45, 50), ('standard96_test', 'adaptive', 'q1-1', 2854062113.65, 50), ('gpu-a100', 'adaptive', 'q2-1', 3177751050.4, 50), ('gpu-pvc', 'naive', 'q2-1', 4344605714.15, 50), ('gpu-a100', 'simple', 'q1-2', 1626311867.3, 50), ('gpu-pvc', 'adaptive', 'q1-2', 1204826188.766667, 50), ('gpu-a100', 'simple', 'q2-2', 2743546268.55, 50), ('gpu-pvc', 'adaptive', 'q2-2', 2033429393.15, 50), ('cpu-genoa', 'naive', 'q1-1', 2070414744.7, 50), ('gpu-pvc', 'adaptive', 'q1-1', 1885620318.7, 60), ('gpu-a100', 'simple', 'q1-1', 1641008738.75, 60), ('cpu-genoa', 'naive', 'q2-2', 3963039923.45, 60), ('cpu-genoa', 'adaptive', 'q1-2', 1318685558.4666667, 60), ('gpu-a100', 'naive', 'q1-2', 2603218118.55, 60), ('standard96_test', 'adaptive', 'q1-2', 2351556721.05, 60), ('cpu-genoa', 'simple', 'q2-1', 2064465859.0333335, 60), ('gpu-pvc', 'simple', 'q2-2', 1877702099.3666668, 60), ('standard96_test', 'adaptive', 'q2-1', 4511304483.3, 60), ('cpu-genoa', 'adaptive', 'q2-1', 2490165236.95, 60), ('gpu-pvc', 'naive', 'q1-1', 1855476385.233333, 60), ('cpu-genoa', 'simple', 'q1-2', 1174405371.76, 60), ('gpu-a100', 'naive', 'q2-1', 5898890458.3, 60), ('gpu-a100', 'adaptive', 'q1-1', 2027688848.25, 60), ('cpu-genoa', 'simple', 'q2-2', 1963720436.1333337, 60), ('gpu-pvc', 'simple', 'q1-2', 1189990650.3600001, 60), ('cpu-genoa', 'naive', 'q2-1', 4427777595.4, 60), ('cpu-genoa', 'adaptive', 'q2-2', 2263916697.4, 60), ('standard96_test', 'adaptive', 'q2-2', 4121886743.2, 60), ('gpu-pvc', 'simple', 'q2-1', 1919486911.4333336, 60), ('gpu-a100', 'naive', 'q2-2', 5373230341.3, 60), ('cpu-genoa', 'naive', 'q1-2', 2032399478.8666663, 60), ('gpu-a100', 'simple', 'q2-2', 2751525030.85, 60), ('gpu-pvc', 'adaptive', 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" partition compiler query duration iter_number\n",
"0 cpu-genoa simple q2-2 1.965921 0\n",
"1 gpu-pvc simple q1-2 1.188905 0\n",
"2 cpu-genoa naive q2-1 4.554614 0\n",
"3 gpu-a100 simple q2-2 2.711211 0\n",
"4 gpu-pvc adaptive q2-2 2.069520 0\n",
".. ... ... ... ... ...\n",
"395 gpu-a100 naive q2-1 5.868396 90\n",
"396 gpu-a100 adaptive q1-1 2.024203 90\n",
"397 cpu-genoa simple q2-2 1.989045 90\n",
"398 gpu-pvc simple q1-2 1.188611 90\n",
"399 cpu-genoa naive q2-1 4.338040 90\n",
"\n",
"[400 rows x 5 columns]\n"
]
}
],
"source": [
"bins = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]\n",
"for i in range(1, len(bins)):\n",
" values.extend(db.sql(\"\"\"\n",
" select\n",
" (select name from partitions where id = partition) as partition,\n",
" (select name from compilers where id = compiler) as compiler,\n",
" (select name from queries where id = query) as query,\n",
" avg(duration / iter_count) as duration,\n",
" %d\n",
" from measurements\n",
" where bench = (select id from bench_types where name = 'criterion') and\n",
" iter_number < %d and iter_number >= %d\n",
" group by partition, compiler, query;\"\"\" % (bins[i-1], bins[i], bins[i-1])).fetchall())\n",
"\n",
"print(values)\n",
"binned_df = pd.DataFrame(values, columns =['partition', \"compiler\", \"query\", \"duration\", \"iter_number\"])\n",
"binned_df[\"duration\"] = pd.to_timedelta(binned_df['duration'], unit='ns').dt.total_seconds()\n",
"print(binned_df)"
"id": "bea4da13-2431-4531-ba49-71d5fb3b5b3a",
"metadata": {
"scrolled": true
},
"outputs": [
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