PGLearn Medium
Collection
Primal and dual AC/DC/SOC-OPF solutions for grids with 1000-5000 buses.
•
4 items
•
Updated
Datasets:
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input/pd
sequence | input/qd
sequence | input/gen_status
sequence | input/branch_status
sequence | input/seed
int64 3
5.94k
| ACOPF/primal/vm
sequence | ACOPF/primal/va
sequence | ACOPF/primal/pg
sequence | ACOPF/primal/qg
sequence | ACOPF/primal/pf
sequence | ACOPF/primal/pt
sequence | ACOPF/primal/qf
sequence | ACOPF/primal/qt
sequence | ACOPF/dual/kcl_p
sequence | ACOPF/dual/kcl_q
sequence | ACOPF/dual/vm
sequence | ACOPF/dual/pg
sequence | ACOPF/dual/qg
sequence | ACOPF/dual/ohm_pf
sequence | ACOPF/dual/ohm_pt
sequence | ACOPF/dual/ohm_qf
sequence | ACOPF/dual/ohm_qt
sequence | ACOPF/dual/pf
sequence | ACOPF/dual/pt
sequence | ACOPF/dual/qf
sequence | ACOPF/dual/qt
sequence | ACOPF/dual/va_diff
sequence | ACOPF/dual/sm_fr
sequence | ACOPF/dual/sm_to
sequence | ACOPF/dual/slack_bus
float32 -0
0
| ACOPF/meta/seed
int64 3
5.94k
| ACOPF/meta/formulation
stringclasses 1
value | ACOPF/meta/primal_objective_value
float32 1.21M
2.85M
| ACOPF/meta/dual_objective_value
float32 1.21M
2.99B
| ACOPF/meta/primal_status
stringclasses 1
value | ACOPF/meta/dual_status
stringclasses 1
value | ACOPF/meta/termination_status
stringclasses 1
value | ACOPF/meta/build_time
float32 0.85
5.43
| ACOPF/meta/extract_time
float32 0.72
1.76
| ACOPF/meta/solve_time
float32 7.53
104
| DCOPF/primal/va
sequence | DCOPF/primal/pg
sequence | DCOPF/primal/pf
sequence | DCOPF/dual/kcl_p
sequence | DCOPF/dual/pg
sequence | DCOPF/dual/ohm_pf
sequence | DCOPF/dual/pf
sequence | DCOPF/dual/va_diff
sequence | DCOPF/dual/slack_bus
float32 -0
0
| DCOPF/meta/seed
int64 3
5.94k
| DCOPF/meta/formulation
stringclasses 1
value | DCOPF/meta/primal_objective_value
float32 1.18M
2.5M
| DCOPF/meta/dual_objective_value
float32 1.18M
2.5M
| DCOPF/meta/primal_status
stringclasses 1
value | DCOPF/meta/dual_status
stringclasses 1
value | DCOPF/meta/termination_status
stringclasses 1
value | DCOPF/meta/build_time
float32 0.03
0.8
| DCOPF/meta/extract_time
float32 0.03
0.78
| DCOPF/meta/solve_time
float32 0.41
1.07
| SOCOPF/primal/w
sequence | SOCOPF/primal/pg
sequence | SOCOPF/primal/qg
sequence | SOCOPF/primal/pf
sequence | SOCOPF/primal/pt
sequence | SOCOPF/primal/qf
sequence | SOCOPF/primal/qt
sequence | SOCOPF/primal/wr
sequence | SOCOPF/primal/wi
sequence | SOCOPF/dual/kcl_p
sequence | SOCOPF/dual/kcl_q
sequence | SOCOPF/dual/w
sequence | SOCOPF/dual/pg
sequence | SOCOPF/dual/qg
sequence | SOCOPF/dual/ohm_pf
sequence | SOCOPF/dual/ohm_pt
sequence | SOCOPF/dual/ohm_qf
sequence | SOCOPF/dual/ohm_qt
sequence | SOCOPF/dual/jabr
array 2D | SOCOPF/dual/sm_fr
array 2D | SOCOPF/dual/sm_to
array 2D | SOCOPF/dual/va_diff
sequence | SOCOPF/dual/wr
sequence | SOCOPF/dual/wi
sequence | SOCOPF/dual/pf
sequence | SOCOPF/dual/pt
sequence | SOCOPF/dual/qf
sequence | SOCOPF/dual/qt
sequence | SOCOPF/meta/seed
int64 3
5.94k
| SOCOPF/meta/formulation
stringclasses 1
value | SOCOPF/meta/primal_objective_value
float32 1.21M
2.46M
| SOCOPF/meta/dual_objective_value
float32 1.21M
2.46M
| SOCOPF/meta/primal_status
stringclasses 1
value | SOCOPF/meta/dual_status
stringclasses 1
value | SOCOPF/meta/termination_status
stringclasses 1
value | SOCOPF/meta/build_time
float32 0.16
1.02
| SOCOPF/meta/extract_time
float32 0.36
2.43
| SOCOPF/meta/solve_time
float32 6.23
12.6
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
[0.9469327330589294,1.0384408235549927,1.133223295211792,0.5044022798538208,1.0021271705627441,1.423(...TRUNCATED) | [0.40025439858436584,0.16318070888519287,0.15831558406352997,0.20195552706718445,0.23642954230308533(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | 3 | [1.0673614740371704,1.077836275100708,1.0611746311187744,1.0743792057037354,1.0477447509765625,1.061(...TRUNCATED) | [-0.4499884843826294,-0.16365352272987366,-0.26685360074043274,-0.7236746549606323,-0.26954615116119(...TRUNCATED) | [-5.353387177997604e-10,-3.1006419654033834e-9,-6.096814608724799e-9,-1.9266999959945679,9.529985427(...TRUNCATED) | [-0.04559824988245964,-0.01077686995267868,-0.02620093710720539,0.05421702191233635,0.01652420684695(...TRUNCATED) | [4.486607551574707,-4.486607551574707,0.7312174439430237,-0.7312174439430237,-0.6015142202377319,0.6(...TRUNCATED) | [-4.475525379180908,4.495879650115967,-0.731186032295227,0.7312443256378174,0.6026464700698853,-0.60(...TRUNCATED) | [-0.11015567183494568,0.30437353253364563,0.042501434683799744,-0.02769206091761589,-0.0377190932631(...TRUNCATED) | [0.2239323854446411,-0.16714739799499512,-0.04224538803100586,0.02794312685728073,0.0433176830410957(...TRUNCATED) | [2151.094482421875,2008.592041015625,2076.01611328125,2158.19970703125,2081.522705078125,2045.138305(...TRUNCATED) | [9.476252555847168,5.421735763549805,-37.94959259033203,-5.734191417694092,-20.084514617919922,-0.19(...TRUNCATED) | [-0.0002242142363684252,-0.00035905177355743945,-0.00017774416483007371,-0.000302691973047331,-0.000(...TRUNCATED) | [960.5107421875,1317.6455078125,2329.099853515625,693.2297973632812,-0.000017874708646559156,542.235(...TRUNCATED) | [5.160004138946533,0.3925894498825073,0.00015652363072149456,-0.015756865963339806,3.144999936921522(...TRUNCATED) | [-2018.7685546875,-2018.7685546875,-2107.4208984375,-2107.4208984375,-2114.39404296875,-2114.3940429(...TRUNCATED) | [-2024.97998046875,-2015.017822265625,-2109.231201171875,-2105.663818359375,-2107.048583984375,-2121(...TRUNCATED) | [-0.28937917947769165,-0.28937941789627075,1.800193190574646,1.800193190574646,0.1048930212855339,0.(...TRUNCATED) | [-0.5978659391403198,-0.021702172234654427,2.071129560470581,1.5560507774353027,7.857630407670513e-6(...TRUNCATED) | [-1.7136367205239367e-6,1.2609223176696105e-6,-4.549647414364699e-8,5.813615544525419e-8,3.130758585(...TRUNCATED) | [1.7058448520401726e-6,-1.2651569250010652e-6,4.5494509492982615e-8,-5.8138304837029864e-8,-3.136663(...TRUNCATED) | [2.957483324905752e-8,-6.531298168965805e-8,-2.6396329566580334e-9,2.196556048161824e-9,1.9611783308(...TRUNCATED) | [-6.015561382355372e-8,3.58393990040895e-8,2.6237305661425125e-9,-2.216471006732945e-9,-2.2522761433(...TRUNCATED) | [-1.6915573723963462e-6,2.0347099507489474e-6,-2.2980682246043216e-8,2.264500587045859e-8,6.05731770(...TRUNCATED) | [-1.9093022274319082e-7,-1.4063130038266536e-7,-3.101936840721464e-8,-3.966221129303449e-8,-2.593317(...TRUNCATED) | [-1.9068446022174612e-7,-1.4067178710774897e-7,-3.1019361301787285e-8,-3.9662221951175525e-8,-2.5933(...TRUNCATED) | 0 | 3 | PGLearn.ACOPF | 1,522,078.75 | 1,519,848.625 | FEASIBLE_POINT | FEASIBLE_POINT | LOCALLY_SOLVED | 0.871056 | 0.739182 | 9.054759 | [-0.4626659154891968,-0.2290506660938263,-0.27499648928642273,-1.173398494720459,-0.2694317698478699(...TRUNCATED) | [0.0,0.0,0.0,-1.9266999959945679,9.529999732971191,0.0,-2.3893001079559326,1.3609155416488647,0.0,-2(...TRUNCATED) | [4.564535617828369,-4.564535617828369,1.048060417175293,-1.048060417175293,-0.38400977849960327,0.38(...TRUNCATED) | [2005.0921630859375,1988.5394287109375,2023.7420654296875,2055.294189453125,2025.5677490234375,2002.(...TRUNCATED) | [1038.215576171875,1366.2850341796875,2364.8193359375,801.6170654296875,0.0,526.4913330078125,8466.9(...TRUNCATED) | [-3.1118357181549072,3.720017910003662,2.195765972137451,-2.1495888233184814,-4.619939804077148,4.53(...TRUNCATED) | [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) | [-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0(...TRUNCATED) | -0 | 3 | PGLearn.DCOPF | 1,482,253.375 | 1,482,253.375 | FEASIBLE_POINT | FEASIBLE_POINT | OPTIMAL | 0.03873 | 0.028392 | 0.466724 | [1.136633038520813,1.168467402458191,1.1763442754745483,1.1412382125854492,1.1972252130508423,1.1698(...TRUNCATED) | [3.723897856744429e-9,2.2943127397923035e-9,5.668881475351384e-10,-1.9266999959945679,9.529982566833(...TRUNCATED) | [-0.04559852555394173,0.022532857954502106,-0.0017600804567337036,0.05348733440041542,0.018340229988(...TRUNCATED) | [2.985492706298828,-2.985492706298828,0.5029382705688477,-0.5029382705688477,-0.2687291204929352,0.2(...TRUNCATED) | [-2.9803388118743896,2.9896671772003174,-0.5028877258300781,0.5029804110527039,0.26895463466644287,-(...TRUNCATED) | [0.7761169672012329,-0.578825831413269,0.7852187752723694,-0.77027428150177,0.029742062091827393,0.0(...TRUNCATED) | [-0.7232031226158142,0.6406054496765137,-0.7848075032234192,0.7706673741340637,-0.028627032414078712(...TRUNCATED) | [1.1011828184127808,1.1135311126708984,1.2047204971313477,1.2056647539138794,1.0860497951507568,1.08(...TRUNCATED) | [0.017924966290593147,-0.02180323377251625,0.0002317094913451001,-0.0002354289754293859,-0.004549760(...TRUNCATED) | [2125.10205078125,2004.7266845703125,2032.7921142578125,2161.0283203125,2033.7838134765625,2027.9104(...TRUNCATED) | [10.11727523803711,6.178516864776611,-5.65031623840332,-0.32014307379722595,-1.5480703115463257,-0.1(...TRUNCATED) | [-0.00005406729178503156,-0.00010847039811778814,-0.00013780815061181784,-0.00005892424451303668,-0.(...TRUNCATED) | [961.7420043945312,1314.384521484375,2359.98291015625,698.9283447265625,-0.000010075867066916544,534(...TRUNCATED) | [3.4562487602233887,-0.02727585844695568,0.00004464771700440906,-0.004467573948204517,1.768666038515(...TRUNCATED) | [-1995.8638916015625,-1995.8638916015625,-2132.866455078125,-2132.866455078125,-2132.790283203125,-2(...TRUNCATED) | [-2002.262939453125,-1990.5953369140625,-2132.95556640625,-2132.790283203125,-2129.207763671875,-213(...TRUNCATED) | [0.002718239091336727,0.0027185333892703056,2.6087775230407715,2.6087775230407715,0.1374544948339462(...TRUNCATED) | [-0.5257301330566406,-0.11046293377876282,2.6957499980926514,2.495884656906128,5.754147878178628e-6,(...TRUNCATED) | [[44090.4140625,25775.046875,633492.125,564387.4375],[35365.96875,37468.2109375,39782.34375,28114.70(...TRUNCATED) | [[7.244242965498415e-7,6.245040253816114e-7,3.0039925036362547e-7],[3.3973296353906335e-7,2.74097772(...TRUNCATED) | [[7.230633514154761e-7,6.253289370761195e-7,3.0039856824259914e-7],[3.397338730337651e-7,2.740978004(...TRUNCATED) | [-4.550965968519449e-7,5.415813575382344e-7,-4.907119599550924e-9,4.9782205024939685e-9,1.1862114490(...TRUNCATED) | [-0.00003424366150284186,-0.000040619048377266154,-0.0009585664374753833,-0.001169682596810162,-0.00(...TRUNCATED) | [-5.025395353186468e-7,6.114952384450589e-7,-6.48540243730622e-9,6.589692347347409e-9,1.274053857969(...TRUNCATED) | [-5.203429509492707e-7,4.031832077089348e-7,-1.7618503989069723e-8,2.250719433050108e-8,7.8789526014(...TRUNCATED) | [5.191735681364662e-7,-4.03879624855108e-7,1.761682177914281e-8,-2.2508981345481516e-8,-7.8855508789(...TRUNCATED) | [-1.1776999286894352e-7,6.96453241744166e-8,-2.7561572579770655e-8,3.454789521128987e-8,-8.661762973(...TRUNCATED) | [1.0956401297335105e-7,-7.7208795801198e-8,2.7547820025120018e-8,-3.456465336171277e-8,8.33570268365(...TRUNCATED) | 3 | PGLearn.SOCOPF | 1,516,215.875 | 1,516,215.375 | FEASIBLE_POINT | FEASIBLE_POINT | OPTIMAL | 0.292272 | 1.000236 | 8.468008 |
[1.1648997068405151,1.4443161487579346,0.8733141422271729,0.4932459592819214,1.076015591621399,1.426(...TRUNCATED) | [0.3380014896392822,0.17128437757492065,0.1714940071105957,0.1694437712430954,0.2812062203884125,0.4(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | [true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true(...TRUNCATED) | 4 | [1.0696133375167847,1.0770857334136963,1.062954306602478,1.0744422674179077,1.0458450317382812,1.059(...TRUNCATED) | [-0.4374692142009735,-0.18061287701129913,-0.2798260748386383,-0.6915777921676636,-0.291153341531753(...TRUNCATED) | [-9.655844179778938e-11,-2.8836879550908634e-9,-6.0197247186977165e-9,-1.9266999959945679,9.52998924(...TRUNCATED) | [-0.04559813067317009,0.022395171225070953,-0.026077648624777794,0.05478724464774132,0.0143997818231(...TRUNCATED) | [4.999614715576172,-4.999614715576172,0.17827923595905304,-0.17827923595905304,-0.7077481746673584,0(...TRUNCATED) | [-4.985852241516113,5.011101245880127,-0.17827695608139038,0.17828106880187988,0.7093169093132019,-0(...TRUNCATED) | [-0.002215592423453927,0.1963023990392685,0.08333779871463776,-0.06856027990579605,0.039339672774076(...TRUNCATED) | [0.14350895583629608,-0.02630522847175598,-0.0833192691206932,0.06857742369174957,-0.031582519412040(...TRUNCATED) | [2192.87353515625,2072.5322265625,2117.664794921875,2215.36962890625,2125.33544921875,2095.647216796(...TRUNCATED) | [8.473075866699219,6.036185264587402,-39.80191421508789,-6.017135143280029,-19.826082229614258,0.395(...TRUNCATED) | [-0.0002455758803989738,-0.0003453990211710334,-0.00018960902525577694,-0.0003035859845113009,-0.000(...TRUNCATED) | [917.9544677734375,1277.474609375,2283.989990234375,637.0868530273438,-0.000017874850527732633,488.8(...TRUNCATED) | [4.841840744018555,-0.029548106715083122,0.00015594949945807457,-0.7121602892875671,3.15237207360041(...TRUNCATED) | [-2045.9051513671875,-2045.9051513671875,-2145.280517578125,-2145.280517578125,-2153.599365234375,-2(...TRUNCATED) | [-2052.235595703125,-2042.502197265625,-2147.051513671875,-2143.544189453125,-2144.904541015625,-216(...TRUNCATED) | [-0.3587990999221802,-0.35879918932914734,2.9717953205108643,2.9717953205108643,0.04248502478003502,(...TRUNCATED) | [-0.8232038617134094,-0.013723746873438358,3.2867319583892822,2.6836674213409424,0.00001117560077545(...TRUNCATED) | [-2.1270236629788997e-6,1.519391616966459e-6,-1.1073507444336883e-8,1.4143163085122978e-8,3.68515173(...TRUNCATED) | [2.114369863193133e-6,-1.5258148096108926e-6,1.107336622396815e-8,-1.414330874638381e-8,-3.693343586(...TRUNCATED) | [5.947405345985146e-10,-4.2096015562265165e-8,-5.175944117752351e-9,5.438348438246976e-9,-2.04544003(...TRUNCATED) | [-3.853440944112663e-8,5.638500777394029e-9,5.17479392669884e-9,-5.439708239407537e-9,1.642109337396(...TRUNCATED) | [-1.8844856413124944e-6,2.2640022052655695e-6,-5.3306723479806806e-9,5.3266919763927945e-9,7.3191159(...TRUNCATED) | [-2.126278815239857e-7,-1.5195789160316053e-7,-3.0966464947823624e-8,-3.957566363510523e-8,-2.594355(...TRUNCATED) | [-2.120479365430583e-7,-1.5215432824788877e-7,-3.0966464947823624e-8,-3.957566363510523e-8,-2.594367(...TRUNCATED) | -0 | 4 | PGLearn.ACOPF | 1,611,245.375 | 1,608,810.75 | FEASIBLE_POINT | FEASIBLE_POINT | LOCALLY_SOLVED | 0.882345 | 0.74217 | 9.069032 | [-0.4747993052005768,-0.24585898220539093,-0.28067028522491455,-1.1249794960021973,-0.28971099853515(...TRUNCATED) | [0.0,0.0,0.0,-1.9266999959945679,9.529999732971191,0.0,-2.3893001079559326,2.990000009536743,0.0,-2.(...TRUNCATED) | [7.3212056159973145,-7.3212056159973145,-0.26721519231796265,0.26721519231796265,-0.8283697366714478(...TRUNCATED) | [2045.3837890625,2044.415771484375,2048.963623046875,2099.32568359375,2048.897705078125,2047.9848632(...TRUNCATED) | [1013.9859619140625,1339.2696533203125,2338.27197265625,774.5962524414062,0.0,471.1434326171875,8437(...TRUNCATED) | [-4.08318567276001,4.881209850311279,2.274566650390625,-2.2267322540283203,-4.815635681152344,4.7291(...TRUNCATED) | [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) | [-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0(...TRUNCATED) | 0 | 4 | PGLearn.DCOPF | 1,569,403.625 | 1,569,403.625 | FEASIBLE_POINT | FEASIBLE_POINT | OPTIMAL | 0.038562 | 0.029743 | 0.434836 | [1.1393663883209229,1.1699228286743164,1.1787382364273071,1.1443241834640503,1.1925851106643677,1.16(...TRUNCATED) | [6.688396947396313e-9,4.078509974192457e-9,1.0306362430156923e-9,-1.9266999959945679,9.5299787521362(...TRUNCATED) | 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[2440.129150390625,2475.915771484375,2331.81884765625,2508.41748046875,2310.24462890625,2348.6174316(...TRUNCATED) | [673.7697143554688,991.1213989257812,1997.190185546875,440.94329833984375,0.0,46.27546310424805,8079(...TRUNCATED) | [-76.47412872314453,91.42035675048828,2.2221362590789795,-2.1754045486450195,-4.790717601776123,4.70(...TRUNCATED) | [-363.7157287597656,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,(...TRUNCATED) | [-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0,-0.0(...TRUNCATED) | -0 | 13 | PGLearn.DCOPF | 1,972,479.5 | 1,972,479.5 | FEASIBLE_POINT | FEASIBLE_POINT | OPTIMAL | 0.042624 | 0.031683 | 0.490066 | [1.1460670232772827,1.1632729768753052,1.1696525812149048,1.1509712934494019,1.186366319656372,1.171(...TRUNCATED) | [6.4532481580670265e-9,3.4156559802767106e-9,8.318781774541151e-10,-1.9266999959945679,9.52985382080(...TRUNCATED) | 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