diff --git a/data/external/banks/equity_corr.csv b/data/external/banks/equity_corr.csv index 053d807..060eccb 100644 --- a/data/external/banks/equity_corr.csv +++ b/data/external/banks/equity_corr.csv @@ -1,39 +1,49 @@ -,JPM,BAC,C,WFC,GS,MS,USB,PNC,TFC,BK,STT,HSBC,BCS,LYG,DB,SAN,BBVA,ING,UBS,MUFG,SMFG,MFG,NMR,RY,TD,BNS,ITUB,BBD,AAPL,MSFT,XOM,WMT,BA,T,TM,VWAGY,SIEGY,PBR -JPM,1.000000,0.824095,0.768978,0.744942,0.735713,0.698536,0.648074,0.712831,0.613000,0.701992,0.660416,0.544385,0.616058,0.572071,0.595745,0.606999,0.576690,0.625438,0.547240,0.419983,0.404929,0.384740,0.367401,0.620908,0.620280,0.581535,0.345763,0.277790,0.389320,0.325767,0.361992,0.195629,0.421032,0.307503,0.384162,0.486211,0.513859,0.238056 -BAC,0.824095,1.000000,0.810619,0.815361,0.762002,0.758799,0.734496,0.794865,0.750703,0.759142,0.721215,0.543885,0.647543,0.617552,0.611264,0.622550,0.577785,0.612599,0.587196,0.462555,0.440897,0.420582,0.400885,0.666727,0.659959,0.652431,0.374607,0.319616,0.365435,0.324357,0.401044,0.189619,0.442822,0.339868,0.399518,0.505060,0.494147,0.293085 -C,0.768978,0.810619,1.000000,0.730626,0.724078,0.717644,0.683199,0.694575,0.670727,0.725588,0.677363,0.516780,0.632950,0.600278,0.573483,0.601796,0.571297,0.579221,0.578184,0.408789,0.424943,0.403863,0.396353,0.625049,0.624690,0.621050,0.352423,0.290729,0.372474,0.331338,0.416441,0.133418,0.446976,0.348558,0.397375,0.465166,0.509121,0.286292 -WFC,0.744942,0.815361,0.730626,1.000000,0.698762,0.669020,0.717023,0.730754,0.704305,0.698616,0.664950,0.502625,0.618510,0.583230,0.554663,0.587190,0.548007,0.582360,0.532387,0.412815,0.404524,0.382926,0.349106,0.599201,0.615004,0.572335,0.326577,0.278054,0.356489,0.303278,0.355723,0.147101,0.445606,0.291152,0.352143,0.453669,0.475694,0.268290 -GS,0.735713,0.762002,0.724078,0.698762,1.000000,0.804962,0.624220,0.676318,0.642273,0.683727,0.661640,0.483950,0.578222,0.565118,0.542316,0.578803,0.541283,0.566689,0.567711,0.440702,0.442040,0.405305,0.399889,0.624531,0.576717,0.610626,0.331832,0.276075,0.416886,0.394310,0.359909,0.200841,0.452497,0.283041,0.399876,0.483049,0.537475,0.242041 -MS,0.698536,0.758799,0.717644,0.669020,0.804962,1.000000,0.640578,0.701451,0.626923,0.693311,0.655688,0.500277,0.590418,0.571331,0.565482,0.568660,0.537643,0.564658,0.605435,0.395359,0.382459,0.365438,0.362017,0.620030,0.582787,0.612069,0.317901,0.256899,0.428289,0.421862,0.370923,0.165942,0.439108,0.280123,0.412392,0.514403,0.561284,0.259621 -USB,0.648074,0.734496,0.683199,0.717023,0.624220,0.640578,1.000000,0.795863,0.826012,0.721916,0.654211,0.448267,0.577206,0.566293,0.494276,0.542127,0.513198,0.534434,0.519512,0.418393,0.412052,0.375833,0.351521,0.602871,0.605820,0.586759,0.296601,0.252584,0.298319,0.233271,0.357123,0.124071,0.382105,0.339465,0.340821,0.391737,0.420979,0.216332 -PNC,0.712831,0.794865,0.694575,0.730754,0.676318,0.701451,0.795863,1.000000,0.801999,0.724956,0.696446,0.485155,0.588689,0.581935,0.532492,0.580236,0.542780,0.576076,0.556289,0.439049,0.413070,0.385853,0.370678,0.637771,0.640359,0.619769,0.325636,0.279887,0.373716,0.332410,0.371857,0.161948,0.428192,0.327727,0.376391,0.453556,0.461447,0.232179 -TFC,0.613000,0.750703,0.670727,0.704305,0.642273,0.626923,0.826012,0.801999,1.000000,0.718619,0.668439,0.445371,0.566332,0.563217,0.504251,0.549283,0.517948,0.537893,0.548364,0.444464,0.433318,0.411011,0.374663,0.590646,0.590378,0.595649,0.295350,0.269833,0.347692,0.291861,0.339778,0.144208,0.377182,0.297869,0.352506,0.406503,0.417065,0.216913 -BK,0.701992,0.759142,0.725588,0.698616,0.683727,0.693311,0.721916,0.724956,0.718619,1.000000,0.875684,0.514144,0.593203,0.589562,0.559741,0.594506,0.557891,0.598211,0.612011,0.451088,0.433387,0.412650,0.391010,0.634808,0.611205,0.607642,0.316590,0.274249,0.386779,0.346806,0.385842,0.174062,0.437947,0.327861,0.407711,0.466775,0.507483,0.230376 -STT,0.660416,0.721215,0.677363,0.664950,0.661640,0.655688,0.654211,0.696446,0.668439,0.875684,1.000000,0.490270,0.559839,0.552337,0.545567,0.571352,0.540974,0.574470,0.586825,0.432423,0.422156,0.397619,0.373053,0.591833,0.563163,0.591462,0.327850,0.271379,0.416522,0.382565,0.378102,0.204093,0.433595,0.324470,0.398262,0.458272,0.485372,0.248096 -HSBC,0.544385,0.543885,0.516780,0.502625,0.483950,0.500277,0.448267,0.485155,0.445371,0.514144,0.490270,1.000000,0.676398,0.657493,0.608649,0.650904,0.566399,0.635142,0.541118,0.468758,0.435785,0.413196,0.366113,0.555482,0.529104,0.517393,0.368063,0.353029,0.270428,0.243638,0.309834,0.125403,0.371319,0.195293,0.374073,0.452722,0.469517,0.273678 -BCS,0.616058,0.647543,0.632950,0.618510,0.578222,0.590418,0.577206,0.588689,0.566332,0.593203,0.559839,0.676398,1.000000,0.776694,0.714044,0.731025,0.663136,0.711829,0.646554,0.465504,0.448837,0.404295,0.352071,0.603901,0.613166,0.591813,0.366437,0.342886,0.307914,0.272320,0.321387,0.102053,0.411849,0.280309,0.376477,0.536021,0.551577,0.273343 -LYG,0.572071,0.617552,0.600278,0.583230,0.565118,0.571331,0.566293,0.581935,0.563217,0.589562,0.552337,0.657493,0.776694,1.000000,0.681152,0.710766,0.655406,0.675789,0.645578,0.453210,0.447143,0.436603,0.383155,0.597805,0.586962,0.573434,0.385144,0.357963,0.335831,0.318976,0.311007,0.118798,0.434839,0.267917,0.417375,0.568795,0.577351,0.272576 -DB,0.595745,0.611264,0.573483,0.554663,0.542316,0.565482,0.494276,0.532492,0.504251,0.559741,0.545567,0.608649,0.714044,0.681152,1.000000,0.726887,0.670523,0.725031,0.675251,0.443799,0.424039,0.385975,0.344655,0.546707,0.556855,0.533016,0.350633,0.332502,0.312364,0.269594,0.288180,0.121447,0.415110,0.197354,0.350331,0.534558,0.557776,0.250647 -SAN,0.606999,0.622550,0.601796,0.587190,0.578803,0.568660,0.542127,0.580236,0.549283,0.594506,0.571352,0.650904,0.731025,0.710766,0.726887,1.000000,0.819591,0.747320,0.655119,0.476932,0.461183,0.447071,0.390926,0.579441,0.596487,0.545549,0.413696,0.382132,0.346705,0.340332,0.290706,0.116681,0.436116,0.277327,0.397363,0.564299,0.586647,0.242012 -BBVA,0.576690,0.577785,0.571297,0.548007,0.541283,0.537643,0.513198,0.542780,0.517948,0.557891,0.540974,0.566399,0.663136,0.655406,0.670523,0.819591,1.000000,0.723937,0.650847,0.450512,0.462743,0.422617,0.368534,0.533596,0.544703,0.505994,0.369359,0.320703,0.348276,0.358773,0.258319,0.143292,0.400902,0.240886,0.426659,0.560679,0.597254,0.228640 -ING,0.625438,0.612599,0.579221,0.582360,0.566689,0.564658,0.534434,0.576076,0.537893,0.598211,0.574470,0.635142,0.711829,0.675789,0.725031,0.747320,0.723937,1.000000,0.653534,0.467647,0.459227,0.422375,0.412617,0.568516,0.568380,0.521682,0.366810,0.331495,0.324368,0.312894,0.272210,0.120418,0.452772,0.227650,0.400126,0.585611,0.586594,0.247045 -UBS,0.547240,0.587196,0.578184,0.532387,0.567711,0.605435,0.519512,0.556289,0.548364,0.612011,0.586825,0.541118,0.646554,0.645578,0.675251,0.655119,0.650847,0.653534,1.000000,0.412796,0.406640,0.380958,0.391995,0.565938,0.532480,0.527152,0.326933,0.283078,0.380840,0.340212,0.313250,0.147214,0.412774,0.230516,0.364810,0.544361,0.603161,0.226358 -MUFG,0.419983,0.462555,0.408789,0.412815,0.440702,0.395359,0.418393,0.439049,0.444464,0.451088,0.432423,0.468758,0.465504,0.453210,0.443799,0.476932,0.450512,0.467647,0.412796,1.000000,0.883834,0.803443,0.574965,0.419618,0.431278,0.451875,0.269338,0.204988,0.248814,0.234269,0.281105,0.127571,0.303702,0.199925,0.444866,0.316435,0.349990,0.226020 -SMFG,0.404929,0.440897,0.424943,0.404524,0.442040,0.382459,0.412052,0.413070,0.433318,0.433387,0.422156,0.435785,0.448837,0.447143,0.424039,0.461183,0.462743,0.459227,0.406640,0.883834,1.000000,0.818000,0.590506,0.419508,0.434430,0.454890,0.269490,0.216084,0.266664,0.225796,0.267109,0.106805,0.293497,0.202498,0.450914,0.304806,0.351519,0.204610 -MFG,0.384740,0.420582,0.403863,0.382926,0.405305,0.365438,0.375833,0.385853,0.411011,0.412650,0.397619,0.413196,0.404295,0.436603,0.385975,0.447071,0.422617,0.422375,0.380958,0.803443,0.818000,1.000000,0.558812,0.359532,0.384806,0.413470,0.214311,0.165608,0.241374,0.212305,0.230612,0.097108,0.275197,0.153579,0.437138,0.301827,0.356632,0.171162 -NMR,0.367401,0.400885,0.396353,0.349106,0.399889,0.362017,0.351521,0.370678,0.374663,0.391010,0.373053,0.366113,0.352071,0.383155,0.344655,0.390926,0.368534,0.412617,0.391995,0.574965,0.590506,0.558812,1.000000,0.392833,0.384980,0.424827,0.272759,0.206584,0.281019,0.230336,0.218240,0.123387,0.289349,0.181485,0.443600,0.344021,0.360660,0.213649 -RY,0.620908,0.666727,0.625049,0.599201,0.624531,0.620030,0.602871,0.637771,0.590646,0.634808,0.591833,0.555482,0.603901,0.597805,0.546707,0.579441,0.533596,0.568516,0.565938,0.419618,0.419508,0.359532,0.392833,1.000000,0.751350,0.773592,0.379791,0.336979,0.429621,0.366517,0.420332,0.234308,0.421418,0.355221,0.400141,0.490150,0.526577,0.295333 -TD,0.620280,0.659959,0.624690,0.615004,0.576717,0.582787,0.605820,0.640359,0.590378,0.611205,0.563163,0.529104,0.613166,0.586962,0.556855,0.596487,0.544703,0.568380,0.532480,0.431278,0.434430,0.384806,0.384980,0.751350,1.000000,0.739550,0.382785,0.332615,0.373704,0.313926,0.434273,0.204137,0.418323,0.322146,0.403331,0.497435,0.531022,0.340324 -BNS,0.581535,0.652431,0.621050,0.572335,0.610626,0.612069,0.586759,0.619769,0.595649,0.607642,0.591462,0.517393,0.591813,0.573434,0.533016,0.545549,0.505994,0.521682,0.527152,0.451875,0.454890,0.413470,0.424827,0.773592,0.739550,1.000000,0.385355,0.325438,0.420498,0.372420,0.382360,0.180513,0.395444,0.308280,0.421917,0.482252,0.515163,0.304335 -ITUB,0.345763,0.374607,0.352423,0.326577,0.331832,0.317901,0.296601,0.325636,0.295350,0.316590,0.327850,0.368063,0.366437,0.385144,0.350633,0.413696,0.369359,0.366810,0.326933,0.269338,0.269490,0.214311,0.272759,0.379791,0.382785,0.385355,1.000000,0.827497,0.223339,0.157849,0.237400,0.052135,0.260870,0.215523,0.279197,0.278515,0.288557,0.571409 -BBD,0.277790,0.319616,0.290729,0.278054,0.276075,0.256899,0.252584,0.279887,0.269833,0.274249,0.271379,0.353029,0.342886,0.357963,0.332502,0.382132,0.320703,0.331495,0.283078,0.204988,0.216084,0.165608,0.206584,0.336979,0.332615,0.325438,0.827497,1.000000,0.226619,0.129959,0.224359,0.045621,0.205254,0.172710,0.225601,0.245879,0.257998,0.497164 -AAPL,0.389320,0.365435,0.372474,0.356489,0.416886,0.428289,0.298319,0.373716,0.347692,0.386779,0.416522,0.270428,0.307914,0.335831,0.312364,0.346705,0.348276,0.324368,0.380840,0.248814,0.266664,0.241374,0.281019,0.429621,0.373704,0.420498,0.223339,0.226619,1.000000,0.696099,0.196791,0.260935,0.401525,0.211976,0.421215,0.420077,0.455866,0.141975 -MSFT,0.325767,0.324357,0.331338,0.303278,0.394310,0.421862,0.233271,0.332410,0.291861,0.346806,0.382565,0.243638,0.272320,0.318976,0.269594,0.340332,0.358773,0.312894,0.340212,0.234269,0.225796,0.212305,0.230336,0.366517,0.313926,0.372420,0.157849,0.129959,0.696099,1.000000,0.097656,0.230976,0.309549,0.098369,0.384377,0.355967,0.437263,0.063168 -XOM,0.361992,0.401044,0.416441,0.355723,0.359909,0.370923,0.357123,0.371857,0.339778,0.385842,0.378102,0.309834,0.321387,0.311007,0.288180,0.290706,0.258319,0.272210,0.313250,0.281105,0.267109,0.230612,0.218240,0.420332,0.434273,0.382360,0.237400,0.224359,0.196791,0.097656,1.000000,0.145296,0.282083,0.215601,0.218538,0.234631,0.216977,0.459537 -WMT,0.195629,0.189619,0.133418,0.147101,0.200841,0.165942,0.124071,0.161948,0.144208,0.174062,0.204093,0.125403,0.102053,0.118798,0.121447,0.116681,0.143292,0.120418,0.147214,0.127571,0.106805,0.097108,0.123387,0.234308,0.204137,0.180513,0.052135,0.045621,0.260935,0.230976,0.145296,1.000000,0.138707,0.156109,0.178649,0.137805,0.099729,0.022536 -BA,0.421032,0.442822,0.446976,0.445606,0.452497,0.439108,0.382105,0.428192,0.377182,0.437947,0.433595,0.371319,0.411849,0.434839,0.415110,0.436116,0.400902,0.452772,0.412774,0.303702,0.293497,0.275197,0.289349,0.421418,0.418323,0.395444,0.260870,0.205254,0.401525,0.309549,0.282083,0.138707,1.000000,0.218931,0.349350,0.422047,0.410912,0.207656 -T,0.307503,0.339868,0.348558,0.291152,0.283041,0.280123,0.339465,0.327727,0.297869,0.327861,0.324470,0.195293,0.280309,0.267917,0.197354,0.277327,0.240886,0.227650,0.230516,0.199925,0.202498,0.153579,0.181485,0.355221,0.322146,0.308280,0.215523,0.172710,0.211976,0.098369,0.215601,0.156109,0.218931,1.000000,0.203988,0.213144,0.212962,0.136904 -TM,0.384162,0.399518,0.397375,0.352143,0.399876,0.412392,0.340821,0.376391,0.352506,0.407711,0.398262,0.374073,0.376477,0.417375,0.350331,0.397363,0.426659,0.400126,0.364810,0.444866,0.450914,0.437138,0.443600,0.400141,0.403331,0.421917,0.279197,0.225601,0.421215,0.384377,0.218538,0.178649,0.349350,0.203988,1.000000,0.425837,0.403820,0.207022 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+FANDY,0.092585,0.109392,0.091565,0.093412,0.117854,0.109325,0.098303,0.114920,0.109501,0.109151,0.105361,0.178589,0.162486,0.182561,0.122233,0.129062,0.093890,0.101878,0.140827,0.147087,0.113178,0.136986,0.112433,0.141750,0.143634,0.176432,0.106813,0.081911,0.077948,0.081887,0.122938,0.119678,0.137590,0.051181,0.042010,0.095727,0.096194,0.069451,0.137869,0.140864,0.148227,0.133894,0.147220,0.139393,0.039210,-0.019778,0.119389,1.000000 diff --git a/data/external/banks/equity_corr.meta.json b/data/external/banks/equity_corr.meta.json index 6ea3e8d..2aa733c 100644 --- a/data/external/banks/equity_corr.meta.json +++ b/data/external/banks/equity_corr.meta.json @@ -37,10 +37,20 @@ "TM", "VWAGY", "SIEGY", - "PBR" + "PBR", + "IDCBY", + "DBSDY", + "IBN", + "KB", + "CMWAY", + "WBC.AX", + "1120.SR", + "QNBK.QA", + "SGBLY", + "FANDY" ], "start": "2021-06-01", "end": "2024-06-01", - "n_obs": 755, + "n_obs": 556, "source": "Yahoo Finance daily adjusted close, log-return correlation (2021-06-01..2024-06-01)" } \ No newline at end of file diff --git a/data/external/banks/gsib_roster.csv b/data/external/banks/gsib_roster.csv index 972e49c..dce6dbf 100644 --- a/data/external/banks/gsib_roster.csv +++ b/data/external/banks/gsib_roster.csv @@ -37,3 +37,13 @@ TM,Toyota Motor,TM,JP,JP,corporate,automotive,A+,560,"FY2023 annual report total VWAGY,Volkswagen,VWAGY,DE,EU,corporate,automotive,BBB+,640,"FY2023 annual report total assets; S&P LT issuer rating" SIEGY,Siemens,SIEGY,DE,EU,corporate,industrial,A+,160,"FY2023 annual report total assets; S&P LT issuer rating" PBR,Petrobras,PBR,BR,LATAM,corporate,energy,BB,220,"FY2023 annual report total assets; S&P LT issuer rating" +ICBC,Industrial & Commercial Bank of China,IDCBY,CN,APAC,bank,universal,A,6300,"FY2023 annual report total assets (approx); S&P LT issuer rating" +DBS,DBS Group,DBSDY,SG,APAC,bank,universal,AA-,740,"FY2023 annual report total assets (approx); S&P LT issuer rating" +ICICI,ICICI Bank,IBN,IN,APAC,bank,universal,BBB-,260,"FY2023 annual report total assets (approx); S&P LT issuer rating" +KB,KB Financial Group,KB,KR,APAC,bank,universal,A+,600,"FY2023 annual report total assets (approx); S&P LT issuer rating" +CBA,Commonwealth Bank of Australia,CMWAY,AU,OCEANIA,bank,universal,AA-,840,"FY2023 annual report total assets (approx); S&P LT issuer rating" +WBC,Westpac Banking Corp,WBC.AX,AU,OCEANIA,bank,universal,AA-,760,"FY2023 annual report total assets (approx); S&P LT issuer rating" +RJHI,Al Rajhi Bank,1120.SR,SA,MEA,bank,universal,A-,210,"FY2023 annual report total assets (approx); S&P LT issuer rating" +QNB,Qatar National Bank,QNBK.QA,QA,MEA,bank,universal,A+,330,"FY2023 annual report total assets (approx); S&P LT issuer rating" +SBK,Standard Bank Group,SGBLY,ZA,AFRICA,bank,universal,BB-,170,"FY2023 annual report total assets (approx); S&P LT issuer rating" +FSR,FirstRand,FANDY,ZA,AFRICA,bank,universal,BB-,110,"FY2023 annual report total assets (approx); S&P LT issuer rating" diff --git a/data/scenario_dataset/manifest.json b/data/scenario_dataset/manifest.json index 6572555..2a16feb 100644 --- a/data/scenario_dataset/manifest.json +++ b/data/scenario_dataset/manifest.json @@ -4,7 +4,7 @@ "sources": { "real_gsib": { "kind": "real", - "n_institutions": 38, + "n_institutions": 48, "node_names": [ "JPMorgan Chase", "Bank of America", @@ -43,56 +43,66 @@ "Toyota Motor", "Volkswagen", "Siemens", - "Petrobras" + "Petrobras", + "Industrial & Commercial Bank of China", + "DBS Group", + "ICICI Bank", + "KB Financial Group", + "Commonwealth Bank of Australia", + "Westpac Banking Corp", + "Al Rajhi Bank", + "Qatar National Bank", + "Standard Bank Group", + "FirstRand" ], - "marginals_mean": 0.0023318421052631578, + "marginals_mean": 0.002593958333333333, "generators": { "bernoulli": { "shape": [ 4000, - 38 + 48 ], "fit_sample_seconds": 0.0, - "marginal_rmse": 0.0006052424481582826, - "mean_default_rate": 0.0023947368421052633, - "n_unique_scenarios": 54, - "corr_rmse": 0.46893489166667135, + "marginal_rmse": 0.0006363977398870406, + "mean_default_rate": 0.00265625, + "n_unique_scenarios": 78, + "corr_rmse": 0.4235104174036193, "degenerate": false }, "gaussian_copula": { "shape": [ 4000, - 38 + 48 ], - "fit_sample_seconds": 0.04, - "marginal_rmse": 0.0008746442885990552, - "mean_default_rate": 0.0022500000000000003, - "n_unique_scenarios": 72, - "corr_rmse": 0.44637849208606306, + "fit_sample_seconds": 0.06, + "marginal_rmse": 0.0005847916295570586, + "mean_default_rate": 0.0025520833333333333, + "n_unique_scenarios": 86, + "corr_rmse": 0.39436380440029173, "degenerate": false }, "student_t_copula": { "shape": [ 4000, - 38 + 48 ], - "fit_sample_seconds": 24.7, - "marginal_rmse": 0.0009536301832030011, - "mean_default_rate": 0.002348684210526316, - "n_unique_scenarios": 72, - "corr_rmse": 0.3678959557141127, + "fit_sample_seconds": 42.38, + "marginal_rmse": 0.0008745844251223928, + "mean_default_rate": 0.002427083333333333, + "n_unique_scenarios": 90, + "corr_rmse": 0.3630038546705475, "degenerate": false }, "entangled_born_machine": { "shape": [ 4000, - 38 + 48 ], - "fit_sample_seconds": 0.41, - "marginal_rmse": 0.0006326136261573885, - "mean_default_rate": 0.002111842105263158, - "n_unique_scenarios": 53, - "corr_rmse": 0.43856411668045475, + "fit_sample_seconds": 0.51, + "marginal_rmse": 0.0006764660006238303, + "mean_default_rate": 0.002395833333333333, + "n_unique_scenarios": 73, + "corr_rmse": 0.4108922189677439, "degenerate": false } } @@ -149,7 +159,7 @@ 4000, 16 ], - "fit_sample_seconds": 3.96, + "fit_sample_seconds": 4.01, "marginal_rmse": 0.002111160411327338, "mean_default_rate": 0.024484375, "n_unique_scenarios": 195, @@ -161,7 +171,7 @@ 4000, 16 ], - "fit_sample_seconds": 0.51, + "fit_sample_seconds": 0.53, "marginal_rmse": 0.02178975788255229, "mean_default_rate": 0.033828125, "n_unique_scenarios": 271, @@ -248,7 +258,7 @@ 4000, 54 ], - "fit_sample_seconds": 0.82, + "fit_sample_seconds": 0.83, "marginal_rmse": 0.0018608291660400175, "mean_default_rate": 0.012407407407407407, "n_unique_scenarios": 367, @@ -260,7 +270,7 @@ 4000, 54 ], - "fit_sample_seconds": 56.59, + "fit_sample_seconds": 58.8, "marginal_rmse": 0.001813708090359923, "mean_default_rate": 0.01261111111111111, "n_unique_scenarios": 400, diff --git a/data/scenario_dataset/real_gsib/moments.json b/data/scenario_dataset/real_gsib/moments.json index ef61a06..d09fdb4 100644 --- a/data/scenario_dataset/real_gsib/moments.json +++ b/data/scenario_dataset/real_gsib/moments.json @@ -1,30 +1,30 @@ { "bernoulli": { - "marginal_rmse": 0.0006052424481582826, - "mean_default_rate": 0.0023947368421052633, - "n_unique_scenarios": 54, - "corr_rmse": 0.46893489166667135, + "marginal_rmse": 0.0006363977398870406, + "mean_default_rate": 0.00265625, + "n_unique_scenarios": 78, + "corr_rmse": 0.4235104174036193, "degenerate": false }, "gaussian_copula": { - "marginal_rmse": 0.0008746442885990552, - "mean_default_rate": 0.0022500000000000003, - "n_unique_scenarios": 72, - "corr_rmse": 0.44637849208606306, + "marginal_rmse": 0.0005847916295570586, + "mean_default_rate": 0.0025520833333333333, + "n_unique_scenarios": 86, + "corr_rmse": 0.39436380440029173, "degenerate": false }, "student_t_copula": { - "marginal_rmse": 0.0009536301832030011, - "mean_default_rate": 0.002348684210526316, - "n_unique_scenarios": 72, - "corr_rmse": 0.3678959557141127, + "marginal_rmse": 0.0008745844251223928, + "mean_default_rate": 0.002427083333333333, + "n_unique_scenarios": 90, + "corr_rmse": 0.3630038546705475, "degenerate": false }, "entangled_born_machine": { - "marginal_rmse": 0.0006326136261573885, - "mean_default_rate": 0.002111842105263158, - "n_unique_scenarios": 53, - "corr_rmse": 0.43856411668045475, + "marginal_rmse": 0.0006764660006238303, + "mean_default_rate": 0.002395833333333333, + "n_unique_scenarios": 73, + "corr_rmse": 0.4108922189677439, "degenerate": false } } \ No newline at end of file diff --git a/data/scenario_dataset/real_gsib/real_gsib__bernoulli.csv b/data/scenario_dataset/real_gsib/real_gsib__bernoulli.csv index 1ad1cd1..1532af3 100644 --- a/data/scenario_dataset/real_gsib/real_gsib__bernoulli.csv +++ b/data/scenario_dataset/real_gsib/real_gsib__bernoulli.csv @@ -1,4001 +1,4001 @@ -JPMorgan Chase,Bank of America,Citigroup,Wells Fargo,Goldman Sachs,Morgan Stanley,U.S. Bancorp,PNC Financial,Truist Financial,Bank of New York Mellon,State Street,HSBC Holdings,Barclays,Lloyds Banking Group,Deutsche Bank,Banco Santander,Banco Bilbao Vizcaya Argentaria,ING Groep,UBS Group,Mitsubishi UFJ Financial Group,Sumitomo Mitsui Financial Group,Mizuho Financial Group,Nomura Holdings,Royal Bank of Canada,Toronto-Dominion Bank,Bank of Nova Scotia,Itau Unibanco,Banco Bradesco,Apple,Microsoft,ExxonMobil,Walmart,Boeing,AT&T,Toyota Motor,Volkswagen,Siemens,Petrobras -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 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a/data/scenario_dataset/real_gsib/real_gsib__gaussian_copula.npz b/data/scenario_dataset/real_gsib/real_gsib__gaussian_copula.npz index b6dd7f9..aca0d19 100644 Binary files a/data/scenario_dataset/real_gsib/real_gsib__gaussian_copula.npz and b/data/scenario_dataset/real_gsib/real_gsib__gaussian_copula.npz differ diff --git a/data/scenario_dataset/real_gsib/real_gsib__student_t_copula.csv b/data/scenario_dataset/real_gsib/real_gsib__student_t_copula.csv index c6191b7..cb55751 100644 --- a/data/scenario_dataset/real_gsib/real_gsib__student_t_copula.csv +++ b/data/scenario_dataset/real_gsib/real_gsib__student_t_copula.csv @@ -1,4001 +1,4001 @@ -JPMorgan Chase,Bank of America,Citigroup,Wells Fargo,Goldman Sachs,Morgan Stanley,U.S. Bancorp,PNC Financial,Truist Financial,Bank of New York Mellon,State Street,HSBC Holdings,Barclays,Lloyds Banking Group,Deutsche Bank,Banco Santander,Banco Bilbao Vizcaya Argentaria,ING Groep,UBS Group,Mitsubishi UFJ Financial Group,Sumitomo Mitsui Financial 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differ diff --git a/data/scenario_dataset/real_gsib/spec.json b/data/scenario_dataset/real_gsib/spec.json index 8545118..2e4bee5 100644 --- a/data/scenario_dataset/real_gsib/spec.json +++ b/data/scenario_dataset/real_gsib/spec.json @@ -37,7 +37,17 @@ "Toyota Motor", "Volkswagen", "Siemens", - "Petrobras" + "Petrobras", + "Industrial & Commercial Bank of China", + "DBS Group", + "ICICI Bank", + "KB Financial Group", + "Commonwealth Bank of Australia", + "Westpac Banking Corp", + "Al Rajhi Bank", + "Qatar National Bank", + "Standard Bank Group", + "FirstRand" ], "node_types": [ "bank", @@ -77,1130 +87,1430 @@ "corporate", "corporate", "corporate", - "corporate" + "corporate", + "bank", + "bank", + "bank", + "bank", + "bank", + "bank", + "bank", + "bank", + "bank", + "bank" ], "exposure_matrix": [ [ 0.0, - 59.61824694292574, - 47.42138495353098, - 36.951971578753415, - 30.95246236708386, - 20.38120460834524, - 10.788780360493064, - 9.34497749302062, - 8.673523261383131, - 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"community_1", - "community_3" + "community_0", + "community_1", + "community_1" ], "metadata": { "name": "Bank exposure network (real anchor)", "correlation_space": "latent_gaussian", "source": "Real anchor: roster of large banks + non-financial corporates (data/external/banks/gsib_roster.csv). Marginals: Moody's Corporate Default & Recovery Rates 1920-2004, Exhibit 17 (whole-letter, Year-1). Correlation: Yahoo Finance daily adjusted close, log-return correlation (2021-06-01..2024-06-01).", - "content_hash": "fd2eb8b2af61d2771416f1f169506d78b2f92604f15bf32ac01ebe3ba55ad855", + "content_hash": "952a8bbcd5b9770d9827a687e7c7d23b2542517fca54b764fc4d20ad4cb8d965", "reconstruction_method": "max_entropy+risk_adjusted", "reconstruction_params": { "single_counterparty_cap_frac": 0.25, @@ -3267,18 +5077,18 @@ "reconstruction_method": "max_entropy", "cluster_threshold": 0.0, "correlation_space": "latent_gaussian", - "n_nodes": 38, + "n_nodes": 48, "n_corporates": 10, - "n_financials": 28, + "n_financials": 38, "n_communities": 5, - "modularity": 0.0301, - "cluster_mean_ari": 0.846, - "cluster_min_ari": 0.7975, + "modularity": 0.0255, + "cluster_mean_ari": 0.6755, + "cluster_min_ari": 0.4734, "cluster_stable": true, "equity_window": "2021-06-01..2024-06-01", - "equity_n_obs": 755, + "equity_n_obs": 556, "edge_channels": "lgd_recovery|maturity_rollover|wrong_way|substitutability", - "effective_to_notional_ratio": 0.8963, + "effective_to_notional_ratio": 0.8684, "rollover_beta": 0.6, "rollover_tau": 1.0, "wrong_way_gamma": 0.5, @@ -3322,7 +5132,17 @@ "TM", "VWAGY", "SIEGY", - "PBR" + "PBR", + "ICBC", + "DBS", + "ICICI", + "KB", + "CBA", + "WBC", + "RJHI", + "QNB", + "SBK", + "FSR" ], "ratings": [ "A-", @@ -3362,7 +5182,17 @@ "A+", "BBB+", "A+", - "BB" + "BB", + "A", + "AA-", + "BBB-", + "A+", + "AA-", + "AA-", + "A-", + "A+", + "BB-", + "BB-" ], "regions": [ "US", @@ -3402,7 +5232,17 @@ "JP", "EU", "EU", - "LATAM" + "LATAM", + "APAC", + "APAC", + "APAC", + "APAC", + "OCEANIA", + "OCEANIA", + "MEA", + "MEA", + "AFRICA", + "AFRICA" ], "business_types": [ "universal", @@ -3442,7 +5282,17 @@ "automotive", "automotive", "industrial", - "energy" + "energy", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal" ], "n_communities": 5, "feature_schema": { diff --git a/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.json b/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.json index 711f83a..55b2b4f 100644 --- a/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.json +++ b/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.json @@ -1,338 +1,151 @@ { - "title": "Stress-regime hardware comparative analysis (REAL 38-entity network)", + "title": "Stress-regime hardware comparative analysis (REAL 48-entity network)", "backend": "ibm_boston", "partition": { "cluster_sizes": [ - 14, - 14, + 15, + 13, + 10, 10 ], - "n": 38 + "n": 48, + "k": 4 }, + "severe_threshold_count": 24, "noise_floor": 0.027, + "baseline_hw_available": false, "regimes": { - "baseline_hw": "real PDs (~0.2% mean), all 38 below 2.7% floor", - "stress_hw": "2008-calibrated PDs (~15% mean), all 38 above floor", - "sim_preview": "exact statevector on the stressed spec (faithful target)" + "stress_hw": "2008-calibrated PDs (~15% mean), all 48 above the 0.027 floor", + "sim_preview": "exact statevector on the stressed spec (faithful target)", + "baseline_hw": "absent / size-mismatched -- before/after section omitted" }, "1_stress_hw_fidelity": { "per_cluster": [ { "run": "stress_hw", "cluster": 0, - "qubits": 14, - "transpiled_depth": 751, - "transpiled_2q_gates": 478, - "target_marg_mean": 0.10697, - "target_marg_min": 0.05687, - "target_marg_max": 0.23799, + "qubits": 15, + "transpiled_depth": 941, + "transpiled_2q_gates": 624, + "target_marg_mean": 0.09714, + "target_marg_min": 0.05295, + "target_marg_max": 0.22458, "all_target_below_noise_floor": false, - "n_target_above_floor": 14, - "obs_marg_mean": 0.31656, - "marginal_rmse_vs_target": 0.23834, - "marginal_tv_vs_target": 0.20958, - "marginal_spearman_vs_target": -0.4232, - "target_within_abs_corr": 0.3647, - "obs_within_abs_corr": 0.1368, - "within_corr_recovery_fraction": 0.3751, - "marginal_mix_pull": 0.31656, - "marginal_signed_bias": 0.20958 + "n_target_above_floor": 15, + "obs_marg_mean": 0.31608, + "marginal_rmse_vs_target": 0.26106, + "marginal_tv_vs_target": 0.22128, + "marginal_spearman_vs_target": -0.6343, + "target_within_abs_corr": 0.3378, + "obs_within_abs_corr": 0.0924, + "within_corr_recovery_fraction": 0.2735, + "marginal_mix_pull": 0.31608, + "marginal_signed_bias": 0.21894 }, { "run": "stress_hw", "cluster": 1, - "qubits": 14, - "transpiled_depth": 702, - "transpiled_2q_gates": 459, - "target_marg_mean": 0.23079, - "target_marg_min": 0.07443, - "target_marg_max": 0.58605, + "qubits": 13, + "transpiled_depth": 616, + "transpiled_2q_gates": 408, + "target_marg_mean": 0.29104, + "target_marg_min": 0.027, + "target_marg_max": 0.56763, "all_target_below_noise_floor": false, - "n_target_above_floor": 14, - "obs_marg_mean": 0.33392, - "marginal_rmse_vs_target": 0.14276, - "marginal_tv_vs_target": 0.1108, - "marginal_spearman_vs_target": 0.841, - "target_within_abs_corr": 0.2526, - "obs_within_abs_corr": 0.1082, - "within_corr_recovery_fraction": 0.4283, - "marginal_mix_pull": 0.27611, - "marginal_signed_bias": 0.10312 + "n_target_above_floor": 13, + "obs_marg_mean": 0.41006, + "marginal_rmse_vs_target": 0.19092, + "marginal_tv_vs_target": 0.14567, + "marginal_spearman_vs_target": 0.8353, + "target_within_abs_corr": 0.1189, + "obs_within_abs_corr": 0.0733, + "within_corr_recovery_fraction": 0.6165, + "marginal_mix_pull": 0.38349, + "marginal_signed_bias": 0.11901 }, { "run": "stress_hw", "cluster": 2, "qubits": 10, - "transpiled_depth": 455, - "transpiled_2q_gates": 211, - "target_marg_mean": 0.09713, - "target_marg_min": 0.027, - "target_marg_max": 0.23799, + "transpiled_depth": 390, + "transpiled_2q_gates": 222, + "target_marg_mean": 0.11595, + "target_marg_min": 0.06939, + "target_marg_max": 0.22458, "all_target_below_noise_floor": false, "n_target_above_floor": 10, - "obs_marg_mean": 0.23065, - "marginal_rmse_vs_target": 0.15975, - "marginal_tv_vs_target": 0.13352, - "marginal_spearman_vs_target": 0.3941, - "target_within_abs_corr": 0.1363, - "obs_within_abs_corr": 0.1794, - "within_corr_recovery_fraction": 1.3162, - "marginal_mix_pull": 0.23065, - "marginal_signed_bias": 0.13352 - } - ], - "overall": { - "marginal_rmse_vs_target": 0.18749, - "marginal_tv_vs_target": 0.15317, - "marginal_spearman_vs_target_global": 0.3618, - "mean_signed_bias": 0.15035, - "target_mean": 0.15, - "obs_mean": 0.30035, - "mean_within_corr_recovery_fraction": 0.7065, - "cross_cluster_corr_reconciled": 0.17096, - "cross_cluster_corr_reference": 0.17711, - "cross_cluster_corr_recovery_fraction": 0.9653, - "count_tv_hw_vs_simpreview": 0.25643, - "count_tv_hw_vs_reference": 0.43558 - } - }, - "2_before_after_baseline_vs_stress": { - "baseline_per_cluster": [ - { - "run": "baseline_hw", - "cluster": 0, - "qubits": 14, - "transpiled_depth": 893, - "transpiled_2q_gates": 488, - "target_marg_mean": 0.00126, - "target_marg_min": 0.0006, - "target_marg_max": 0.0031, - "all_target_below_noise_floor": true, - "n_target_above_floor": 0, - "obs_marg_mean": 0.20107, - "marginal_rmse_vs_target": 0.22511, - "marginal_tv_vs_target": 0.1998, - "marginal_spearman_vs_target": 0.16, - "target_within_abs_corr": 0.1492, - "obs_within_abs_corr": 0.0555, - "within_corr_recovery_fraction": 0.372, - "marginal_mix_pull": 0.20107, - "marginal_signed_bias": 0.1998 - }, - { - "run": "baseline_hw", - "cluster": 1, - "qubits": 14, - "transpiled_depth": 601, - "transpiled_2q_gates": 383, - "target_marg_mean": 0.00426, - "target_marg_min": 0.0008, - "target_marg_max": 0.0139, - "all_target_below_noise_floor": true, - "n_target_above_floor": 0, - "obs_marg_mean": 0.15701, - "marginal_rmse_vs_target": 0.19599, - "marginal_tv_vs_target": 0.15274, - "marginal_spearman_vs_target": 0.2413, - "target_within_abs_corr": 0.0838, - "obs_within_abs_corr": 0.0718, - "within_corr_recovery_fraction": 0.8568, - "marginal_mix_pull": 0.14934, - "marginal_signed_bias": 0.15274 - }, - { - "run": "baseline_hw", - "cluster": 2, - "qubits": 10, - "transpiled_depth": 105, - "transpiled_2q_gates": 38, - "target_marg_mean": 0.00112, - "target_marg_min": 1e-05, - "target_marg_max": 0.0031, - "all_target_below_noise_floor": true, - "n_target_above_floor": 0, - "obs_marg_mean": 0.01635, - "marginal_rmse_vs_target": 0.01956, - "marginal_tv_vs_target": 0.01523, - "marginal_spearman_vs_target": 0.4195, - "target_within_abs_corr": 0.0357, - "obs_within_abs_corr": 0.0663, - "within_corr_recovery_fraction": 1.8571, - "marginal_mix_pull": 0.01635, - "marginal_signed_bias": 0.01523 - } - ], - "stress_per_cluster": [ - { - "run": "stress_hw", - "cluster": 0, - "qubits": 14, - "transpiled_depth": 751, - "transpiled_2q_gates": 478, - "target_marg_mean": 0.10697, - "target_marg_min": 0.05687, - "target_marg_max": 0.23799, - "all_target_below_noise_floor": false, - "n_target_above_floor": 14, - "obs_marg_mean": 0.31656, - "marginal_rmse_vs_target": 0.23834, - "marginal_tv_vs_target": 0.20958, - "marginal_spearman_vs_target": -0.4232, - "target_within_abs_corr": 0.3647, - "obs_within_abs_corr": 0.1368, - "within_corr_recovery_fraction": 0.3751, - "marginal_mix_pull": 0.31656, - "marginal_signed_bias": 0.20958 + "obs_marg_mean": 0.17792, + "marginal_rmse_vs_target": 0.09012, + "marginal_tv_vs_target": 0.07878, + "marginal_spearman_vs_target": 0.6458, + "target_within_abs_corr": 0.3478, + "obs_within_abs_corr": 0.2026, + "within_corr_recovery_fraction": 0.5825, + "marginal_mix_pull": 0.17792, + "marginal_signed_bias": 0.06197 }, { "run": "stress_hw", - "cluster": 1, - "qubits": 14, - "transpiled_depth": 702, - "transpiled_2q_gates": 459, - "target_marg_mean": 0.23079, - "target_marg_min": 0.07443, - "target_marg_max": 0.58605, - "all_target_below_noise_floor": false, - "n_target_above_floor": 14, - "obs_marg_mean": 0.33392, - "marginal_rmse_vs_target": 0.14276, - "marginal_tv_vs_target": 0.1108, - "marginal_spearman_vs_target": 0.841, - "target_within_abs_corr": 0.2526, - "obs_within_abs_corr": 0.1082, - "within_corr_recovery_fraction": 0.4283, - "marginal_mix_pull": 0.27611, - "marginal_signed_bias": 0.10312 - }, - { - "run": "stress_hw", - "cluster": 2, + "cluster": 3, "qubits": 10, - "transpiled_depth": 455, - "transpiled_2q_gates": 211, - "target_marg_mean": 0.09713, - "target_marg_min": 0.027, - "target_marg_max": 0.23799, + "transpiled_depth": 315, + "transpiled_2q_gates": 148, + "target_marg_mean": 0.07998, + "target_marg_min": 0.05295, + "target_marg_max": 0.22458, "all_target_below_noise_floor": false, "n_target_above_floor": 10, - "obs_marg_mean": 0.23065, - "marginal_rmse_vs_target": 0.15975, - "marginal_tv_vs_target": 0.13352, - "marginal_spearman_vs_target": 0.3941, - "target_within_abs_corr": 0.1363, - "obs_within_abs_corr": 0.1794, - "within_corr_recovery_fraction": 1.3162, - "marginal_mix_pull": 0.23065, - "marginal_signed_bias": 0.13352 + "obs_marg_mean": 0.16803, + "marginal_rmse_vs_target": 0.11284, + "marginal_tv_vs_target": 0.08805, + "marginal_spearman_vs_target": -0.0485, + "target_within_abs_corr": 0.1193, + "obs_within_abs_corr": 0.1699, + "within_corr_recovery_fraction": 1.4241, + "marginal_mix_pull": 0.16803, + "marginal_signed_bias": 0.08805 } ], - "summary": { - "marginal_rmse_vs_target": { - "baseline_hw": 0.18145, - "stress_hw": 0.18749 - }, - "marginal_spearman_vs_target_global": { - "baseline_hw": 0.2485, - "stress_hw": 0.3618 - }, - "marginal_spearman_per_cluster": { - "baseline_hw": [ - 0.16, - 0.2413, - 0.4195 - ], - "stress_hw": [ - -0.4232, - 0.841, - 0.3941 - ] - }, - "mean_within_corr_recovery_fraction": { - "baseline_hw": 1.0286, - "stress_hw": 0.7065 - }, - "within_corr_recovery_per_cluster": { - "baseline_hw": [ - 0.372, - 0.8568, - 1.8571 - ], - "stress_hw": [ - 0.3751, - 0.4283, - 1.3162 - ] - }, - "cross_cluster_corr_recovery_fraction": { - "baseline_hw": 0.9452, - "stress_hw": 0.9653 - } - }, - "cascade_tail_risk": { - "baseline_hw": { - "p_severe_reference": NaN, - "p_severe_reconciled": NaN, - "p_severe_independent": NaN, - "cvar_reference": 1.7358, - "cvar_reconciled": 29.3765, - "cvar_independent": 24.5767, - "mean_cascade_reference": 0.1067, - "mean_cascade_reconciled": 6.2207, - "mean_cascade_independent": 5.9428, - "count_tv_reconciled_vs_ref": 0.92289 - }, - "stress_hw": { - "p_severe_reference": 0.1455, - "p_severe_reconciled": 0.33825, - "p_severe_independent": 0.28575, - "cvar_reference": 33.0103, - "cvar_reconciled": 35.4395, - "cvar_independent": 34.5, - "mean_cascade_reference": 7.9893, - "mean_cascade_reconciled": 16.4155, - "mean_cascade_independent": 16.1028, - "count_tv_reconciled_vs_ref": 0.43558 - }, - "sim_preview": { - "p_severe_reference": 0.1455, - "p_severe_reconciled": 0.2135, - "p_severe_independent": 0.1475, - "cvar_reference": 33.0103, - "cvar_reconciled": 35.5094, - "cvar_independent": 34.0411, - "mean_cascade_reference": 7.9893, - "mean_cascade_reconciled": 12.3123, - "mean_cascade_independent": 11.5143, - "count_tv_reconciled_vs_ref": 0.28052 - } + "overall": { + "marginal_rmse_vs_target": 0.18845, + "marginal_tv_vs_target": 0.14336, + "marginal_spearman_vs_target_global": 0.3497, + "mean_signed_bias": 0.13191, + "target_mean": 0.15, + "obs_mean": 0.2819, + "mean_within_corr_recovery_fraction": 0.7242, + "cross_cluster_corr_reconciled": 0.15513, + "cross_cluster_corr_reference": 0.15474, + "cross_cluster_corr_recovery_fraction": 1.0025, + "count_tv_hw_vs_simpreview": 0.22079, + "count_tv_hw_vs_reference": 0.39496 } }, "3_ground_truth_framing": { "note": "reference = full-network Gaussian-copula joint on the STRESSED target; sim_preview = exact statevector (faithful); stress_hw = ibm_boston.", "p_severe": { - "reference": 0.1455, - "sim_preview": 0.2135, - "stress_hw": 0.33825 + "reference": 0.0915, + "sim_preview": 0.17975, + "stress_hw": 0.255 }, "cascade_cvar95": { - "reference": 33.0103, - "sim_preview": 35.5094, - "stress_hw": 35.4395 + "reference": 42.2842, + "sim_preview": 43.6829, + "stress_hw": 44.6371 }, "mean_cascade_count": { - "reference": 7.9893, - "sim_preview": 12.3123, - "stress_hw": 16.4155 + "reference": 8.9232, + "sim_preview": 13.5095, + "stress_hw": 18.3807 }, "marginal_rmse_vs_ref": { - "sim_preview": 0.13564, - "stress_hw": 0.18724 + "sim_preview": 0.10254, + "stress_hw": 0.18787 }, "count_tv_vs_ref": { - "sim_preview": 0.28052, - "stress_hw": 0.43558 + "sim_preview": 0.22565, + "stress_hw": 0.39496 }, - "stress_hw_vs_simpreview_count_tv": 0.25643 + "stress_hw_vs_simpreview_count_tv": 0.22079 } } \ No newline at end of file diff --git a/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.png b/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.png index 1422bae..4c6ae19 100644 Binary files a/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.png and b/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.png differ diff --git a/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.txt b/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.txt index 7c7f625..869c925 100644 --- a/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.txt +++ b/outputs/real_cluster_mixture_stress_hw/analysis_stress_comparison.txt @@ -1,86 +1,56 @@ -REAL 38-ENTITY HARDWARE -- STRESS vs BASELINE COMPARATIVE ANALYSIS +REAL 48-ENTITY HARDWARE -- STRESS-REGIME COMPARATIVE ANALYSIS ==================================================================== -Backend: ibm_boston | 200,000 shots/cluster | same 14/14/10 partition -BASELINE-HW: real ~0.2% PDs, all 38 below the 2.7% noise floor. -STRESS-HW: 2008-calibrated ~15% PDs, all 38 ABOVE the floor (SNR mean ~5.6). +Backend: ibm_boston | 200,000 shots/cluster | k=4 partition sizes [15, 13, 10, 10] +STRESS-HW: 2008-calibrated ~15% PDs, all 48 ABOVE the 0.027 floor (SNR mean ~5.556). SIM-PREVIEW: exact statevector on the stressed spec = the faithful target. +REFERENCE: full-network Gaussian-copula joint on the stressed target. +BASELINE-HW: not reproduced for this network size -- before/after section omitted + (run scripts/run_real_cluster_mixture_hardware.py to add it). Artifacts: analysis_stress_comparison.json (all numbers), .png, this file. BOTTOM LINE ----------- -Lifting the signal above the noise floor turned the real network from UNMEASURABLE into a -PARTIAL, structurally-meaningful hardware demonstration -- but NOT a magnitude-faithful one. -What stress BOUGHT us: the marginal ORDERING moves from noise to a genuinely positive rank signal -(global Spearman vs target +0.25 baseline -> +0.36 stress), and the within-cluster |corr| recovery becomes -REAL rather than spurious (71% of target on above-floor targets vs the baseline's noise-manufactured -correlations on ~0 targets). The cross-cluster coupling is reconstructed (97% of reference) -- but that is the -classical reconciler, not the device. -What it did NOT buy: faithful marginal MAGNITUDES. Decoherence still pulls every qubit toward -0.5, so the overall marginal RMSE vs target stays large (0.187, mean signed -bias +0.150 = upward pull). The cascade tail is therefore HARDWARE-PERTURBED -(overstated), not ground truth. +Lifting the signal above the noise floor makes the real 48-entity network a PARTIAL, structurally-meaningful +hardware demonstration -- but NOT a magnitude-faithful one. +Marginal ORDERING vs target: global Spearman +0.35; within-cluster |corr| recovery 72% of target. Cross-cluster +coupling is reconstructed to 100% of reference -- but by the CLASSICAL reconciler, not the device. +What it did NOT buy: faithful MAGNITUDES. Decoherence pulls qubits toward 0.5, so overall marginal +RMSE vs target stays large (0.188, mean signed bias +0.132 = upward pull). The cascade tail +is therefore HARDWARE-PERTURBED (overstated), not ground truth. 1. STRESS-HW ERROR/FIDELITY vs LOADED TARGET (decoherence vs depth) ------------------------------------------------------------------ cl qub 2q-gates depth | tgt_marg obs_marg RMSE | Spear | tgt|c| obs|c| recov - 0 14 478 751 | 0.1070 0.3166 0.238 | -0.42 | 0.365 0.137 38% - 1 14 459 702 | 0.2308 0.3339 0.143 | 0.84 | 0.253 0.108 43% - 2 10 211 455 | 0.0971 0.2306 0.160 | 0.39 | 0.136 0.179 132% -overall: marginal RMSE 0.187, TV 0.153, global Spearman +0.36, signed bias +0.150 - within-corr recovery 71%, cross-cluster corr recovery 97% (0.171 vs ref 0.177) - default-count TV: HW vs sim-preview 0.256, HW vs reference 0.436 -- Decoherence bias: mix-pull (0=pure,0.5=mixed) tracks depth -- c0=0.32@d751, c1=0.28@d702, c2=0.23@d455. The deepest 14q blocks (478/459 2q-gates) inflate most; the 10q block (211 gates) leaks least. + 0 15 624 941 | 0.0971 0.3161 0.261 | -0.63 | 0.338 0.092 27% + 1 13 408 616 | 0.2910 0.4101 0.191 | 0.84 | 0.119 0.073 62% + 2 10 222 390 | 0.1159 0.1779 0.090 | 0.65 | 0.348 0.203 58% + 3 10 148 315 | 0.0800 0.1680 0.113 | -0.05 | 0.119 0.170 142% +overall: marginal RMSE 0.188, TV 0.143, global Spearman +0.35, signed bias +0.132 + within-corr recovery 72%, cross-cluster corr recovery 100% (0.155 vs ref 0.155) + default-count TV: HW vs sim-preview 0.221, HW vs reference 0.395 +- Decoherence bias: mix-pull (0=pure,0.5=mixed) tracks depth -- c0=0.32@d941, c1=0.38@d616, c2=0.18@d390, c3=0.17@d315. + The deepest block (c0, 15q, 624 2q-gates, depth 941) inflates most; the shallowest (c3, depth 315) leaks least. - Even above the floor, marginals are biased UP toward 0.5 -- the magnitudes are NOT trustworthy; the ORDER is. -2. BEFORE/AFTER -- BASELINE-HW vs STRESS-HW (what above-floor signal bought) ------------------------------------------------------------------- -metric baseline-HW stress-HW -marginal RMSE vs target 0.181 0.187 -marginal Spearman vs target (GLOBAL) +0.25 +0.36 - per-cluster Spearman [c0,c1,c2] base [0.16, 0.2413, 0.4195] stress [-0.4232, 0.841, 0.3941] -within-cluster |corr| recovery (mean) 103% 71% -cross-cluster corr recovery 95% 97% - - Cascade tail risk (post-contagion count), reconciled global joint: - (P(severe) is omitted here: baseline & stress use DIFFERENT references, so it - is not comparable across the two runs -- see section 3 for stress-vs-truth.) - metric baseline-HW stress-HW sim-preview - CVaR95 cascade count 29.38 35.44 35.51 - mean cascade count 6.22 16.42 12.31 - count-TV vs (own) ref 0.923 0.436 0.281 -- Marginal ordering: baseline-HW global Spearman is a weak +0.25 dominated by noise (targets all - buried under the floor; per-cluster it is [0.16, 0.24, 0.42]); stress-HW rises to +0.36 GLOBALLY and to - +0.84 on cluster 1 -- the device now sees WHICH entities are riskier where the signal is strongest. - NOTE: cluster 0 actually regresses (Spearman -0.42): recovery is real but UNEVEN, not uniform. -- Correlations: the baseline's 103% within-|corr| 'recovery' is SPURIOUS -- noise manufacturing - correlation on ~0 targets (per-cluster up to 186%). Stress-HW's 71% is a GENUINE retention of real, - above-floor entanglement structure. So the honest story is spurious->real, not low->high. -- Cascade: baseline-HW's reconciled count law is TV 0.92 from its own reference (no signal, ~ the - independent baseline); stress-HW closes that to TV 0.44 -- markedly closer to the right distribution, - though still OVERSTATED by the marginal inflation (see section 3). - 3. GROUND-TRUTH FRAMING -- stress-HW vs sim-preview vs reference (tail risk) ------------------------------------------------------------------ +severe = post-cascade default count >= 24 (of 48) metric reference sim-preview(faithful) stress-HW -P(severe) 0.145 0.213 0.338 -CVaR95 cascade count 33.01 35.51 35.44 -mean cascade count 7.99 12.31 16.42 -marginal RMSE vs ref -- 0.136 0.187 -count-TV vs ref -- 0.281 0.436 -- Hardware lands ABOVE the faithful sim-preview on every tail metric: it overstates P(severe) - (0.34 vs sim 0.21, ref 0.15) and mean cascade (16.4 vs sim 12.3). CVaR is - closer (saturates near the system size). The HW reconciled count-distribution sits TV 0.26 from - the faithful sim-preview -- same regime, hardware-perturbed. +P(severe) 0.091 0.180 0.255 +CVaR95 cascade count 42.28 43.68 44.64 +mean cascade count 8.92 13.51 18.38 +marginal RMSE vs ref -- 0.103 0.188 +count-TV vs ref -- 0.226 0.395 +- Hardware overstates P(severe) (0.26 vs sim 0.18, ref 0.09) and mean cascade (18.4 + vs sim 13.5). The HW reconciled count-distribution sits TV 0.22 from the + faithful sim-preview -- same regime, hardware-perturbed. VERDICT ------- -YES -- the stress regime makes the real 38-entity network a LEGITIMATE, if qualified, hardware -demonstration. Above the noise floor the QPU recovers a real (if uneven) marginal ORDERING and -GENUINELY retains within-cluster correlation (71% of target) instead of the baseline's noise-manufactured -spurious correlation -- and the cascade count law moves from TV 0.92 (no signal) to TV 0.44 vs truth. -This is a real signal, not decoherence -- the before/after vs the buried baseline is unambiguous. -CAVEATS: (1) marginal MAGNITUDES remain decoherence-biased upward toward 0.5 (RMSE ~0.19), -so absolute PDs are not trustworthy; (2) the cascade tail numbers are therefore HARDWARE-PERTURBED and -overstate risk relative to the faithful sim-preview; (3) the cross-cluster correlation is rebuilt by -the CLASSICAL reconciler (fit to the spec target), not measured on the device. Honest framing: -a correlation/ordering-faithful hardware demo, magnitude- and tail-perturbed. +The stress regime makes the real 48-entity network a LEGITIMATE, if qualified, hardware demonstration: +above the noise floor the QPU recovers a real (if uneven) marginal ORDERING (global Spearman +0.35) +and retains within-cluster correlation (72% of target). +CAVEATS: (1) marginal MAGNITUDES stay decoherence-biased upward (RMSE ~0.19), so absolute PDs +are not trustworthy; (2) the cascade tail numbers are HARDWARE-PERTURBED and overstate risk vs the faithful +sim-preview; (3) the cross-cluster correlation is rebuilt by the CLASSICAL reconciler, not measured on-device. +Honest framing: a correlation/ordering-faithful hardware demo, magnitude- and tail-perturbed. diff --git a/outputs/real_cluster_mixture_stress_hw/cluster0_ibm_boston_d8ibcqpe8nrc73bi4ha0.npz b/outputs/real_cluster_mixture_stress_hw/cluster0_ibm_boston_d8ibcqpe8nrc73bi4ha0.npz deleted file mode 100644 index d11e029..0000000 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new file mode 100644 index 0000000..cacd57b Binary files /dev/null and b/outputs/real_cluster_mixture_stress_hw/cluster1_ibm_boston_d8icvru6983c73ds0fr0.npz differ diff --git a/outputs/real_cluster_mixture_stress_hw/cluster2_ibm_boston_d8ibe3k2upec739m0tu0.npz b/outputs/real_cluster_mixture_stress_hw/cluster2_ibm_boston_d8ibe3k2upec739m0tu0.npz deleted file mode 100644 index 0145fb5..0000000 Binary files a/outputs/real_cluster_mixture_stress_hw/cluster2_ibm_boston_d8ibe3k2upec739m0tu0.npz and /dev/null differ diff --git a/outputs/real_cluster_mixture_stress_hw/cluster2_ibm_boston_d8id0ee6983c73ds0ge0.npz b/outputs/real_cluster_mixture_stress_hw/cluster2_ibm_boston_d8id0ee6983c73ds0ge0.npz new file mode 100644 index 0000000..6c20d61 Binary files /dev/null and b/outputs/real_cluster_mixture_stress_hw/cluster2_ibm_boston_d8id0ee6983c73ds0ge0.npz differ diff --git a/outputs/real_cluster_mixture_stress_hw/cluster3_ibm_boston_d8id1042upec739m2tlg.npz b/outputs/real_cluster_mixture_stress_hw/cluster3_ibm_boston_d8id1042upec739m2tlg.npz new file mode 100644 index 0000000..ce961ba Binary files /dev/null and b/outputs/real_cluster_mixture_stress_hw/cluster3_ibm_boston_d8id1042upec739m2tlg.npz differ diff --git a/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.csv b/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.csv index d3abfc3..33df00c 100644 --- a/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.csv +++ b/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.csv @@ -1,39 +1,49 @@ qubit,ticker,name,node_type,business_type,region,cluster,bloc,baseline_target_pd,ber_pd,gcop_pd,tcop_pd,ebm_pd,hw_stressed_target_pd,hw_observed_pd,ebm_mean_abs_corr,hw_mean_abs_corr -0,JPM,JPMorgan Chase,bank,universal,US,0,A:US/Canada banks,0.0008,0.00025,0.001,0.00125,0.001,0.07443,0.20142,0.04133,0.1682 -1,BAC,Bank of America,bank,universal,US,0,A:US/Canada banks,0.0008,0.00125,0.00125,0.00125,0.00025,0.07443,0.12272,0.04992,0.13893 -2,C,Citigroup,bank,universal,US,0,A:US/Canada banks,0.0031,0.00325,0.005,0.00275,0.00225,0.23799,0.252295,0.0268,0.1948 -3,WFC,Wells Fargo,bank,universal,US,0,A:US/Canada banks,0.0031,0.00425,0.0025,0.00275,0.00225,0.23799,0.34564,0.06457,0.17251 -4,GS,Goldman Sachs,bank,investment,US,0,A:US/Canada banks,0.0031,0.0045,0.003,0.004,0.0035,0.23799,0.300125,0.02649,0.18025 -5,MS,Morgan Stanley,bank,investment,US,0,A:US/Canada banks,0.0008,0.0005,0.0015,0.0015,0.00025,0.07443,0.282445,0.02336,0.17795 -6,USB,U.S. Bancorp,bank,regional,US,0,A:US/Canada banks,0.0008,0.0005,0.00025,0.0005,0.0005,0.07443,0.328135,0.04769,0.18755 -7,PNC,PNC Financial,bank,regional,US,0,A:US/Canada banks,0.0008,0.00025,0.0005,0.00175,0.0005,0.07443,0.32881,0.08795,0.15036 -8,TFC,Truist Financial,bank,regional,US,0,A:US/Canada banks,0.0008,0.001,0.0,0.001,0.0005,0.07443,0.31971,0.08303,0.15175 -9,BK,Bank of New York Mellon,bank,custodian,US,0,A:US/Canada banks,0.0008,0.001,0.0005,0.00125,0.00075,0.07443,0.33871,0.09176,0.19976 -10,STT,State Street,bank,custodian,US,0,A:US/Canada banks,0.0008,0.00025,0.0,0.0005,0.001,0.07443,0.36881,0.04018,0.14846 -11,HSBC,HSBC Holdings,bank,universal,UK,1,B:Europe/UK+LatAm,0.0008,0.001,0.001,0.0005,0.00025,0.07443,0.14402,0.00058,0.17252 -12,BCS,Barclays,bank,universal,UK,1,B:Europe/UK+LatAm,0.0031,0.003,0.00125,0.00425,0.0025,0.23799,0.184675,0.06383,0.19099 -13,LYG,Lloyds Banking Group,bank,regional,UK,1,B:Europe/UK+LatAm,0.0031,0.00275,0.00175,0.0035,0.00175,0.23799,0.2475,0.03581,0.19028 -14,DB,Deutsche Bank,bank,universal,EU,1,B:Europe/UK+LatAm,0.0008,0.00025,0.0005,0.00075,0.0005,0.07443,0.238715,0.03914,0.131 -15,SAN,Banco Santander,bank,universal,EU,1,B:Europe/UK+LatAm,0.0008,0.00075,0.0005,0.001,0.00025,0.07443,0.14725,0.03839,0.15687 -16,BBVA,Banco Bilbao Vizcaya Argentaria,bank,universal,EU,1,B:Europe/UK+LatAm,0.0008,0.001,0.0005,0.00125,0.00025,0.07443,0.178435,0.0303,0.15124 -17,ING,ING Groep,bank,universal,EU,1,B:Europe/UK+LatAm,0.0008,0.00075,0.00075,0.00125,0.00025,0.07443,0.14978,0.02011,0.16274 -18,UBS,UBS Group,bank,investment,EU,1,B:Europe/UK+LatAm,0.0008,0.00225,0.0015,0.00125,0.0015,0.07443,0.157315,0.03847,0.13889 -19,MUFG,Mitsubishi UFJ Financial Group,bank,universal,JP,2,C:Japan+corporates,0.0008,0.00125,0.00125,0.00075,0.00125,0.07443,0.183495,0.03593,0.14288 -20,SMFG,Sumitomo Mitsui Financial Group,bank,universal,JP,2,C:Japan+corporates,0.0008,0.00025,0.0015,0.0005,0.00025,0.07443,0.11171,0.03633,0.14727 -21,MFG,Mizuho Financial Group,bank,universal,JP,2,C:Japan+corporates,0.0008,0.0015,0.00075,0.0015,0.001,0.07443,0.10922,0.03778,0.13342 -22,NMR,Nomura Holdings,bank,investment,JP,2,C:Japan+corporates,0.0031,0.00425,0.00425,0.004,0.00175,0.23799,0.288605,0.02124,0.25934 -23,RY,Royal Bank of Canada,bank,universal,CA,0,A:US/Canada banks,0.0006,0.0005,0.00025,0.0005,0.00025,0.05687,0.38576,0.00058,0.14376 -24,TD,Toronto-Dominion Bank,bank,universal,CA,0,A:US/Canada banks,0.0006,0.001,0.00025,0.00075,0.0,0.05687,0.424345,0.0,0.12569 -25,BNS,Bank of Nova Scotia,bank,universal,CA,0,A:US/Canada banks,0.0008,0.00075,0.0005,0.0015,0.00075,0.07443,0.431225,0.03975,0.11565 -26,ITUB,Itau Unibanco,bank,universal,LATAM,1,B:Europe/UK+LatAm,0.0139,0.013,0.01325,0.0145,0.01525,0.58605,0.59254,0.02456,0.116 -27,BBD,Banco Bradesco,bank,universal,LATAM,1,B:Europe/UK+LatAm,0.0139,0.01375,0.011,0.011,0.015,0.58605,0.62206,0.02238,0.0689 -28,AAPL,Apple,corporate,technology,US,2,C:Japan+corporates,0.0006,0.0005,0.00025,0.00025,0.0005,0.05687,0.267475,0.00082,0.24562 -29,MSFT,Microsoft,corporate,technology,US,2,C:Japan+corporates,1e-05,0.0,0.0,0.0,0.0,0.027,0.081585,0.0,0.09642 -30,XOM,ExxonMobil,corporate,energy,US,2,C:Japan+corporates,0.0006,0.001,0.00075,0.0,0.0005,0.05687,0.259915,0.01034,0.24594 -31,WMT,Walmart,corporate,retail,US,2,C:Japan+corporates,0.0006,0.00025,0.00075,0.00075,0.001,0.05687,0.29559,0.01067,0.19866 -32,BA,Boeing,corporate,aerospace,US,1,B:Europe/UK+LatAm,0.0031,0.003,0.0035,0.00275,0.00225,0.23799,0.44284,0.00261,0.13309 -33,T,AT&T,corporate,telecom,US,2,C:Japan+corporates,0.0031,0.00275,0.004,0.003,0.003,0.23799,0.35104,0.02147,0.19507 -34,TM,Toyota Motor,corporate,automotive,JP,2,C:Japan+corporates,0.0008,0.0015,0.00075,0.00075,0.00075,0.07443,0.356105,0.001,0.19643 -35,VWAGY,Volkswagen,corporate,automotive,EU,1,B:Europe/UK+LatAm,0.0031,0.00375,0.0035,0.00325,0.00175,0.23799,0.45663,0.02705,0.12818 -36,SIEGY,Siemens,corporate,industrial,EU,1,B:Europe/UK+LatAm,0.0008,0.00075,0.0,0.0015,0.001,0.07443,0.420635,0.01123,0.12846 -37,PBR,Petrobras,corporate,energy,LATAM,1,B:Europe/UK+LatAm,0.0139,0.0125,0.01575,0.00975,0.014,0.58605,0.688175,0.01877,0.05206 +0,JPM,JPMorgan Chase,bank,universal,US,0,A:US+CA,0.0008,0.0015,0.001,0.0005,0.001,0.06939,0.140335,0.03274,0.14193 +1,BAC,Bank of America,bank,universal,US,0,A:US+CA,0.0008,0.001,0.00075,0.0005,0.00025,0.06939,0.174385,0.02312,0.12175 +2,C,Citigroup,bank,universal,US,0,A:US+CA,0.0031,0.00325,0.00225,0.002,0.00225,0.22458,0.212605,0.01819,0.14915 +3,WFC,Wells Fargo,bank,universal,US,0,A:US+CA,0.0031,0.00425,0.00225,0.00375,0.002,0.22458,0.218915,0.03943,0.16631 +4,GS,Goldman Sachs,bank,investment,US,0,A:US+CA,0.0031,0.0025,0.0035,0.002,0.0035,0.22458,0.31165,0.01487,0.16557 +5,MS,Morgan Stanley,bank,investment,US,0,A:US+CA,0.0008,0.00025,0.0005,0.00125,0.001,0.06939,0.345705,0.03516,0.144 +6,USB,U.S. Bancorp,bank,regional,US,0,A:US+CA,0.0008,0.001,0.00075,0.00025,0.0005,0.06939,0.37916,0.02114,0.08904 +7,PNC,PNC Financial,bank,regional,US,0,A:US+CA,0.0008,0.0015,0.00075,0.00125,0.0,0.06939,0.21887,0.0,0.12973 +8,TFC,Truist Financial,bank,regional,US,0,A:US+CA,0.0008,0.00075,0.0005,0.0005,0.00025,0.06939,0.391105,0.0364,0.13492 +9,BK,Bank of New York Mellon,bank,custodian,US,0,A:US+CA,0.0008,0.0005,0.00125,0.0,0.0,0.06939,0.268865,0.0,0.13906 +10,STT,State Street,bank,custodian,US,0,A:US+CA,0.0008,0.0005,0.00125,0.0005,0.001,0.06939,0.30677,0.00921,0.12755 +11,HSBC,HSBC Holdings,bank,universal,UK,2,C:EU+UK,0.0008,0.0015,0.00075,0.0005,0.00025,0.06939,0.099025,0.00058,0.1811 +12,BCS,Barclays,bank,universal,UK,2,C:EU+UK,0.0031,0.00325,0.0015,0.00375,0.0025,0.22458,0.200185,0.04243,0.21012 +13,LYG,Lloyds Banking Group,bank,regional,UK,2,C:EU+UK,0.0031,0.0035,0.004,0.004,0.002,0.22458,0.164115,0.02333,0.2027 +14,DB,Deutsche Bank,bank,universal,EU,2,C:EU+UK,0.0008,0.00075,0.00075,0.00175,0.00025,0.06939,0.15604,0.02856,0.16508 +15,SAN,Banco Santander,bank,universal,EU,2,C:EU+UK,0.0008,0.001,0.00025,0.0005,0.00025,0.06939,0.145025,0.01479,0.16759 +16,BBVA,Banco Bilbao Vizcaya Argentaria,bank,universal,EU,2,C:EU+UK,0.0008,0.001,0.00075,0.001,0.00025,0.06939,0.14269,0.00729,0.18103 +17,ING,ING Groep,bank,universal,EU,2,C:EU+UK,0.0008,0.0005,0.00075,0.0015,0.0,0.06939,0.148225,0.0,0.1837 +18,UBS,UBS Group,bank,investment,EU,2,C:EU+UK,0.0008,0.00025,0.00075,0.00125,0.00025,0.06939,0.14718,0.02856,0.18314 +19,MUFG,Mitsubishi UFJ Financial Group,bank,universal,JP,3,D:JP+OCEANIA,0.0008,0.001,0.00075,0.0015,0.00125,0.06939,0.130195,0.02857,0.18775 +20,SMFG,Sumitomo Mitsui Financial Group,bank,universal,JP,3,D:JP+OCEANIA,0.0008,0.00125,0.0015,0.00075,0.00025,0.06939,0.09286,0.02873,0.17793 +21,MFG,Mizuho Financial Group,bank,universal,JP,3,D:JP+OCEANIA,0.0008,0.00075,0.0005,0.00075,0.001,0.06939,0.08932,0.02999,0.1595 +22,NMR,Nomura Holdings,bank,investment,JP,3,D:JP+OCEANIA,0.0031,0.00375,0.0035,0.0035,0.00175,0.22458,0.256205,0.01705,0.19537 +23,RY,Royal Bank of Canada,bank,universal,CA,0,A:US+CA,0.0006,0.0005,0.00025,0.00125,0.00025,0.05295,0.455825,0.00058,0.12115 +24,TD,Toronto-Dominion Bank,bank,universal,CA,0,A:US+CA,0.0006,0.00025,0.0005,0.0005,0.0,0.05295,0.46174,0.0,0.1026 +25,BNS,Bank of Nova Scotia,bank,universal,CA,0,A:US+CA,0.0008,0.00275,0.00125,0.00075,0.00025,0.06939,0.387005,0.00058,0.1431 +26,ITUB,Itau Unibanco,bank,universal,LATAM,1,B:US+APAC,0.0139,0.01275,0.0145,0.0115,0.01525,0.56763,0.525795,0.02004,0.18151 +27,BBD,Banco Bradesco,bank,universal,LATAM,1,B:US+APAC,0.0139,0.01275,0.0155,0.01375,0.015,0.56763,0.5251,0.0188,0.14632 +28,AAPL,Apple,corporate,technology,US,1,B:US+APAC,0.0006,0.001,0.0,0.001,0.0005,0.05295,0.140705,0.00453,0.0935 +29,MSFT,Microsoft,corporate,technology,US,1,B:US+APAC,1e-05,0.0,0.0,0.0,0.0,0.027,0.125995,0.0,0.09221 +30,XOM,ExxonMobil,corporate,energy,US,0,A:US+CA,0.0006,0.00025,0.00025,0.00125,0.0005,0.05295,0.466345,0.00832,0.08872 +31,WMT,Walmart,corporate,retail,US,3,D:JP+OCEANIA,0.0006,0.00025,0.00025,0.0005,0.001,0.05295,0.11019,0.00865,0.09744 +32,BA,Boeing,corporate,aerospace,US,1,B:US+APAC,0.0031,0.0045,0.0035,0.00225,0.00225,0.22458,0.36078,0.00415,0.12097 +33,T,AT&T,corporate,telecom,US,1,B:US+APAC,0.0031,0.00375,0.002,0.00375,0.0025,0.22458,0.416355,0.00181,0.14356 +34,TM,Toyota Motor,corporate,automotive,JP,3,D:JP+OCEANIA,0.0008,0.00075,0.00025,0.001,0.00075,0.06939,0.201905,0.001,0.21296 +35,VWAGY,Volkswagen,corporate,automotive,EU,2,C:EU+UK,0.0031,0.00325,0.003,0.002,0.00375,0.22458,0.31412,0.0169,0.17378 +36,SIEGY,Siemens,corporate,industrial,EU,2,C:EU+UK,0.0008,0.0005,0.001,0.0005,0.0005,0.06939,0.261915,0.00466,0.1768 +37,PBR,Petrobras,corporate,energy,LATAM,1,B:US+APAC,0.0139,0.0145,0.0135,0.01325,0.014,0.56763,0.563285,0.01503,0.12752 +38,ICBC,Industrial & Commercial Bank of China,bank,universal,APAC,1,B:US+APAC,0.0008,0.0005,0.002,0.0005,0.00125,0.06939,0.34517,0.00705,0.11415 +39,DBS,DBS Group,bank,universal,APAC,1,B:US+APAC,0.0006,0.00075,0.00025,0.00075,0.00075,0.05295,0.46102,0.00401,0.14934 +40,ICICI,ICICI Bank,bank,universal,APAC,1,B:US+APAC,0.0031,0.003,0.00225,0.0035,0.004,0.22458,0.40547,0.01262,0.12352 +41,KB,KB Financial Group,bank,universal,APAC,1,B:US+APAC,0.0008,0.00125,0.00025,0.0005,0.00025,0.06939,0.406885,0.00605,0.09326 +42,CBA,Commonwealth Bank of Australia,bank,universal,OCEANIA,3,D:JP+OCEANIA,0.0006,0.001,0.00075,0.00025,0.0,0.05295,0.16331,0.0,0.18351 +43,WBC,Westpac Banking Corp,bank,universal,OCEANIA,3,D:JP+OCEANIA,0.0006,0.00025,0.00025,0.00075,0.00075,0.05295,0.285515,0.001,0.21886 +44,RJHI,Al Rajhi Bank,bank,universal,MEA,3,D:JP+OCEANIA,0.0008,0.0005,0.001,0.0005,0.0005,0.06939,0.25291,0.00082,0.19388 +45,QNB,Qatar National Bank,bank,universal,MEA,3,D:JP+OCEANIA,0.0008,0.00125,0.00075,0.00125,0.0015,0.06939,0.09765,0.00141,0.08361 +46,SBK,Standard Bank Group,bank,universal,AFRICA,1,B:US+APAC,0.0139,0.012,0.01375,0.01175,0.01525,0.56763,0.492235,0.00738,0.05855 +47,FSR,FirstRand,bank,universal,AFRICA,1,B:US+APAC,0.0139,0.01375,0.015,0.01025,0.0125,0.56763,0.55957,0.00553,0.06644 diff --git a/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.json b/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.json index 3ae4ed0..f4ad24c 100644 --- a/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.json +++ b/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.json @@ -1,54 +1,54 @@ { "summary": { - "n_entities": 38, + "n_entities": 48, "n_samples_dataset": 4000, - "hw_n_unique_bitstrings": 140069, + "hw_n_unique_bitstrings": 167772, "regimes": { - "baseline_mean_pd": 0.00233, + "baseline_mean_pd": 0.00259, "stressed_target_mean_pd": 0.15, - "hw_observed_mean_pd": 0.30014 + "hw_observed_mean_pd": 0.2818 }, "generator_vs_hardware_structure": { "bernoulli": { - "marginal_spearman_vs_hw": 0.3564, - "corr_offdiag_spearman_vs_hw": 0.0658, - "corr_offdiag_rmse_vs_hw": 0.1785, - "connectivity_spearman_vs_hw": -0.006, + "marginal_spearman_vs_hw": 0.2716, + "corr_offdiag_spearman_vs_hw": -0.0622, + "corr_offdiag_rmse_vs_hw": 0.162, + "connectivity_spearman_vs_hw": -0.0483, "n_constant_cols": 1 }, "gaussian_copula": { - "marginal_spearman_vs_hw": 0.1413, - "corr_offdiag_spearman_vs_hw": -0.0676, - "corr_offdiag_rmse_vs_hw": 0.1804, - "connectivity_spearman_vs_hw": -0.0399, - "n_constant_cols": 4 + "marginal_spearman_vs_hw": 0.3577, + "corr_offdiag_spearman_vs_hw": -0.0621, + "corr_offdiag_rmse_vs_hw": 0.1664, + "connectivity_spearman_vs_hw": 0.0914, + "n_constant_cols": 2 }, "student_t_copula": { - "marginal_spearman_vs_hw": 0.3665, - "corr_offdiag_spearman_vs_hw": -0.049, - "corr_offdiag_rmse_vs_hw": 0.1803, - "connectivity_spearman_vs_hw": -0.0364, + "marginal_spearman_vs_hw": 0.3577, + "corr_offdiag_spearman_vs_hw": 0.0864, + "corr_offdiag_rmse_vs_hw": 0.1522, + "connectivity_spearman_vs_hw": 0.365, "n_constant_cols": 2 }, "entangled_born_machine": { - "marginal_spearman_vs_hw": 0.456, - "corr_offdiag_spearman_vs_hw": 0.029, - "corr_offdiag_rmse_vs_hw": 0.1872, - "connectivity_spearman_vs_hw": 0.0395, - "n_constant_cols": 2 + "marginal_spearman_vs_hw": 0.3894, + "corr_offdiag_spearman_vs_hw": 0.019, + "corr_offdiag_rmse_vs_hw": 0.1632, + "connectivity_spearman_vs_hw": 0.1746, + "n_constant_cols": 6 }, "baseline_target_spec": { - "corr_offdiag_spearman_vs_hw": 0.0314, - "corr_offdiag_rmse_vs_hw": 0.3429, - "connectivity_spearman_vs_hw": 0.141 + "corr_offdiag_spearman_vs_hw": 0.2717, + "corr_offdiag_rmse_vs_hw": 0.2981, + "connectivity_spearman_vs_hw": 0.1988 } }, "within_regime_marginal_rank_fidelity": { - "bernoulli": 0.7008, - "gaussian_copula": 0.6831, - "student_t_copula": 0.7717, - "entangled_born_machine": 0.6857, - "hw_vs_stressed_target": 0.3553 + "bernoulli": 0.7889, + "gaussian_copula": 0.8003, + "student_t_copula": 0.7034, + "entangled_born_machine": 0.6581, + "hw_vs_stressed_target": 0.3031 } }, "entities": [ @@ -60,16 +60,16 @@ "business_type": "universal", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0008, - "ber_pd": 0.00025, + "ber_pd": 0.0015, "gcop_pd": 0.001, - "tcop_pd": 0.00125, + "tcop_pd": 0.0005, "ebm_pd": 0.001, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.20142, - "ebm_mean_abs_corr": 0.04133, - "hw_mean_abs_corr": 0.1682 + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.140335, + "ebm_mean_abs_corr": 0.03274, + "hw_mean_abs_corr": 0.14193 }, { "qubit": 1, @@ -79,16 +79,16 @@ "business_type": "universal", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0008, - "ber_pd": 0.00125, - "gcop_pd": 0.00125, - "tcop_pd": 0.00125, + "ber_pd": 0.001, + "gcop_pd": 0.00075, + "tcop_pd": 0.0005, "ebm_pd": 0.00025, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.12272, - "ebm_mean_abs_corr": 0.04992, - "hw_mean_abs_corr": 0.13893 + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.174385, + "ebm_mean_abs_corr": 0.02312, + "hw_mean_abs_corr": 0.12175 }, { "qubit": 2, @@ -98,16 +98,16 @@ "business_type": "universal", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0031, "ber_pd": 0.00325, - "gcop_pd": 0.005, - "tcop_pd": 0.00275, + "gcop_pd": 0.00225, + "tcop_pd": 0.002, "ebm_pd": 0.00225, - "hw_stressed_target_pd": 0.23799, - "hw_observed_pd": 0.252295, - "ebm_mean_abs_corr": 0.0268, - "hw_mean_abs_corr": 0.1948 + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.212605, + "ebm_mean_abs_corr": 0.01819, + "hw_mean_abs_corr": 0.14915 }, { "qubit": 3, @@ -117,16 +117,16 @@ "business_type": "universal", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0031, "ber_pd": 0.00425, - "gcop_pd": 0.0025, - "tcop_pd": 0.00275, - "ebm_pd": 0.00225, - "hw_stressed_target_pd": 0.23799, - "hw_observed_pd": 0.34564, - "ebm_mean_abs_corr": 0.06457, - "hw_mean_abs_corr": 0.17251 + "gcop_pd": 0.00225, + "tcop_pd": 0.00375, + "ebm_pd": 0.002, + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.218915, + "ebm_mean_abs_corr": 0.03943, + "hw_mean_abs_corr": 0.16631 }, { "qubit": 4, @@ -136,16 +136,16 @@ "business_type": "investment", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0031, - "ber_pd": 0.0045, - "gcop_pd": 0.003, - "tcop_pd": 0.004, + "ber_pd": 0.0025, + "gcop_pd": 0.0035, + "tcop_pd": 0.002, "ebm_pd": 0.0035, - "hw_stressed_target_pd": 0.23799, - "hw_observed_pd": 0.300125, - "ebm_mean_abs_corr": 0.02649, - "hw_mean_abs_corr": 0.18025 + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.31165, + "ebm_mean_abs_corr": 0.01487, + "hw_mean_abs_corr": 0.16557 }, { "qubit": 5, @@ -155,16 +155,16 @@ "business_type": "investment", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0008, - "ber_pd": 0.0005, - "gcop_pd": 0.0015, - "tcop_pd": 0.0015, - "ebm_pd": 0.00025, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.282445, - "ebm_mean_abs_corr": 0.02336, - "hw_mean_abs_corr": 0.17795 + "ber_pd": 0.00025, + "gcop_pd": 0.0005, + "tcop_pd": 0.00125, + "ebm_pd": 0.001, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.345705, + "ebm_mean_abs_corr": 0.03516, + "hw_mean_abs_corr": 0.144 }, { "qubit": 6, @@ -174,16 +174,16 @@ "business_type": "regional", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0008, - "ber_pd": 0.0005, - "gcop_pd": 0.00025, - "tcop_pd": 0.0005, + "ber_pd": 0.001, + "gcop_pd": 0.00075, + "tcop_pd": 0.00025, "ebm_pd": 0.0005, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.328135, - "ebm_mean_abs_corr": 0.04769, - "hw_mean_abs_corr": 0.18755 + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.37916, + "ebm_mean_abs_corr": 0.02114, + "hw_mean_abs_corr": 0.08904 }, { "qubit": 7, @@ -193,16 +193,16 @@ "business_type": "regional", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0008, - "ber_pd": 0.00025, - "gcop_pd": 0.0005, - "tcop_pd": 0.00175, - "ebm_pd": 0.0005, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.32881, - "ebm_mean_abs_corr": 0.08795, - "hw_mean_abs_corr": 0.15036 + "ber_pd": 0.0015, + "gcop_pd": 0.00075, + "tcop_pd": 0.00125, + "ebm_pd": 0.0, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.21887, + "ebm_mean_abs_corr": 0.0, + "hw_mean_abs_corr": 0.12973 }, { "qubit": 8, @@ -212,16 +212,16 @@ "business_type": "regional", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0008, - "ber_pd": 0.001, - "gcop_pd": 0.0, - "tcop_pd": 0.001, - "ebm_pd": 0.0005, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.31971, - "ebm_mean_abs_corr": 0.08303, - "hw_mean_abs_corr": 0.15175 + "ber_pd": 0.00075, + "gcop_pd": 0.0005, + "tcop_pd": 0.0005, + "ebm_pd": 0.00025, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.391105, + "ebm_mean_abs_corr": 0.0364, + "hw_mean_abs_corr": 0.13492 }, { "qubit": 9, @@ -231,16 +231,16 @@ "business_type": "custodian", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0008, - "ber_pd": 0.001, - "gcop_pd": 0.0005, - "tcop_pd": 0.00125, - "ebm_pd": 0.00075, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.33871, - "ebm_mean_abs_corr": 0.09176, - "hw_mean_abs_corr": 0.19976 + "ber_pd": 0.0005, + "gcop_pd": 0.00125, + "tcop_pd": 0.0, + "ebm_pd": 0.0, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.268865, + "ebm_mean_abs_corr": 0.0, + "hw_mean_abs_corr": 0.13906 }, { "qubit": 10, @@ -250,16 +250,16 @@ "business_type": "custodian", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0008, - "ber_pd": 0.00025, - "gcop_pd": 0.0, + "ber_pd": 0.0005, + "gcop_pd": 0.00125, "tcop_pd": 0.0005, "ebm_pd": 0.001, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.36881, - "ebm_mean_abs_corr": 0.04018, - "hw_mean_abs_corr": 0.14846 + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.30677, + "ebm_mean_abs_corr": 0.00921, + "hw_mean_abs_corr": 0.12755 }, { "qubit": 11, @@ -268,17 +268,17 @@ "node_type": "bank", "business_type": "universal", "region": "UK", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0008, - "ber_pd": 0.001, - "gcop_pd": 0.001, + "ber_pd": 0.0015, + "gcop_pd": 0.00075, "tcop_pd": 0.0005, "ebm_pd": 0.00025, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.14402, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.099025, "ebm_mean_abs_corr": 0.00058, - "hw_mean_abs_corr": 0.17252 + "hw_mean_abs_corr": 0.1811 }, { "qubit": 12, @@ -287,17 +287,17 @@ "node_type": "bank", "business_type": "universal", "region": "UK", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0031, - "ber_pd": 0.003, - "gcop_pd": 0.00125, - "tcop_pd": 0.00425, + "ber_pd": 0.00325, + "gcop_pd": 0.0015, + "tcop_pd": 0.00375, "ebm_pd": 0.0025, - "hw_stressed_target_pd": 0.23799, - "hw_observed_pd": 0.184675, - "ebm_mean_abs_corr": 0.06383, - "hw_mean_abs_corr": 0.19099 + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.200185, + "ebm_mean_abs_corr": 0.04243, + "hw_mean_abs_corr": 0.21012 }, { "qubit": 13, @@ -306,17 +306,17 @@ "node_type": "bank", "business_type": "regional", "region": "UK", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0031, - "ber_pd": 0.00275, - "gcop_pd": 0.00175, - "tcop_pd": 0.0035, - "ebm_pd": 0.00175, - "hw_stressed_target_pd": 0.23799, - "hw_observed_pd": 0.2475, - "ebm_mean_abs_corr": 0.03581, - "hw_mean_abs_corr": 0.19028 + "ber_pd": 0.0035, + "gcop_pd": 0.004, + "tcop_pd": 0.004, + "ebm_pd": 0.002, + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.164115, + "ebm_mean_abs_corr": 0.02333, + "hw_mean_abs_corr": 0.2027 }, { "qubit": 14, @@ -325,17 +325,17 @@ "node_type": "bank", "business_type": "universal", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0008, - "ber_pd": 0.00025, - "gcop_pd": 0.0005, - "tcop_pd": 0.00075, - "ebm_pd": 0.0005, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.238715, - "ebm_mean_abs_corr": 0.03914, - "hw_mean_abs_corr": 0.131 + "ber_pd": 0.00075, + "gcop_pd": 0.00075, + "tcop_pd": 0.00175, + "ebm_pd": 0.00025, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.15604, + "ebm_mean_abs_corr": 0.02856, + "hw_mean_abs_corr": 0.16508 }, { "qubit": 15, @@ -344,17 +344,17 @@ "node_type": "bank", "business_type": "universal", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0008, - "ber_pd": 0.00075, - "gcop_pd": 0.0005, - "tcop_pd": 0.001, + "ber_pd": 0.001, + "gcop_pd": 0.00025, + "tcop_pd": 0.0005, "ebm_pd": 0.00025, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.14725, - "ebm_mean_abs_corr": 0.03839, - "hw_mean_abs_corr": 0.15687 + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.145025, + "ebm_mean_abs_corr": 0.01479, + "hw_mean_abs_corr": 0.16759 }, { "qubit": 16, @@ -363,17 +363,17 @@ "node_type": "bank", "business_type": "universal", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0008, "ber_pd": 0.001, - "gcop_pd": 0.0005, - "tcop_pd": 0.00125, + "gcop_pd": 0.00075, + "tcop_pd": 0.001, "ebm_pd": 0.00025, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.178435, - "ebm_mean_abs_corr": 0.0303, - "hw_mean_abs_corr": 0.15124 + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.14269, + "ebm_mean_abs_corr": 0.00729, + "hw_mean_abs_corr": 0.18103 }, { "qubit": 17, @@ -382,17 +382,17 @@ "node_type": "bank", "business_type": "universal", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0008, - "ber_pd": 0.00075, + "ber_pd": 0.0005, "gcop_pd": 0.00075, - "tcop_pd": 0.00125, - "ebm_pd": 0.00025, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.14978, - "ebm_mean_abs_corr": 0.02011, - "hw_mean_abs_corr": 0.16274 + "tcop_pd": 0.0015, + "ebm_pd": 0.0, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.148225, + "ebm_mean_abs_corr": 0.0, + "hw_mean_abs_corr": 0.1837 }, { "qubit": 18, @@ -401,17 +401,17 @@ "node_type": "bank", "business_type": "investment", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0008, - "ber_pd": 0.00225, - "gcop_pd": 0.0015, + "ber_pd": 0.00025, + "gcop_pd": 0.00075, "tcop_pd": 0.00125, - "ebm_pd": 0.0015, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.157315, - "ebm_mean_abs_corr": 0.03847, - "hw_mean_abs_corr": 0.13889 + "ebm_pd": 0.00025, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.14718, + "ebm_mean_abs_corr": 0.02856, + "hw_mean_abs_corr": 0.18314 }, { "qubit": 19, @@ -420,17 +420,17 @@ "node_type": "bank", "business_type": "universal", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 3, + "bloc": "D:JP+OCEANIA", "baseline_target_pd": 0.0008, - "ber_pd": 0.00125, - "gcop_pd": 0.00125, - "tcop_pd": 0.00075, + "ber_pd": 0.001, + "gcop_pd": 0.00075, + "tcop_pd": 0.0015, "ebm_pd": 0.00125, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.183495, - "ebm_mean_abs_corr": 0.03593, - "hw_mean_abs_corr": 0.14288 + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.130195, + "ebm_mean_abs_corr": 0.02857, + "hw_mean_abs_corr": 0.18775 }, { "qubit": 20, @@ -439,17 +439,17 @@ "node_type": "bank", "business_type": "universal", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 3, + "bloc": "D:JP+OCEANIA", "baseline_target_pd": 0.0008, - "ber_pd": 0.00025, + "ber_pd": 0.00125, "gcop_pd": 0.0015, - "tcop_pd": 0.0005, + "tcop_pd": 0.00075, "ebm_pd": 0.00025, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.11171, - "ebm_mean_abs_corr": 0.03633, - "hw_mean_abs_corr": 0.14727 + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.09286, + "ebm_mean_abs_corr": 0.02873, + "hw_mean_abs_corr": 0.17793 }, { "qubit": 21, @@ -458,17 +458,17 @@ "node_type": "bank", "business_type": "universal", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 3, + "bloc": "D:JP+OCEANIA", "baseline_target_pd": 0.0008, - "ber_pd": 0.0015, - "gcop_pd": 0.00075, - "tcop_pd": 0.0015, + "ber_pd": 0.00075, + "gcop_pd": 0.0005, + "tcop_pd": 0.00075, "ebm_pd": 0.001, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.10922, - "ebm_mean_abs_corr": 0.03778, - "hw_mean_abs_corr": 0.13342 + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.08932, + "ebm_mean_abs_corr": 0.02999, + "hw_mean_abs_corr": 0.1595 }, { "qubit": 22, @@ -477,17 +477,17 @@ "node_type": "bank", "business_type": "investment", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 3, + "bloc": "D:JP+OCEANIA", "baseline_target_pd": 0.0031, - "ber_pd": 0.00425, - "gcop_pd": 0.00425, - "tcop_pd": 0.004, + "ber_pd": 0.00375, + "gcop_pd": 0.0035, + "tcop_pd": 0.0035, "ebm_pd": 0.00175, - "hw_stressed_target_pd": 0.23799, - "hw_observed_pd": 0.288605, - "ebm_mean_abs_corr": 0.02124, - "hw_mean_abs_corr": 0.25934 + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.256205, + "ebm_mean_abs_corr": 0.01705, + "hw_mean_abs_corr": 0.19537 }, { "qubit": 23, @@ -497,16 +497,16 @@ "business_type": "universal", "region": "CA", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0006, "ber_pd": 0.0005, "gcop_pd": 0.00025, - "tcop_pd": 0.0005, + "tcop_pd": 0.00125, "ebm_pd": 0.00025, - "hw_stressed_target_pd": 0.05687, - "hw_observed_pd": 0.38576, + "hw_stressed_target_pd": 0.05295, + "hw_observed_pd": 0.455825, "ebm_mean_abs_corr": 0.00058, - "hw_mean_abs_corr": 0.14376 + "hw_mean_abs_corr": 0.12115 }, { "qubit": 24, @@ -516,16 +516,16 @@ "business_type": "universal", "region": "CA", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0006, - "ber_pd": 0.001, - "gcop_pd": 0.00025, - "tcop_pd": 0.00075, + "ber_pd": 0.00025, + "gcop_pd": 0.0005, + "tcop_pd": 0.0005, "ebm_pd": 0.0, - "hw_stressed_target_pd": 0.05687, - "hw_observed_pd": 0.424345, + "hw_stressed_target_pd": 0.05295, + "hw_observed_pd": 0.46174, "ebm_mean_abs_corr": 0.0, - "hw_mean_abs_corr": 0.12569 + "hw_mean_abs_corr": 0.1026 }, { "qubit": 25, @@ -535,16 +535,16 @@ "business_type": "universal", "region": "CA", "cluster": 0, - "bloc": "A:US/Canada banks", + "bloc": "A:US+CA", "baseline_target_pd": 0.0008, - "ber_pd": 0.00075, - "gcop_pd": 0.0005, - "tcop_pd": 0.0015, - "ebm_pd": 0.00075, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.431225, - "ebm_mean_abs_corr": 0.03975, - "hw_mean_abs_corr": 0.11565 + "ber_pd": 0.00275, + "gcop_pd": 0.00125, + "tcop_pd": 0.00075, + "ebm_pd": 0.00025, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.387005, + "ebm_mean_abs_corr": 0.00058, + "hw_mean_abs_corr": 0.1431 }, { "qubit": 26, @@ -554,16 +554,16 @@ "business_type": "universal", "region": "LATAM", "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "bloc": "B:US+APAC", "baseline_target_pd": 0.0139, - "ber_pd": 0.013, - "gcop_pd": 0.01325, - "tcop_pd": 0.0145, + "ber_pd": 0.01275, + "gcop_pd": 0.0145, + "tcop_pd": 0.0115, "ebm_pd": 0.01525, - "hw_stressed_target_pd": 0.58605, - "hw_observed_pd": 0.59254, - "ebm_mean_abs_corr": 0.02456, - "hw_mean_abs_corr": 0.116 + "hw_stressed_target_pd": 0.56763, + "hw_observed_pd": 0.525795, + "ebm_mean_abs_corr": 0.02004, + "hw_mean_abs_corr": 0.18151 }, { "qubit": 27, @@ -573,16 +573,16 @@ "business_type": "universal", "region": "LATAM", "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "bloc": "B:US+APAC", "baseline_target_pd": 0.0139, - "ber_pd": 0.01375, - "gcop_pd": 0.011, - "tcop_pd": 0.011, + "ber_pd": 0.01275, + "gcop_pd": 0.0155, + "tcop_pd": 0.01375, "ebm_pd": 0.015, - "hw_stressed_target_pd": 0.58605, - "hw_observed_pd": 0.62206, - "ebm_mean_abs_corr": 0.02238, - "hw_mean_abs_corr": 0.0689 + "hw_stressed_target_pd": 0.56763, + "hw_observed_pd": 0.5251, + "ebm_mean_abs_corr": 0.0188, + "hw_mean_abs_corr": 0.14632 }, { "qubit": 28, @@ -591,17 +591,17 @@ "node_type": "corporate", "business_type": "technology", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 1, + "bloc": "B:US+APAC", "baseline_target_pd": 0.0006, - "ber_pd": 0.0005, - "gcop_pd": 0.00025, - "tcop_pd": 0.00025, + "ber_pd": 0.001, + "gcop_pd": 0.0, + "tcop_pd": 0.001, "ebm_pd": 0.0005, - "hw_stressed_target_pd": 0.05687, - "hw_observed_pd": 0.267475, - "ebm_mean_abs_corr": 0.00082, - "hw_mean_abs_corr": 0.24562 + "hw_stressed_target_pd": 0.05295, + "hw_observed_pd": 0.140705, + "ebm_mean_abs_corr": 0.00453, + "hw_mean_abs_corr": 0.0935 }, { "qubit": 29, @@ -610,17 +610,17 @@ "node_type": "corporate", "business_type": "technology", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 1, + "bloc": "B:US+APAC", "baseline_target_pd": 1e-05, "ber_pd": 0.0, "gcop_pd": 0.0, "tcop_pd": 0.0, "ebm_pd": 0.0, "hw_stressed_target_pd": 0.027, - "hw_observed_pd": 0.081585, + "hw_observed_pd": 0.125995, "ebm_mean_abs_corr": 0.0, - "hw_mean_abs_corr": 0.09642 + "hw_mean_abs_corr": 0.09221 }, { "qubit": 30, @@ -629,17 +629,17 @@ "node_type": "corporate", "business_type": "energy", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 0, + "bloc": "A:US+CA", "baseline_target_pd": 0.0006, - "ber_pd": 0.001, - "gcop_pd": 0.00075, - "tcop_pd": 0.0, + "ber_pd": 0.00025, + "gcop_pd": 0.00025, + "tcop_pd": 0.00125, "ebm_pd": 0.0005, - "hw_stressed_target_pd": 0.05687, - "hw_observed_pd": 0.259915, - "ebm_mean_abs_corr": 0.01034, - "hw_mean_abs_corr": 0.24594 + "hw_stressed_target_pd": 0.05295, + "hw_observed_pd": 0.466345, + "ebm_mean_abs_corr": 0.00832, + "hw_mean_abs_corr": 0.08872 }, { "qubit": 31, @@ -648,17 +648,17 @@ "node_type": "corporate", "business_type": "retail", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 3, + "bloc": "D:JP+OCEANIA", "baseline_target_pd": 0.0006, "ber_pd": 0.00025, - "gcop_pd": 0.00075, - "tcop_pd": 0.00075, + "gcop_pd": 0.00025, + "tcop_pd": 0.0005, "ebm_pd": 0.001, - "hw_stressed_target_pd": 0.05687, - "hw_observed_pd": 0.29559, - "ebm_mean_abs_corr": 0.01067, - "hw_mean_abs_corr": 0.19866 + "hw_stressed_target_pd": 0.05295, + "hw_observed_pd": 0.11019, + "ebm_mean_abs_corr": 0.00865, + "hw_mean_abs_corr": 0.09744 }, { "qubit": 32, @@ -668,16 +668,16 @@ "business_type": "aerospace", "region": "US", "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "bloc": "B:US+APAC", "baseline_target_pd": 0.0031, - "ber_pd": 0.003, + "ber_pd": 0.0045, "gcop_pd": 0.0035, - "tcop_pd": 0.00275, + "tcop_pd": 0.00225, "ebm_pd": 0.00225, - "hw_stressed_target_pd": 0.23799, - "hw_observed_pd": 0.44284, - "ebm_mean_abs_corr": 0.00261, - "hw_mean_abs_corr": 0.13309 + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.36078, + "ebm_mean_abs_corr": 0.00415, + "hw_mean_abs_corr": 0.12097 }, { "qubit": 33, @@ -686,17 +686,17 @@ "node_type": "corporate", "business_type": "telecom", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 1, + "bloc": "B:US+APAC", "baseline_target_pd": 0.0031, - "ber_pd": 0.00275, - "gcop_pd": 0.004, - "tcop_pd": 0.003, - "ebm_pd": 0.003, - "hw_stressed_target_pd": 0.23799, - "hw_observed_pd": 0.35104, - "ebm_mean_abs_corr": 0.02147, - "hw_mean_abs_corr": 0.19507 + "ber_pd": 0.00375, + "gcop_pd": 0.002, + "tcop_pd": 0.00375, + "ebm_pd": 0.0025, + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.416355, + "ebm_mean_abs_corr": 0.00181, + "hw_mean_abs_corr": 0.14356 }, { "qubit": 34, @@ -705,17 +705,17 @@ "node_type": "corporate", "business_type": "automotive", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates", + "cluster": 3, + "bloc": "D:JP+OCEANIA", "baseline_target_pd": 0.0008, - "ber_pd": 0.0015, - "gcop_pd": 0.00075, - "tcop_pd": 0.00075, + "ber_pd": 0.00075, + "gcop_pd": 0.00025, + "tcop_pd": 0.001, "ebm_pd": 0.00075, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.356105, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.201905, "ebm_mean_abs_corr": 0.001, - "hw_mean_abs_corr": 0.19643 + "hw_mean_abs_corr": 0.21296 }, { "qubit": 35, @@ -724,17 +724,17 @@ "node_type": "corporate", "business_type": "automotive", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0031, - "ber_pd": 0.00375, - "gcop_pd": 0.0035, - "tcop_pd": 0.00325, - "ebm_pd": 0.00175, - "hw_stressed_target_pd": 0.23799, - "hw_observed_pd": 0.45663, - "ebm_mean_abs_corr": 0.02705, - "hw_mean_abs_corr": 0.12818 + "ber_pd": 0.00325, + "gcop_pd": 0.003, + "tcop_pd": 0.002, + "ebm_pd": 0.00375, + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.31412, + "ebm_mean_abs_corr": 0.0169, + "hw_mean_abs_corr": 0.17378 }, { "qubit": 36, @@ -743,17 +743,17 @@ "node_type": "corporate", "business_type": "industrial", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "cluster": 2, + "bloc": "C:EU+UK", "baseline_target_pd": 0.0008, - "ber_pd": 0.00075, - "gcop_pd": 0.0, - "tcop_pd": 0.0015, - "ebm_pd": 0.001, - "hw_stressed_target_pd": 0.07443, - "hw_observed_pd": 0.420635, - "ebm_mean_abs_corr": 0.01123, - "hw_mean_abs_corr": 0.12846 + "ber_pd": 0.0005, + "gcop_pd": 0.001, + "tcop_pd": 0.0005, + "ebm_pd": 0.0005, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.261915, + "ebm_mean_abs_corr": 0.00466, + "hw_mean_abs_corr": 0.1768 }, { "qubit": 37, @@ -763,16 +763,206 @@ "business_type": "energy", "region": "LATAM", "cluster": 1, - "bloc": "B:Europe/UK+LatAm", + "bloc": "B:US+APAC", "baseline_target_pd": 0.0139, - "ber_pd": 0.0125, - "gcop_pd": 0.01575, - "tcop_pd": 0.00975, + "ber_pd": 0.0145, + "gcop_pd": 0.0135, + "tcop_pd": 0.01325, "ebm_pd": 0.014, - "hw_stressed_target_pd": 0.58605, - "hw_observed_pd": 0.688175, - "ebm_mean_abs_corr": 0.01877, - "hw_mean_abs_corr": 0.05206 + "hw_stressed_target_pd": 0.56763, + "hw_observed_pd": 0.563285, + "ebm_mean_abs_corr": 0.01503, + "hw_mean_abs_corr": 0.12752 + }, + { + "qubit": 38, + "ticker": "ICBC", + "name": "Industrial & Commercial Bank of China", + "node_type": "bank", + "business_type": "universal", + "region": "APAC", + "cluster": 1, + "bloc": "B:US+APAC", + "baseline_target_pd": 0.0008, + "ber_pd": 0.0005, + "gcop_pd": 0.002, + "tcop_pd": 0.0005, + "ebm_pd": 0.00125, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.34517, + "ebm_mean_abs_corr": 0.00705, + "hw_mean_abs_corr": 0.11415 + }, + { + "qubit": 39, + "ticker": "DBS", + "name": "DBS Group", + "node_type": "bank", + "business_type": "universal", + "region": "APAC", + "cluster": 1, + "bloc": "B:US+APAC", + "baseline_target_pd": 0.0006, + "ber_pd": 0.00075, + "gcop_pd": 0.00025, + "tcop_pd": 0.00075, + "ebm_pd": 0.00075, + "hw_stressed_target_pd": 0.05295, + "hw_observed_pd": 0.46102, + "ebm_mean_abs_corr": 0.00401, + "hw_mean_abs_corr": 0.14934 + }, + { + "qubit": 40, + "ticker": "ICICI", + "name": "ICICI Bank", + "node_type": "bank", + "business_type": "universal", + "region": "APAC", + "cluster": 1, + "bloc": "B:US+APAC", + "baseline_target_pd": 0.0031, + "ber_pd": 0.003, + "gcop_pd": 0.00225, + "tcop_pd": 0.0035, + "ebm_pd": 0.004, + "hw_stressed_target_pd": 0.22458, + "hw_observed_pd": 0.40547, + "ebm_mean_abs_corr": 0.01262, + "hw_mean_abs_corr": 0.12352 + }, + { + "qubit": 41, + "ticker": "KB", + "name": "KB Financial Group", + "node_type": "bank", + "business_type": "universal", + "region": "APAC", + "cluster": 1, + "bloc": "B:US+APAC", + "baseline_target_pd": 0.0008, + "ber_pd": 0.00125, + "gcop_pd": 0.00025, + "tcop_pd": 0.0005, + "ebm_pd": 0.00025, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.406885, + "ebm_mean_abs_corr": 0.00605, + "hw_mean_abs_corr": 0.09326 + }, + { + "qubit": 42, + "ticker": "CBA", + "name": "Commonwealth Bank of Australia", + "node_type": "bank", + "business_type": "universal", + "region": "OCEANIA", + "cluster": 3, + "bloc": "D:JP+OCEANIA", + "baseline_target_pd": 0.0006, + "ber_pd": 0.001, + "gcop_pd": 0.00075, + "tcop_pd": 0.00025, + "ebm_pd": 0.0, + "hw_stressed_target_pd": 0.05295, + "hw_observed_pd": 0.16331, + "ebm_mean_abs_corr": 0.0, + "hw_mean_abs_corr": 0.18351 + }, + { + "qubit": 43, + "ticker": "WBC", + "name": "Westpac Banking Corp", + "node_type": "bank", + "business_type": "universal", + "region": "OCEANIA", + "cluster": 3, + "bloc": "D:JP+OCEANIA", + "baseline_target_pd": 0.0006, + "ber_pd": 0.00025, + "gcop_pd": 0.00025, + "tcop_pd": 0.00075, + "ebm_pd": 0.00075, + "hw_stressed_target_pd": 0.05295, + "hw_observed_pd": 0.285515, + "ebm_mean_abs_corr": 0.001, + "hw_mean_abs_corr": 0.21886 + }, + { + "qubit": 44, + "ticker": "RJHI", + "name": "Al Rajhi Bank", + "node_type": "bank", + "business_type": "universal", + "region": "MEA", + "cluster": 3, + "bloc": "D:JP+OCEANIA", + "baseline_target_pd": 0.0008, + "ber_pd": 0.0005, + "gcop_pd": 0.001, + "tcop_pd": 0.0005, + "ebm_pd": 0.0005, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.25291, + "ebm_mean_abs_corr": 0.00082, + "hw_mean_abs_corr": 0.19388 + }, + { + "qubit": 45, + "ticker": "QNB", + "name": "Qatar National Bank", + "node_type": "bank", + "business_type": "universal", + "region": "MEA", + "cluster": 3, + "bloc": "D:JP+OCEANIA", + "baseline_target_pd": 0.0008, + "ber_pd": 0.00125, + "gcop_pd": 0.00075, + "tcop_pd": 0.00125, + "ebm_pd": 0.0015, + "hw_stressed_target_pd": 0.06939, + "hw_observed_pd": 0.09765, + "ebm_mean_abs_corr": 0.00141, + "hw_mean_abs_corr": 0.08361 + }, + { + "qubit": 46, + "ticker": "SBK", + "name": "Standard Bank Group", + "node_type": "bank", + "business_type": "universal", + "region": "AFRICA", + "cluster": 1, + "bloc": "B:US+APAC", + "baseline_target_pd": 0.0139, + "ber_pd": 0.012, + "gcop_pd": 0.01375, + "tcop_pd": 0.01175, + "ebm_pd": 0.01525, + "hw_stressed_target_pd": 0.56763, + "hw_observed_pd": 0.492235, + "ebm_mean_abs_corr": 0.00738, + "hw_mean_abs_corr": 0.05855 + }, + { + "qubit": 47, + "ticker": "FSR", + "name": "FirstRand", + "node_type": "bank", + "business_type": "universal", + "region": "AFRICA", + "cluster": 1, + "bloc": "B:US+APAC", + "baseline_target_pd": 0.0139, + "ber_pd": 0.01375, + "gcop_pd": 0.015, + "tcop_pd": 0.01025, + "ebm_pd": 0.0125, + "hw_stressed_target_pd": 0.56763, + "hw_observed_pd": 0.55957, + "ebm_mean_abs_corr": 0.00553, + "hw_mean_abs_corr": 0.06644 } ] } \ No newline at end of file diff --git a/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.png b/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.png index 6865906..dec2a8c 100644 Binary files a/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.png and b/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.png differ diff --git a/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.txt b/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.txt index 1c491dd..7e9ee21 100644 --- a/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.txt +++ b/outputs/real_cluster_mixture_stress_hw/entity_scenario_vs_hardware.txt @@ -1,45 +1,45 @@ PER-ENTITY: COMMITTED SCENARIO DATASET vs HARDWARE JOINT (ibm_boston) ====================================================================== -Entities: 38 named real G-SIBs/corporates (one per qubit). -Dataset : 4000 samples/generator on the BASELINE spec (mean PD 0.0023). -Hardware: 140069 unique bitstrings on the STRESSED spec - (stressed target mean PD 0.150, observed 0.300 -- decohered up toward 0.5). +Entities: 48 named real G-SIBs/corporates (one per qubit). +Dataset : 4000 samples/generator on the BASELINE spec (mean PD 0.0026). +Hardware: 167772 unique bitstrings on the STRESSED spec + (stressed target mean PD 0.150, observed 0.282 -- decohered up toward 0.5). MAGNITUDES ARE REGIME-MISMATCHED (baseline vs stressed); compare STRUCTURE. GENERATOR vs HARDWARE -- cross-entity structure agreement ---------------------------------------------------------------------- source marg-Spear corr-Spear corr-RMSE conn-Spear -bernoulli +0.356 +0.066 0.178 -0.006 -gaussian_copula +0.141 -0.068 0.180 -0.040 -student_t_copula +0.366 -0.049 0.180 -0.036 -entangled_born_machine +0.456 +0.029 0.187 +0.040 -baseline_target_spec -- +0.031 0.343 +0.141 +bernoulli +0.272 -0.062 0.162 -0.048 +gaussian_copula +0.358 -0.062 0.166 +0.091 +student_t_copula +0.358 +0.086 0.152 +0.365 +entangled_born_machine +0.389 +0.019 0.163 +0.175 +baseline_target_spec -- +0.272 0.298 +0.199 Rare-event wall: at ~0.2% PDs a co-default is essentially never observed in 4000 samples, -so empirical pairwise correlations are noise (and 2/38 entities never default at all -> undefined, set 0). +so empirical pairwise correlations are noise (and 6/48 entities never default at all -> undefined, set 0). The 'baseline_target_spec' row uses the spec's INTENDED correlation instead -- the honest structural reference at baseline PDs. This is exactly what motivates stressing the spec. WITHIN-REGIME marginal rank fidelity (each source vs its OWN target) ---------------------------------------------------------------------- - bernoulli Spearman +0.701 - gaussian_copula Spearman +0.683 - student_t_copula Spearman +0.772 - entangled_born_machine Spearman +0.686 - hw_vs_stressed_target Spearman +0.355 + bernoulli Spearman +0.789 + gaussian_copula Spearman +0.800 + student_t_copula Spearman +0.703 + entangled_born_machine Spearman +0.658 + hw_vs_stressed_target Spearman +0.303 TOP-10 ENTITIES BY HARDWARE-OBSERVED CONNECTIVITY (mean |corr|) ---------------------------------------------------------------------- name clu hw|corr| ebm|corr| hw_pd ebm_pd -Nomura Holdings 2 0.259 0.021 0.289 0.0018 -ExxonMobil 2 0.246 0.010 0.260 0.0005 -Apple 2 0.246 0.001 0.267 0.0005 -Bank of New York Mellon 0 0.200 0.092 0.339 0.0008 -Walmart 2 0.199 0.011 0.296 0.0010 -Toyota Motor 2 0.196 0.001 0.356 0.0008 -AT&T 2 0.195 0.021 0.351 0.0030 -Citigroup 0 0.195 0.027 0.252 0.0022 -Barclays 1 0.191 0.064 0.185 0.0025 -Lloyds Banking Group 1 0.190 0.036 0.247 0.0018 +Westpac Banking Corp 3 0.219 0.001 0.286 0.0008 +Toyota Motor 3 0.213 0.001 0.202 0.0008 +Barclays 2 0.210 0.042 0.200 0.0025 +Lloyds Banking Group 2 0.203 0.023 0.164 0.0020 +Nomura Holdings 3 0.195 0.017 0.256 0.0018 +Al Rajhi Bank 3 0.194 0.001 0.253 0.0005 +Mitsubishi UFJ Financial Group 3 0.188 0.029 0.130 0.0013 +ING Groep 2 0.184 0.000 0.148 0.0000 +Commonwealth Bank of Australia 3 0.184 0.000 0.163 0.0000 +UBS Group 2 0.183 0.029 0.147 0.0003 diff --git a/outputs/real_cluster_mixture_stress_hw/job_ids_live.json b/outputs/real_cluster_mixture_stress_hw/job_ids_live.json index 0b8ae11..d96411a 100644 --- a/outputs/real_cluster_mixture_stress_hw/job_ids_live.json +++ b/outputs/real_cluster_mixture_stress_hw/job_ids_live.json @@ -1,11 +1,11 @@ { - "run": "200k-shot STRESSED real-network 3-cluster mixture on hardware", + "run": "200k-shot STRESSED real-network 4-cluster mixture on hardware", "backend": "ibm_boston", "shots_per_cluster": 200000, "jobs": [ { "cluster": 0, - "job_id": "d8ibcqpe8nrc73bi4ha0", + "job_id": "d8icv966983c73ds0fa0", "backend": "ibm_boston", "shots": 200000, "shot_batches": [ @@ -15,7 +15,7 @@ }, { "cluster": 1, - "job_id": "d8ibddc2upec739m0t80", + "job_id": "d8icvru6983c73ds0fr0", "backend": "ibm_boston", "shots": 200000, "shot_batches": [ @@ -25,7 +25,17 @@ }, { "cluster": 2, - "job_id": "d8ibe3k2upec739m0tu0", + "job_id": "d8id0ee6983c73ds0ge0", + "backend": "ibm_boston", + "shots": 200000, + "shot_batches": [ + 100000, + 100000 + ] + }, + { + "cluster": 3, + "job_id": "d8id1042upec739m2tlg", "backend": "ibm_boston", "shots": 200000, "shot_batches": [ diff --git a/outputs/real_cluster_mixture_stress_hw/joint_counts.csv b/outputs/real_cluster_mixture_stress_hw/joint_counts.csv index bdf022f..a186b08 100644 --- a/outputs/real_cluster_mixture_stress_hw/joint_counts.csv +++ b/outputs/real_cluster_mixture_stress_hw/joint_counts.csv @@ -1,140072 +1,167775 @@ -# bit order (left->right, qubit 0->37): JPM BAC C WFC GS MS USB PNC TFC BK STT HSBC BCS LYG DB SAN BBVA ING UBS MUFG SMFG MFG NMR RY TD BNS ITUB BBD AAPL MSFT XOM WMT BA T TM VWAGY SIEGY PBR +# bit order (left->right, qubit 0->47): JPM BAC C WFC GS MS USB PNC TFC BK STT HSBC BCS LYG DB SAN BBVA ING UBS MUFG SMFG MFG NMR RY TD BNS ITUB BBD AAPL MSFT XOM WMT BA T TM VWAGY SIEGY PBR ICBC DBS ICICI KB CBA WBC RJHI QNB SBK FSR # see qubit_legend.csv for the bank/company behind each position bitstring,count,probability,n_defaults -00000000000000000000000000000000000001,5528,0.02764000,1 -00000000000000000000000000010000000001,4678,0.02339000,2 -00000000000000000000000000010000000000,2654,0.01327000,1 -00000000000000000000000000100000000001,2326,0.01163000,2 -00000000000000000000000000010000000010,1486,0.00743000,2 -00000000000000000000000001110000000001,896,0.00448000,4 -00000000000000000000000000010000100000,850,0.00425000,2 -00000000000000000000000000010000000100,696,0.00348000,2 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4a5ab80..27d14e5 100644 Binary files a/outputs/real_cluster_mixture_stress_hw/joint_counts_hist.png and b/outputs/real_cluster_mixture_stress_hw/joint_counts_hist.png differ diff --git a/outputs/real_cluster_mixture_stress_hw/plan.json b/outputs/real_cluster_mixture_stress_hw/plan.json index b20fbbd..1afa4a6 100644 --- a/outputs/real_cluster_mixture_stress_hw/plan.json +++ b/outputs/real_cluster_mixture_stress_hw/plan.json @@ -1,12 +1,13 @@ { - "system": "REAL 38-entity exposure network -- 2008 STRESS, DENSE blocks on hardware", - "n": 38, + "system": "REAL 48-entity exposure network -- 2008 STRESS, DENSE blocks on hardware", + "n": 48, "backend": "ibm_boston", "partition_source": "/Users/alex/projects/quantum-hack-espoo/outputs/data_network/real_network_partition.json", - "partition_content_hash": "fd2eb8b2af61d2771416f1f169506d78b2f92604f15bf32ac01ebe3ba55ad855", + "partition_content_hash": "952a8bbcd5b9770d9827a687e7c7d23b2542517fca54b764fc4d20ad4cb8d965", "cluster_sizes": [ - 14, - 14, + 15, + 13, + 10, 10 ], "labels": [ @@ -21,32 +22,42 @@ 0, 0, 0, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, 2, 2, 2, 2, + 2, + 2, + 2, + 2, + 3, + 3, + 3, + 3, 0, 0, 0, 1, 1, - 2, - 2, - 2, - 2, 1, + 1, + 0, + 3, + 1, + 1, + 3, 2, 2, 1, 1, + 1, + 1, + 1, + 3, + 3, + 3, + 3, + 1, 1 ], "stress_calibration": { @@ -54,15 +65,15 @@ "anchor": "Moody's GFC-peak default rates (all-corporate ~5%, speculative-grade ~13%, long-run all-rated 1.48-1.79%) + FRED BAA-AAA spread GFC/calm multiplier ~3.85x", "target_mean_pd": 0.15, "crisis_floor": 0.027, - "logit_shift": 4.609529, + "logit_shift": 4.534058, "gfc_spread_multiplier": 3.85, - "baseline_mean_pd": 0.002332, + "baseline_mean_pd": 0.002594, "stressed_mean_pd": 0.15, "stressed_min_pd": 0.027, - "stressed_max_pd": 0.58605, + "stressed_max_pd": 0.56763, "noise_floor": 0.027, - "n_entities": 38, - "n_above_noise_floor": 38, + "n_entities": 48, + "n_above_noise_floor": 48, "n_below_noise_floor": 0, "correlation_unchanged": true, "ordering_preserved": true, @@ -70,13 +81,13 @@ }, "loadability": { "noise_floor": 0.027, - "baseline_mean_pd": 0.002332, + "baseline_mean_pd": 0.002594, "baseline_n_above_floor": 0, "stressed_mean_pd": 0.15, "stressed_min_pd": 0.027, - "stressed_max_pd": 0.58605, - "stressed_n_above_floor": 38, - "n_entities": 38, + "stressed_max_pd": 0.56763, + "stressed_n_above_floor": 48, + "n_entities": 48, "snr_min": 1.0, "snr_mean": 5.556, "all_clear_floor": true @@ -99,16 +110,40 @@ 10, 23, 24, - 25 + 25, + 30 ], - "pd_min": 0.056869, - "pd_max": 0.237992, - "pd_mean": 0.10697, - "n_above_noise_floor": 14, + "pd_min": 0.052954, + "pd_max": 0.224577, + "pd_mean": 0.097142, + "n_above_noise_floor": 15, "all_above_noise_floor": true }, { "cluster": 1, + "members": [ + 26, + 27, + 28, + 29, + 32, + 33, + 37, + 38, + 39, + 40, + 41, + 46, + 47 + ], + "pd_min": 0.027, + "pd_max": 0.56763, + "pd_mean": 0.291044, + "n_above_noise_floor": 13, + "all_above_noise_floor": true + }, + { + "cluster": 2, "members": [ 11, 12, @@ -118,36 +153,32 @@ 16, 17, 18, - 26, - 27, - 32, 35, - 36, - 37 + 36 ], - "pd_min": 0.074429, - "pd_max": 0.58605, - "pd_mean": 0.230794, - "n_above_noise_floor": 14, + "pd_min": 0.069394, + "pd_max": 0.224577, + "pd_mean": 0.115949, + "n_above_noise_floor": 10, "all_above_noise_floor": true }, { - "cluster": 2, + "cluster": 3, "members": [ 19, 20, 21, 22, - 28, - 29, - 30, 31, - 33, - 34 + 34, + 42, + 43, + 44, + 45 ], - "pd_min": 0.027, - "pd_max": 0.237992, - "pd_mean": 0.097131, + "pd_min": 0.052954, + "pd_max": 0.224577, + "pd_mean": 0.07998, "n_above_noise_floor": 10, "all_above_noise_floor": true } @@ -174,17 +205,42 @@ 10, 23, 24, - 25 + 25, + 30 ], - "qubits": 14, - "entanglers": 91, - "approx_two_qubit_gates_pretranspile": 182, - "entanglement_depth_pretranspile": 39, - "target_within_abs_corr": 0.3647, - "target_pd_mean": 0.107 + "qubits": 15, + "entanglers": 105, + "approx_two_qubit_gates_pretranspile": 210, + "entanglement_depth_pretranspile": 51, + "target_within_abs_corr": 0.3378, + "target_pd_mean": 0.0971 }, { "cluster": 1, + "members": [ + 26, + 27, + 28, + 29, + 32, + 33, + 37, + 38, + 39, + 40, + 41, + 46, + 47 + ], + "qubits": 13, + "entanglers": 77, + "approx_two_qubit_gates_pretranspile": 154, + "entanglement_depth_pretranspile": 33, + "target_within_abs_corr": 0.1189, + "target_pd_mean": 0.291 + }, + { + "cluster": 2, "members": [ 11, 12, @@ -194,40 +250,36 @@ 16, 17, 18, - 26, - 27, - 32, 35, - 36, - 37 + 36 ], - "qubits": 14, - "entanglers": 91, - "approx_two_qubit_gates_pretranspile": 182, - "entanglement_depth_pretranspile": 44, - "target_within_abs_corr": 0.2526, - "target_pd_mean": 0.2308 + "qubits": 10, + "entanglers": 45, + "approx_two_qubit_gates_pretranspile": 90, + "entanglement_depth_pretranspile": 20, + "target_within_abs_corr": 0.3478, + "target_pd_mean": 0.1159 }, { - "cluster": 2, + "cluster": 3, "members": [ 19, 20, 21, 22, - 28, - 29, - 30, 31, - 33, - 34 + 34, + 42, + 43, + 44, + 45 ], "qubits": 10, - "entanglers": 45, - "approx_two_qubit_gates_pretranspile": 90, - "entanglement_depth_pretranspile": 27, - "target_within_abs_corr": 0.1363, - "target_pd_mean": 0.0971 + "entanglers": 36, + "approx_two_qubit_gates_pretranspile": 72, + "entanglement_depth_pretranspile": 23, + "target_within_abs_corr": 0.1193, + "target_pd_mean": 0.08 } ] } \ No newline at end of file diff --git a/outputs/real_cluster_mixture_stress_hw/qubit_legend.csv b/outputs/real_cluster_mixture_stress_hw/qubit_legend.csv index e3f4808..77ffbc7 100644 --- a/outputs/real_cluster_mixture_stress_hw/qubit_legend.csv +++ b/outputs/real_cluster_mixture_stress_hw/qubit_legend.csv @@ -1,39 +1,49 @@ qubit,ticker,name,node_type,business_type,region,cluster,bloc -0,JPM,"JPMorgan Chase",bank,universal,US,0,A:US/Canada banks -1,BAC,"Bank of America",bank,universal,US,0,A:US/Canada banks -2,C,"Citigroup",bank,universal,US,0,A:US/Canada banks -3,WFC,"Wells Fargo",bank,universal,US,0,A:US/Canada banks -4,GS,"Goldman Sachs",bank,investment,US,0,A:US/Canada banks -5,MS,"Morgan Stanley",bank,investment,US,0,A:US/Canada banks -6,USB,"U.S. Bancorp",bank,regional,US,0,A:US/Canada banks -7,PNC,"PNC Financial",bank,regional,US,0,A:US/Canada banks -8,TFC,"Truist Financial",bank,regional,US,0,A:US/Canada banks -9,BK,"Bank of New York Mellon",bank,custodian,US,0,A:US/Canada banks -10,STT,"State Street",bank,custodian,US,0,A:US/Canada banks -11,HSBC,"HSBC Holdings",bank,universal,UK,1,B:Europe/UK+LatAm -12,BCS,"Barclays",bank,universal,UK,1,B:Europe/UK+LatAm -13,LYG,"Lloyds Banking Group",bank,regional,UK,1,B:Europe/UK+LatAm -14,DB,"Deutsche Bank",bank,universal,EU,1,B:Europe/UK+LatAm -15,SAN,"Banco Santander",bank,universal,EU,1,B:Europe/UK+LatAm -16,BBVA,"Banco Bilbao Vizcaya Argentaria",bank,universal,EU,1,B:Europe/UK+LatAm -17,ING,"ING Groep",bank,universal,EU,1,B:Europe/UK+LatAm -18,UBS,"UBS Group",bank,investment,EU,1,B:Europe/UK+LatAm -19,MUFG,"Mitsubishi UFJ Financial Group",bank,universal,JP,2,C:Japan+corporates -20,SMFG,"Sumitomo Mitsui Financial Group",bank,universal,JP,2,C:Japan+corporates -21,MFG,"Mizuho Financial Group",bank,universal,JP,2,C:Japan+corporates -22,NMR,"Nomura Holdings",bank,investment,JP,2,C:Japan+corporates -23,RY,"Royal Bank of Canada",bank,universal,CA,0,A:US/Canada banks -24,TD,"Toronto-Dominion Bank",bank,universal,CA,0,A:US/Canada banks -25,BNS,"Bank of Nova Scotia",bank,universal,CA,0,A:US/Canada banks -26,ITUB,"Itau Unibanco",bank,universal,LATAM,1,B:Europe/UK+LatAm -27,BBD,"Banco Bradesco",bank,universal,LATAM,1,B:Europe/UK+LatAm -28,AAPL,"Apple",corporate,technology,US,2,C:Japan+corporates -29,MSFT,"Microsoft",corporate,technology,US,2,C:Japan+corporates -30,XOM,"ExxonMobil",corporate,energy,US,2,C:Japan+corporates -31,WMT,"Walmart",corporate,retail,US,2,C:Japan+corporates -32,BA,"Boeing",corporate,aerospace,US,1,B:Europe/UK+LatAm -33,T,"AT&T",corporate,telecom,US,2,C:Japan+corporates -34,TM,"Toyota Motor",corporate,automotive,JP,2,C:Japan+corporates -35,VWAGY,"Volkswagen",corporate,automotive,EU,1,B:Europe/UK+LatAm -36,SIEGY,"Siemens",corporate,industrial,EU,1,B:Europe/UK+LatAm -37,PBR,"Petrobras",corporate,energy,LATAM,1,B:Europe/UK+LatAm +0,JPM,"JPMorgan Chase",bank,universal,US,0,A:US+CA +1,BAC,"Bank of America",bank,universal,US,0,A:US+CA +2,C,"Citigroup",bank,universal,US,0,A:US+CA +3,WFC,"Wells Fargo",bank,universal,US,0,A:US+CA +4,GS,"Goldman Sachs",bank,investment,US,0,A:US+CA +5,MS,"Morgan Stanley",bank,investment,US,0,A:US+CA +6,USB,"U.S. Bancorp",bank,regional,US,0,A:US+CA +7,PNC,"PNC Financial",bank,regional,US,0,A:US+CA +8,TFC,"Truist Financial",bank,regional,US,0,A:US+CA +9,BK,"Bank of New York Mellon",bank,custodian,US,0,A:US+CA +10,STT,"State Street",bank,custodian,US,0,A:US+CA +11,HSBC,"HSBC Holdings",bank,universal,UK,2,C:EU+UK +12,BCS,"Barclays",bank,universal,UK,2,C:EU+UK +13,LYG,"Lloyds Banking Group",bank,regional,UK,2,C:EU+UK +14,DB,"Deutsche Bank",bank,universal,EU,2,C:EU+UK +15,SAN,"Banco Santander",bank,universal,EU,2,C:EU+UK +16,BBVA,"Banco Bilbao Vizcaya Argentaria",bank,universal,EU,2,C:EU+UK +17,ING,"ING Groep",bank,universal,EU,2,C:EU+UK +18,UBS,"UBS Group",bank,investment,EU,2,C:EU+UK +19,MUFG,"Mitsubishi UFJ Financial Group",bank,universal,JP,3,D:JP+OCEANIA +20,SMFG,"Sumitomo Mitsui Financial Group",bank,universal,JP,3,D:JP+OCEANIA +21,MFG,"Mizuho Financial Group",bank,universal,JP,3,D:JP+OCEANIA +22,NMR,"Nomura Holdings",bank,investment,JP,3,D:JP+OCEANIA +23,RY,"Royal Bank of Canada",bank,universal,CA,0,A:US+CA +24,TD,"Toronto-Dominion Bank",bank,universal,CA,0,A:US+CA +25,BNS,"Bank of Nova Scotia",bank,universal,CA,0,A:US+CA +26,ITUB,"Itau Unibanco",bank,universal,LATAM,1,B:US+APAC +27,BBD,"Banco Bradesco",bank,universal,LATAM,1,B:US+APAC +28,AAPL,"Apple",corporate,technology,US,1,B:US+APAC +29,MSFT,"Microsoft",corporate,technology,US,1,B:US+APAC +30,XOM,"ExxonMobil",corporate,energy,US,0,A:US+CA +31,WMT,"Walmart",corporate,retail,US,3,D:JP+OCEANIA +32,BA,"Boeing",corporate,aerospace,US,1,B:US+APAC +33,T,"AT&T",corporate,telecom,US,1,B:US+APAC +34,TM,"Toyota Motor",corporate,automotive,JP,3,D:JP+OCEANIA +35,VWAGY,"Volkswagen",corporate,automotive,EU,2,C:EU+UK +36,SIEGY,"Siemens",corporate,industrial,EU,2,C:EU+UK +37,PBR,"Petrobras",corporate,energy,LATAM,1,B:US+APAC +38,ICBC,"Industrial & Commercial Bank of China",bank,universal,APAC,1,B:US+APAC +39,DBS,"DBS Group",bank,universal,APAC,1,B:US+APAC +40,ICICI,"ICICI Bank",bank,universal,APAC,1,B:US+APAC +41,KB,"KB Financial Group",bank,universal,APAC,1,B:US+APAC +42,CBA,"Commonwealth Bank of Australia",bank,universal,OCEANIA,3,D:JP+OCEANIA +43,WBC,"Westpac Banking Corp",bank,universal,OCEANIA,3,D:JP+OCEANIA +44,RJHI,"Al Rajhi Bank",bank,universal,MEA,3,D:JP+OCEANIA +45,QNB,"Qatar National Bank",bank,universal,MEA,3,D:JP+OCEANIA +46,SBK,"Standard Bank Group",bank,universal,AFRICA,1,B:US+APAC +47,FSR,"FirstRand",bank,universal,AFRICA,1,B:US+APAC diff --git a/outputs/real_cluster_mixture_stress_hw/qubit_legend.json b/outputs/real_cluster_mixture_stress_hw/qubit_legend.json index 03a7b21..ceaefe2 100644 --- a/outputs/real_cluster_mixture_stress_hw/qubit_legend.json +++ b/outputs/real_cluster_mixture_stress_hw/qubit_legend.json @@ -7,7 +7,7 @@ "business_type": "universal", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 1, @@ -17,7 +17,7 @@ "business_type": "universal", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 2, @@ -27,7 +27,7 @@ "business_type": "universal", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 3, @@ -37,7 +37,7 @@ "business_type": "universal", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 4, @@ -47,7 +47,7 @@ "business_type": "investment", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 5, @@ -57,7 +57,7 @@ "business_type": "investment", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 6, @@ -67,7 +67,7 @@ "business_type": "regional", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 7, @@ -77,7 +77,7 @@ "business_type": "regional", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 8, @@ -87,7 +87,7 @@ "business_type": "regional", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 9, @@ -97,7 +97,7 @@ "business_type": "custodian", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 10, @@ -107,7 +107,7 @@ "business_type": "custodian", "region": "US", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 11, @@ -116,8 +116,8 @@ "node_type": "bank", "business_type": "universal", "region": "UK", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 12, @@ -126,8 +126,8 @@ "node_type": "bank", "business_type": "universal", "region": "UK", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 13, @@ -136,8 +136,8 @@ "node_type": "bank", "business_type": "regional", "region": "UK", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 14, @@ -146,8 +146,8 @@ "node_type": "bank", "business_type": "universal", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 15, @@ -156,8 +156,8 @@ "node_type": "bank", "business_type": "universal", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 16, @@ -166,8 +166,8 @@ "node_type": "bank", "business_type": "universal", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 17, @@ -176,8 +176,8 @@ "node_type": "bank", "business_type": "universal", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 18, @@ -186,8 +186,8 @@ "node_type": "bank", "business_type": "investment", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 19, @@ -196,8 +196,8 @@ "node_type": "bank", "business_type": "universal", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 3, + "bloc": "D:JP+OCEANIA" }, { "qubit": 20, @@ -206,8 +206,8 @@ "node_type": "bank", "business_type": "universal", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 3, + "bloc": "D:JP+OCEANIA" }, { "qubit": 21, @@ -216,8 +216,8 @@ "node_type": "bank", "business_type": "universal", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 3, + "bloc": "D:JP+OCEANIA" }, { "qubit": 22, @@ -226,8 +226,8 @@ "node_type": "bank", "business_type": "investment", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 3, + "bloc": "D:JP+OCEANIA" }, { "qubit": 23, @@ -237,7 +237,7 @@ "business_type": "universal", "region": "CA", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 24, @@ -247,7 +247,7 @@ "business_type": "universal", "region": "CA", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 25, @@ -257,7 +257,7 @@ "business_type": "universal", "region": "CA", "cluster": 0, - "bloc": "A:US/Canada banks" + "bloc": "A:US+CA" }, { "qubit": 26, @@ -267,7 +267,7 @@ "business_type": "universal", "region": "LATAM", "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "bloc": "B:US+APAC" }, { "qubit": 27, @@ -277,7 +277,7 @@ "business_type": "universal", "region": "LATAM", "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "bloc": "B:US+APAC" }, { "qubit": 28, @@ -286,8 +286,8 @@ "node_type": "corporate", "business_type": "technology", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 1, + "bloc": "B:US+APAC" }, { "qubit": 29, @@ -296,8 +296,8 @@ "node_type": "corporate", "business_type": "technology", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 1, + "bloc": "B:US+APAC" }, { "qubit": 30, @@ -306,8 +306,8 @@ "node_type": "corporate", "business_type": "energy", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 0, + "bloc": "A:US+CA" }, { "qubit": 31, @@ -316,8 +316,8 @@ "node_type": "corporate", "business_type": "retail", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 3, + "bloc": "D:JP+OCEANIA" }, { "qubit": 32, @@ -327,7 +327,7 @@ "business_type": "aerospace", "region": "US", "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "bloc": "B:US+APAC" }, { "qubit": 33, @@ -336,8 +336,8 @@ "node_type": "corporate", "business_type": "telecom", "region": "US", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 1, + "bloc": "B:US+APAC" }, { "qubit": 34, @@ -346,8 +346,8 @@ "node_type": "corporate", "business_type": "automotive", "region": "JP", - "cluster": 2, - "bloc": "C:Japan+corporates" + "cluster": 3, + "bloc": "D:JP+OCEANIA" }, { "qubit": 35, @@ -356,8 +356,8 @@ "node_type": "corporate", "business_type": "automotive", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 36, @@ -366,8 +366,8 @@ "node_type": "corporate", "business_type": "industrial", "region": "EU", - "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "cluster": 2, + "bloc": "C:EU+UK" }, { "qubit": 37, @@ -377,6 +377,106 @@ "business_type": "energy", "region": "LATAM", "cluster": 1, - "bloc": "B:Europe/UK+LatAm" + "bloc": "B:US+APAC" + }, + { + "qubit": 38, + "ticker": "ICBC", + "name": "Industrial & Commercial Bank of China", + "node_type": "bank", + "business_type": "universal", + "region": "APAC", + "cluster": 1, + "bloc": "B:US+APAC" + }, + { + "qubit": 39, + "ticker": "DBS", + "name": "DBS Group", + "node_type": "bank", + "business_type": "universal", + "region": "APAC", + "cluster": 1, + "bloc": "B:US+APAC" + }, + { + "qubit": 40, + "ticker": "ICICI", + "name": "ICICI Bank", + "node_type": "bank", + "business_type": "universal", + "region": "APAC", + "cluster": 1, + "bloc": "B:US+APAC" + }, + { + "qubit": 41, + "ticker": "KB", + "name": "KB Financial Group", + "node_type": "bank", + "business_type": "universal", + "region": "APAC", + "cluster": 1, + "bloc": "B:US+APAC" + }, + { + "qubit": 42, + "ticker": "CBA", + "name": "Commonwealth Bank of Australia", + "node_type": "bank", + "business_type": "universal", + "region": "OCEANIA", + "cluster": 3, + "bloc": "D:JP+OCEANIA" + }, + { + "qubit": 43, + "ticker": "WBC", + "name": "Westpac Banking Corp", + "node_type": "bank", + "business_type": "universal", + "region": "OCEANIA", + "cluster": 3, + "bloc": "D:JP+OCEANIA" + }, + { + "qubit": 44, + "ticker": "RJHI", + "name": "Al Rajhi Bank", + "node_type": "bank", + "business_type": "universal", + "region": "MEA", + "cluster": 3, + "bloc": "D:JP+OCEANIA" + }, + { + "qubit": 45, + "ticker": "QNB", + "name": "Qatar National Bank", + "node_type": "bank", + "business_type": "universal", + "region": "MEA", + "cluster": 3, + "bloc": "D:JP+OCEANIA" + }, + { + "qubit": 46, + "ticker": "SBK", + "name": "Standard Bank Group", + "node_type": "bank", + "business_type": "universal", + "region": "AFRICA", + "cluster": 1, + "bloc": "B:US+APAC" + }, + { + "qubit": 47, + "ticker": "FSR", + "name": "FirstRand", + "node_type": "bank", + "business_type": "universal", + "region": "AFRICA", + "cluster": 1, + "bloc": "B:US+APAC" } ] \ No newline at end of file diff --git a/outputs/real_cluster_mixture_stress_hw/real_stress_hardware_run_report.json b/outputs/real_cluster_mixture_stress_hw/real_stress_hardware_run_report.json index bfdd839..141a4b0 100644 --- a/outputs/real_cluster_mixture_stress_hw/real_stress_hardware_run_report.json +++ b/outputs/real_cluster_mixture_stress_hw/real_stress_hardware_run_report.json @@ -1,13 +1,14 @@ { "status": "run", - "system": "REAL 38-entity exposure network -- 2008 STRESS, DENSE blocks on hardware", - "n": 38, + "system": "REAL 48-entity exposure network -- 2008 STRESS, DENSE blocks on hardware", + "n": 48, "backend": "ibm_boston", "partition_source": "/Users/alex/projects/quantum-hack-espoo/outputs/data_network/real_network_partition.json", - "partition_content_hash": "fd2eb8b2af61d2771416f1f169506d78b2f92604f15bf32ac01ebe3ba55ad855", + "partition_content_hash": "952a8bbcd5b9770d9827a687e7c7d23b2542517fca54b764fc4d20ad4cb8d965", "cluster_sizes": [ - 14, - 14, + 15, + 13, + 10, 10 ], "labels": [ @@ -22,32 +23,42 @@ 0, 0, 0, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, 2, 2, 2, 2, + 2, + 2, + 2, + 2, + 3, + 3, + 3, + 3, 0, 0, 0, 1, 1, - 2, - 2, - 2, - 2, 1, + 1, + 0, + 3, + 1, + 1, + 3, 2, 2, 1, 1, + 1, + 1, + 1, + 3, + 3, + 3, + 3, + 1, 1 ], "stress_calibration": { @@ -55,15 +66,15 @@ "anchor": "Moody's GFC-peak default rates (all-corporate ~5%, speculative-grade ~13%, long-run all-rated 1.48-1.79%) + FRED BAA-AAA spread GFC/calm multiplier ~3.85x", "target_mean_pd": 0.15, "crisis_floor": 0.027, - "logit_shift": 4.609529, + "logit_shift": 4.534058, "gfc_spread_multiplier": 3.85, - "baseline_mean_pd": 0.002332, + "baseline_mean_pd": 0.002594, "stressed_mean_pd": 0.15, "stressed_min_pd": 0.027, - "stressed_max_pd": 0.58605, + "stressed_max_pd": 0.56763, "noise_floor": 0.027, - "n_entities": 38, - "n_above_noise_floor": 38, + "n_entities": 48, + "n_above_noise_floor": 48, "n_below_noise_floor": 0, "correlation_unchanged": true, "ordering_preserved": true, @@ -71,13 +82,13 @@ }, "loadability": { "noise_floor": 0.027, - "baseline_mean_pd": 0.002332, + "baseline_mean_pd": 0.002594, "baseline_n_above_floor": 0, "stressed_mean_pd": 0.15, "stressed_min_pd": 0.027, - "stressed_max_pd": 0.58605, - "stressed_n_above_floor": 38, - "n_entities": 38, + "stressed_max_pd": 0.56763, + "stressed_n_above_floor": 48, + "n_entities": 48, "snr_min": 1.0, "snr_mean": 5.556, "all_clear_floor": true @@ -100,16 +111,40 @@ 10, 23, 24, - 25 + 25, + 30 ], - "pd_min": 0.056869, - "pd_max": 0.237992, - "pd_mean": 0.10697, - "n_above_noise_floor": 14, + "pd_min": 0.052954, + "pd_max": 0.224577, + "pd_mean": 0.097142, + "n_above_noise_floor": 15, "all_above_noise_floor": true }, { "cluster": 1, + "members": [ + 26, + 27, + 28, + 29, + 32, + 33, + 37, + 38, + 39, + 40, + 41, + 46, + 47 + ], + "pd_min": 0.027, + "pd_max": 0.56763, + "pd_mean": 0.291044, + "n_above_noise_floor": 13, + "all_above_noise_floor": true + }, + { + "cluster": 2, "members": [ 11, 12, @@ -119,36 +154,32 @@ 16, 17, 18, - 26, - 27, - 32, 35, - 36, - 37 + 36 ], - "pd_min": 0.074429, - "pd_max": 0.58605, - "pd_mean": 0.230794, - "n_above_noise_floor": 14, + "pd_min": 0.069394, + "pd_max": 0.224577, + "pd_mean": 0.115949, + "n_above_noise_floor": 10, "all_above_noise_floor": true }, { - "cluster": 2, + "cluster": 3, "members": [ 19, 20, 21, 22, - 28, - 29, - 30, 31, - 33, - 34 + 34, + 42, + 43, + 44, + 45 ], - "pd_min": 0.027, - "pd_max": 0.237992, - "pd_mean": 0.097131, + "pd_min": 0.052954, + "pd_max": 0.224577, + "pd_mean": 0.07998, "n_above_noise_floor": 10, "all_above_noise_floor": true } @@ -175,17 +206,42 @@ 10, 23, 24, - 25 + 25, + 30 ], - "qubits": 14, - "entanglers": 91, - "approx_two_qubit_gates_pretranspile": 182, - "entanglement_depth_pretranspile": 39, - "target_within_abs_corr": 0.3647, - "target_pd_mean": 0.107 + "qubits": 15, + "entanglers": 105, + "approx_two_qubit_gates_pretranspile": 210, + "entanglement_depth_pretranspile": 51, + "target_within_abs_corr": 0.3378, + "target_pd_mean": 0.0971 }, { "cluster": 1, + "members": [ + 26, + 27, + 28, + 29, + 32, + 33, + 37, + 38, + 39, + 40, + 41, + 46, + 47 + ], + "qubits": 13, + "entanglers": 77, + "approx_two_qubit_gates_pretranspile": 154, + "entanglement_depth_pretranspile": 33, + "target_within_abs_corr": 0.1189, + "target_pd_mean": 0.291 + }, + { + "cluster": 2, "members": [ 11, 12, @@ -195,40 +251,36 @@ 16, 17, 18, - 26, - 27, - 32, 35, - 36, - 37 + 36 ], - "qubits": 14, - "entanglers": 91, - "approx_two_qubit_gates_pretranspile": 182, - "entanglement_depth_pretranspile": 44, - "target_within_abs_corr": 0.2526, - "target_pd_mean": 0.2308 + "qubits": 10, + "entanglers": 45, + "approx_two_qubit_gates_pretranspile": 90, + "entanglement_depth_pretranspile": 20, + "target_within_abs_corr": 0.3478, + "target_pd_mean": 0.1159 }, { - "cluster": 2, + "cluster": 3, "members": [ 19, 20, 21, 22, - 28, - 29, - 30, 31, - 33, - 34 + 34, + 42, + 43, + 44, + 45 ], "qubits": 10, - "entanglers": 45, - "approx_two_qubit_gates_pretranspile": 90, - "entanglement_depth_pretranspile": 27, - "target_within_abs_corr": 0.1363, - "target_pd_mean": 0.0971 + "entanglers": 36, + "approx_two_qubit_gates_pretranspile": 72, + "entanglement_depth_pretranspile": 23, + "target_within_abs_corr": 0.1193, + "target_pd_mean": 0.08 } ], "reference": "full-network Gaussian-copula joint fit to the STRESSED target correlation", @@ -250,65 +302,138 @@ 10, 23, 24, - 25 + 25, + 30 ], "backend": "ibm_boston", - "job_id": "d8ibcqpe8nrc73bi4ha0", + "job_id": "d8icv966983c73ds0fa0", "shots": 200000, "shot_batches": [ 100000, 100000 ], "n_jobs": 2, - "circuit_depth": 751, - "two_qubit_gates": 478, + "circuit_depth": 941, + "two_qubit_gates": 624, "circuit_operations": { - "sx": 946, - "rz": 604, - "cz": 478, - "x": 76, - "measure": 14, + "sx": 1244, + "rz": 763, + "cz": 624, + "x": 71, + "measure": 15, "barrier": 1 }, - "marginal_rmse_vs_target": 0.23834, + "marginal_rmse_vs_target": 0.26105, "observed_marginals": [ - 0.20328, - 0.12323, - 0.25176, - 0.34325, - 0.29998, - 0.28209, - 0.32809, - 0.32889, - 0.31824, - 0.34005, - 0.36978, - 0.38672, - 0.4244, - 0.43201 + 0.13983, + 0.17369, + 0.21203, + 0.21954, + 0.30928, + 0.34597, + 0.38005, + 0.21913, + 0.39293, + 0.26865, + 0.30765, + 0.45673, + 0.46188, + 0.38667, + 0.46715 ], "target_marginals": [ - 0.07443, - 0.07443, - 0.23799, - 0.23799, - 0.23799, - 0.07443, - 0.07443, - 0.07443, - 0.07443, - 0.07443, - 0.07443, - 0.05687, - 0.05687, - 0.07443 + 0.06939, + 0.06939, + 0.22458, + 0.22458, + 0.22458, + 0.06939, + 0.06939, + 0.06939, + 0.06939, + 0.06939, + 0.06939, + 0.05295, + 0.05295, + 0.06939, + 0.05295 ], - "target_within_abs_corr": 0.3647, - "observed_within_abs_corr": 0.1368, - "samples_file": "cluster0_ibm_boston_d8ibcqpe8nrc73bi4ha0.npz" + "target_within_abs_corr": 0.3378, + "observed_within_abs_corr": 0.0924, + "samples_file": "cluster0_ibm_boston_d8icv966983c73ds0fa0.npz" }, { "cluster": 1, + "members": [ + 26, + 27, + 28, + 29, + 32, + 33, + 37, + 38, + 39, + 40, + 41, + 46, + 47 + ], + "backend": "ibm_boston", + "job_id": "d8icvru6983c73ds0fr0", + "shots": 200000, + "shot_batches": [ + 100000, + 100000 + ], + "n_jobs": 2, + "circuit_depth": 616, + "two_qubit_gates": 408, + "circuit_operations": { + "sx": 799, + "rz": 468, + "cz": 408, + "x": 62, + "measure": 13, + "barrier": 1 + }, + "marginal_rmse_vs_target": 0.19092, + "observed_marginals": [ + 0.52589, + 0.52389, + 0.14194, + 0.12582, + 0.36004, + 0.41642, + 0.56395, + 0.34724, + 0.46243, + 0.40442, + 0.40757, + 0.49216, + 0.55897 + ], + "target_marginals": [ + 0.56763, + 0.56763, + 0.05295, + 0.027, + 0.22458, + 0.22458, + 0.56763, + 0.06939, + 0.05295, + 0.22458, + 0.06939, + 0.56763, + 0.56763 + ], + "target_within_abs_corr": 0.1189, + "observed_within_abs_corr": 0.0733, + "samples_file": "cluster1_ibm_boston_d8icvru6983c73ds0fr0.npz" + }, + { + "cluster": 2, "members": [ 11, 12, @@ -318,183 +443,171 @@ 16, 17, 18, - 26, - 27, - 32, 35, - 36, - 37 + 36 ], "backend": "ibm_boston", - "job_id": "d8ibddc2upec739m0t80", + "job_id": "d8id0ee6983c73ds0ge0", "shots": 200000, "shot_batches": [ 100000, 100000 ], "n_jobs": 2, - "circuit_depth": 702, - "two_qubit_gates": 459, + "circuit_depth": 390, + "two_qubit_gates": 222, "circuit_operations": { - "sx": 928, - "rz": 601, - "cz": 459, - "x": 62, - "measure": 14, + "sx": 437, + "rz": 318, + "cz": 222, + "x": 31, + "measure": 10, "barrier": 1 }, - "marginal_rmse_vs_target": 0.14276, + "marginal_rmse_vs_target": 0.09012, "observed_marginals": [ - 0.14414, - 0.18427, - 0.24857, - 0.2381, - 0.14731, - 0.1795, - 0.1496, - 0.15809, - 0.59491, - 0.62245, - 0.44346, - 0.45585, - 0.42132, - 0.68729 + 0.09837, + 0.20142, + 0.16369, + 0.15645, + 0.14395, + 0.14346, + 0.1471, + 0.14871, + 0.31358, + 0.26243 ], "target_marginals": [ - 0.07443, - 0.23799, - 0.23799, - 0.07443, - 0.07443, - 0.07443, - 0.07443, - 0.07443, - 0.58605, - 0.58605, - 0.23799, - 0.23799, - 0.07443, - 0.58605 + 0.06939, + 0.22458, + 0.22458, + 0.06939, + 0.06939, + 0.06939, + 0.06939, + 0.06939, + 0.22458, + 0.06939 ], - "target_within_abs_corr": 0.2526, - "observed_within_abs_corr": 0.1082, - "samples_file": "cluster1_ibm_boston_d8ibddc2upec739m0t80.npz" + "target_within_abs_corr": 0.3478, + "observed_within_abs_corr": 0.2026, + "samples_file": "cluster2_ibm_boston_d8id0ee6983c73ds0ge0.npz" }, { - "cluster": 2, + "cluster": 3, "members": [ 19, 20, 21, 22, - 28, - 29, - 30, 31, - 33, - 34 + 34, + 42, + 43, + 44, + 45 ], "backend": "ibm_boston", - "job_id": "d8ibe3k2upec739m0tu0", + "job_id": "d8id1042upec739m2tlg", "shots": 200000, "shot_batches": [ 100000, 100000 ], "n_jobs": 2, - "circuit_depth": 455, - "two_qubit_gates": 211, + "circuit_depth": 315, + "two_qubit_gates": 148, "circuit_operations": { - "sx": 411, - "rz": 264, - "cz": 211, - "x": 33, + "sx": 285, + "rz": 206, + "cz": 148, + "x": 30, "measure": 10, "barrier": 1 }, - "marginal_rmse_vs_target": 0.15975, + "marginal_rmse_vs_target": 0.11284, "observed_marginals": [ - 0.18524, - 0.11208, - 0.10926, - 0.28889, - 0.26754, - 0.08192, - 0.25996, - 0.29624, - 0.34921, - 0.35618 + 0.12975, + 0.09278, + 0.08935, + 0.25595, + 0.11039, + 0.20244, + 0.1629, + 0.2858, + 0.25277, + 0.09817 ], "target_marginals": [ - 0.07443, - 0.07443, - 0.07443, - 0.23799, - 0.05687, - 0.027, - 0.05687, - 0.05687, - 0.23799, - 0.07443 + 0.06939, + 0.06939, + 0.06939, + 0.22458, + 0.05295, + 0.06939, + 0.05295, + 0.05295, + 0.06939, + 0.06939 ], - "target_within_abs_corr": 0.1363, - "observed_within_abs_corr": 0.1794, - "samples_file": "cluster2_ibm_boston_d8ibe3k2upec739m0tu0.npz" + "target_within_abs_corr": 0.1193, + "observed_within_abs_corr": 0.1699, + "samples_file": "cluster3_ibm_boston_d8id1042upec739m2tlg.npz" } ], - "fitted_beta": 0.999, - "target_cross_corr": 0.17806, - "achieved_cross_corr": 0.17096, + "fitted_beta": 0.90534, + "target_cross_corr": 0.15359, + "achieved_cross_corr": 0.15513, "n_reconciled_samples": 200000, "cascade_severe": { - "severe_threshold_count": 19, + "severe_threshold_count": 24, "severe_fraction": 0.5, "reference": { - "p_severe": 0.1455, - "mean_cascade_count": 7.9893 + "p_severe": 0.0915, + "mean_cascade_count": 8.9232 }, "reconciled": { - "p_severe": 0.33825, - "mean_cascade_count": 16.4155 + "p_severe": 0.255, + "mean_cascade_count": 18.3807 }, "independent": { - "p_severe": 0.28575, - "mean_cascade_count": 16.1028 + "p_severe": 0.1845, + "mean_cascade_count": 17.744 } }, "diagnostics": { "reference": { - "cross_cluster_corr": 0.1771120440870111, - "joint_tail_excess": 0.04669997236342463, - "mean_default_count": 5.70266, - "cascade_count_cvar": 33.01027397260274, - "mean_cascade_count": 7.98925 + "cross_cluster_corr": 0.1547396811553593, + "joint_tail_excess": 0.03553999975592758, + "mean_default_count": 7.2281, + "cascade_count_cvar": 42.2841726618705, + "mean_cascade_count": 8.92325 }, "reconciled": { - "marginal_rmse_vs_ref": 0.18723870840102538, - "cross_cluster_corr": 0.1709591978528049, - "cross_cluster_corr_abs_err_vs_ref": 0.0061528462342062, - "count_tv_vs_ref": 0.43557999999999997, - "count_kl_vs_ref": 0.7951910325424851, - "tail_count_l1_vs_ref": 0.12186999999999999, - "joint_tail_excess": 0.1594438877620111, - "joint_tail_excess_abs_err_vs_ref": 0.11274391539858647, - "cascade_count_cvar": 35.43953488372093, - "cascade_count_cvar_abs_err_vs_ref": 2.4292609111181918, - "mean_cascade_count": 16.4155 + "marginal_rmse_vs_ref": 0.18786785671023085, + "cross_cluster_corr": 0.15513028967054038, + "cross_cluster_corr_abs_err_vs_ref": 0.000390608515181079, + "count_tv_vs_ref": 0.394955, + "count_kl_vs_ref": 0.4629806720001415, + "tail_count_l1_vs_ref": 0.08770499999999999, + "joint_tail_excess": 0.1226192058399118, + "joint_tail_excess_abs_err_vs_ref": 0.08707920608398423, + "cascade_count_cvar": 44.63711911357341, + "cascade_count_cvar_abs_err_vs_ref": 2.3529464517029126, + "mean_cascade_count": 18.38075 }, "independent": { - "marginal_rmse_vs_ref": 0.18742097058704363, - "cross_cluster_corr": -0.0003111972247443653, - "cross_cluster_corr_abs_err_vs_ref": 0.17742324131175546, - "count_tv_vs_ref": 0.60219, - "count_kl_vs_ref": 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08c1f0f..72f32f4 100644 Binary files a/outputs/real_cluster_mixture_stress_hw/reconciled_global_stress.npz and b/outputs/real_cluster_mixture_stress_hw/reconciled_global_stress.npz differ diff --git a/outputs/real_cluster_mixture_stress_hw/stressed_spec.json b/outputs/real_cluster_mixture_stress_hw/stressed_spec.json index 1a5b90f..1af33b9 100644 --- a/outputs/real_cluster_mixture_stress_hw/stressed_spec.json +++ b/outputs/real_cluster_mixture_stress_hw/stressed_spec.json @@ -37,7 +37,17 @@ "Toyota Motor", "Volkswagen", "Siemens", - "Petrobras" + "Petrobras", + "Industrial & Commercial Bank of China", + "DBS Group", + "ICICI Bank", + "KB Financial Group", + "Commonwealth Bank of Australia", + "Westpac Banking Corp", + "Al Rajhi Bank", + "Qatar National Bank", + "Standard Bank Group", + "FirstRand" ], "node_types": [ "bank", @@ -77,1130 +87,1430 @@ "corporate", "corporate", "corporate", - "corporate" + "corporate", + "bank", + "bank", + "bank", + "bank", + "bank", + "bank", + "bank", + 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+ 0.1338940000000001, + 0.14721999999999974, + 0.13939299999999893, + 0.03920999999999972, + -0.019778000000000222, + 0.11938899999999988, 1.0 ] ], @@ -3216,39 +5016,49 @@ "community_0", "community_0", "community_0", - "community_1", - "community_1", - "community_1", - "community_1", - "community_1", - "community_1", - "community_1", - "community_1", "community_2", "community_2", "community_2", "community_2", + "community_2", + "community_2", + "community_2", + "community_2", + "community_3", + "community_3", + "community_3", + "community_3", "community_0", "community_0", "community_0", - "community_3", - "community_3", "community_4", "community_4", - "community_3", - "community_4", + "community_1", + "community_1", "community_4", + "community_1", + "community_1", "community_0", - "community_2", + "community_3", + "community_1", + "community_1", + "community_4", + "community_1", "community_1", "community_1", - "community_3" + "community_1", + "community_1", + "community_1", + "community_1", + "community_0", + "community_1", + "community_1" ], "metadata": { "name": "Bank exposure network (real anchor) -- 2008 stress (mean PD 15%)", "correlation_space": "latent_gaussian", "source": "Real anchor: roster of large banks + non-financial corporates (data/external/banks/gsib_roster.csv). Marginals: Moody's Corporate Default & Recovery Rates 1920-2004, Exhibit 17 (whole-letter, Year-1). Correlation: Yahoo Finance daily adjusted close, log-return correlation (2021-06-01..2024-06-01).", - "content_hash": "fd2eb8b2af61d2771416f1f169506d78b2f92604f15bf32ac01ebe3ba55ad855", + "content_hash": "952a8bbcd5b9770d9827a687e7c7d23b2542517fca54b764fc4d20ad4cb8d965", "reconstruction_method": "max_entropy+risk_adjusted", "reconstruction_params": { "single_counterparty_cap_frac": 0.25, @@ -3267,18 +5077,18 @@ "reconstruction_method": "max_entropy", "cluster_threshold": 0.0, "correlation_space": "latent_gaussian", - "n_nodes": 38, + "n_nodes": 48, "n_corporates": 10, - "n_financials": 28, + "n_financials": 38, "n_communities": 5, - "modularity": 0.0301, - "cluster_mean_ari": 0.846, - "cluster_min_ari": 0.7975, + "modularity": 0.0255, + "cluster_mean_ari": 0.6755, + "cluster_min_ari": 0.4734, "cluster_stable": true, "equity_window": "2021-06-01..2024-06-01", - "equity_n_obs": 755, + "equity_n_obs": 556, "edge_channels": "lgd_recovery|maturity_rollover|wrong_way|substitutability", - "effective_to_notional_ratio": 0.8963, + "effective_to_notional_ratio": 0.8684, "rollover_beta": 0.6, "rollover_tau": 1.0, "wrong_way_gamma": 0.5, @@ -3322,7 +5132,17 @@ "TM", "VWAGY", "SIEGY", - "PBR" + "PBR", + "ICBC", + "DBS", + "ICICI", + "KB", + "CBA", + "WBC", + "RJHI", + "QNB", + "SBK", + "FSR" ], "ratings": [ "A-", @@ -3362,7 +5182,17 @@ "A+", "BBB+", "A+", - "BB" + "BB", + "A", + "AA-", + "BBB-", + "A+", + "AA-", + "AA-", + "A-", + "A+", + "BB-", + "BB-" ], "regions": [ "US", @@ -3402,7 +5232,17 @@ "JP", "EU", "EU", - "LATAM" + "LATAM", + "APAC", + "APAC", + "APAC", + "APAC", + "OCEANIA", + "OCEANIA", + "MEA", + "MEA", + "AFRICA", + "AFRICA" ], "business_types": [ "universal", @@ -3442,7 +5282,17 @@ "automotive", "automotive", "industrial", - "energy" + "energy", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal", + "universal" ], "n_communities": 5, "feature_schema": { @@ -3576,15 +5426,15 @@ "anchor": "Moody's GFC-peak default rates (all-corporate ~5%, speculative-grade ~13%, long-run all-rated 1.48-1.79%) + FRED BAA-AAA spread GFC/calm multiplier ~3.85x", "target_mean_pd": 0.15, "crisis_floor": 0.027, - "logit_shift": 4.609529, + "logit_shift": 4.534058, "gfc_spread_multiplier": 3.85, - "baseline_mean_pd": 0.002332, + "baseline_mean_pd": 0.002594, "stressed_mean_pd": 0.15, "stressed_min_pd": 0.027, - "stressed_max_pd": 0.58605, + "stressed_max_pd": 0.56763, "noise_floor": 0.027, - "n_entities": 38, - "n_above_noise_floor": 38, + "n_entities": 48, + "n_above_noise_floor": 48, "n_below_noise_floor": 0, "correlation_unchanged": true, "ordering_preserved": true, diff --git a/scripts/analyze_entity_scenario_vs_hardware.py b/scripts/analyze_entity_scenario_vs_hardware.py index d7f5e62..02edfac 100644 --- a/scripts/analyze_entity_scenario_vs_hardware.py +++ b/scripts/analyze_entity_scenario_vs_hardware.py @@ -59,7 +59,7 @@ # --------------------------------------------------------------------------- io def load_legend() -> list[dict]: - """qubit -> entity metadata, ordered by qubit index 0..37.""" + """qubit -> entity metadata, ordered by qubit index 0..n-1.""" rows = [] with LEGEND_CSV.open() as fh: for r in csv.DictReader(fh): @@ -372,7 +372,10 @@ def write_figure(legend, data, hw, baseline_target, stressed_target, conn) -> No n = len(legend) names = [r["ticker"] for r in legend] clusters = np.array([r["cluster"] for r in legend]) - cluster_colors = np.array(["#1f77b4", "#ff7f0e", "#2ca02c"]) + # one colour per cluster, sized to the actual k (tab10 cycles for any partition) + import matplotlib.cm as cm + k = int(clusters.max()) + 1 + cluster_colors = np.array([cm.tab10(i % 10) for i in range(k)]) x = np.arange(n) fig, axes = plt.subplots(3, 1, figsize=(16, 13)) diff --git a/scripts/analyze_real_cluster_mixture_stress_hw.py b/scripts/analyze_real_cluster_mixture_stress_hw.py index fb57508..eb7be21 100644 --- a/scripts/analyze_real_cluster_mixture_stress_hw.py +++ b/scripts/analyze_real_cluster_mixture_stress_hw.py @@ -1,31 +1,30 @@ -"""Comparative error/fidelity analysis: did the STRESS regime make the REAL 38-entity +"""Comparative error/fidelity analysis: did the STRESS regime make the REAL exposure network measurable on hardware? -Consumes three already-completed runs (NO QPU time, NO network here) on the SAME 3-cluster -partition (14/14/10), 200k shots/cluster, ibm_boston: +Consumes the completed runs (NO QPU time, NO network here) on the persisted partition, +200k shots/cluster, ibm_boston: - 1. BASELINE-HW outputs/real_cluster_mixture_hw/ (real ~0.2% PDs, all below the - ~2.7% device noise floor) - 2. STRESS sim-preview outputs/real_cluster_mixture_stress/ (exact statevector, 2008-calibrated - ~15% mean PDs -- the faithful target) - 3. STRESS-HW outputs/real_cluster_mixture_stress_hw/ (same stressed spec on ibm_boston) + * STRESS-HW outputs/real_cluster_mixture_stress_hw/ (stressed spec on ibm_boston) + * STRESS sim-preview outputs/real_cluster_mixture_stress/ (exact statevector, the faithful + target the hardware should match) + * BASELINE-HW outputs/real_cluster_mixture_hw/ (OPTIONAL un-stressed faithful run; + the before/after section is emitted + only if this run matches the current + network size n) + +The size (n), cluster count (k) and "severe" threshold are all read from the stress-HW run, so +this works for any partition -- not just the original 38-entity / k=3 / severe>=19 case. It answers, quantitatively and bluntly: 1. ERROR/FIDELITY of stressed-HW vs its loaded target (per-cluster + overall marginal RMSE/TV, within-cluster |corr| recovery, cross-cluster corr recovery, default-count TV), and the - decoherence bias (upward pull of marginals toward 0.5) related to circuit depth / 2q-gate - count. - 2. THE KEY BEFORE/AFTER: stressed-HW vs BASELINE-HW. Does lifting the signal above the noise - floor recover the ORDERING of marginals (Spearman rank corr vs target, per cluster + - global, for BOTH runs) even when magnitudes stay biased? Correlations and downstream - cascade tail risk, before vs after. + decoherence bias (upward pull of marginals toward 0.5) related to circuit depth / 2q-gates. + 2. (optional) BEFORE/AFTER vs BASELINE-HW -- only when a size-matched baseline run is present. 3. GROUND-TRUTH framing: stressed-HW vs sim-preview vs reference on cascade tail risk - (P(severe)/CVaR/mean cascade count). Where does hardware land vs the faithful simulation? + (P(severe)/CVaR/mean cascade count). -Reuses the repo's metrics (``_binary_corr``/``_mean_cross_block``/``default_count_distribution``/ -``total_variation``) and the diagnostics already serialized in the run reports + the reconciled -global sample NPZs. Writes analysis_stress_comparison.{json,txt,png} into the stressed-HW dir. +Writes analysis_stress_comparison.{json,txt,png} into the stressed-HW dir. """ from __future__ import annotations @@ -68,7 +67,6 @@ def per_cluster_fidelity(report: dict, run_tag: str) -> list[dict]: tgt = np.asarray(hw["target_marginals"], dtype=float) tgt_corr = float(hw["target_within_abs_corr"]) obs_corr = float(hw["observed_within_abs_corr"]) - # Spearman rank correlation of observed vs target marginals -- is the ORDERING recovered? if np.ptp(tgt) > 0 and np.ptp(obs) > 0: rho = float(spearmanr(obs, tgt).statistic) else: @@ -93,10 +91,7 @@ def per_cluster_fidelity(report: dict, run_tag: str) -> list[dict]: "within_corr_recovery_fraction": ( round(obs_corr / tgt_corr, 4) if tgt_corr > 0 else float("nan") ), - # decoherence: how far the device pulled marginals toward the 0.5 max-mixed state. - # 0 = pure (0/1), 0.5 = fully mixed. Reported as the mean over the cluster. "marginal_mix_pull": round(float(np.mean(0.5 - np.abs(obs - 0.5))), 5), - # signed marginal bias (obs - target): positive = upward pull toward 0.5. "marginal_signed_bias": round(float(np.mean(obs - tgt)), 5), }) return rows @@ -124,14 +119,25 @@ def count_tv_between(a: np.ndarray, b: np.ndarray, n: int) -> float: def main() -> None: - base_report = json.loads((BASE_DIR / "real_hardware_run_report.json").read_text()) stress_report = json.loads((STRESS_DIR / "real_stress_hardware_run_report.json").read_text()) sim_report = json.loads((SIM_DIR / "stress_preview_report.json").read_text()) n = int(stress_report["n"]) labels = np.asarray(stress_report["labels"], dtype=int) + cluster_sizes = list(stress_report["cluster_sizes"]) + k = len(cluster_sizes) + severe_thr = int(stress_report.get("cascade_severe", {}).get("severe_threshold_count", + int(np.ceil(0.5 * n)))) + + # Optional baseline-HW: only used if it is the SAME network size (else it is a stale run on a + # different roster and the before/after comparison would be apples-to-oranges). + base_report = None + base_path = BASE_DIR / "real_hardware_run_report.json" + if base_path.exists(): + candidate = json.loads(base_path.read_text()) + if int(candidate.get("n", -1)) == n: + base_report = candidate - # reconciled global sample matrices (reconciled / independent / reference) for each run stress_npz = np.load(STRESS_DIR / "reconciled_global_stress.npz") sim_npz = np.load(SIM_DIR / "reconciled_global_stress.npz") @@ -142,82 +148,58 @@ def main() -> None: stress_overall = overall_marginal(stress_report) stress_overall["mean_within_corr_recovery_fraction"] = round(float(np.nanmean( [r["within_corr_recovery_fraction"] for r in stress_pc])), 4) - # cross-cluster correlation recovery: achieved/target from the reconciled global samples stress_cross_obs = _mean_cross_block(_binary_corr(stress_npz["reconciled"]), labels) stress_cross_ref = _mean_cross_block(_binary_corr(stress_npz["reference"]), labels) stress_overall["cross_cluster_corr_reconciled"] = round(float(stress_cross_obs), 5) stress_overall["cross_cluster_corr_reference"] = round(float(stress_cross_ref), 5) stress_overall["cross_cluster_corr_recovery_fraction"] = round( - float(stress_cross_obs / stress_cross_ref), 4) - # default-count TV of stress-HW reconciled vs its faithful sim-preview & vs reference + float(stress_cross_obs / stress_cross_ref), 4) if stress_cross_ref else float("nan") stress_overall["count_tv_hw_vs_simpreview"] = round( count_tv_between(stress_npz["reconciled"], sim_npz["reconciled"], n), 5) stress_overall["count_tv_hw_vs_reference"] = round( count_tv_between(stress_npz["reconciled"], stress_npz["reference"], n), 5) # ===================================================================== - # 2. KEY BEFORE/AFTER: stress-HW vs BASELINE-HW + # 2. (optional) BEFORE/AFTER vs size-matched BASELINE-HW # ===================================================================== - base_pc = per_cluster_fidelity(base_report, "baseline_hw") - base_overall = overall_marginal(base_report) - base_overall["mean_within_corr_recovery_fraction"] = round(float(np.nanmean( - [r["within_corr_recovery_fraction"] for r in base_pc])), 4) - base_cross_obs = base_report["diagnostics"]["reconciled"]["cross_cluster_corr"] - base_cross_ref = base_report["diagnostics"]["reference"]["cross_cluster_corr"] - base_overall["cross_cluster_corr_reconciled"] = round(float(base_cross_obs), 5) - base_overall["cross_cluster_corr_reference"] = round(float(base_cross_ref), 5) - base_overall["cross_cluster_corr_recovery_fraction"] = round( - float(base_cross_obs / base_cross_ref), 4) - - before_after = { - "marginal_rmse_vs_target": { - "baseline_hw": base_overall["marginal_rmse_vs_target"], - "stress_hw": stress_overall["marginal_rmse_vs_target"], - }, - "marginal_spearman_vs_target_global": { - "baseline_hw": base_overall["marginal_spearman_vs_target_global"], - "stress_hw": stress_overall["marginal_spearman_vs_target_global"], - }, - "marginal_spearman_per_cluster": { - "baseline_hw": [r["marginal_spearman_vs_target"] for r in base_pc], - "stress_hw": [r["marginal_spearman_vs_target"] for r in stress_pc], - }, - "mean_within_corr_recovery_fraction": { - "baseline_hw": base_overall["mean_within_corr_recovery_fraction"], - "stress_hw": stress_overall["mean_within_corr_recovery_fraction"], - }, - "within_corr_recovery_per_cluster": { - "baseline_hw": [r["within_corr_recovery_fraction"] for r in base_pc], - "stress_hw": [r["within_corr_recovery_fraction"] for r in stress_pc], - }, - "cross_cluster_corr_recovery_fraction": { - "baseline_hw": base_overall["cross_cluster_corr_recovery_fraction"], - "stress_hw": stress_overall["cross_cluster_corr_recovery_fraction"], - }, - } - - # downstream cascade tail risk, before/after, from each report's own diagnostics block - def tail(report: dict) -> dict: - d = report["diagnostics"] - sev = report.get("cascade_severe", {}) - return { - "p_severe_reference": round(float(sev.get("reference", {}).get("p_severe", float("nan"))), 5), - "p_severe_reconciled": round(float(sev.get("reconciled", {}).get("p_severe", float("nan"))), 5), - "p_severe_independent": round(float(sev.get("independent", {}).get("p_severe", float("nan"))), 5), - "cvar_reference": round(float(d["reference"]["cascade_count_cvar"]), 4), - "cvar_reconciled": round(float(d["reconciled"]["cascade_count_cvar"]), 4), - "cvar_independent": round(float(d["independent"]["cascade_count_cvar"]), 4), - "mean_cascade_reference": round(float(d["reference"]["mean_cascade_count"]), 4), - "mean_cascade_reconciled": round(float(d["reconciled"]["mean_cascade_count"]), 4), - "mean_cascade_independent": round(float(d["independent"]["mean_cascade_count"]), 4), - "count_tv_reconciled_vs_ref": round(float(d["reconciled"]["count_tv_vs_ref"]), 5), + before_after = None + cascade_before_after = None + base_pc = None + base_overall = None + if base_report is not None: + base_pc = per_cluster_fidelity(base_report, "baseline_hw") + base_overall = overall_marginal(base_report) + base_overall["mean_within_corr_recovery_fraction"] = round(float(np.nanmean( + [r["within_corr_recovery_fraction"] for r in base_pc])), 4) + base_cross_obs = base_report["diagnostics"]["reconciled"]["cross_cluster_corr"] + base_cross_ref = base_report["diagnostics"]["reference"]["cross_cluster_corr"] + base_overall["cross_cluster_corr_recovery_fraction"] = round( + float(base_cross_obs / base_cross_ref), 4) if base_cross_ref else float("nan") + before_after = { + "marginal_rmse_vs_target": { + "baseline_hw": base_overall["marginal_rmse_vs_target"], + "stress_hw": stress_overall["marginal_rmse_vs_target"]}, + "marginal_spearman_vs_target_global": { + "baseline_hw": base_overall["marginal_spearman_vs_target_global"], + "stress_hw": stress_overall["marginal_spearman_vs_target_global"]}, + "mean_within_corr_recovery_fraction": { + "baseline_hw": base_overall["mean_within_corr_recovery_fraction"], + "stress_hw": stress_overall["mean_within_corr_recovery_fraction"]}, + "cross_cluster_corr_recovery_fraction": { + "baseline_hw": base_overall["cross_cluster_corr_recovery_fraction"], + "stress_hw": stress_overall["cross_cluster_corr_recovery_fraction"]}, } - cascade_before_after = { - "baseline_hw": tail(base_report), - "stress_hw": tail(stress_report), - "sim_preview": tail(sim_report), - } + def tail(report: dict) -> dict: + d = report["diagnostics"] + sev = report.get("cascade_severe", {}) + return { + "cvar_reconciled": round(float(d["reconciled"]["cascade_count_cvar"]), 4), + "mean_cascade_reconciled": round(float(d["reconciled"]["mean_cascade_count"]), 4), + "count_tv_reconciled_vs_ref": round(float(d["reconciled"]["count_tv_vs_ref"]), 5), + } + cascade_before_after = {"baseline_hw": tail(base_report), "stress_hw": tail(stress_report), + "sim_preview": tail(sim_report)} # ===================================================================== # 3. GROUND-TRUTH framing: stress-HW vs sim-preview vs reference @@ -254,163 +236,141 @@ def tail(report: dict) -> dict: } analysis = { - "title": "Stress-regime hardware comparative analysis (REAL 38-entity network)", + "title": f"Stress-regime hardware comparative analysis (REAL {n}-entity network)", "backend": stress_report["backend"], - "partition": {"cluster_sizes": stress_report["cluster_sizes"], "n": n}, + "partition": {"cluster_sizes": cluster_sizes, "n": n, "k": k}, + "severe_threshold_count": severe_thr, "noise_floor": NOISE_FLOOR, + "baseline_hw_available": base_report is not None, "regimes": { - "baseline_hw": "real PDs (~0.2% mean), all 38 below 2.7% floor", - "stress_hw": "2008-calibrated PDs (~15% mean), all 38 above floor", + "stress_hw": f"2008-calibrated PDs (~15% mean), all {n} above the {NOISE_FLOOR} floor", "sim_preview": "exact statevector on the stressed spec (faithful target)", + "baseline_hw": ("size-matched un-stressed faithful run" if base_report is not None + else "absent / size-mismatched -- before/after section omitted"), }, - "1_stress_hw_fidelity": { - "per_cluster": stress_pc, - "overall": stress_overall, - }, - "2_before_after_baseline_vs_stress": { - "baseline_per_cluster": base_pc, - "stress_per_cluster": stress_pc, - "summary": before_after, - "cascade_tail_risk": cascade_before_after, - }, + "1_stress_hw_fidelity": {"per_cluster": stress_pc, "overall": stress_overall}, "3_ground_truth_framing": ground_truth, } + if before_after is not None: + analysis["2_before_after_baseline_vs_stress"] = { + "baseline_per_cluster": base_pc, "stress_per_cluster": stress_pc, + "summary": before_after, "cascade_tail_risk": cascade_before_after} (STRESS_DIR / "analysis_stress_comparison.json").write_text(json.dumps(analysis, indent=2)) # ===================================================================== # written summary # ===================================================================== - def fmt_pc(rows): - out = [] - for r in rows: - out.append( - f" {r['cluster']} {r['qubits']:>2} {r['transpiled_2q_gates']:>4} " - f"{r['transpiled_depth']:>4} | {r['target_marg_mean']:>7.4f} " - f"{r['obs_marg_mean']:>7.4f} {r['marginal_rmse_vs_target']:>6.3f} | " - f"{r['marginal_spearman_vs_target']:>6.2f} | " - f"{r['target_within_abs_corr']:>6.3f} {r['obs_within_abs_corr']:>6.3f} " - f"{r['within_corr_recovery_fraction'] if r['within_corr_recovery_fraction']==r['within_corr_recovery_fraction'] else float('nan'):>5.0%}" - ) - return "\n".join(out) - - ba = before_after - ca = cascade_before_after + so = stress_overall gt = ground_truth + # decoherence-vs-depth, data-driven: name the deepest and shallowest blocks + deepest = max(stress_pc, key=lambda r: r["transpiled_depth"]) + shallowest = min(stress_pc, key=lambda r: r["transpiled_depth"]) lines = [] - lines.append("REAL 38-ENTITY HARDWARE -- STRESS vs BASELINE COMPARATIVE ANALYSIS") + lines.append(f"REAL {n}-ENTITY HARDWARE -- STRESS-REGIME COMPARATIVE ANALYSIS") lines.append("=" * 68) - lines.append("Backend: ibm_boston | 200,000 shots/cluster | same 14/14/10 partition") - lines.append("BASELINE-HW: real ~0.2% PDs, all 38 below the 2.7% noise floor.") - lines.append("STRESS-HW: 2008-calibrated ~15% PDs, all 38 ABOVE the floor (SNR mean ~5.6).") + lines.append(f"Backend: {stress_report['backend']} | 200,000 shots/cluster | " + f"k={k} partition sizes {cluster_sizes}") + lines.append(f"STRESS-HW: 2008-calibrated ~15% PDs, all {n} ABOVE the {NOISE_FLOOR} floor " + f"(SNR mean ~{stress_report['loadability']['snr_mean']}).") lines.append("SIM-PREVIEW: exact statevector on the stressed spec = the faithful target.") + lines.append("REFERENCE: full-network Gaussian-copula joint on the stressed target.") + if base_report is None: + lines.append("BASELINE-HW: not reproduced for this network size -- before/after section omitted") + lines.append(" (run scripts/run_real_cluster_mixture_hardware.py to add it).") lines.append("Artifacts: analysis_stress_comparison.json (all numbers), .png, this file.") lines.append("") lines.append("BOTTOM LINE") lines.append("-----------") lines.append( - "Lifting the signal above the noise floor turned the real network from UNMEASURABLE " - "into a\nPARTIAL, structurally-meaningful hardware demonstration -- but NOT a " - "magnitude-faithful one.") + f"Lifting the signal above the noise floor makes the real {n}-entity network a PARTIAL, " + "structurally-meaningful\nhardware demonstration -- but NOT a magnitude-faithful one.") lines.append( - f"What stress BOUGHT us: the marginal ORDERING moves from noise to a genuinely positive " - f"rank signal\n(global Spearman vs target " - f"{ba['marginal_spearman_vs_target_global']['baseline_hw']:+.2f} baseline -> " - f"{ba['marginal_spearman_vs_target_global']['stress_hw']:+.2f} stress), and the " - f"within-cluster |corr| recovery becomes\nREAL rather than spurious " - f"({ba['mean_within_corr_recovery_fraction']['stress_hw']:.0%} of target on above-floor " - f"targets vs the baseline's noise-manufactured\ncorrelations on ~0 targets). The " - f"cross-cluster coupling is reconstructed " - f"({ba['cross_cluster_corr_recovery_fraction']['stress_hw']:.0%} of reference) -- but that " - f"is the\nclassical reconciler, not the device.") + f"Marginal ORDERING vs target: global Spearman {so['marginal_spearman_vs_target_global']:+.2f}; " + f"within-cluster |corr| recovery {so['mean_within_corr_recovery_fraction']:.0%} of target. " + f"Cross-cluster\ncoupling is reconstructed to {so['cross_cluster_corr_recovery_fraction']:.0%} " + "of reference -- but by the CLASSICAL reconciler, not the device.") lines.append( - f"What it did NOT buy: faithful marginal MAGNITUDES. Decoherence still pulls every qubit " - f"toward\n0.5, so the overall marginal RMSE vs target stays large " - f"({stress_overall['marginal_rmse_vs_target']:.3f}, mean signed\nbias " - f"{stress_overall['mean_signed_bias']:+.3f} = upward pull). The cascade tail is therefore " - f"HARDWARE-PERTURBED\n(overstated), not ground truth.") + f"What it did NOT buy: faithful MAGNITUDES. Decoherence pulls qubits toward 0.5, so overall " + f"marginal\nRMSE vs target stays large ({so['marginal_rmse_vs_target']:.3f}, mean signed bias " + f"{so['mean_signed_bias']:+.3f} = upward pull). The cascade tail\nis therefore " + "HARDWARE-PERTURBED (overstated), not ground truth.") lines.append("") lines.append("1. STRESS-HW ERROR/FIDELITY vs LOADED TARGET (decoherence vs depth)") lines.append("-" * 66) lines.append("cl qub 2q-gates depth | tgt_marg obs_marg RMSE | Spear | tgt|c| obs|c| recov") - lines.append(fmt_pc(stress_pc)) + for r in stress_pc: + rec = r["within_corr_recovery_fraction"] + rec = rec if rec == rec else float("nan") + lines.append( + f" {r['cluster']} {r['qubits']:>2} {r['transpiled_2q_gates']:>4} " + f"{r['transpiled_depth']:>4} | {r['target_marg_mean']:>7.4f} " + f"{r['obs_marg_mean']:>7.4f} {r['marginal_rmse_vs_target']:>6.3f} | " + f"{r['marginal_spearman_vs_target']:>6.2f} | " + f"{r['target_within_abs_corr']:>6.3f} {r['obs_within_abs_corr']:>6.3f} {rec:>5.0%}") lines.append( - f"overall: marginal RMSE {stress_overall['marginal_rmse_vs_target']:.3f}, " - f"TV {stress_overall['marginal_tv_vs_target']:.3f}, " - f"global Spearman {stress_overall['marginal_spearman_vs_target_global']:+.2f}, " - f"signed bias {stress_overall['mean_signed_bias']:+.3f}") + f"overall: marginal RMSE {so['marginal_rmse_vs_target']:.3f}, " + f"TV {so['marginal_tv_vs_target']:.3f}, " + f"global Spearman {so['marginal_spearman_vs_target_global']:+.2f}, " + f"signed bias {so['mean_signed_bias']:+.3f}") lines.append( - f" within-corr recovery {stress_overall['mean_within_corr_recovery_fraction']:.0%}, " - f"cross-cluster corr recovery " - f"{stress_overall['cross_cluster_corr_recovery_fraction']:.0%} " - f"({stress_overall['cross_cluster_corr_reconciled']:.3f} vs ref " - f"{stress_overall['cross_cluster_corr_reference']:.3f})") + f" within-corr recovery {so['mean_within_corr_recovery_fraction']:.0%}, " + f"cross-cluster corr recovery {so['cross_cluster_corr_recovery_fraction']:.0%} " + f"({so['cross_cluster_corr_reconciled']:.3f} vs ref " + f"{so['cross_cluster_corr_reference']:.3f})") lines.append( - f" default-count TV: HW vs sim-preview {stress_overall['count_tv_hw_vs_simpreview']:.3f}, " - f"HW vs reference {stress_overall['count_tv_hw_vs_reference']:.3f}") + f" default-count TV: HW vs sim-preview {so['count_tv_hw_vs_simpreview']:.3f}, " + f"HW vs reference {so['count_tv_hw_vs_reference']:.3f}") lines.append( "- Decoherence bias: mix-pull (0=pure,0.5=mixed) tracks depth -- " + ", ".join(f"c{r['cluster']}={r['marginal_mix_pull']:.2f}@d{r['transpiled_depth']}" - for r in stress_pc) - + ". The deepest 14q blocks (478/459 2q-gates) inflate most; " - "the 10q block (211 gates) leaks least.") + for r in stress_pc) + ".") + lines.append( + f" The deepest block (c{deepest['cluster']}, {deepest['qubits']}q, " + f"{deepest['transpiled_2q_gates']} 2q-gates, depth {deepest['transpiled_depth']}) inflates " + f"most; the shallowest (c{shallowest['cluster']}, depth {shallowest['transpiled_depth']}) " + "leaks least.") lines.append( "- Even above the floor, marginals are biased UP toward 0.5 -- the magnitudes are NOT " "trustworthy; the ORDER is.") lines.append("") - lines.append("2. BEFORE/AFTER -- BASELINE-HW vs STRESS-HW (what above-floor signal bought)") - lines.append("-" * 66) - lines.append("metric baseline-HW stress-HW") - lines.append( - f"marginal RMSE vs target {ba['marginal_rmse_vs_target']['baseline_hw']:>7.3f} " - f"{ba['marginal_rmse_vs_target']['stress_hw']:>7.3f}") - lines.append( - f"marginal Spearman vs target (GLOBAL) {ba['marginal_spearman_vs_target_global']['baseline_hw']:>+7.2f} " - f"{ba['marginal_spearman_vs_target_global']['stress_hw']:>+7.2f}") - lines.append( - f" per-cluster Spearman [c0,c1,c2] base {ba['marginal_spearman_per_cluster']['baseline_hw']} " - f"stress {ba['marginal_spearman_per_cluster']['stress_hw']}") - lines.append( - f"within-cluster |corr| recovery (mean) {ba['mean_within_corr_recovery_fraction']['baseline_hw']:>6.0%} " - f"{ba['mean_within_corr_recovery_fraction']['stress_hw']:>6.0%}") - lines.append( - f"cross-cluster corr recovery {ba['cross_cluster_corr_recovery_fraction']['baseline_hw']:>6.0%} " - f"{ba['cross_cluster_corr_recovery_fraction']['stress_hw']:>6.0%}") - lines.append("") - lines.append(" Cascade tail risk (post-contagion count), reconciled global joint:") - lines.append(" (P(severe) is omitted here: baseline & stress use DIFFERENT references, so it") - lines.append(" is not comparable across the two runs -- see section 3 for stress-vs-truth.)") - lines.append(" metric baseline-HW stress-HW sim-preview") - lines.append( - f" CVaR95 cascade count {ca['baseline_hw']['cvar_reconciled']:>8.2f} " - f"{ca['stress_hw']['cvar_reconciled']:>8.2f} " - f"{ca['sim_preview']['cvar_reconciled']:>8.2f}") - lines.append( - f" mean cascade count {ca['baseline_hw']['mean_cascade_reconciled']:>8.2f} " - f"{ca['stress_hw']['mean_cascade_reconciled']:>8.2f} " - f"{ca['sim_preview']['mean_cascade_reconciled']:>8.2f}") - lines.append( - f" count-TV vs (own) ref {ca['baseline_hw']['count_tv_reconciled_vs_ref']:>8.3f} " - f"{ca['stress_hw']['count_tv_reconciled_vs_ref']:>8.3f} " - f"{ca['sim_preview']['count_tv_reconciled_vs_ref']:>8.3f}") - lines.append( - "- Marginal ordering: baseline-HW global Spearman is a weak +0.25 dominated by noise " - "(targets all\n buried under the floor; per-cluster it is [0.16, 0.24, 0.42]); stress-HW " - "rises to +0.36 GLOBALLY and to\n +0.84 on cluster 1 -- the device now sees WHICH " - "entities are riskier where the signal is strongest.\n NOTE: cluster 0 actually " - "regresses (Spearman -0.42): recovery is real but UNEVEN, not uniform.") - lines.append( - "- Correlations: the baseline's 103% within-|corr| 'recovery' is SPURIOUS -- noise " - "manufacturing\n correlation on ~0 targets (per-cluster up to 186%). Stress-HW's 71% is a " - "GENUINE retention of real,\n above-floor entanglement structure. So the honest story is " - "spurious->real, not low->high.") - lines.append( - "- Cascade: baseline-HW's reconciled count law is TV 0.92 from its own reference (no " - "signal, ~ the\n independent baseline); stress-HW closes that to TV 0.44 -- markedly " - "closer to the right distribution,\n though still OVERSTATED by the marginal inflation " - "(see section 3).") - lines.append("") + + if before_after is not None: + ba = before_after + ca = cascade_before_after + lines.append("2. BEFORE/AFTER -- BASELINE-HW vs STRESS-HW (what above-floor signal bought)") + lines.append("-" * 66) + lines.append("metric baseline-HW stress-HW") + lines.append( + f"marginal RMSE vs target " + f"{ba['marginal_rmse_vs_target']['baseline_hw']:>7.3f} " + f"{ba['marginal_rmse_vs_target']['stress_hw']:>7.3f}") + lines.append( + f"marginal Spearman vs target (GLOBAL) " + f"{ba['marginal_spearman_vs_target_global']['baseline_hw']:>+7.2f} " + f"{ba['marginal_spearman_vs_target_global']['stress_hw']:>+7.2f}") + lines.append( + f"within-cluster |corr| recovery (mean) " + f"{ba['mean_within_corr_recovery_fraction']['baseline_hw']:>6.0%} " + f"{ba['mean_within_corr_recovery_fraction']['stress_hw']:>6.0%}") + lines.append( + f"cross-cluster corr recovery " + f"{ba['cross_cluster_corr_recovery_fraction']['baseline_hw']:>6.0%} " + f"{ba['cross_cluster_corr_recovery_fraction']['stress_hw']:>6.0%}") + lines.append(" Cascade tail risk (reconciled global joint):") + lines.append(" metric baseline-HW stress-HW sim-preview") + lines.append( + f" CVaR95 cascade count {ca['baseline_hw']['cvar_reconciled']:>8.2f} " + f"{ca['stress_hw']['cvar_reconciled']:>8.2f} " + f"{ca['sim_preview']['cvar_reconciled']:>8.2f}") + lines.append( + f" mean cascade count {ca['baseline_hw']['mean_cascade_reconciled']:>8.2f} " + f"{ca['stress_hw']['mean_cascade_reconciled']:>8.2f} " + f"{ca['sim_preview']['mean_cascade_reconciled']:>8.2f}") + lines.append("") + lines.append("3. GROUND-TRUTH FRAMING -- stress-HW vs sim-preview vs reference (tail risk)") lines.append("-" * 66) + lines.append(f"severe = post-cascade default count >= {severe_thr} (of {n})") lines.append("metric reference sim-preview(faithful) stress-HW") lines.append( f"P(severe) {gt['p_severe']['reference']:>8.3f} " @@ -428,31 +388,27 @@ def fmt_pc(rows): f"count-TV vs ref -- {gt['count_tv_vs_ref']['sim_preview']:>13.3f} " f"{gt['count_tv_vs_ref']['stress_hw']:>8.3f}") lines.append( - f"- Hardware lands ABOVE the faithful sim-preview on every tail metric: it overstates " - f"P(severe)\n ({gt['p_severe']['stress_hw']:.2f} vs sim {gt['p_severe']['sim_preview']:.2f}, " - f"ref {gt['p_severe']['reference']:.2f}) and mean cascade " - f"({gt['mean_cascade_count']['stress_hw']:.1f} vs sim " - f"{gt['mean_cascade_count']['sim_preview']:.1f}). CVaR is\n closer (saturates near the " - f"system size). The HW reconciled count-distribution sits TV " - f"{gt['stress_hw_vs_simpreview_count_tv']:.2f} from\n the faithful sim-preview -- " + f"- Hardware overstates P(severe) ({gt['p_severe']['stress_hw']:.2f} vs sim " + f"{gt['p_severe']['sim_preview']:.2f}, ref {gt['p_severe']['reference']:.2f}) and mean " + f"cascade ({gt['mean_cascade_count']['stress_hw']:.1f}\n vs sim " + f"{gt['mean_cascade_count']['sim_preview']:.1f}). The HW reconciled count-distribution sits " + f"TV {gt['stress_hw_vs_simpreview_count_tv']:.2f} from the\n faithful sim-preview -- " "same regime, hardware-perturbed.") lines.append("") lines.append("VERDICT") lines.append("-------") lines.append( - "YES -- the stress regime makes the real 38-entity network a LEGITIMATE, if qualified, " - "hardware\ndemonstration. Above the noise floor the QPU recovers a real (if uneven) " - "marginal ORDERING and\nGENUINELY retains within-cluster correlation (71% of target) " - "instead of the baseline's noise-manufactured\nspurious correlation -- and the cascade " - "count law moves from TV 0.92 (no signal) to TV 0.44 vs truth.\nThis is a real signal, " - "not decoherence -- the before/after vs the buried baseline is unambiguous.") + f"The stress regime makes the real {n}-entity network a LEGITIMATE, if qualified, hardware " + "demonstration:\nabove the noise floor the QPU recovers a real (if uneven) marginal " + f"ORDERING (global Spearman " + f"{so['marginal_spearman_vs_target_global']:+.2f})\nand retains within-cluster correlation " + f"({so['mean_within_corr_recovery_fraction']:.0%} of target).") lines.append( - "CAVEATS: (1) marginal MAGNITUDES remain decoherence-biased upward toward 0.5 (RMSE " - f"~{stress_overall['marginal_rmse_vs_target']:.2f}),\nso absolute PDs are not " - "trustworthy; (2) the cascade tail numbers are therefore HARDWARE-PERTURBED and\n" - "overstate risk relative to the faithful sim-preview; (3) the cross-cluster correlation " - "is rebuilt by\nthe CLASSICAL reconciler (fit to the spec target), not measured on the " - "device. Honest framing:\na correlation/ordering-faithful hardware demo, magnitude- and " + f"CAVEATS: (1) marginal MAGNITUDES stay decoherence-biased upward (RMSE " + f"~{so['marginal_rmse_vs_target']:.2f}), so absolute PDs\nare not trustworthy; (2) the " + "cascade tail numbers are HARDWARE-PERTURBED and overstate risk vs the faithful\nsim-preview; " + "(3) the cross-cluster correlation is rebuilt by the CLASSICAL reconciler, not measured " + "on-device.\nHonest framing: a correlation/ordering-faithful hardware demo, magnitude- and " "tail-perturbed.") summary = "\n".join(lines) (STRESS_DIR / "analysis_stress_comparison.txt").write_text(summary + "\n") @@ -467,10 +423,12 @@ def fmt_pc(rows): fig, axes = plt.subplots(1, 3, figsize=(17, 4.8)) - # (a) observed vs target marginals, baseline vs stress, with floor + # (a) observed vs target marginals (stress; baseline overlaid only if size-matched) ax = axes[0] - for rep, color, tag in ((base_report, "tab:gray", "baseline-HW"), - (stress_report, "tab:blue", "stress-HW")): + series = [(stress_report, "tab:blue", "stress-HW")] + if base_report is not None: + series.insert(0, (base_report, "tab:gray", "baseline-HW")) + for rep, color, tag in series: obs = np.concatenate([np.asarray(h["observed_marginals"], float) for h in rep["hardware_per_cluster"]]) tgt = np.concatenate([np.asarray(h["target_marginals"], float) @@ -484,44 +442,32 @@ def fmt_pc(rows): ax.set_ylim(0, 0.75) ax.set_xlabel("target default probability") ax.set_ylabel("observed (hardware) marginal") - ax.set_title("(a) Observed vs target marginals\nbaseline (buried) vs stress (above floor)") + ax.set_title("(a) Observed vs target marginals\n(stress regime, above floor)") ax.legend(fontsize=7) - # (b) before/after recovery bars: rank, within-corr, cross-corr + # (b) stress structure recovery bars: rank, within-corr, cross-corr ax = axes[1] cats = ["marg rank\n(|Spearman|)", "within-corr\nrecovery", "cross-corr\nrecovery"] - base_vals = [abs(base_overall["marginal_spearman_vs_target_global"]), - base_overall["mean_within_corr_recovery_fraction"], - base_overall["cross_cluster_corr_recovery_fraction"]] - stress_vals = [abs(stress_overall["marginal_spearman_vs_target_global"]), - stress_overall["mean_within_corr_recovery_fraction"], - stress_overall["cross_cluster_corr_recovery_fraction"]] + stress_vals = [abs(so["marginal_spearman_vs_target_global"]), + so["mean_within_corr_recovery_fraction"], + so["cross_cluster_corr_recovery_fraction"]] x = np.arange(len(cats)) - w = 0.36 - bbars = ax.bar(x - w / 2, base_vals, w, color="tab:gray", label="baseline-HW") - ax.bar(x + w / 2, stress_vals, w, color="tab:blue", label="stress-HW") - # mark the baseline within-corr bar as SPURIOUS (noise-manufactured on ~0 targets) - bbars[1].set_hatch("xx") - bbars[1].set_edgecolor("red") - ax.text(1 - w / 2, base_vals[1] + 0.07, "spurious\n(noise)", ha="center", - fontsize=6, color="red") - for i, (b, s) in enumerate(zip(base_vals, stress_vals)): - ax.text(i - w / 2, b + 0.02, f"{b:.2f}", ha="center", fontsize=8) - ax.text(i + w / 2, s + 0.02, f"{s:.2f}", ha="center", fontsize=8) + ax.bar(x, stress_vals, 0.6, color="tab:blue", label="stress-HW") + for i, s in enumerate(stress_vals): + ax.text(i, s + 0.02, f"{s:.2f}", ha="center", fontsize=9) ax.set_xticks(x) ax.set_xticklabels(cats, fontsize=9) ax.set_ylabel("recovery fraction") - ax.set_title("(b) Structure recovery: BEFORE vs AFTER\n" - "(baseline within-corr is spurious; stress is real)") + ax.set_title("(b) Structure recovery (stress-HW)\n(cross-corr is reconciler, not device)") ax.legend(fontsize=8) - # (c) cascade tail (CVaR + mean) reference vs sim vs stress-HW vs baseline-HW + # (c) cascade tail (CVaR + mean) reference vs sim vs stress-HW ax = axes[2] - keys = ["reference\n(truth)", "sim-preview\n(faithful)", "stress-HW", "baseline-HW"] + keys = ["reference\n(truth)", "sim-preview\n(faithful)", "stress-HW"] cvars = [gt["cascade_cvar95"]["reference"], gt["cascade_cvar95"]["sim_preview"], - gt["cascade_cvar95"]["stress_hw"], ca["baseline_hw"]["cvar_reconciled"]] + gt["cascade_cvar95"]["stress_hw"]] means = [gt["mean_cascade_count"]["reference"], gt["mean_cascade_count"]["sim_preview"], - gt["mean_cascade_count"]["stress_hw"], ca["baseline_hw"]["mean_cascade_reconciled"]] + gt["mean_cascade_count"]["stress_hw"]] x = np.arange(len(keys)) w = 0.36 ax.bar(x - w / 2, cvars, w, color="tab:purple", label="CVaR95") diff --git a/scripts/export_joint_counts.py b/scripts/export_joint_counts.py index a276370..e8735ac 100644 --- a/scripts/export_joint_counts.py +++ b/scripts/export_joint_counts.py @@ -1,9 +1,10 @@ -"""Export the cross-cluster 38-bit joint default-scenario counts (CSV) and a histogram. +"""Export the cross-cluster n-bit joint default-scenario counts (CSV) and a histogram. -The joint is the reconciled global sample from the stressed hardware run: each of the 200k -shots is a 38-bit correlated default scenario (1 = institution defaults post-cascade input). -NOTE: this joint is classically reconciled from the three per-cluster device samples, not a -native 38-qubit device measurement -- see the run's analysis notes. +The joint is the reconciled global sample from the stressed hardware run: each shot is an +n-bit correlated default scenario (1 = institution defaults post-cascade input), where n and +the cluster count are read from the run's reconciled NPZ (no fixed network size assumed). +NOTE: this joint is classically reconciled from the per-cluster device samples, not a native +n-qubit device measurement -- see the run's analysis notes. """ from __future__ import annotations @@ -26,15 +27,25 @@ OUTDIR = ROOT / "outputs" / "real_cluster_mixture_stress_hw" g = np.load(OUTDIR / "reconciled_global_stress.npz") -joint = g["reconciled"] # (200000, 38) int {0,1} +joint = g["reconciled"] # (n_shots, n) int {0,1} labels = g["labels"] # cluster id per column n_shots, n = joint.shape +severe = int(np.ceil(0.5 * n)) # "severe" = at least half the system defaults # --- qubit legend: which bank/company each bit position represents --- # Bit order in every bitstring below is positional: leftmost char = qubit 0, -# rightmost = qubit 37, matching the node order of build_network_spec(). +# rightmost = qubit n-1, matching the node order of build_network_spec(). emp = build_network_spec().empirical -BLOC = {0: "A:US/Canada banks", 1: "B:Europe/UK+LatAm", 2: "C:Japan+corporates"} +# Blocs are derived from each cluster's dominant member region(s), so this stays +# correct for any partition (k, sizes) rather than the old hand-labelled k=3 map. +from collections import Counter as _Counter +_node_region = [emp.node_attributes[t].get("region", "?") for t in emp.node_ids] +_k = int(labels.max()) + 1 +BLOC = {} +for _c in range(_k): + _regs = [_node_region[i] for i in range(n) if int(labels[i]) == _c] + _top = "+".join(r for r, _ in _Counter(_regs).most_common(2)) + BLOC[_c] = f"{chr(65 + _c)}:{_top}" legend = [] for i, ticker in enumerate(emp.node_ids): a = emp.node_attributes[ticker] @@ -64,7 +75,7 @@ csv_path = OUTDIR / "joint_counts.csv" ticker_order = " ".join(r["ticker"] for r in legend) with csv_path.open("w") as fh: - fh.write(f"# bit order (left->right, qubit 0->37): {ticker_order}\n") + fh.write(f"# bit order (left->right, qubit 0->{n - 1}): {ticker_order}\n") fh.write("# see qubit_legend.csv for the bank/company behind each position\n") fh.write("bitstring,count,probability,n_defaults\n") for bs, ct in rows: @@ -79,12 +90,12 @@ # (a) THE correlated-failure histogram: how many institutions fail together per scenario axes[0].bar(np.arange(n + 1), hist, color="#b3202c", width=0.9) mean_def = defaults_per_shot.mean() -p_severe = (defaults_per_shot >= 19).mean() +p_severe = (defaults_per_shot >= severe).mean() axes[0].axvline(mean_def, color="k", ls="--", lw=1, label=f"mean = {mean_def:.1f} defaults") -axes[0].axvline(19, color="#444", ls=":", lw=1.2, - label=f"severe ≥19 (P={p_severe:.2f})") -axes[0].set_xlabel("number of institutions defaulting in a scenario (of 38)") +axes[0].axvline(severe, color="#444", ls=":", lw=1.2, + label=f"severe ≥{severe} (P={p_severe:.2f})") +axes[0].set_xlabel(f"number of institutions defaulting in a scenario (of {n})") axes[0].set_ylabel("shot count") axes[0].set_title("(a) Cross-cluster joint: correlated-failure distribution") axes[0].legend(frameon=False) @@ -98,7 +109,7 @@ axes[1].set_xticklabels(labels, rotation=90, fontsize=7) axes[1].set_xlabel(f"top {topN} joint scenarios (labelled by # defaults)") axes[1].set_ylabel("shot count") -axes[1].set_title("(b) Most frequent individual 38-bit joint scenarios") +axes[1].set_title(f"(b) Most frequent individual {n}-bit joint scenarios") fig.suptitle( "Stressed real-network (2008 regime) — cross-cluster joint default scenarios, " @@ -114,7 +125,7 @@ fig.savefig(png_path, dpi=140) print(f"shots={n_shots:,} distinct_joint_scenarios={len(counts):,}") -print(f"mean defaults/scenario={mean_def:.2f} P(severe>=19)={p_severe:.3f} " +print(f"mean defaults/scenario={mean_def:.2f} P(severe>={severe})={p_severe:.3f} " f"max defaults in any shot={defaults_per_shot.max()}") print(f"CSV -> {csv_path} ({len(rows):,} rows)") print(f"PNG -> {png_path}") diff --git a/scripts/run_real_cluster_mixture_stress_hardware.py b/scripts/run_real_cluster_mixture_stress_hardware.py index e586641..2293e6a 100644 --- a/scripts/run_real_cluster_mixture_stress_hardware.py +++ b/scripts/run_real_cluster_mixture_stress_hardware.py @@ -222,7 +222,7 @@ def main() -> None: ] plan = { - "system": "REAL 38-entity exposure network -- 2008 STRESS, DENSE blocks on hardware", + "system": f"REAL {spec.n}-entity exposure network -- 2008 STRESS, DENSE blocks on hardware", "n": spec.n, "backend": args.backend, "partition_source": str(args.partition), @@ -293,7 +293,7 @@ def main() -> None: "shot_batches": list(result.shot_batches), }) live_path.write_text(json.dumps({ - "run": "200k-shot STRESSED real-network 3-cluster mixture on hardware", + "run": f"{args.shots//1000}k-shot STRESSED real-network {len(blocks)}-cluster mixture on hardware", "backend": args.backend, "shots_per_cluster": args.shots, "jobs": live_jobs,