\n", "[Explore Income questionaire](#explore)

\n", "[Study 1: Summarize Income Questionnaire using Prototypes](#study1)

\n", "[Study 2: Find Questionnaire/s most representative of Income](#study2)

\n", "\n", "\n", "###### [Protodash: Fast Interpretable Prototype Selection](https://arxiv.org/abs/1707.01212)\n", "\n", "We now provide a brief overview of the method. The method takes as input a datapoint (or group of datapoints) that we want to explain with respect to instances in a training set belonging to the same feature space. The method then tries to minimize the maximum mean discrepancy (MMD metric) between the datapoints we want to explain and a prespecified number of instances from the training set that it will select. In other words, it will try to select training instances that have the same distribution as the datapoints we want to explain. The method does greedy selection and has quality guarantees with it also returning importance weights for the chosen prototypical training instances indicative of how similar/representative they are. \n", "\n", "\n", "###### Why Protodash?\n", "\n", "Before we showcase the two studies, we provide some motivation for using this method. The method is able to select in a deterministic fashion examples from a dataset, which we term as prototypes that represent the different segments in a dataset. For example, if we take people that answered the income questionnaire, we might find that there are three categories of people: i) those that are high earners, ii) those that are middle class and iii) those that don't earn much or are unemployed and receive unemployment benefits. Protodash would be able to find these segments by pointing to specific individuals that lie in these categories. Looking at the objective function value of Protodash, one would also be able to say that three segments is the right number here as adding one more segment may not improve the objective value by much.\n", "\n", "Compared with other methods such as k-medoids, it has the advantage that it is deterministic and does not have randomizations as in, say, k-medoids clustering, where the centers a typically randomly initialized. So the solutions are repeatable and it picks prototypes that are representative as well as diverse, which may not be the case with standard distance metrics such as euclidean distance. Diversity is important in practical settings (viz. income example above) where we want to capture all the different segments/modes in the dataset, not missing any of the key behaviors.\n", "\n", "Another benefit of the method is that, since it performs distribution matching between the user/users in question and those available in the training set, it could, in principle, also be applied in non-iid settings such as for time series data. Other approaches which find similar profiles using standard distance measures (viz. euclidean, cosine) do not have this property. Additionally, we can also highlight important features for the different prototypes that made them similar to the user/users in question." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Import Statements\n", "\n", "Import relevant libraries, datasets and Protodash explainer algorithm." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "import os\n", "import requests\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.preprocessing import OneHotEncoder\n", "\n", "from aix360.algorithms.protodash import ProtodashExplainer\n", "from aix360.datasets.cdc_dataset import CDCDataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Load CDC dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "nhanes = CDCDataset()\n", "nhanes_files = nhanes.get_csv_file_names()\n", "(nhanesinfo, _, _) = nhanes._cdc_files_info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Explore Income questionnaire\n", "\n", "Now let us explore the income questionnaire dataset and find out the types of responses received in the survey. Each column in the dataset corresponds to a question and each row denotes the answers given by a respondent to those questions. Both column names and answers by respondents are encoded. For example, 'SEQN' denotes the sequence number assigned to a respondent and 'IND235' corresponds to a question about monthly family income. As seen below, in most cases a value of 1 implies \"Yes\" to the question, while a value of 2 implies \"No.\" More details about the income questionaire and how questions and answers are encoded can be seen [here](https://wwwn.cdc.gov/Nchs/Nhanes/2013-2014/INQ_H.htm)\n", "\n", "|Column |Description | Values and Meaning|\n", "|-------|----------------------------|---------|\n", "|SEQN | Respondent sequence number |\n", "|INQ020 | Income from wages/salaries |1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|INQ012 | Income from self employment|1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|INQ030 | Income from Social Security or RR |1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|INQ060 | Income from other disability pension |1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|INQ080 | Income from retirement/survivor pension |1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|INQ090 | Income from Supplemental Security Income |1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|INQ132 | Income from state/county cash assistance |1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|INQ140 | Income from interest/dividends or rental |1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|INQ150 | Income from other sources |1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|IND235 | Monthly family income |1-12->Increasing income brackets, 77->Refused, 99->Don't know|\n", "|INDFMMPI | Family monthly poverty level index |0-5->Higher value more affluent|\n", "|INDFMMPC | Family monthly poverty level category |1-3->Increasing INDFMMPI brackets, 7->Refused, 9->Don't know|\n", "|INQ244 | Family has savings more than $5000 |1->Yes, 2->No, 7->Refused, 9->Don't know|\n", "|IND247 | Total savings/cash assets for the family |1-6->Increasing savings brackets, 77->Refused, 99->Don't know|" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Answers given by some respondents to the income questionnaire:\n" ] }, { "data": { "text/html": [ "

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"text/plain": [
" 0 1 2 \\\n",
"Respondent sequence number 73557.00 73558.00 73559.00 \n",
"Income from wages/salaries 2.00 1.00 2.00 \n",
"Income from self employment 2.00 1.00 2.00 \n",
"Income from Social Security or RR 1.00 1.00 1.00 \n",
"Income from other disability pension 2.00 2.00 2.00 \n",
"Income from retirement/survivor pension 2.00 2.00 1.00 \n",
"Income from Supplemental Security Income 2.00 2.00 2.00 \n",
"Income from state/county cash assistance 2.00 2.00 2.00 \n",
"Income from interest/dividends or rental 2.00 1.00 1.00 \n",
"Income from other sources 2.00 2.00 2.00 \n",
"Monthly family income 4.00 5.00 10.00 \n",
"Family monthly poverty level index 0.86 0.92 4.37 \n",
"Family monthly poverty level category 1.00 1.00 3.00 \n",
"Family has savings more than $5000 9.00 1.00 NaN \n",
"Total savings/cash assets for the family NaN NaN NaN \n",
"\n",
" 3 4 \n",
"Respondent sequence number 73560.00 73561.0 \n",
"Income from wages/salaries 1.00 2.0 \n",
"Income from self employment 2.00 2.0 \n",
"Income from Social Security or RR 2.00 1.0 \n",
"Income from other disability pension 2.00 2.0 \n",
"Income from retirement/survivor pension 2.00 2.0 \n",
"Income from Supplemental Security Income 2.00 2.0 \n",
"Income from state/county cash assistance 2.00 2.0 \n",
"Income from interest/dividends or rental 2.00 2.0 \n",
"Income from other sources 1.00 2.0 \n",
"Monthly family income 9.00 11.0 \n",
"Family monthly poverty level index 2.52 5.0 \n",
"Family monthly poverty level category 3.00 3.0 \n",
"Family has savings more than $5000 NaN NaN \n",
"Total savings/cash assets for the family NaN NaN "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# replace encoded column names by the associated question text. \n",
"df_inc = nhanes.get_csv_file('INQ_H.csv')\n",
"df_inc.columns[0]\n",
"dict_inc = {\n",
"'SEQN': 'Respondent sequence number', \n",
"'INQ020': 'Income from wages/salaries',\n",
"'INQ012': 'Income from self employment',\n",
"'INQ030':'Income from Social Security or RR',\n",
"'INQ060': 'Income from other disability pension', \n",
"'INQ080': 'Income from retirement/survivor pension',\n",
"'INQ090': 'Income from Supplemental Security Income',\n",
"'INQ132': 'Income from state/county cash assistance', \n",
"'INQ140': 'Income from interest/dividends or rental', \n",
"'INQ150': 'Income from other sources',\n",
"'IND235': 'Monthly family income',\n",
"'INDFMMPI': 'Family monthly poverty level index', \n",
"'INDFMMPC': 'Family monthly poverty level category',\n",
"'INQ244': 'Family has savings more than $5000',\n",
"'IND247': 'Total savings/cash assets for the family'\n",
"}\n",
"qlist = []\n",
"for i in range(len(df_inc.columns)):\n",
" qlist.append(dict_inc[df_inc.columns[i]])\n",
"df_inc.columns = qlist\n",
"print(\"Answers given by some respondents to the income questionnaire:\")\n",
"df_inc.head(5).transpose()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, to get more of a feel for the dataset, let us look at the distribution of responses for two questions related to family financial status."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of respondents to Income questionnaire: 10175\n",
"Distribution of answers to 'monthly family income' and 'Family savings' questions:\n"
]
},
{
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\n",
"text/plain": [
"0 | 1 | 2 | 3 | 4 | |
---|---|---|---|---|---|

Respondent sequence number | 73557.00 | 73558.00 | 73559.00 | 73560.00 | 73561.0 |

Income from wages/salaries | 2.00 | 1.00 | 2.00 | 1.00 | 2.0 |

Income from self employment | 2.00 | 1.00 | 2.00 | 2.00 | 2.0 |

Income from Social Security or RR | 1.00 | 1.00 | 1.00 | 2.00 | 1.0 |

Income from other disability pension | 2.00 | 2.00 | 2.00 | 2.00 | 2.0 |

Income from retirement/survivor pension | 2.00 | 2.00 | 1.00 | 2.00 | 2.0 |

Income from Supplemental Security Income | 2.00 | 2.00 | 2.00 | 2.00 | 2.0 |

Income from state/county cash assistance | 2.00 | 2.00 | 2.00 | 2.00 | 2.0 |

Income from interest/dividends or rental | 2.00 | 1.00 | 1.00 | 2.00 | 2.0 |

Income from other sources | 2.00 | 2.00 | 2.00 | 1.00 | 2.0 |

Monthly family income | 4.00 | 5.00 | 10.00 | 9.00 | 11.0 |

Family monthly poverty level index | 0.86 | 0.92 | 4.37 | 2.52 | 5.0 |

Family monthly poverty level category | 1.00 | 1.00 | 3.00 | 3.00 | 3.0 |

Family has savings more than $5000 | 9.00 | 1.00 | NaN | NaN | NaN |

Total savings/cash assets for the family | NaN | NaN | NaN | NaN | NaN |

"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(\"Number of respondents to Income questionnaire:\", df_inc.shape[0])\n",
"print(\"Distribution of answers to \\'monthly family income\\' and \\'Family savings\\' questions:\")\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(10,5))\n",
"fig.subplots_adjust(wspace=0.5)\n",
"hist1 = df_inc['Monthly family income'].value_counts().plot(kind='bar', ax=axes[0])\n",
"hist2 = df_inc['Family has savings more than $5000'].value_counts().plot(kind='bar', ax=axes[1])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Observe that the majority of individuals responded with a \"12\" o the question related to monthly family income, which means their income is above USD 8400 as explained [here](https://wwwn.cdc.gov/Nchs/Nhanes/2013-2014/INQ_H.htm#IND235). Similarly, to the question of whether the family has savings more than USD 5000, the majority of individuals responded with a \"2\", which means \"No\". "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Study 1: Summarize Income Questionnaire using Prototypes\n",
"\n",
"We just explored the income dataset and looked at the distribution of answers for a couple of questions. Now, consider a social scientist who would like to quickly obtain a summary report of this dataset in terms of types of people that span this dataset. Is it possible to summarize this dataset by looking at answers given by a few representative/prototypical respondents? \n",
"\n",
"We now show how the Protodash algorithm can be used to obtain a few prototypical respondents (about 10 in this example) that span the diverse set of individuals answering the income questionnaire making it easy for the social scientist to summarize the dataset."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 3.6019e+01 -4.3677e+05 9e+01 1e+00 1e+00\n",
" 2: 2.8664e+00 -2.0364e+06 5e+02 1e+00 1e+00\n",
" 3: 1.6848e+01 -1.1632e+08 2e+04 1e+00 1e+00\n",
" 4: 3.5425e+01 -8.8167e+10 2e+07 1e+00 1e+00\n",
" 5: 1.9393e+05 -1.6204e+18 2e+18 2e-13 5e-03\n",
" 6: 1.9393e+05 -1.6204e+16 2e+16 2e-15 1e-03\n",
" 7: 1.9393e+05 -1.6204e+14 2e+14 4e-17 5e-06\n",
" 8: 1.9393e+05 -1.6204e+12 2e+12 2e-16 1e-07\n",
" 9: 1.9391e+05 -1.6204e+10 2e+10 1e-16 2e-09\n",
"10: 1.9189e+05 -1.6252e+08 2e+08 1e-16 2e-11\n",
"11: 9.7644e+04 -1.8416e+06 2e+06 1e-17 2e-13\n",
"12: 1.4907e+04 -3.3612e+04 5e+04 3e-16 1e-14\n",
"13: 2.1069e+03 -2.4523e+03 5e+03 1e-16 5e-15\n",
"14: 2.8232e+02 -3.7496e+02 7e+02 8e-17 2e-15\n",
"15: 3.1901e+01 -6.1651e+01 9e+01 4e-17 2e-15\n",
"16: 9.7377e-02 -1.2756e+01 1e+01 2e-16 6e-16\n",
"17: -3.2505e+00 -4.7374e+00 1e+00 5e-16 2e-16\n",
"18: -3.5543e+00 -3.7268e+00 2e-01 1e-16 2e-16\n",
"19: -3.5627e+00 -3.5667e+00 4e-03 1e-16 1e-16\n",
"20: -3.5627e+00 -3.5628e+00 4e-05 2e-16 1e-16\n",
"21: -3.5627e+00 -3.5627e+00 4e-07 2e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 6.1337e+01 -8.4832e+05 2e+02 1e+00 1e+00\n",
" 2: 4.1874e+00 -2.9434e+06 7e+02 1e+00 1e+00\n",
" 3: 2.1828e+01 -1.9161e+07 4e+03 1e+00 1e+00\n",
" 4: 3.2099e+01 -9.4218e+08 2e+05 1e+00 1e+00\n",
" 5: 6.4699e+01 -8.2443e+12 5e+09 1e+00 1e+00\n",
" 6: 4.4223e+03 -2.6132e+19 3e+19 3e-13 3e-02\n",
" 7: 4.4223e+03 -2.6132e+17 3e+17 3e-15 9e-03\n",
" 8: 4.4223e+03 -2.6132e+15 3e+15 9e-17 2e-04\n",
" 9: 4.4223e+03 -2.6132e+13 3e+13 2e-16 3e-06\n",
"10: 4.4223e+03 -2.6132e+11 3e+11 3e-16 3e-08\n",
"11: 4.4216e+03 -2.6132e+09 3e+09 2e-16 1e-10\n",
"12: 4.3519e+03 -2.6151e+07 3e+07 2e-16 3e-12\n",
"13: 1.8191e+03 -2.6807e+05 3e+05 3e-16 4e-14\n",
"14: 2.5625e+02 -3.0024e+03 3e+03 3e-16 4e-15\n",
"15: 2.8959e+01 -8.0840e+01 1e+02 3e-16 7e-16\n",
"16: -2.9489e-01 -1.1904e+01 1e+01 2e-16 4e-16\n",
"17: -3.2083e+00 -5.4430e+00 2e+00 2e-16 8e-17\n",
"18: -3.7335e+00 -4.0641e+00 3e-01 2e-16 2e-16\n",
"19: -3.7651e+00 -3.7832e+00 2e-02 3e-16 1e-16\n",
"20: -3.7654e+00 -3.7656e+00 2e-04 1e-16 1e-16\n",
"21: -3.7654e+00 -3.7654e+00 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 7.4187e+01 -1.1880e+06 2e+02 1e+00 1e+00\n",
" 2: 5.2559e+01 -2.0253e+06 4e+02 1e+00 1e+00\n",
" 3: 6.4389e+01 -1.6218e+07 3e+03 1e+00 1e+00\n",
" 4: 6.8877e+00 -3.6611e+09 8e+05 1e+00 1e+00\n",
" 5: 1.9113e+01 -8.2395e+12 3e+09 1e+00 1e+00\n",
" 6: 9.9023e+08 -8.6370e+19 9e+19 1e-13 7e-02\n",
" 7: 9.9023e+08 -8.6370e+17 9e+17 1e-15 3e-02\n",
" 8: 9.9023e+08 -8.6370e+15 9e+15 2e-16 4e-04\n",
" 9: 9.9023e+08 -8.6375e+13 9e+13 1e-16 5e-06\n",
"10: 9.9021e+08 -8.6964e+11 9e+11 3e-16 7e-08\n",
"11: 9.8751e+08 -1.4572e+10 2e+10 3e-16 1e-09\n",
"12: 8.4436e+08 -5.0051e+09 6e+09 1e-16 4e-10\n",
"13: 1.4268e+08 -5.1837e+09 5e+09 5e-16 2e-10\n",
"14: 6.3166e+07 -3.0919e+08 4e+08 1e-16 1e-11\n",
"15: 1.0292e+07 -1.4022e+07 2e+07 2e-16 1e-12\n",
"16: 1.4805e+06 -1.6434e+06 3e+06 1e-16 5e-13\n",
"17: 2.1214e+05 -2.3694e+05 4e+05 1e-16 9e-14\n",
"18: 3.0228e+04 -3.3961e+04 6e+04 1e-16 5e-14\n",
"19: 4.2580e+03 -4.9349e+03 9e+03 1e-16 2e-14\n",
"20: 5.8067e+02 -7.3573e+02 1e+03 2e-16 8e-15\n",
"21: 7.0845e+01 -1.1717e+02 2e+02 2e-16 2e-15\n",
"22: 4.2172e+00 -2.2134e+01 3e+01 3e-16 9e-16\n",
"23: -3.1325e+00 -6.3640e+00 3e+00 1e-16 3e-16\n",
"24: -3.7581e+00 -4.2052e+00 4e-01 2e-16 1e-16\n",
"25: -3.8398e+00 -3.8840e+00 4e-02 2e-16 9e-17\n",
"26: -3.8427e+00 -3.8441e+00 1e-03 3e-16 1e-16\n",
"27: -3.8427e+00 -3.8427e+00 1e-05 9e-17 8e-17\n",
"28: -3.8427e+00 -3.8427e+00 1e-07 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 8.5890e+01 -1.5866e+06 3e+02 1e+00 1e+00\n",
" 2: 1.0875e+02 -2.6052e+06 5e+02 1e+00 1e+00\n",
" 3: 1.9570e+01 -1.3863e+07 3e+03 1e+00 1e+00\n",
" 4: 5.0542e+01 -1.1446e+08 2e+04 1e+00 1e+00\n",
" 5: 6.3675e+01 -1.6558e+10 3e+06 1e+00 1e+00\n",
" 6: 4.8932e+08 -3.8757e+17 4e+17 5e-13 1e-04\n",
" 7: 4.8932e+08 -3.8757e+15 4e+15 5e-15 3e-04\n",
" 8: 4.8932e+08 -3.8762e+13 4e+13 3e-16 4e-06\n",
" 9: 4.8925e+08 -3.9209e+11 4e+11 1e-16 4e-08\n",
"10: 4.8318e+08 -8.3436e+09 9e+09 2e-16 9e-10\n",
"11: 1.8658e+08 -8.1598e+08 1e+09 2e-16 4e-10\n",
"12: 3.0304e+07 -4.9453e+07 8e+07 9e-17 1e-12\n",
"13: 4.5053e+06 -5.0414e+06 1e+07 2e-16 6e-13\n",
"14: 6.4733e+05 -7.2766e+05 1e+06 2e-16 1e-13\n",
"15: 9.2519e+04 -1.0343e+05 2e+05 3e-16 9e-14\n",
"16: 1.3124e+04 -1.4926e+04 3e+04 1e-16 4e-14\n",
"17: 1.8262e+03 -2.1909e+03 4e+03 3e-16 1e-14\n",
"18: 2.3971e+02 -3.3521e+02 6e+02 2e-16 4e-15\n",
"19: 2.4741e+01 -5.7021e+01 8e+01 2e-16 2e-15\n",
"20: -1.4966e+00 -1.2616e+01 1e+01 2e-16 4e-16\n",
"21: -3.7942e+00 -4.9110e+00 1e+00 8e-17 2e-16\n",
"22: -3.8810e+00 -3.9758e+00 9e-02 2e-16 7e-17\n",
"23: -3.8832e+00 -3.8845e+00 1e-03 1e-16 1e-16\n",
"24: -3.8832e+00 -3.8832e+00 1e-05 2e-16 1e-16\n",
"25: -3.8832e+00 -3.8832e+00 1e-07 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 9.9687e+01 -2.0600e+06 4e+02 1e+00 1e+00\n",
" 2: 1.5951e+02 -3.4272e+06 7e+02 1e+00 1e+00\n",
" 3: 4.1595e+01 -1.0698e+07 2e+03 1e+00 1e+00\n",
" 4: 7.0794e+01 -4.9506e+07 1e+04 1e+00 1e+00\n",
" 5: 8.0687e+01 -1.4482e+09 3e+05 1e+00 1e+00\n",
" 6: 7.1268e+01 -2.1704e+12 6e+08 1e+00 1e+00\n",
" 7: 5.8137e+08 -3.1414e+19 3e+19 4e-13 1e-02\n",
" 8: 5.8137e+08 -3.1414e+17 3e+17 4e-15 9e-03\n",
" 9: 5.8137e+08 -3.1414e+15 3e+15 2e-16 2e-04\n",
"10: 5.8137e+08 -3.1421e+13 3e+13 2e-16 2e-06\n",
"11: 5.8124e+08 -3.2092e+11 3e+11 2e-16 3e-08\n",
"12: 5.6825e+08 -9.7801e+09 1e+10 1e-16 2e-09\n",
"13: 1.5720e+08 -1.6080e+09 2e+09 2e-16 1e-08\n",
"14: 3.8966e+07 -8.4395e+07 1e+08 1e-16 6e-10\n",
"15: 5.7613e+06 -6.2561e+06 1e+07 2e-16 2e-12\n",
"16: 8.2766e+05 -9.2961e+05 2e+06 2e-16 3e-13\n",
"17: 1.1831e+05 -1.3195e+05 3e+05 2e-16 1e-13\n",
"18: 1.6799e+04 -1.9038e+04 4e+04 2e-16 3e-14\n",
"19: 2.3450e+03 -2.7877e+03 5e+03 3e-16 9e-15\n",
"20: 3.1110e+02 -4.2368e+02 7e+02 2e-16 8e-15\n",
"21: 3.3839e+01 -7.0823e+01 1e+02 1e-16 1e-15\n",
"22: -6.2078e-01 -1.5010e+01 1e+01 2e-16 1e-15\n",
"23: -3.8059e+00 -5.3584e+00 2e+00 2e-16 3e-16\n",
"24: -3.9218e+00 -4.0523e+00 1e-01 3e-16 5e-17\n",
"25: -3.9278e+00 -3.9328e+00 5e-03 1e-16 1e-16\n",
"26: -3.9278e+00 -3.9278e+00 5e-05 2e-16 1e-16\n",
"27: -3.9278e+00 -3.9278e+00 5e-07 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.1713e+02 -2.6255e+06 4e+02 1e+00 1e+00\n",
" 2: 2.1245e+02 -4.3531e+06 8e+02 1e+00 1e+00\n",
" 3: 5.7365e+01 -1.2614e+07 2e+03 1e+00 1e+00\n",
" 4: 1.3014e+02 -6.8599e+07 1e+04 1e+00 1e+00\n",
" 5: 1.3900e+02 -9.8476e+10 3e+07 1e+00 1e+00\n",
" 6: 2.9405e+08 -1.4699e+18 1e+18 5e-13 6e-04\n",
" 7: 2.9405e+08 -1.4699e+16 1e+16 5e-15 2e-04\n",
" 8: 2.9405e+08 -1.4699e+14 1e+14 2e-16 5e-06\n",
" 9: 2.9401e+08 -1.4740e+12 1e+12 2e-16 7e-08\n",
"10: 2.9086e+08 -1.8803e+10 2e+10 2e-16 8e-10\n",
"11: 1.5664e+08 -2.0307e+09 2e+09 1e-16 9e-11\n",
"12: 2.8490e+07 -5.8524e+07 9e+07 2e-16 1e-12\n",
"13: 4.2287e+06 -4.7416e+06 9e+06 2e-16 5e-13\n",
"14: 6.0701e+05 -6.7996e+05 1e+06 2e-16 3e-13\n",
"15: 8.6721e+04 -9.6917e+04 2e+05 2e-16 8e-14\n",
"16: 1.2295e+04 -1.3996e+04 3e+04 2e-16 2e-14\n",
"17: 1.7088e+03 -2.0565e+03 4e+03 2e-16 2e-14\n",
"18: 2.2345e+02 -3.1541e+02 5e+02 1e-16 5e-15\n",
"19: 2.2614e+01 -5.3975e+01 8e+01 1e-16 2e-15\n",
"20: -1.7386e+00 -1.2113e+01 1e+01 2e-16 4e-16\n",
"21: -3.8175e+00 -5.0067e+00 1e+00 3e-16 2e-16\n",
"22: -3.9364e+00 -4.1808e+00 2e-01 2e-16 2e-16\n",
"23: -3.9484e+00 -3.9655e+00 2e-02 2e-16 8e-17\n",
"24: -3.9485e+00 -3.9486e+00 2e-04 3e-16 7e-17\n",
"25: -3.9485e+00 -3.9485e+00 2e-06 1e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.2844e+02 -3.1516e+06 5e+02 1e+00 1e+00\n",
" 2: 2.6049e+02 -5.3063e+06 1e+03 1e+00 1e+00\n",
" 3: 1.4082e+02 -9.6137e+06 2e+03 1e+00 1e+00\n",
" 4: 1.8776e+02 -4.2868e+07 9e+03 1e+00 1e+00\n",
" 5: 3.5090e+00 -7.0856e+09 1e+06 1e+00 1e+00\n",
" 6: 8.5782e+00 -2.8396e+12 6e+08 1e+00 1e+00\n",
" 7: 5.0571e+09 -5.6312e+19 6e+19 4e-13 2e-02\n",
" 8: 5.0571e+09 -5.6312e+17 6e+17 4e-15 9e-03\n",
" 9: 5.0571e+09 -5.6312e+15 6e+15 1e-16 2e-04\n",
"10: 5.0571e+09 -5.6335e+13 6e+13 2e-16 2e-06\n",
"11: 5.0549e+09 -5.8640e+11 6e+11 1e-16 3e-08\n",
"12: 4.8608e+09 -2.8604e+10 3e+10 2e-16 3e-09\n",
"13: 1.8465e+09 -2.4383e+10 3e+10 1e-16 6e-09\n",
"14: 7.9860e+08 -2.2898e+09 3e+09 1e-16 6e-10\n",
"15: 1.3148e+08 -1.7011e+08 3e+08 1e-16 6e-12\n",
"16: 1.9081e+07 -2.1463e+07 4e+07 2e-16 1e-12\n",
"17: 2.7419e+06 -3.0565e+06 6e+06 2e-16 5e-13\n",
"18: 3.9260e+05 -4.3575e+05 8e+05 2e-16 2e-13\n",
"19: 5.5990e+04 -6.2614e+04 1e+05 2e-16 5e-14\n",
"20: 7.9123e+03 -9.0772e+03 2e+04 2e-16 2e-14\n",
"21: 1.0901e+03 -1.3435e+03 2e+03 1e-16 7e-15\n",
"22: 1.3839e+02 -2.0970e+02 3e+02 2e-16 3e-15\n",
"23: 1.1756e+01 -3.7501e+01 5e+01 2e-16 1e-15\n",
"24: -2.8509e+00 -9.3200e+00 6e+00 2e-16 4e-16\n",
"25: -3.9072e+00 -4.4299e+00 5e-01 2e-16 2e-16\n",
"26: -3.9698e+00 -4.0712e+00 1e-01 1e-16 1e-16\n",
"27: -3.9721e+00 -3.9750e+00 3e-03 1e-16 8e-17\n",
"28: -3.9721e+00 -3.9722e+00 3e-05 2e-16 1e-16\n",
"29: -3.9721e+00 -3.9721e+00 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.3768e+02 -3.7062e+06 6e+02 1e+00 1e+00\n",
" 2: 2.8078e+02 -5.9595e+06 1e+03 1e+00 1e+00\n",
" 3: 2.6334e+02 -1.0757e+07 2e+03 1e+00 1e+00\n",
" 4: 9.8426e+01 -5.9562e+07 1e+04 1e+00 1e+00\n",
" 5: 1.7365e+02 -6.3299e+08 1e+05 1e+00 1e+00\n",
" 6: 2.1699e+02 -4.8143e+11 1e+08 1e+00 1e+00\n",
" 7: 6.8863e+08 -8.9527e+18 9e+18 4e-13 4e-03\n",
" 8: 6.8863e+08 -8.9527e+16 9e+16 4e-15 2e-03\n",
" 9: 6.8863e+08 -8.9528e+14 9e+14 2e-16 2e-05\n",
"10: 6.8861e+08 -8.9688e+12 9e+12 3e-16 2e-07\n",
"11: 6.8747e+08 -1.0558e+11 1e+11 2e-16 3e-09\n",
"12: 6.0688e+08 -1.4869e+10 2e+10 2e-16 4e-10\n",
"13: 2.1897e+08 -6.1495e+09 6e+09 2e-16 2e-10\n",
"14: 6.3921e+07 -1.7777e+08 2e+08 2e-16 6e-12\n",
"15: 9.7025e+06 -1.1019e+07 2e+07 1e-16 1e-12\n",
"16: 1.3911e+06 -1.5415e+06 3e+06 2e-16 3e-13\n",
"17: 1.9893e+05 -2.2102e+05 4e+05 2e-16 7e-14\n",
"18: 2.8303e+04 -3.1840e+04 6e+04 2e-16 5e-14\n",
"19: 3.9751e+03 -4.6411e+03 9e+03 3e-16 2e-14\n",
"20: 5.3773e+02 -6.9623e+02 1e+03 2e-16 7e-15\n",
"21: 6.3682e+01 -1.1251e+02 2e+02 2e-16 2e-15\n",
"22: 2.6836e+00 -2.1942e+01 2e+01 2e-16 1e-15\n",
"23: -3.6385e+00 -6.6084e+00 3e+00 2e-16 3e-16\n",
"24: -3.9627e+00 -4.1916e+00 2e-01 2e-16 1e-16\n",
"25: -3.9817e+00 -4.0094e+00 3e-02 2e-16 1e-16\n",
"26: -3.9820e+00 -3.9823e+00 3e-04 2e-16 9e-17\n",
"27: -3.9820e+00 -3.9820e+00 3e-06 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.4288e+02 -4.2033e+06 6e+02 1e+00 1e+00\n",
" 2: 3.2774e+02 -7.0866e+06 1e+03 1e+00 1e+00\n",
" 3: 3.7325e+02 -1.2994e+07 3e+03 1e+00 1e+00\n",
" 4: 1.1198e+02 -5.3092e+07 1e+04 1e+00 1e+00\n",
" 5: 2.2753e+02 -4.3374e+08 9e+04 1e+00 1e+00\n",
" 6: 2.4076e+02 -2.6112e+11 6e+07 1e+00 1e+00\n",
" 7: 1.0051e+09 -5.1439e+18 5e+18 5e-13 2e-03\n",
" 8: 1.0051e+09 -5.1439e+16 5e+16 5e-15 9e-04\n",
" 9: 1.0051e+09 -5.1441e+14 5e+14 2e-16 2e-05\n",
"10: 1.0050e+09 -5.1628e+12 5e+12 2e-16 2e-07\n",
"11: 1.0002e+09 -7.0282e+10 7e+10 2e-16 2e-09\n",
"12: 7.7516e+08 -1.4393e+10 2e+10 2e-16 5e-10\n",
"13: 2.6381e+08 -2.8250e+09 3e+09 3e-16 4e-11\n",
"14: 5.3657e+07 -9.8909e+07 2e+08 2e-16 3e-12\n",
"15: 7.9469e+06 -8.7303e+06 2e+07 2e-16 1e-12\n",
"16: 1.1395e+06 -1.2657e+06 2e+06 2e-16 3e-13\n",
"17: 1.6288e+05 -1.8101e+05 3e+05 2e-16 1e-13\n",
"18: 2.3154e+04 -2.6108e+04 5e+04 2e-16 4e-14\n",
"19: 3.2448e+03 -3.8125e+03 7e+03 2e-16 1e-14\n",
"20: 4.3591e+02 -5.7468e+02 1e+03 3e-16 5e-15\n",
"21: 5.0162e+01 -9.4018e+01 1e+02 8e-17 3e-15\n",
"22: 1.1363e+00 -1.8904e+01 2e+01 2e-16 1e-15\n",
"23: -3.7462e+00 -6.0729e+00 2e+00 2e-16 2e-16\n",
"24: -3.9718e+00 -4.2572e+00 3e-01 1e-16 2e-16\n",
"25: -3.9906e+00 -4.0248e+00 3e-02 2e-16 1e-16\n",
"26: -3.9916e+00 -3.9924e+00 8e-04 2e-16 1e-16\n",
"27: -3.9916e+00 -3.9916e+00 8e-06 3e-16 6e-17\n",
"28: -3.9916e+00 -3.9916e+00 8e-08 2e-16 8e-17\n",
"Optimal solution found.\n"
]
}
],
"source": [
"# convert pandas dataframe to numpy\n",
"data = df_inc.to_numpy()\n",
"\n",
"#sort the rows by sequence numbers in 1st column \n",
"idx = np.argsort(data[:, 0]) \n",
"data = data[idx, :]\n",
"\n",
"# replace nan's (missing values) with 0's\n",
"original = data\n",
"original[np.isnan(original)] = 0\n",
"\n",
"# delete 1st column (sequence numbers)\n",
"original = original[:, 1:]\n",
"\n",
"# one hot encode all features as they are categorical\n",
"onehot_encoder = OneHotEncoder(sparse=False)\n",
"onehot_encoded = onehot_encoder.fit_transform(original)\n",
"\n",
"explainer = ProtodashExplainer()\n",
"\n",
"# call Protodash explainer\n",
"# S contains indices of the selected prototypes\n",
"# W contains importance weights associated with the selected prototypes \n",
"(W, S, _) = explainer.explain(onehot_encoded, onehot_encoded, m=10) \n",
"\n",
"# sort the order of prototypes in set S\n",
"idx = np.argsort(S)\n",
"S = S[idx]\n",
"W = W[idx]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"text/plain": [
" 8 132 690 \\\n",
"Respondent sequence number 73565.00 73689.00 74247.00 \n",
"Income from wages/salaries 1.00 1.00 2.00 \n",
"Income from self employment 2.00 2.00 2.00 \n",
"Income from Social Security or RR 2.00 2.00 2.00 \n",
"Income from other disability pension 2.00 2.00 2.00 \n",
"Income from retirement/survivor pension 2.00 2.00 2.00 \n",
"Income from Supplemental Security Income 2.00 2.00 2.00 \n",
"Income from state/county cash assistance 2.00 2.00 2.00 \n",
"Income from interest/dividends or rental 2.00 1.00 2.00 \n",
"Income from other sources 2.00 2.00 2.00 \n",
"Monthly family income 12.00 11.00 8.00 \n",
"Family monthly poverty level index 5.00 4.30 3.05 \n",
"Family monthly poverty level category 3.00 3.00 3.00 \n",
"Family has savings more than $5000 NaN NaN NaN \n",
"Total savings/cash assets for the family NaN NaN NaN \n",
"Weights of Prototypes 0.18 0.07 0.09 \n",
"\n",
" 1475 2449 2912 \\\n",
"Respondent sequence number 75032.00 76006.00 76469.00 \n",
"Income from wages/salaries 1.00 1.00 1.00 \n",
"Income from self employment 2.00 1.00 2.00 \n",
"Income from Social Security or RR 2.00 2.00 2.00 \n",
"Income from other disability pension 2.00 2.00 1.00 \n",
"Income from retirement/survivor pension 2.00 2.00 1.00 \n",
"Income from Supplemental Security Income 2.00 2.00 2.00 \n",
"Income from state/county cash assistance 2.00 2.00 2.00 \n",
"Income from interest/dividends or rental 1.00 2.00 2.00 \n",
"Income from other sources 2.00 1.00 2.00 \n",
"Monthly family income 4.00 1.00 6.00 \n",
"Family monthly poverty level index 1.65 0.00 1.32 \n",
"Family monthly poverty level category 2.00 1.00 2.00 \n",
"Family has savings more than $5000 2.00 2.00 1.00 \n",
"Total savings/cash assets for the family 3.00 1.00 NaN \n",
"Weights of Prototypes 0.06 0.15 0.07 \n",
"\n",
" 3899 5077 6895 \\\n",
"Respondent sequence number 77456.00 78634.00 80452.00 \n",
"Income from wages/salaries 1.00 1.00 1.00 \n",
"Income from self employment 2.00 2.00 2.00 \n",
"Income from Social Security or RR 1.00 2.00 2.00 \n",
"Income from other disability pension 2.00 2.00 2.00 \n",
"Income from retirement/survivor pension 2.00 1.00 2.00 \n",
"Income from Supplemental Security Income 2.00 2.00 1.00 \n",
"Income from state/county cash assistance 2.00 2.00 1.00 \n",
"Income from interest/dividends or rental 2.00 2.00 2.00 \n",
"Income from other sources 2.00 2.00 2.00 \n",
"Monthly family income 7.00 2.00 5.00 \n",
"Family monthly poverty level index 2.71 0.44 0.86 \n",
"Family monthly poverty level category 3.00 1.00 1.00 \n",
"Family has savings more than $5000 NaN 2.00 2.00 \n",
"Total savings/cash assets for the family NaN 1.00 1.00 \n",
"Weights of Prototypes 0.12 0.07 0.09 \n",
"\n",
" 7475 \n",
"Respondent sequence number 81032.00 \n",
"Income from wages/salaries 2.00 \n",
"Income from self employment 2.00 \n",
"Income from Social Security or RR 1.00 \n",
"Income from other disability pension 2.00 \n",
"Income from retirement/survivor pension 2.00 \n",
"Income from Supplemental Security Income 2.00 \n",
"Income from state/county cash assistance 2.00 \n",
"Income from interest/dividends or rental 1.00 \n",
"Income from other sources 2.00 \n",
"Monthly family income 3.00 \n",
"Family monthly poverty level index 1.08 \n",
"Family monthly poverty level category 1.00 \n",
"Family has savings more than $5000 2.00 \n",
"Total savings/cash assets for the family 1.00 \n",
"Weights of Prototypes 0.10 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Display the prototypes along with their computed weights\n",
"inc_prototypes = df_inc.iloc[S, :].copy()\n",
"# Compute normalized importance weights for prototypes\n",
"inc_prototypes[\"Weights of Prototypes\"] = np.around(W/np.sum(W), 2) \n",
"inc_prototypes.transpose()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Explanation:\n",
"The 10 people shown above (i.e. 10 prototypes) are representative of the income questionnaire according to Protodash. Firstly, in the distribution plot for family finance related questions, we saw that there roughly were five times as many people not having savings in excess of $5000 compared with others. Our prototypes also have a similar spread, which is reassuring. Also, for monthly family income, we get a more even spread over the more commonly occurring categories. This is a kind of spot check to see if our prototypes actually match the distribution of values in the dataset.\n",
"\n",
"Looking at the other questions in the questionnaire and the corresponding answers given by the prototypical people above, the social scientist realizes that most people are employed (3rd question) and work for an organization earning through salary/wages (1st two questions). Most of them are also young (5th question) and fit to work (4th question). However, they don't seem to have much savings (last question). The insights that the social scientist acquired from studying the prototypes could also be conveyed to the appropriate government authorities that affect future public policy decisions."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Study 2: Find Questionnaire/s that are most representative of Income\n",
"\n",
"We now move on to our second study, where we want to see how the remaining 39 questionnaires represent or relate to income. This will provide us with an idea of which lifestyle factors are likely to affect income the most. To do this we compute prototypes for each of the questionnaires and evaluate how well they represent the income questionnaire relative to our objective function. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Compute prototypes for all questionaires\n",
"\n",
"This step uses Protodash explainer to compute 10 prototypes for each of the questionaires and saves these for further evaluation. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"processing ACQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.5310e+01 -2.0066e+05 4e+01 1e+00 1e+00\n",
" 2: 2.2661e-01 -2.9693e+06 6e+02 1e+00 1e+00\n",
" 3: 4.5958e+00 -4.9296e+08 1e+05 1e+00 1e+00\n",
" 4: 2.5900e+06 -1.1503e+16 1e+16 4e-13 2e-05\n",
" 5: 2.5900e+06 -1.1503e+14 1e+14 4e-15 1e-05\n",
" 6: 2.5900e+06 -1.1503e+12 1e+12 9e-17 3e-07\n",
" 7: 2.5892e+06 -1.1510e+10 1e+10 1e-16 4e-09\n",
" 8: 2.5107e+06 -1.2228e+08 1e+08 1e-16 5e-11\n",
" 9: 7.7656e+05 -2.8694e+06 4e+06 3e-16 2e-12\n",
"10: 1.1690e+05 -1.4468e+05 3e+05 4e-16 2e-13\n",
"11: 1.6636e+04 -1.8584e+04 4e+04 3e-16 2e-14\n",
"12: 2.3433e+03 -2.7242e+03 5e+03 2e-16 2e-14\n",
"13: 3.1920e+02 -4.0603e+02 7e+02 3e-16 6e-15\n",
"14: 3.8823e+01 -6.4788e+01 1e+02 2e-16 3e-16\n",
"15: 2.2958e+00 -1.2253e+01 1e+01 2e-16 6e-16\n",
"16: -1.6449e+00 -3.4574e+00 2e+00 2e-16 2e-16\n",
"17: -1.8754e+00 -2.1093e+00 2e-01 3e-16 1e-16\n",
"18: -1.8873e+00 -1.8948e+00 7e-03 4e-16 6e-17\n",
"19: -1.8873e+00 -1.8874e+00 7e-05 1e-16 1e-16\n",
"20: -1.8873e+00 -1.8873e+00 7e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 2.6746e+01 -3.8908e+05 8e+01 1e+00 1e+00\n",
" 2: 4.9785e+00 -3.6077e+06 8e+02 1e+00 1e+00\n",
" 3: 9.3452e+00 -2.8159e+08 6e+04 1e+00 1e+00\n",
" 4: 2.6492e+01 -1.3740e+12 6e+08 1e+00 1e+00\n",
" 5: 2.5405e+04 -8.3701e+18 8e+18 2e-13 2e-02\n",
" 6: 2.5405e+04 -8.3701e+16 8e+16 2e-15 8e-03\n",
" 7: 2.5405e+04 -8.3701e+14 8e+14 2e-16 2e-04\n",
" 8: 2.5405e+04 -8.3701e+12 8e+12 2e-16 2e-06\n",
" 9: 2.5405e+04 -8.3701e+10 8e+10 9e-17 2e-08\n",
"10: 2.5389e+04 -8.3707e+08 8e+08 2e-16 2e-10\n",
"11: 2.3893e+04 -8.4257e+06 8e+06 6e-17 2e-12\n",
"12: 5.5227e+03 -9.2235e+04 1e+05 2e-16 5e-14\n",
"13: 7.9098e+02 -1.7422e+03 3e+03 8e-17 2e-14\n",
"14: 1.0410e+02 -1.4288e+02 2e+02 2e-16 2e-15\n",
"15: 1.0682e+01 -2.4891e+01 4e+01 2e-16 2e-15\n",
"16: -7.3874e-01 -5.5437e+00 5e+00 3e-16 8e-16\n",
"17: -1.8002e+00 -2.2659e+00 5e-01 2e-16 2e-16\n",
"18: -1.9008e+00 -1.9607e+00 6e-02 2e-16 4e-17\n",
"19: -1.9046e+00 -1.9066e+00 2e-03 8e-17 6e-17\n",
"20: -1.9046e+00 -1.9047e+00 2e-05 1e-16 8e-17\n",
"21: -1.9046e+00 -1.9046e+00 2e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 3.8630e+01 -6.2350e+05 1e+02 1e+00 1e+00\n",
" 2: 1.6851e+00 -2.4387e+06 5e+02 1e+00 1e+00\n",
" 3: 5.7468e+00 -1.0254e+07 2e+03 1e+00 1e+00\n",
" 4: 6.1805e+00 -1.3367e+08 3e+04 1e+00 1e+00\n",
" 5: 7.6593e+00 -2.3863e+10 5e+06 1e+00 1e+00\n",
" 6: 4.6245e+08 -5.5106e+17 6e+17 2e-13 9e-04\n",
" 7: 4.6245e+08 -5.5106e+15 6e+15 2e-15 8e-04\n",
" 8: 4.6245e+08 -5.5108e+13 6e+13 2e-16 7e-06\n",
" 9: 4.6243e+08 -5.5239e+11 6e+11 2e-16 2e-07\n",
"10: 4.6010e+08 -6.8320e+09 7e+09 2e-16 2e-09\n",
"11: 3.1527e+08 -9.3930e+08 1e+09 2e-16 4e-08\n",
"12: 4.5675e+07 -1.6521e+08 2e+08 2e-16 6e-12\n",
"13: 8.4482e+06 -1.0627e+07 2e+07 1e-16 2e-12\n",
"14: 1.2189e+06 -1.3643e+06 3e+06 2e-16 7e-13\n",
"15: 1.7481e+05 -1.9485e+05 4e+05 9e-17 1e-13\n",
"16: 2.4956e+04 -2.7898e+04 5e+04 3e-16 1e-13\n",
"17: 3.5328e+03 -4.0362e+03 8e+03 2e-16 2e-14\n",
"18: 4.8890e+02 -5.9515e+02 1e+03 1e-16 6e-15\n",
"19: 6.2968e+01 -9.2084e+01 2e+02 2e-16 3e-15\n",
"20: 5.8129e+00 -1.6139e+01 2e+01 2e-16 1e-15\n",
"21: -1.0110e+00 -3.8872e+00 3e+00 2e-16 6e-16\n",
"22: -1.8251e+00 -2.4208e+00 6e-01 1e-16 1e-16\n",
"23: -1.9121e+00 -1.9638e+00 5e-02 3e-16 9e-17\n",
"24: -1.9162e+00 -1.9192e+00 3e-03 3e-16 4e-17\n",
"25: -1.9162e+00 -1.9163e+00 3e-05 2e-16 2e-16\n",
"26: -1.9162e+00 -1.9162e+00 3e-07 1e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.9535e+01 -8.8615e+05 2e+02 1e+00 1e+00\n",
" 2: 2.6367e+01 -9.0588e+06 2e+03 1e+00 1e+00\n",
" 3: 1.0359e+01 -7.4482e+08 2e+05 1e+00 1e+00\n",
" 4: 4.2583e+01 -9.1586e+11 2e+08 1e+00 1e+00\n",
" 5: 4.4551e+07 -1.4124e+19 1e+19 6e-13 2e-02\n",
" 6: 4.4551e+07 -1.4124e+17 1e+17 6e-15 1e-02\n",
" 7: 4.4551e+07 -1.4124e+15 1e+15 2e-16 1e-04\n",
" 8: 4.4551e+07 -1.4125e+13 1e+13 1e-16 1e-06\n",
" 9: 4.4545e+07 -1.4157e+11 1e+11 3e-16 2e-08\n",
"10: 4.3899e+07 -1.7338e+09 2e+09 2e-16 2e-10\n",
"11: 1.9855e+07 -1.3998e+08 2e+08 2e-16 2e-11\n",
"12: 3.0249e+06 -4.4386e+06 7e+06 2e-16 8e-13\n",
"13: 4.3512e+05 -4.8514e+05 9e+05 3e-16 8e-14\n",
"14: 6.2314e+04 -6.9978e+04 1e+05 2e-16 8e-14\n",
"15: 8.8564e+03 -1.0040e+04 2e+04 1e-16 4e-14\n",
"16: 1.2381e+03 -1.4677e+03 3e+03 1e-16 1e-14\n",
"17: 1.6487e+02 -2.2246e+02 4e+02 2e-16 6e-15\n",
"18: 1.8232e+01 -3.6958e+01 6e+01 1e-16 3e-15\n",
"19: -1.1157e-01 -7.7211e+00 8e+00 2e-16 1e-15\n",
"20: -1.8462e+00 -2.6834e+00 8e-01 2e-16 2e-16\n",
"21: -1.9182e+00 -2.0069e+00 9e-02 2e-16 2e-16\n",
"22: -1.9207e+00 -1.9220e+00 1e-03 2e-16 1e-16\n",
"23: -1.9207e+00 -1.9207e+00 1e-05 2e-16 8e-17\n",
"24: -1.9207e+00 -1.9207e+00 1e-07 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 6.4833e+01 -1.2123e+06 2e+02 1e+00 1e+00\n",
" 2: 6.2262e+00 -6.0212e+06 1e+03 1e+00 1e+00\n",
" 3: 1.9784e+01 -2.6557e+07 5e+03 1e+00 1e+00\n",
" 4: 2.3740e+01 -5.9992e+08 1e+05 1e+00 1e+00\n",
" 5: 2.4301e+01 -4.3645e+11 1e+08 1e+00 1e+00\n",
" 6: 6.3596e+08 -8.1814e+18 8e+18 4e-13 1e-02\n",
" 7: 6.3596e+08 -8.1814e+16 8e+16 4e-15 1e-02\n",
" 8: 6.3596e+08 -8.1814e+14 8e+14 1e-16 2e-04\n",
" 9: 6.3596e+08 -8.1841e+12 8e+12 2e-16 1e-06\n",
"10: 6.3575e+08 -8.4549e+10 9e+10 2e-16 1e-08\n",
"11: 6.1618e+08 -3.4697e+09 4e+09 2e-16 1e-08\n",
"12: 6.2323e+07 -1.3149e+09 1e+09 2e-16 3e-09\n",
"13: 1.9752e+07 -3.8297e+07 6e+07 2e-16 1e-10\n",
"14: 2.9989e+06 -3.3190e+06 6e+06 2e-16 1e-12\n",
"15: 4.3054e+05 -4.8072e+05 9e+05 2e-16 3e-13\n",
"16: 6.1569e+04 -6.8520e+04 1e+05 2e-16 1e-13\n",
"17: 8.7544e+03 -9.8751e+03 2e+04 1e-16 2e-14\n",
"18: 1.2270e+03 -1.4415e+03 3e+03 3e-16 8e-15\n",
"19: 1.6483e+02 -2.1723e+02 4e+02 2e-16 6e-15\n",
"20: 1.8927e+01 -3.5549e+01 5e+01 2e-16 2e-15\n",
"21: 3.5173e-01 -7.1839e+00 8e+00 1e-16 9e-16\n",
"22: -1.5207e+00 -2.7934e+00 1e+00 2e-16 2e-16\n",
"23: -1.8875e+00 -2.1892e+00 3e-01 1e-16 1e-16\n",
"24: -1.9205e+00 -1.9416e+00 2e-02 1e-16 2e-16\n",
"25: -1.9230e+00 -1.9243e+00 1e-03 2e-16 2e-16\n",
"26: -1.9230e+00 -1.9230e+00 2e-05 2e-16 2e-16\n",
"27: -1.9230e+00 -1.9230e+00 2e-07 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 7.5817e+01 -1.5338e+06 3e+02 1e+00 1e+00\n",
" 2: 7.8529e+01 -3.1293e+06 6e+02 1e+00 1e+00\n",
" 3: 1.4460e+01 -8.5391e+07 2e+04 1e+00 1e+00\n",
" 4: 2.2098e+01 -3.3444e+09 7e+05 1e+00 1e+00\n",
" 5: 2.3160e+01 -1.0725e+13 4e+09 1e+00 1e+00\n",
" 6: 1.1290e+09 -9.5488e+19 1e+20 3e-13 7e-02\n",
" 7: 1.1290e+09 -9.5488e+17 1e+18 3e-15 4e-02\n",
" 8: 1.1290e+09 -9.5488e+15 1e+16 2e-16 5e-04\n",
" 9: 1.1290e+09 -9.5493e+13 1e+14 2e-16 7e-06\n",
"10: 1.1290e+09 -9.6012e+11 1e+12 1e-16 8e-08\n",
"11: 1.1259e+09 -1.4782e+10 2e+10 2e-16 1e-09\n",
"12: 9.5496e+08 -4.5276e+09 5e+09 3e-16 3e-08\n",
"13: 1.0488e+08 -4.2852e+09 4e+09 2e-16 1e-08\n",
"14: 4.2119e+07 -2.7596e+08 3e+08 2e-16 8e-10\n",
"15: 6.8279e+06 -9.7173e+06 2e+07 2e-16 1e-11\n",
"16: 9.8113e+05 -1.0854e+06 2e+06 1e-16 6e-13\n",
"17: 1.4060e+05 -1.5703e+05 3e+05 2e-16 2e-13\n",
"18: 2.0041e+04 -2.2489e+04 4e+04 2e-16 5e-14\n",
"19: 2.8264e+03 -3.2646e+03 6e+03 1e-16 3e-14\n",
"20: 3.8697e+02 -4.8536e+02 9e+02 3e-16 1e-14\n",
"21: 4.8003e+01 -7.6693e+01 1e+02 2e-16 4e-15\n",
"22: 3.4160e+00 -1.4154e+01 2e+01 9e-17 2e-15\n",
"23: -1.5558e+00 -3.7925e+00 2e+00 2e-16 3e-16\n",
"24: -1.9037e+00 -2.0576e+00 2e-01 2e-16 2e-16\n",
"25: -1.9242e+00 -1.9430e+00 2e-02 1e-16 1e-16\n",
"26: -1.9251e+00 -1.9256e+00 6e-04 1e-16 8e-17\n",
"27: -1.9251e+00 -1.9251e+00 6e-06 2e-16 8e-17\n",
"28: -1.9251e+00 -1.9251e+00 6e-08 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 9.7226e+01 -1.9716e+06 4e+02 1e+00 1e+00\n",
" 2: 8.8568e+01 -3.9453e+06 8e+02 1e+00 1e+00\n",
" 3: 1.0353e+01 -1.6039e+08 3e+04 1e+00 1e+00\n",
" 4: 2.2863e+01 -7.4976e+09 2e+06 1e+00 1e+00\n",
" 5: 7.6072e+01 -6.8864e+13 4e+10 1e+00 1e+00\n",
" 6: 9.9216e+08 -2.0052e+20 2e+20 2e-13 6e-02\n",
" 7: 9.9216e+08 -2.0052e+18 2e+18 2e-15 9e-02\n",
" 8: 9.9216e+08 -2.0052e+16 2e+16 1e-16 1e-03\n",
" 9: 9.9216e+08 -2.0052e+14 2e+14 2e-16 2e-05\n",
"10: 9.9214e+08 -2.0099e+12 2e+12 3e-16 2e-07\n",
"11: 9.9020e+08 -2.4737e+10 3e+10 2e-16 3e-09\n",
"12: 8.8768e+08 -4.6227e+09 6e+09 2e-16 1e-08\n",
"13: 2.1732e+08 -5.1900e+09 5e+09 3e-16 7e-09\n",
"14: 9.1139e+07 -4.5749e+08 5e+08 1e-16 6e-10\n",
"15: 1.5027e+07 -2.0759e+07 4e+07 2e-16 6e-12\n",
"16: 2.1726e+06 -2.4347e+06 5e+06 2e-16 8e-13\n",
"17: 3.1188e+05 -3.4839e+05 7e+05 2e-16 2e-13\n",
"18: 4.4580e+04 -4.9709e+04 9e+04 3e-16 9e-14\n",
"19: 6.3306e+03 -7.1693e+03 1e+04 2e-16 4e-14\n",
"20: 8.8404e+02 -1.0495e+03 2e+03 2e-16 1e-14\n",
"21: 1.1739e+02 -1.5938e+02 3e+02 2e-16 4e-15\n",
"22: 1.2805e+01 -2.6602e+01 4e+01 3e-16 1e-15\n",
"23: -2.3994e-01 -5.6375e+00 5e+00 3e-16 7e-16\n",
"24: -1.3466e+00 -3.1160e+00 2e+00 2e-16 3e-16\n",
"25: -1.8640e+00 -2.5636e+00 7e-01 2e-16 1e-16\n",
"26: -1.9185e+00 -1.9703e+00 5e-02 1e-16 2e-16\n",
"27: -1.9249e+00 -1.9293e+00 4e-03 2e-16 1e-16\n",
"28: -1.9255e+00 -1.9259e+00 4e-04 2e-16 1e-16\n",
"29: -1.9256e+00 -1.9256e+00 2e-05 2e-16 1e-16\n",
"30: -1.9256e+00 -1.9256e+00 2e-07 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.0772e+02 -2.3414e+06 4e+02 1e+00 1e+00\n",
" 2: 1.3117e+02 -4.1443e+06 8e+02 1e+00 1e+00\n",
" 3: 1.5323e+01 -5.4587e+07 1e+04 1e+00 1e+00\n",
" 4: 4.0864e+01 -8.3463e+08 2e+05 1e+00 1e+00\n",
" 5: 5.3944e+01 -3.5544e+11 8e+07 1e+00 1e+00\n",
" 6: 1.1159e+09 -7.4311e+18 7e+18 4e-13 7e-03\n",
" 7: 1.1159e+09 -7.4311e+16 7e+16 4e-15 5e-03\n",
" 8: 1.1159e+09 -7.4312e+14 7e+14 3e-16 7e-05\n",
" 9: 1.1159e+09 -7.4383e+12 7e+12 2e-16 9e-07\n",
"10: 1.1153e+09 -8.1503e+10 8e+10 2e-16 1e-08\n",
"11: 1.0644e+09 -7.7071e+09 9e+09 2e-16 1e-09\n",
"12: 1.3329e+08 -7.9729e+09 8e+09 2e-16 6e-10\n",
"13: 6.2144e+07 -3.4026e+08 4e+08 2e-16 3e-11\n",
"14: 1.0042e+07 -1.4152e+07 2e+07 2e-16 1e-12\n",
"15: 1.4413e+06 -1.5860e+06 3e+06 2e-16 4e-13\n",
"16: 2.0657e+05 -2.3010e+05 4e+05 2e-16 2e-13\n",
"17: 2.9476e+04 -3.2940e+04 6e+04 2e-16 6e-14\n",
"18: 4.1707e+03 -4.7695e+03 9e+03 2e-16 3e-14\n",
"19: 5.7664e+02 -7.0395e+02 1e+03 2e-16 5e-15\n",
"20: 7.4082e+01 -1.0912e+02 2e+02 2e-16 3e-15\n",
"21: 6.7708e+00 -1.9190e+01 3e+01 2e-16 9e-16\n",
"22: -1.1745e+00 -4.6103e+00 3e+00 2e-16 5e-16\n",
"23: -1.8444e+00 -2.1955e+00 4e-01 2e-16 2e-16\n",
"24: -1.9191e+00 -1.9595e+00 4e-02 1e-16 1e-16\n",
"25: -1.9256e+00 -1.9303e+00 5e-03 1e-16 1e-16\n",
"26: -1.9262e+00 -1.9266e+00 4e-04 1e-16 2e-16\n",
"27: -1.9263e+00 -1.9263e+00 2e-05 2e-16 1e-16\n",
"28: -1.9263e+00 -1.9263e+00 2e-07 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.2494e+02 -2.7991e+06 5e+02 1e+00 1e+00\n",
" 2: 1.7507e+02 -4.8743e+06 9e+02 1e+00 1e+00\n",
" 3: 1.7265e+01 -4.0680e+07 8e+03 1e+00 1e+00\n",
" 4: 4.0386e+01 -3.7556e+08 8e+04 1e+00 1e+00\n",
" 5: 5.4178e+01 -4.4051e+10 9e+06 1e+00 1e+00\n",
" 6: 1.7875e+09 -1.0409e+18 1e+18 3e-13 9e-04\n",
" 7: 1.7875e+09 -1.0409e+16 1e+16 3e-15 5e-04\n",
" 8: 1.7875e+09 -1.0410e+14 1e+14 2e-16 8e-06\n",
" 9: 1.7874e+09 -1.0505e+12 1e+12 2e-16 9e-08\n",
"10: 1.7775e+09 -1.9951e+10 2e+10 3e-16 2e-09\n",
"11: 1.1185e+09 -5.2578e+09 6e+09 2e-16 3e-08\n",
"12: 1.7921e+08 -1.0938e+09 1e+09 2e-16 9e-12\n",
"13: 3.7154e+07 -5.5716e+07 9e+07 1e-16 2e-12\n",
"14: 5.3760e+06 -5.8678e+06 1e+07 3e-16 1e-12\n",
"15: 7.7184e+05 -8.6060e+05 2e+06 2e-16 3e-13\n",
"16: 1.1044e+05 -1.2256e+05 2e+05 2e-16 1e-13\n",
"17: 1.5735e+04 -1.7637e+04 3e+04 2e-16 6e-14\n",
"18: 2.2180e+03 -2.5626e+03 5e+03 2e-16 2e-14\n",
"19: 3.0330e+02 -3.8141e+02 7e+02 2e-16 9e-15\n",
"20: 3.7438e+01 -6.0409e+01 1e+02 2e-16 3e-15\n",
"21: 2.5263e+00 -1.1228e+01 1e+01 2e-16 6e-16\n",
"22: -1.3900e+00 -3.0969e+00 2e+00 2e-16 3e-16\n",
"23: -1.8723e+00 -2.3296e+00 5e-01 1e-16 8e-17\n",
"24: -1.9214e+00 -1.9579e+00 4e-02 2e-16 8e-17\n",
"25: -1.9263e+00 -1.9293e+00 3e-03 2e-16 2e-16\n",
"26: -1.9265e+00 -1.9267e+00 2e-04 1e-16 1e-16\n",
"27: -1.9265e+00 -1.9265e+00 6e-06 2e-16 7e-17\n",
"28: -1.9265e+00 -1.9265e+00 6e-08 3e-16 9e-17\n",
"Optimal solution found.\n",
"processing ALQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.0819e+01 -2.7904e+05 6e+01 1e+00 1e+00\n",
" 2: 2.4817e+00 -2.3206e+06 5e+02 1e+00 1e+00\n",
" 3: 8.4644e+00 -2.3998e+08 5e+04 1e+00 1e+00\n",
" 4: 2.0332e+01 -6.0208e+11 2e+08 1e+00 1e+00\n",
" 5: 1.0172e+05 -6.3132e+18 6e+18 2e-13 3e-03\n",
" 6: 1.0172e+05 -6.3132e+16 6e+16 2e-15 5e-03\n",
" 7: 1.0172e+05 -6.3132e+14 6e+14 1e-17 9e-05\n",
" 8: 1.0172e+05 -6.3132e+12 6e+12 3e-16 7e-07\n",
" 9: 1.0172e+05 -6.3132e+10 6e+10 2e-16 2e-08\n",
"10: 1.0156e+05 -6.3158e+08 6e+08 5e-17 3e-10\n",
"11: 8.7842e+04 -6.5407e+06 7e+06 3e-16 2e-12\n",
"12: 1.6187e+04 -8.5337e+04 1e+05 7e-17 6e-14\n",
"13: 2.3426e+03 -3.1523e+03 5e+03 2e-16 1e-14\n",
"14: 3.2166e+02 -3.9112e+02 7e+02 2e-16 6e-15\n",
"15: 4.0566e+01 -6.2142e+01 1e+02 2e-16 1e-15\n",
"16: 3.0790e+00 -1.1323e+01 1e+01 3e-16 6e-16\n",
"17: -1.4077e+00 -3.2217e+00 2e+00 2e-16 1e-16\n",
"18: -1.8915e+00 -2.1302e+00 2e-01 2e-16 6e-17\n",
"19: -1.9228e+00 -1.9385e+00 2e-02 8e-17 2e-16\n",
"20: -1.9230e+00 -1.9232e+00 2e-04 1e-16 3e-17\n",
"21: -1.9230e+00 -1.9230e+00 2e-06 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 2.7845e+01 -4.3677e+05 8e+01 1e+00 1e+00\n",
" 2: 3.8438e+00 -2.2692e+06 5e+02 1e+00 1e+00\n",
" 3: 9.6590e+00 -9.6365e+06 2e+03 1e+00 1e+00\n",
" 4: 1.1774e+01 -1.8769e+08 4e+04 1e+00 1e+00\n",
" 5: 1.2741e+01 -1.0056e+11 2e+07 1e+00 1e+00\n",
" 6: 2.4927e+08 -2.0235e+18 2e+18 6e-13 1e-03\n",
" 7: 2.4927e+08 -2.0235e+16 2e+16 6e-15 4e-03\n",
" 8: 2.4927e+08 -2.0235e+14 2e+14 3e-16 7e-05\n",
" 9: 2.4926e+08 -2.0244e+12 2e+12 2e-16 6e-07\n",
"10: 2.4902e+08 -2.1193e+10 2e+10 2e-16 7e-09\n",
"11: 2.2763e+08 -1.0771e+09 1e+09 1e-16 8e-09\n",
"12: 3.8967e+07 -2.0610e+08 2e+08 3e-16 4e-10\n",
"13: 8.4115e+06 -1.1763e+07 2e+07 3e-17 1e-11\n",
"14: 1.2198e+06 -1.3526e+06 3e+06 5e-17 5e-13\n",
"15: 1.7505e+05 -1.9585e+05 4e+05 2e-16 5e-14\n",
"16: 2.4990e+04 -2.7963e+04 5e+04 2e-16 6e-14\n",
"17: 3.5361e+03 -4.0468e+03 8e+03 2e-16 3e-14\n",
"18: 4.8861e+02 -5.9734e+02 1e+03 1e-16 1e-14\n",
"19: 6.2550e+01 -9.2735e+01 2e+02 2e-16 4e-15\n",
"20: 5.5151e+00 -1.6428e+01 2e+01 3e-16 2e-15\n",
"21: -1.2655e+00 -4.1088e+00 3e+00 1e-16 1e-16\n",
"22: -1.9679e+00 -2.3974e+00 4e-01 1e-16 1e-16\n",
"23: -2.0361e+00 -2.0734e+00 4e-02 6e-17 2e-16\n",
"24: -2.0376e+00 -2.0383e+00 7e-04 8e-17 1e-16\n",
"25: -2.0376e+00 -2.0376e+00 7e-06 8e-17 1e-17\n",
"26: -2.0376e+00 -2.0376e+00 7e-08 2e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 3.4762e+01 -6.5116e+05 1e+02 1e+00 1e+00\n",
" 2: 4.4711e+01 -1.3071e+06 3e+02 1e+00 1e+00\n",
" 3: 5.5252e+00 -2.7564e+07 6e+03 1e+00 1e+00\n",
" 4: 1.5687e+01 -6.6277e+08 1e+05 1e+00 1e+00\n",
" 5: 1.9052e+01 -9.1669e+11 2e+08 1e+00 1e+00\n",
" 6: 4.6422e+08 -1.3721e+19 1e+19 5e-13 2e-02\n",
" 7: 4.6422e+08 -1.3721e+17 1e+17 5e-15 9e-03\n",
" 8: 4.6422e+08 -1.3721e+15 1e+15 2e-16 9e-05\n",
" 9: 4.6422e+08 -1.3724e+13 1e+13 2e-16 6e-07\n",
"10: 4.6417e+08 -1.3988e+11 1e+11 3e-16 1e-08\n",
"11: 4.5965e+08 -4.0240e+09 4e+09 3e-16 4e-10\n",
"12: 1.2710e+08 -1.2110e+09 1e+09 2e-16 1e-08\n",
"13: 3.8820e+07 -6.9544e+07 1e+08 2e-16 7e-10\n",
"14: 5.7530e+06 -6.3632e+06 1e+07 4e-17 8e-13\n",
"15: 8.2845e+05 -9.3421e+05 2e+06 2e-16 3e-13\n",
"16: 1.1865e+05 -1.3208e+05 3e+05 2e-16 9e-14\n",
"17: 1.6906e+04 -1.8987e+04 4e+04 8e-17 4e-14\n",
"18: 2.3817e+03 -2.7586e+03 5e+03 7e-17 1e-14\n",
"19: 3.2499e+02 -4.1114e+02 7e+02 1e-16 6e-15\n",
"20: 3.9759e+01 -6.5397e+01 1e+02 2e-16 2e-15\n",
"21: 2.4475e+00 -1.2304e+01 1e+01 2e-16 1e-15\n",
"22: -1.6828e+00 -3.5005e+00 2e+00 1e-16 2e-16\n",
"23: -2.0393e+00 -2.3272e+00 3e-01 2e-16 7e-17\n",
"24: -2.0733e+00 -2.0918e+00 2e-02 2e-16 8e-17\n",
"25: -2.0738e+00 -2.0740e+00 3e-04 2e-16 8e-17\n",
"26: -2.0738e+00 -2.0738e+00 3e-06 2e-16 1e-16\n",
"27: -2.0738e+00 -2.0738e+00 3e-08 2e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.8983e+01 -8.2611e+05 1e+02 1e+00 1e+00\n",
" 2: 6.7477e+01 -1.6115e+06 3e+02 1e+00 1e+00\n",
" 3: 4.7492e+00 -9.1129e+06 2e+03 1e+00 1e+00\n",
" 4: 1.9102e+01 -5.9350e+07 1e+04 1e+00 1e+00\n",
" 5: 2.6703e+01 -3.5757e+09 7e+05 1e+00 1e+00\n",
" 6: 3.2296e+08 -8.6708e+16 9e+16 4e-13 8e-05\n",
" 7: 3.2296e+08 -8.6708e+14 9e+14 4e-15 4e-05\n",
" 8: 3.2296e+08 -8.6734e+12 9e+12 8e-17 8e-07\n",
" 9: 3.2284e+08 -8.9352e+10 9e+10 2e-16 1e-08\n",
"10: 3.1148e+08 -3.4207e+09 4e+09 2e-16 5e-10\n",
"11: 5.9171e+07 -7.0145e+08 8e+08 2e-16 5e-09\n",
"12: 1.5389e+07 -3.0565e+07 5e+07 1e-16 2e-10\n",
"13: 2.2830e+06 -2.4877e+06 5e+06 4e-17 1e-12\n",
"14: 3.2774e+05 -3.6742e+05 7e+05 2e-16 2e-13\n",
"15: 4.6816e+04 -5.2282e+04 1e+05 7e-17 7e-14\n",
"16: 6.6367e+03 -7.5553e+03 1e+04 1e-16 3e-14\n",
"17: 9.2226e+02 -1.1104e+03 2e+03 2e-16 1e-14\n",
"18: 1.2055e+02 -1.7036e+02 3e+02 3e-16 3e-15\n",
"19: 1.2183e+01 -2.9171e+01 4e+01 2e-16 2e-15\n",
"20: -9.4618e-01 -6.5509e+00 6e+00 2e-16 7e-16\n",
"21: -2.0619e+00 -2.6117e+00 5e-01 2e-16 3e-16\n",
"22: -2.0940e+00 -2.1307e+00 4e-02 2e-16 8e-17\n",
"23: -2.0947e+00 -2.0954e+00 7e-04 1e-16 2e-16\n",
"24: -2.0947e+00 -2.0947e+00 7e-06 1e-16 6e-17\n",
"25: -2.0947e+00 -2.0947e+00 7e-08 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.2205e+01 -1.1359e+06 2e+02 1e+00 1e+00\n",
" 2: 7.6360e+01 -2.1056e+06 4e+02 1e+00 1e+00\n",
" 3: 1.0982e+01 -9.4457e+06 2e+03 1e+00 1e+00\n",
" 4: 2.7032e+01 -5.3396e+07 1e+04 1e+00 1e+00\n",
" 5: 4.0945e+01 -2.2742e+09 5e+05 1e+00 1e+00\n",
" 6: 2.0577e+01 -2.5247e+13 2e+10 1e+00 1e+00\n",
" 7: 2.8391e+08 -5.8497e+19 6e+19 9e-14 1e-01\n",
" 8: 2.8391e+08 -5.8497e+17 6e+17 9e-16 2e-02\n",
" 9: 2.8391e+08 -5.8497e+15 6e+15 2e-16 3e-04\n",
"10: 2.8391e+08 -5.8500e+13 6e+13 2e-16 4e-06\n",
"11: 2.8389e+08 -5.8846e+11 6e+11 2e-16 4e-08\n",
"12: 2.8134e+08 -9.3077e+09 1e+10 2e-16 5e-09\n",
"13: 1.6346e+08 -1.7586e+09 2e+09 3e-16 3e-08\n",
"14: 3.0547e+07 -1.1309e+08 1e+08 1e-16 2e-12\n",
"15: 5.1328e+06 -6.9786e+06 1e+07 2e-16 8e-13\n",
"16: 7.3767e+05 -8.1485e+05 2e+06 2e-16 3e-13\n",
"17: 1.0562e+05 -1.1802e+05 2e+05 9e-17 1e-13\n",
"18: 1.5033e+04 -1.6934e+04 3e+04 2e-16 8e-14\n",
"19: 2.1118e+03 -2.4666e+03 5e+03 2e-16 3e-14\n",
"20: 2.8572e+02 -3.6988e+02 7e+02 3e-16 6e-15\n",
"21: 3.3849e+01 -5.9752e+01 9e+01 8e-17 3e-15\n",
"22: 1.4313e+00 -1.1650e+01 1e+01 2e-16 8e-16\n",
"23: -1.9324e+00 -3.5095e+00 2e+00 3e-16 2e-16\n",
"24: -2.1067e+00 -2.2324e+00 1e-01 2e-16 1e-16\n",
"25: -2.1131e+00 -2.1191e+00 6e-03 1e-16 2e-16\n",
"26: -2.1131e+00 -2.1132e+00 6e-05 2e-16 2e-16\n",
"27: -2.1131e+00 -2.1131e+00 6e-07 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.7103e+01 -1.3968e+06 2e+02 1e+00 1e+00\n",
" 2: 1.0718e+02 -2.5596e+06 5e+02 1e+00 1e+00\n",
" 3: 1.1121e+01 -1.1236e+07 2e+03 1e+00 1e+00\n",
" 4: 3.5656e+01 -5.0306e+07 1e+04 1e+00 1e+00\n",
" 5: 4.6390e+01 -9.5478e+08 2e+05 1e+00 1e+00\n",
" 6: 5.5459e+01 -5.8443e+11 1e+08 1e+00 1e+00\n",
" 7: 5.3686e+08 -1.1433e+19 1e+19 6e-13 8e-03\n",
" 8: 5.3686e+08 -1.1433e+17 1e+17 6e-15 6e-03\n",
" 9: 5.3686e+08 -1.1433e+15 1e+15 2e-16 7e-05\n",
"10: 5.3686e+08 -1.1438e+13 1e+13 2e-16 8e-07\n",
"11: 5.3662e+08 -1.1953e+11 1e+11 2e-16 8e-09\n",
"12: 5.1514e+08 -6.1860e+09 7e+09 2e-16 5e-10\n",
"13: 1.1574e+08 -2.8576e+09 3e+09 1e-16 8e-11\n",
"14: 3.4344e+07 -1.1186e+08 1e+08 2e-16 4e-12\n",
"15: 5.2970e+06 -6.2805e+06 1e+07 2e-16 7e-13\n",
"16: 7.5968e+05 -8.4166e+05 2e+06 1e-16 2e-13\n",
"17: 1.0868e+05 -1.2088e+05 2e+05 2e-16 1e-13\n",
"18: 1.5468e+04 -1.7395e+04 3e+04 1e-16 5e-14\n",
"19: 2.1740e+03 -2.5337e+03 5e+03 2e-16 2e-14\n",
"20: 2.9467e+02 -3.7952e+02 7e+02 2e-16 7e-15\n",
"21: 3.5161e+01 -6.1111e+01 1e+02 2e-16 2e-15\n",
"22: 1.6410e+00 -1.1825e+01 1e+01 3e-16 9e-16\n",
"23: -1.8885e+00 -3.5200e+00 2e+00 1e-16 3e-16\n",
"24: -2.1000e+00 -2.2969e+00 2e-01 2e-16 1e-16\n",
"25: -2.1269e+00 -2.1497e+00 2e-02 2e-16 1e-16\n",
"26: -2.1277e+00 -2.1282e+00 6e-04 2e-16 1e-16\n",
"27: -2.1277e+00 -2.1277e+00 6e-06 2e-16 1e-16\n",
"28: -2.1277e+00 -2.1277e+00 6e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.5481e+01 -1.5063e+06 2e+02 1e+00 1e+00\n",
" 2: 1.0725e+02 -2.5716e+06 5e+02 1e+00 1e+00\n",
" 3: 1.1656e+02 -6.8007e+06 1e+03 1e+00 1e+00\n",
" 4: 8.0527e+00 -1.6523e+08 3e+04 1e+00 1e+00\n",
" 5: 2.1191e+01 -4.2061e+09 9e+05 1e+00 1e+00\n",
" 6: 3.0243e+01 -4.3749e+12 1e+09 1e+00 1e+00\n",
" 7: 1.1542e+09 -7.2969e+19 7e+19 2e-13 4e-02\n",
" 8: 1.1542e+09 -7.2969e+17 7e+17 2e-15 2e-02\n",
" 9: 1.1542e+09 -7.2969e+15 7e+15 1e-16 3e-04\n",
"10: 1.1542e+09 -7.2980e+13 7e+13 2e-16 3e-06\n",
"11: 1.1541e+09 -7.4073e+11 7e+11 1e-16 5e-08\n",
"12: 1.1374e+09 -1.8266e+10 2e+10 2e-16 1e-09\n",
"13: 5.8982e+08 -3.2736e+09 4e+09 1e-16 2e-08\n",
"14: 1.2722e+08 -1.9877e+08 3e+08 1e-16 1e-10\n",
"15: 1.9414e+07 -2.2236e+07 4e+07 2e-16 2e-12\n",
"16: 2.7976e+06 -3.1463e+06 6e+06 2e-16 5e-13\n",
"17: 4.0114e+05 -4.4562e+05 8e+05 2e-16 2e-13\n",
"18: 5.7314e+04 -6.3856e+04 1e+05 2e-16 8e-14\n",
"19: 8.1351e+03 -9.2178e+03 2e+04 2e-16 3e-14\n",
"20: 1.1349e+03 -1.3509e+03 2e+03 2e-16 1e-14\n",
"21: 1.5026e+02 -2.0558e+02 4e+02 1e-16 5e-15\n",
"22: 1.6173e+01 -3.4486e+01 5e+01 2e-16 1e-15\n",
"23: -4.5350e-01 -7.3903e+00 7e+00 2e-16 7e-16\n",
"24: -2.0103e+00 -2.7398e+00 7e-01 3e-16 2e-16\n",
"25: -2.1175e+00 -2.2654e+00 1e-01 1e-16 1e-16\n",
"26: -2.1319e+00 -2.1432e+00 1e-02 2e-16 9e-17\n",
"27: -2.1322e+00 -2.1324e+00 2e-04 2e-16 9e-17\n",
"28: -2.1322e+00 -2.1322e+00 2e-06 1e-16 9e-17\n",
"29: -2.1322e+00 -2.1322e+00 2e-08 2e-16 8e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 6.4839e+01 -1.8426e+06 3e+02 1e+00 1e+00\n",
" 2: 1.2545e+02 -3.0769e+06 6e+02 1e+00 1e+00\n",
" 3: 1.5639e+02 -6.9902e+06 1e+03 1e+00 1e+00\n",
" 4: 5.4910e+00 -1.0972e+08 2e+04 1e+00 1e+00\n",
" 5: 8.4172e+00 -1.3955e+09 3e+05 1e+00 1e+00\n",
" 6: 1.7279e+01 -2.4754e+11 5e+07 1e+00 1e+00\n",
" 7: 2.7190e+09 -5.6892e+18 6e+18 3e-13 4e-03\n",
" 8: 2.7190e+09 -5.6892e+16 6e+16 3e-15 2e-03\n",
" 9: 2.7190e+09 -5.6894e+14 6e+14 2e-16 3e-05\n",
"10: 2.7189e+09 -5.7075e+12 6e+12 2e-16 3e-07\n",
"11: 2.7124e+09 -7.5157e+10 8e+10 1e-16 5e-09\n",
"12: 2.3373e+09 -1.6397e+10 2e+10 1e-16 2e-09\n",
"13: 6.1484e+08 -1.5372e+10 2e+10 1e-16 1e-09\n",
"14: 2.8807e+08 -1.3473e+09 2e+09 1e-16 1e-10\n",
"15: 5.2378e+07 -7.2505e+07 1e+08 1e-16 2e-12\n",
"16: 7.5720e+06 -8.4050e+06 2e+07 2e-16 1e-12\n",
"17: 1.0874e+06 -1.2113e+06 2e+06 2e-16 4e-13\n",
"18: 1.5563e+05 -1.7272e+05 3e+05 1e-16 1e-13\n",
"19: 2.2180e+04 -2.4842e+04 5e+04 2e-16 7e-14\n",
"20: 3.1293e+03 -3.6066e+03 7e+03 2e-16 2e-14\n",
"21: 4.2905e+02 -5.3575e+02 1e+03 2e-16 8e-15\n",
"22: 5.3489e+01 -8.4429e+01 1e+02 8e-17 2e-15\n",
"23: 3.9500e+00 -1.5488e+01 2e+01 2e-16 8e-16\n",
"24: -1.6359e+00 -4.1163e+00 2e+00 1e-16 4e-16\n",
"25: -2.0369e+00 -2.5856e+00 5e-01 2e-16 1e-16\n",
"26: -2.1284e+00 -2.3996e+00 3e-01 2e-16 8e-17\n",
"27: -2.1362e+00 -2.1597e+00 2e-02 1e-16 1e-16\n",
"28: -2.1365e+00 -2.1369e+00 4e-04 1e-16 1e-16\n",
"29: -2.1365e+00 -2.1365e+00 4e-06 2e-16 7e-17\n",
"30: -2.1365e+00 -2.1365e+00 4e-08 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 6.6037e+01 -2.0574e+06 3e+02 1e+00 1e+00\n",
" 2: 1.4601e+02 -3.5636e+06 6e+02 1e+00 1e+00\n",
" 3: 1.8352e+02 -6.9653e+06 1e+03 1e+00 1e+00\n",
" 4: 4.5713e+01 -3.0341e+07 6e+03 1e+00 1e+00\n",
" 5: 9.7948e+01 -2.4289e+08 5e+04 1e+00 1e+00\n",
" 6: 1.2264e+02 -4.1765e+10 9e+06 1e+00 1e+00\n",
" 7: 5.6566e+08 -9.6839e+17 1e+18 4e-13 7e-04\n",
" 8: 5.6566e+08 -9.6839e+15 1e+16 4e-15 5e-04\n",
" 9: 5.6566e+08 -9.6851e+13 1e+14 2e-16 6e-06\n",
"10: 5.6562e+08 -9.7992e+11 1e+12 2e-16 7e-08\n",
"11: 5.6140e+08 -2.1148e+10 2e+10 2e-16 2e-09\n",
"12: 4.2046e+08 -5.1781e+09 6e+09 2e-16 4e-09\n",
"13: 1.0777e+08 -5.1377e+08 6e+08 3e-16 3e-12\n",
"14: 1.9050e+07 -2.7248e+07 5e+07 2e-16 2e-12\n",
"15: 2.7423e+06 -2.9911e+06 6e+06 2e-16 7e-13\n",
"16: 3.9319e+05 -4.3776e+05 8e+05 2e-16 2e-13\n",
"17: 5.6159e+04 -6.2563e+04 1e+05 2e-16 1e-13\n",
"18: 7.9672e+03 -9.0392e+03 2e+04 2e-16 4e-14\n",
"19: 1.1100e+03 -1.3261e+03 2e+03 1e-16 1e-14\n",
"20: 1.4638e+02 -2.0235e+02 3e+02 2e-16 3e-15\n",
"21: 1.5467e+01 -3.4166e+01 5e+01 2e-16 2e-15\n",
"22: -6.3895e-01 -7.4216e+00 7e+00 2e-16 7e-16\n",
"23: -2.0841e+00 -2.7874e+00 7e-01 2e-16 3e-16\n",
"24: -2.1379e+00 -2.2065e+00 7e-02 2e-16 2e-16\n",
"25: -2.1413e+00 -2.1448e+00 4e-03 2e-16 1e-16\n",
"26: -2.1413e+00 -2.1414e+00 5e-05 2e-16 1e-16\n",
"27: -2.1413e+00 -2.1413e+00 5e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing BPQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.5614e+01 -3.1840e+05 6e+01 1e+00 1e+00\n",
" 2: 1.5949e+00 -2.1810e+06 5e+02 1e+00 1e+00\n",
" 3: 1.1715e+01 -1.9768e+08 4e+04 1e+00 1e+00\n",
" 4: 2.4995e+01 -2.2618e+11 6e+07 1e+00 1e+00\n",
" 5: 2.5969e+05 -3.5891e+18 4e+18 3e-13 6e-03\n",
" 6: 2.5969e+05 -3.5891e+16 4e+16 3e-15 7e-03\n",
" 7: 2.5969e+05 -3.5891e+14 4e+14 1e-16 8e-05\n",
" 8: 2.5969e+05 -3.5891e+12 4e+12 9e-17 6e-07\n",
" 9: 2.5968e+05 -3.5891e+10 4e+10 3e-16 5e-09\n",
"10: 2.5828e+05 -3.5965e+08 4e+08 1e-16 6e-11\n",
"11: 1.6986e+05 -4.0547e+06 4e+06 1e-16 5e-13\n",
"12: 2.7163e+04 -6.9612e+04 1e+05 3e-17 9e-14\n",
"13: 3.9080e+03 -4.4675e+03 8e+03 9e-17 2e-15\n",
"14: 5.4303e+02 -6.5186e+02 1e+03 3e-16 3e-15\n",
"15: 7.0221e+01 -1.0059e+02 2e+02 3e-16 2e-15\n",
"16: 5.9544e+00 -1.8087e+01 2e+01 9e-17 8e-16\n",
"17: -2.1725e+00 -5.3771e+00 3e+00 1e-16 4e-16\n",
"18: -3.0630e+00 -3.4703e+00 4e-01 2e-16 1e-16\n",
"19: -3.1202e+00 -3.1485e+00 3e-02 1e-16 2e-16\n",
"20: -3.1207e+00 -3.1210e+00 3e-04 3e-16 1e-16\n",
"21: -3.1207e+00 -3.1207e+00 3e-06 2e-16 2e-16\n",
"22: -3.1207e+00 -3.1207e+00 3e-08 1e-16 2e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.3740e+01 -5.0906e+05 1e+02 1e+00 1e+00\n",
" 2: 2.2767e+01 -2.8258e+06 6e+02 1e+00 1e+00\n",
" 3: 2.0617e+01 -4.7732e+08 1e+05 1e+00 1e+00\n",
" 4: 4.1795e+01 -1.2668e+12 4e+08 1e+00 1e+00\n",
" 5: 2.8060e+05 -1.2314e+19 1e+19 3e-13 8e-03\n",
" 6: 2.8060e+05 -1.2314e+17 1e+17 3e-15 8e-03\n",
" 7: 2.8060e+05 -1.2314e+15 1e+15 1e-16 1e-04\n",
" 8: 2.8060e+05 -1.2314e+13 1e+13 2e-16 2e-06\n",
" 9: 2.8059e+05 -1.2314e+11 1e+11 3e-17 1e-08\n",
"10: 2.8013e+05 -1.2321e+09 1e+09 1e-16 9e-11\n",
"11: 2.4031e+05 -1.2904e+07 1e+07 1e-16 2e-12\n",
"12: 4.3697e+04 -1.8222e+05 2e+05 3e-16 7e-14\n",
"13: 6.3571e+03 -7.9940e+03 1e+04 2e-16 3e-14\n",
"14: 8.8590e+02 -1.0411e+03 2e+03 2e-16 7e-16\n",
"15: 1.1707e+02 -1.6014e+02 3e+02 2e-16 3e-15\n",
"16: 1.1928e+01 -2.7266e+01 4e+01 1e-16 8e-16\n",
"17: -1.4396e+00 -7.0987e+00 6e+00 1e-16 2e-16\n",
"18: -3.1230e+00 -3.9625e+00 8e-01 2e-16 1e-16\n",
"19: -3.2479e+00 -3.3112e+00 6e-02 2e-16 9e-17\n",
"20: -3.2499e+00 -3.2508e+00 9e-04 2e-16 4e-17\n",
"21: -3.2499e+00 -3.2499e+00 9e-06 2e-16 8e-17\n",
"22: -3.2499e+00 -3.2499e+00 9e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 3.6832e+01 -7.0832e+05 1e+02 1e+00 1e+00\n",
" 2: 6.4356e+01 -1.4118e+06 3e+02 1e+00 1e+00\n",
" 3: 9.8483e+00 -5.5789e+06 1e+03 1e+00 1e+00\n",
" 4: 1.8705e+01 -2.5674e+07 5e+03 1e+00 1e+00\n",
" 5: 2.1868e+01 -5.6058e+08 1e+05 1e+00 1e+00\n",
" 6: 2.2010e+01 -3.3537e+11 8e+07 1e+00 1e+00\n",
" 7: 4.7810e+08 -6.5890e+18 7e+18 2e-13 6e-03\n",
" 8: 4.7810e+08 -6.5890e+16 7e+16 3e-15 3e-03\n",
" 9: 4.7810e+08 -6.5891e+14 7e+14 2e-16 4e-05\n",
"10: 4.7810e+08 -6.5919e+12 7e+12 2e-16 4e-07\n",
"11: 4.7790e+08 -6.8802e+10 7e+10 2e-16 3e-09\n",
"12: 4.5904e+08 -3.4564e+09 4e+09 2e-16 2e-08\n",
"13: 5.5152e+07 -1.2030e+09 1e+09 3e-16 2e-11\n",
"14: 1.7061e+07 -3.7935e+07 5e+07 2e-16 9e-13\n",
"15: 2.6530e+06 -3.0022e+06 6e+06 2e-16 6e-13\n",
"16: 3.8051e+05 -4.2351e+05 8e+05 1e-16 6e-14\n",
"17: 5.4335e+04 -6.0713e+04 1e+05 8e-17 4e-14\n",
"18: 7.6959e+03 -8.7785e+03 2e+04 2e-16 3e-14\n",
"19: 1.0669e+03 -1.2928e+03 2e+03 4e-17 1e-14\n",
"20: 1.3824e+02 -1.9936e+02 3e+02 1e-16 5e-15\n",
"21: 1.3239e+01 -3.4636e+01 5e+01 2e-16 9e-16\n",
"22: -1.7707e+00 -8.1417e+00 6e+00 2e-16 6e-16\n",
"23: -3.1147e+00 -4.1410e+00 1e+00 2e-16 1e-16\n",
"24: -3.3053e+00 -3.4243e+00 1e-01 2e-16 6e-17\n",
"25: -3.3115e+00 -3.3162e+00 5e-03 2e-16 1e-16\n",
"26: -3.3115e+00 -3.3116e+00 5e-05 2e-16 1e-16\n",
"27: -3.3115e+00 -3.3115e+00 5e-07 1e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 6.6411e+01 -1.1727e+06 2e+02 1e+00 1e+00\n",
" 2: 5.6632e+01 -2.1779e+06 4e+02 1e+00 1e+00\n",
" 3: 4.3013e+01 -1.0846e+07 2e+03 1e+00 1e+00\n",
" 4: 7.6519e+01 -1.6169e+08 3e+04 1e+00 1e+00\n",
" 5: 3.1720e+01 -4.3402e+11 1e+08 1e+00 1e+00\n",
" 6: 2.0935e+09 -4.5277e+18 5e+18 3e-13 6e-03\n",
" 7: 2.0935e+09 -4.5277e+16 5e+16 3e-15 3e-03\n",
" 8: 2.0935e+09 -4.5278e+14 5e+14 1e-16 4e-05\n",
" 9: 2.0935e+09 -4.5363e+12 5e+12 2e-16 3e-07\n",
"10: 2.0929e+09 -5.3831e+10 6e+10 1e-16 3e-09\n",
"11: 2.0442e+09 -8.8555e+09 1e+10 2e-16 5e-10\n",
"12: 4.2656e+08 -1.2120e+10 1e+10 2e-16 4e-10\n",
"13: 2.5933e+08 -1.1271e+09 1e+09 2e-16 5e-11\n",
"14: 4.1935e+07 -6.9439e+07 1e+08 2e-16 2e-12\n",
"15: 6.2355e+06 -6.8645e+06 1e+07 2e-16 1e-12\n",
"16: 8.9665e+05 -1.0092e+06 2e+06 1e-16 3e-13\n",
"17: 1.2831e+05 -1.4294e+05 3e+05 3e-16 6e-14\n",
"18: 1.8257e+04 -2.0582e+04 4e+04 3e-16 2e-14\n",
"19: 2.5620e+03 -3.0007e+03 6e+03 1e-16 2e-14\n",
"20: 3.4534e+02 -4.5115e+02 8e+02 1e-16 8e-15\n",
"21: 4.0124e+01 -7.3476e+01 1e+02 2e-16 2e-15\n",
"22: 1.0084e+00 -1.4754e+01 2e+01 1e-16 1e-15\n",
"23: -3.0622e+00 -4.8978e+00 2e+00 2e-16 2e-16\n",
"24: -3.3205e+00 -3.5365e+00 2e-01 2e-16 2e-16\n",
"25: -3.3334e+00 -3.3403e+00 7e-03 4e-17 3e-17\n",
"26: -3.3335e+00 -3.3336e+00 7e-05 4e-16 1e-16\n",
"27: -3.3335e+00 -3.3335e+00 7e-07 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 7.2987e+01 -1.4841e+06 3e+02 1e+00 1e+00\n",
" 2: 9.9693e+01 -2.6227e+06 5e+02 1e+00 1e+00\n",
" 3: 1.7730e+01 -1.3186e+07 3e+03 1e+00 1e+00\n",
" 4: 4.5630e+01 -8.8193e+07 2e+04 1e+00 1e+00\n",
" 5: 5.9928e+01 -7.8164e+09 2e+06 1e+00 1e+00\n",
" 6: 4.3515e+08 -1.8730e+17 2e+17 6e-13 1e-04\n",
" 7: 4.3515e+08 -1.8730e+15 2e+15 6e-15 6e-05\n",
" 8: 4.3515e+08 -1.8735e+13 2e+13 2e-16 5e-07\n",
" 9: 4.3499e+08 -1.9155e+11 2e+11 2e-16 1e-08\n",
"10: 4.2008e+08 -5.9750e+09 6e+09 2e-16 4e-10\n",
"11: 1.0679e+08 -7.0548e+08 8e+08 2e-16 3e-10\n",
"12: 2.2779e+07 -4.0740e+07 6e+07 1e-16 1e-11\n",
"13: 3.3061e+06 -3.5941e+06 7e+06 1e-16 2e-13\n",
"14: 4.7484e+05 -5.3245e+05 1e+06 3e-16 3e-13\n",
"15: 6.7870e+04 -7.5673e+04 1e+05 1e-16 1e-13\n",
"16: 9.6368e+03 -1.0919e+04 2e+04 2e-16 3e-14\n",
"17: 1.3449e+03 -1.5991e+03 3e+03 9e-17 1e-14\n",
"18: 1.7801e+02 -2.4328e+02 4e+02 1e-16 6e-15\n",
"19: 1.8870e+01 -4.0969e+01 6e+01 7e-17 2e-15\n",
"20: -1.0455e+00 -9.1176e+00 8e+00 2e-16 5e-16\n",
"21: -3.1143e+00 -4.0540e+00 9e-01 2e-16 2e-16\n",
"22: -3.3097e+00 -3.4720e+00 2e-01 2e-16 8e-17\n",
"23: -3.3432e+00 -3.3680e+00 2e-02 7e-17 1e-16\n",
"24: -3.3459e+00 -3.3474e+00 1e-03 2e-16 1e-16\n",
"25: -3.3460e+00 -3.3460e+00 2e-05 1e-16 1e-16\n",
"26: -3.3460e+00 -3.3460e+00 2e-07 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 8.2913e+01 -1.8490e+06 3e+02 1e+00 1e+00\n",
" 2: 1.3756e+02 -3.0812e+06 6e+02 1e+00 1e+00\n",
" 3: 1.3163e+01 -1.0319e+07 2e+03 1e+00 1e+00\n",
" 4: 4.2696e+01 -3.8672e+07 8e+03 1e+00 1e+00\n",
" 5: 6.8552e+01 -5.8279e+08 1e+05 1e+00 1e+00\n",
" 6: 7.3452e+01 -2.6981e+11 6e+07 1e+00 1e+00\n",
" 7: 5.4255e+08 -5.5832e+18 6e+18 4e-13 2e-03\n",
" 8: 5.4255e+08 -5.5832e+16 6e+16 4e-15 2e-03\n",
" 9: 5.4255e+08 -5.5832e+14 6e+14 2e-16 3e-05\n",
"10: 5.4254e+08 -5.5885e+12 6e+12 2e-16 4e-07\n",
"11: 5.4188e+08 -6.1145e+10 6e+10 2e-16 4e-09\n",
"12: 4.8896e+08 -5.3904e+09 6e+09 2e-16 9e-08\n",
"13: 1.1820e+08 -1.3460e+09 1e+09 2e-16 5e-11\n",
"14: 2.6885e+07 -4.6210e+07 7e+07 1e-16 2e-12\n",
"15: 4.0200e+06 -4.4312e+06 8e+06 2e-16 6e-13\n",
"16: 5.7660e+05 -6.4169e+05 1e+06 9e-17 2e-13\n",
"17: 8.2402e+04 -9.1715e+04 2e+05 2e-16 4e-14\n",
"18: 1.1704e+04 -1.3236e+04 2e+04 1e-16 4e-14\n",
"19: 1.6356e+03 -1.9369e+03 4e+03 2e-16 1e-14\n",
"20: 2.1761e+02 -2.9377e+02 5e+02 9e-17 7e-15\n",
"21: 2.3815e+01 -4.8955e+01 7e+01 2e-16 2e-15\n",
"22: -5.3990e-01 -1.0467e+01 1e+01 2e-16 5e-16\n",
"23: -2.9381e+00 -4.8445e+00 2e+00 1e-16 2e-16\n",
"24: -3.3460e+00 -3.6188e+00 3e-01 2e-16 1e-16\n",
"25: -3.3657e+00 -3.3864e+00 2e-02 3e-16 1e-16\n",
"26: -3.3669e+00 -3.3676e+00 7e-04 2e-16 8e-17\n",
"27: -3.3669e+00 -3.3669e+00 7e-06 1e-16 1e-16\n",
"28: -3.3669e+00 -3.3669e+00 7e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 8.6784e+01 -2.1789e+06 4e+02 1e+00 1e+00\n",
" 2: 1.6460e+02 -3.5826e+06 7e+02 1e+00 1e+00\n",
" 3: 8.2061e+01 -9.0457e+06 2e+03 1e+00 1e+00\n",
" 4: 1.7859e+02 -6.8277e+07 1e+04 1e+00 1e+00\n",
" 5: 2.2260e+01 -1.9263e+10 4e+06 1e+00 1e+00\n",
" 6: 5.3387e+01 -5.9232e+13 2e+10 1e+00 1e+00\n",
" 7: 3.0449e+09 -4.8257e+20 5e+20 3e-13 2e-01\n",
" 8: 3.0449e+09 -4.8257e+18 5e+18 3e-15 6e-02\n",
" 9: 3.0449e+09 -4.8257e+16 5e+16 2e-16 1e-03\n",
"10: 3.0449e+09 -4.8258e+14 5e+14 2e-16 2e-05\n",
"11: 3.0448e+09 -4.8403e+12 5e+12 1e-16 2e-07\n",
"12: 3.0360e+09 -6.2903e+10 7e+10 1e-16 3e-09\n",
"13: 2.5646e+09 -1.4250e+10 2e+10 2e-16 8e-10\n",
"14: 1.3195e+09 -1.5846e+10 2e+10 2e-16 7e-10\n",
"15: 5.2638e+08 -1.8969e+09 2e+09 1e-16 8e-11\n",
"16: 8.8711e+07 -1.2262e+08 2e+08 1e-16 1e-12\n",
"17: 1.2934e+07 -1.4523e+07 3e+07 2e-16 9e-13\n",
"18: 1.8598e+06 -2.0790e+06 4e+06 2e-16 4e-13\n",
"19: 2.6643e+05 -2.9562e+05 6e+05 2e-16 2e-13\n",
"20: 3.8030e+04 -4.2438e+04 8e+04 2e-16 8e-14\n",
"21: 5.3854e+03 -6.1405e+03 1e+04 2e-16 2e-14\n",
"22: 7.4599e+02 -9.0488e+02 2e+03 2e-16 7e-15\n",
"23: 9.6129e+01 -1.3989e+02 2e+02 1e-16 3e-15\n",
"24: 8.5951e+00 -2.4698e+01 3e+01 2e-16 1e-15\n",
"25: -2.1226e+00 -6.4370e+00 4e+00 2e-16 6e-16\n",
"26: -3.2909e+00 -3.9396e+00 6e-01 1e-16 2e-16\n",
"27: -3.3714e+00 -3.4378e+00 7e-02 2e-16 1e-16\n",
"28: -3.3750e+00 -3.3794e+00 4e-03 2e-16 8e-17\n",
"29: -3.3750e+00 -3.3751e+00 5e-05 1e-16 9e-17\n",
"30: -3.3750e+00 -3.3750e+00 5e-07 2e-16 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 9.7675e+01 -2.5996e+06 4e+02 1e+00 1e+00\n",
" 2: 2.0185e+02 -4.3896e+06 8e+02 1e+00 1e+00\n",
" 3: 1.1060e+01 -2.7007e+07 5e+03 1e+00 1e+00\n",
" 4: 2.5684e+01 -9.2063e+07 2e+04 1e+00 1e+00\n",
" 5: 4.5152e+01 -8.4031e+08 2e+05 1e+00 1e+00\n",
" 6: 7.1542e+01 -8.2418e+10 2e+07 1e+00 1e+00\n",
" 7: 1.7142e+09 -1.9615e+18 2e+18 5e-13 8e-04\n",
" 8: 1.7142e+09 -1.9615e+16 2e+16 5e-15 4e-04\n",
" 9: 1.7142e+09 -1.9616e+14 2e+14 2e-16 5e-06\n",
"10: 1.7140e+09 -1.9722e+12 2e+12 2e-16 8e-08\n",
"11: 1.6988e+09 -3.0300e+10 3e+10 2e-16 2e-09\n",
"12: 1.2463e+09 -8.8903e+09 1e+10 2e-16 3e-07\n",
"13: 4.1752e+08 -5.2627e+09 6e+09 3e-16 6e-08\n",
"14: 1.0785e+08 -2.4183e+08 3e+08 2e-16 3e-09\n",
"15: 1.6201e+07 -1.7952e+07 3e+07 2e-16 2e-11\n",
"16: 2.3275e+06 -2.5988e+06 5e+06 2e-16 5e-13\n",
"17: 3.3331e+05 -3.6960e+05 7e+05 2e-16 2e-13\n",
"18: 4.7560e+04 -5.3101e+04 1e+05 2e-16 5e-14\n",
"19: 6.7305e+03 -7.6886e+03 1e+04 2e-16 3e-14\n",
"20: 9.3104e+02 -1.1344e+03 2e+03 1e-16 7e-15\n",
"21: 1.1976e+02 -1.7570e+02 3e+02 2e-16 3e-15\n",
"22: 1.0934e+01 -3.0891e+01 4e+01 2e-16 1e-15\n",
"23: -2.0183e+00 -7.5153e+00 5e+00 2e-16 4e-16\n",
"24: -3.1735e+00 -4.3329e+00 1e+00 2e-16 2e-16\n",
"25: -3.3718e+00 -3.5255e+00 2e-01 1e-16 1e-16\n",
"26: -3.3809e+00 -3.3892e+00 8e-03 2e-16 1e-16\n",
"27: -3.3810e+00 -3.3812e+00 2e-04 3e-16 9e-17\n",
"28: -3.3810e+00 -3.3810e+00 2e-06 2e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 9.8123e+01 -2.9017e+06 4e+02 1e+00 1e+00\n",
" 2: 2.4107e+02 -5.2582e+06 1e+03 1e+00 1e+00\n",
" 3: 1.8753e+02 -1.1497e+07 2e+03 1e+00 1e+00\n",
" 4: 5.1683e+01 -3.8040e+08 8e+04 1e+00 1e+00\n",
" 5: 9.0449e+01 -1.5602e+10 3e+06 1e+00 1e+00\n",
" 6: 6.3061e+01 -7.4582e+13 3e+10 1e+00 1e+00\n",
" 7: 1.6141e+09 -4.6304e+20 5e+20 3e-13 2e-01\n",
" 8: 1.6141e+09 -4.6304e+18 5e+18 3e-15 2e-01\n",
" 9: 1.6141e+09 -4.6304e+16 5e+16 2e-16 2e-03\n",
"10: 1.6141e+09 -4.6306e+14 5e+14 1e-16 3e-05\n",
"11: 1.6141e+09 -4.6502e+12 5e+12 1e-16 3e-07\n",
"12: 1.6079e+09 -6.6078e+10 7e+10 2e-16 4e-09\n",
"13: 1.3456e+09 -1.7224e+10 2e+10 2e-16 4e-08\n",
"14: 5.7742e+08 -1.4050e+10 1e+10 2e-16 2e-08\n",
"15: 2.2433e+08 -1.0222e+09 1e+09 1e-16 2e-09\n",
"16: 3.8205e+07 -5.0323e+07 9e+07 2e-16 3e-11\n",
"17: 5.5052e+06 -6.1072e+06 1e+07 2e-16 6e-13\n",
"18: 7.8979e+05 -8.7865e+05 2e+06 1e-16 2e-13\n",
"19: 1.1291e+05 -1.2557e+05 2e+05 2e-16 1e-13\n",
"20: 1.6054e+04 -1.8101e+04 3e+04 2e-16 3e-14\n",
"21: 2.2502e+03 -2.6425e+03 5e+03 2e-16 2e-14\n",
"22: 3.0235e+02 -3.9819e+02 7e+02 3e-16 7e-15\n",
"23: 3.4677e+01 -6.5185e+01 1e+02 2e-16 2e-15\n",
"24: 5.4138e-01 -1.3252e+01 1e+01 1e-16 6e-16\n",
"25: -3.0164e+00 -4.7098e+00 2e+00 2e-16 2e-16\n",
"26: -3.3675e+00 -3.5993e+00 2e-01 1e-16 1e-16\n",
"27: -3.3844e+00 -3.4163e+00 3e-02 2e-16 7e-17\n",
"28: -3.3851e+00 -3.3865e+00 1e-03 2e-16 1e-16\n",
"29: -3.3851e+00 -3.3851e+00 1e-05 2e-16 1e-16\n",
"30: -3.3851e+00 -3.3851e+00 1e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing CDQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 5.4380e+01 -5.9480e+05 1e+02 1e+00 1e+00\n",
" 2: -4.6247e-01 -2.0909e+06 5e+02 1e+00 1e+00\n",
" 3: 9.9212e+00 -4.2860e+07 9e+03 1e+00 1e+00\n",
" 4: 2.7422e+01 -3.8400e+09 8e+05 1e+00 1e+00\n",
" 5: 8.2314e+07 -9.1711e+16 9e+16 3e-13 3e-05\n",
" 6: 8.2314e+07 -9.1711e+14 9e+14 3e-15 6e-05\n",
" 7: 8.2314e+07 -9.1713e+12 9e+12 1e-16 5e-07\n",
" 8: 8.2289e+07 -9.1959e+10 9e+10 2e-16 9e-09\n",
" 9: 7.9883e+07 -1.1575e+09 1e+09 2e-16 4e-11\n",
"10: 2.5521e+07 -6.8817e+07 9e+07 1e-16 4e-12\n",
"11: 3.7596e+06 -4.3492e+06 8e+06 1e-16 4e-13\n",
"12: 5.4009e+05 -6.0883e+05 1e+06 1e-16 1e-13\n",
"13: 7.7078e+04 -8.6745e+04 2e+05 4e-17 5e-14\n",
"14: 1.0878e+04 -1.2568e+04 2e+04 2e-16 1e-14\n",
"15: 1.4907e+03 -1.8662e+03 3e+03 1e-16 7e-15\n",
"16: 1.8550e+02 -2.9435e+02 5e+02 1e-17 4e-15\n",
"17: 1.3580e+01 -5.4085e+01 7e+01 2e-16 2e-15\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"18: -5.6187e+00 -1.4299e+01 9e+00 2e-16 3e-16\n",
"19: -6.8532e+00 -7.6986e+00 8e-01 2e-16 9e-17\n",
"20: -6.9081e+00 -7.0098e+00 1e-01 2e-16 5e-17\n",
"21: -6.9087e+00 -6.9099e+00 1e-03 1e-16 5e-17\n",
"22: -6.9087e+00 -6.9087e+00 1e-05 2e-16 5e-17\n",
"23: -6.9087e+00 -6.9087e+00 1e-07 6e-17 2e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 6.2936e+01 -9.0373e+05 2e+02 1e+00 1e+00\n",
" 2: 6.0998e+01 -1.5613e+06 3e+02 1e+00 1e+00\n",
" 3: 4.9090e+00 -2.1900e+07 4e+03 1e+00 1e+00\n",
" 4: 1.3503e+01 -2.8912e+08 6e+04 1e+00 1e+00\n",
" 5: 1.5151e+01 -5.9076e+10 1e+07 1e+00 1e+00\n",
" 6: 7.7427e+08 -1.3433e+18 1e+18 4e-13 5e-04\n",
" 7: 7.7427e+08 -1.3433e+16 1e+16 4e-15 7e-04\n",
" 8: 7.7427e+08 -1.3434e+14 1e+14 6e-17 1e-05\n",
" 9: 7.7426e+08 -1.3471e+12 1e+12 2e-16 7e-08\n",
"10: 7.7345e+08 -1.7228e+10 2e+10 3e-16 1e-09\n",
"11: 7.1200e+08 -3.6084e+09 4e+09 4e-16 3e-10\n",
"12: 3.6195e+07 -4.1086e+09 4e+09 3e-16 2e-10\n",
"13: 1.8836e+07 -1.0329e+08 1e+08 2e-16 4e-12\n",
"14: 3.0097e+06 -4.3734e+06 7e+06 2e-16 2e-13\n",
"15: 4.3024e+05 -4.6966e+05 9e+05 2e-16 3e-14\n",
"16: 6.1428e+04 -6.8972e+04 1e+05 1e-16 7e-14\n",
"17: 8.6847e+03 -9.9593e+03 2e+04 9e-17 3e-14\n",
"18: 1.1970e+03 -1.4731e+03 3e+03 2e-16 1e-14\n",
"19: 1.5172e+02 -2.2985e+02 4e+02 2e-16 2e-15\n",
"20: 1.2334e+01 -4.1365e+01 5e+01 2e-16 2e-15\n",
"21: -4.1243e+00 -1.1398e+01 7e+00 3e-16 3e-16\n",
"22: -6.6247e+00 -8.7772e+00 2e+00 1e-16 1e-16\n",
"23: -6.8941e+00 -7.0730e+00 2e-01 6e-17 3e-17\n",
"24: -6.9227e+00 -6.9391e+00 2e-02 2e-16 5e-17\n",
"25: -6.9246e+00 -6.9255e+00 9e-04 3e-16 4e-17\n",
"26: -6.9246e+00 -6.9246e+00 1e-05 2e-16 6e-17\n",
"27: -6.9246e+00 -6.9246e+00 1e-07 3e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 9.3742e+01 -1.5229e+06 3e+02 1e+00 1e+00\n",
" 2: 8.9321e+01 -2.3950e+06 4e+02 1e+00 1e+00\n",
" 3: 1.3689e+01 -7.2656e+07 1e+04 1e+00 1e+00\n",
" 4: 9.1421e+00 -1.5860e+09 3e+05 1e+00 1e+00\n",
" 5: 1.5862e+01 -5.9609e+11 1e+08 1e+00 1e+00\n",
" 6: 2.2216e+09 -1.2545e+19 1e+19 4e-13 1e-02\n",
" 7: 2.2216e+09 -1.2545e+17 1e+17 4e-15 4e-03\n",
" 8: 2.2216e+09 -1.2545e+15 1e+15 2e-16 8e-05\n",
" 9: 2.2216e+09 -1.2551e+13 1e+13 2e-16 8e-07\n",
"10: 2.2202e+09 -1.3127e+11 1e+11 2e-16 8e-09\n",
"11: 2.1000e+09 -6.9665e+09 9e+09 2e-16 5e-10\n",
"12: 3.7404e+08 -7.3886e+09 8e+09 1e-16 4e-10\n",
"13: 1.4801e+08 -5.8676e+08 7e+08 1e-16 3e-11\n",
"14: 2.3482e+07 -3.0294e+07 5e+07 9e-17 6e-13\n",
"15: 3.3872e+06 -3.8011e+06 7e+06 2e-16 4e-13\n",
"16: 4.8568e+05 -5.4242e+05 1e+06 3e-16 4e-14\n",
"17: 6.9270e+04 -7.7691e+04 1e+05 2e-16 6e-14\n",
"18: 9.7797e+03 -1.1264e+04 2e+04 2e-16 3e-14\n",
"19: 1.3428e+03 -1.6709e+03 3e+03 1e-16 2e-15\n",
"20: 1.6816e+02 -2.6262e+02 4e+02 2e-16 4e-15\n",
"21: 1.2735e+01 -4.7944e+01 6e+01 2e-16 2e-15\n",
"22: -5.0568e+00 -1.2744e+01 8e+00 2e-16 5e-16\n",
"23: -6.6427e+00 -7.5385e+00 9e-01 9e-17 2e-16\n",
"24: -6.8921e+00 -7.0033e+00 1e-01 7e-17 2e-16\n",
"25: -6.9219e+00 -6.9391e+00 2e-02 1e-16 4e-17\n",
"26: -6.9259e+00 -6.9284e+00 3e-03 2e-16 4e-17\n",
"27: -6.9261e+00 -6.9263e+00 1e-04 1e-16 1e-16\n",
"28: -6.9261e+00 -6.9261e+00 2e-06 8e-17 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 9.8916e+01 -1.9654e+06 3e+02 1e+00 1e+00\n",
" 2: 1.5654e+02 -3.0121e+06 6e+02 1e+00 1e+00\n",
" 3: -4.5193e-01 -1.8448e+07 4e+03 1e+00 1e+00\n",
" 4: 7.9312e+00 -8.7598e+07 2e+04 1e+00 1e+00\n",
" 5: 2.5670e+01 -1.6746e+09 3e+05 1e+00 1e+00\n",
" 6: 2.9037e+01 -6.6626e+11 1e+08 1e+00 1e+00\n",
" 7: 1.8775e+09 -1.4053e+19 1e+19 5e-13 4e-03\n",
" 8: 1.8775e+09 -1.4053e+17 1e+17 5e-15 4e-03\n",
" 9: 1.8775e+09 -1.4054e+15 1e+15 2e-16 5e-05\n",
"10: 1.8775e+09 -1.4062e+13 1e+13 3e-16 7e-07\n",
"11: 1.8765e+09 -1.4906e+11 2e+11 2e-16 1e-08\n",
"12: 1.7884e+09 -9.4108e+09 1e+10 2e-16 1e-09\n",
"13: 6.0845e+07 -5.3451e+09 5e+09 2e-16 3e-09\n",
"14: 2.3154e+07 -1.1571e+08 1e+08 2e-16 7e-11\n",
"15: 3.6345e+06 -4.9275e+06 9e+06 2e-16 1e-12\n",
"16: 5.1920e+05 -5.6700e+05 1e+06 5e-16 2e-13\n",
"17: 7.4042e+04 -8.3137e+04 2e+05 2e-16 8e-14\n",
"18: 1.0448e+04 -1.2040e+04 2e+04 1e-16 5e-15\n",
"19: 1.4331e+03 -1.7881e+03 3e+03 2e-16 1e-14\n",
"20: 1.7898e+02 -2.8154e+02 5e+02 2e-16 2e-15\n",
"21: 1.3421e+01 -5.1519e+01 6e+01 3e-16 8e-16\n",
"22: -5.2723e+00 -1.3580e+01 8e+00 2e-16 2e-16\n",
"23: -6.6663e+00 -7.6619e+00 1e+00 2e-16 2e-16\n",
"24: -6.9100e+00 -7.0951e+00 2e-01 1e-16 1e-16\n",
"25: -6.9284e+00 -6.9455e+00 2e-02 2e-16 5e-17\n",
"26: -6.9299e+00 -6.9307e+00 8e-04 1e-16 8e-17\n",
"27: -6.9299e+00 -6.9299e+00 1e-05 2e-16 1e-16\n",
"28: -6.9299e+00 -6.9299e+00 1e-07 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.0214e+02 -2.3186e+06 4e+02 1e+00 1e+00\n",
" 2: 1.7784e+02 -3.5514e+06 7e+02 1e+00 1e+00\n",
" 3: 1.8214e+02 -6.7373e+06 1e+03 1e+00 1e+00\n",
" 4: 1.1192e+01 -7.8590e+07 2e+04 1e+00 1e+00\n",
" 5: 4.3649e+01 -8.8154e+08 2e+05 1e+00 1e+00\n",
" 6: 7.4550e+01 -1.5852e+11 3e+07 1e+00 1e+00\n",
" 7: 1.2651e+09 -3.6416e+18 4e+18 5e-13 1e-03\n",
" 8: 1.2651e+09 -3.6416e+16 4e+16 5e-15 8e-04\n",
" 9: 1.2651e+09 -3.6417e+14 4e+14 2e-16 1e-05\n",
"10: 1.2651e+09 -3.6533e+12 4e+12 1e-16 1e-07\n",
"11: 1.2619e+09 -4.8052e+10 5e+10 2e-16 2e-09\n",
"12: 1.1186e+09 -1.0935e+10 1e+10 8e-17 2e-09\n",
"13: 2.4190e+08 -1.1101e+10 1e+10 2e-16 1e-09\n",
"14: 1.0496e+08 -4.0321e+08 5e+08 2e-16 6e-11\n",
"15: 1.6905e+07 -2.1755e+07 4e+07 1e-16 2e-12\n",
"16: 2.4259e+06 -2.6733e+06 5e+06 1e-16 2e-13\n",
"17: 3.4740e+05 -3.8646e+05 7e+05 2e-16 2e-13\n",
"18: 4.9520e+04 -5.5462e+04 1e+05 2e-16 3e-14\n",
"19: 6.9874e+03 -8.0506e+03 2e+04 3e-16 2e-14\n",
"20: 9.5791e+02 -1.1956e+03 2e+03 2e-16 7e-15\n",
"21: 1.1901e+02 -1.8856e+02 3e+02 2e-16 1e-15\n",
"22: 8.1203e+00 -3.4938e+01 4e+01 3e-16 7e-16\n",
"23: -4.8650e+00 -1.0272e+01 5e+00 2e-16 4e-16\n",
"24: -6.6876e+00 -7.8119e+00 1e+00 1e-16 1e-16\n",
"25: -6.8979e+00 -7.0345e+00 1e-01 1e-16 1e-16\n",
"26: -6.9284e+00 -6.9477e+00 2e-02 2e-16 2e-16\n",
"27: -6.9304e+00 -6.9317e+00 1e-03 1e-16 1e-16\n",
"28: -6.9305e+00 -6.9305e+00 5e-05 2e-16 1e-16\n",
"29: -6.9305e+00 -6.9305e+00 6e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.0439e+02 -2.7462e+06 4e+02 1e+00 1e+00\n",
" 2: 2.1770e+02 -4.5091e+06 8e+02 1e+00 1e+00\n",
" 3: 2.8539e+02 -7.6599e+06 1e+03 1e+00 1e+00\n",
" 4: 1.2089e+01 -3.8363e+07 8e+03 1e+00 1e+00\n",
" 5: 6.8471e+01 -2.0324e+08 4e+04 1e+00 1e+00\n",
" 6: 1.3317e+02 -8.0201e+09 2e+06 1e+00 1e+00\n",
" 7: 2.9576e+03 -4.7920e+14 1e+12 1e+00 1e+00\n",
" 8: 7.1925e+08 -6.7881e+19 7e+19 5e-14 2e-02\n",
" 9: 7.1925e+08 -6.7881e+17 7e+17 5e-16 1e-02\n",
"10: 7.1925e+08 -6.7881e+15 7e+15 2e-16 1e-04\n",
"11: 7.1925e+08 -6.7890e+13 7e+13 3e-16 2e-06\n",
"12: 7.1916e+08 -6.8823e+11 7e+11 2e-16 3e-08\n",
"13: 7.1026e+08 -1.6104e+10 2e+10 2e-16 8e-10\n",
"14: 3.3543e+08 -1.8104e+09 2e+09 2e-16 3e-08\n",
"15: 5.7936e+07 -8.3502e+07 1e+08 2e-16 2e-12\n",
"16: 8.4595e+06 -9.4804e+06 2e+07 2e-16 8e-13\n",
"17: 1.2154e+06 -1.3639e+06 3e+06 2e-16 2e-13\n",
"18: 1.7379e+05 -1.9393e+05 4e+05 2e-16 4e-14\n",
"19: 2.4687e+04 -2.7951e+04 5e+04 2e-16 3e-14\n",
"20: 3.4499e+03 -4.0888e+03 8e+03 2e-16 1e-14\n",
"21: 4.5911e+02 -6.2002e+02 1e+03 2e-16 5e-15\n",
"22: 5.0537e+01 -1.0313e+02 2e+02 1e-16 3e-15\n",
"23: -6.6525e-01 -2.1719e+01 2e+01 2e-16 7e-16\n",
"24: -5.5675e+00 -9.5518e+00 4e+00 2e-16 1e-16\n",
"25: -6.7950e+00 -8.1166e+00 1e+00 2e-16 2e-16\n",
"26: -6.9216e+00 -7.0283e+00 1e-01 1e-16 8e-17\n",
"27: -6.9304e+00 -6.9359e+00 5e-03 2e-16 1e-16\n",
"28: -6.9309e+00 -6.9313e+00 5e-04 2e-16 1e-16\n",
"29: -6.9309e+00 -6.9309e+00 8e-06 2e-16 1e-16\n",
"30: -6.9309e+00 -6.9309e+00 8e-08 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.1294e+02 -3.1631e+06 5e+02 1e+00 1e+00\n",
" 2: 2.9920e+02 -5.9821e+06 1e+03 1e+00 1e+00\n",
" 3: 2.3951e+02 -9.4780e+06 2e+03 1e+00 1e+00\n",
" 4: 1.3590e+01 -2.1266e+08 4e+04 1e+00 1e+00\n",
" 5: 5.9501e+01 -3.3025e+09 7e+05 1e+00 1e+00\n",
" 6: 1.2962e+02 -1.3293e+12 3e+08 1e+00 1e+00\n",
" 7: 2.0316e+09 -2.7858e+19 3e+19 5e-13 1e-02\n",
" 8: 2.0316e+09 -2.7858e+17 3e+17 5e-15 4e-03\n",
" 9: 2.0316e+09 -2.7858e+15 3e+15 2e-16 6e-05\n",
"10: 2.0316e+09 -2.7879e+13 3e+13 2e-16 9e-07\n",
"11: 2.0299e+09 -2.9892e+11 3e+11 1e-16 1e-08\n",
"12: 1.8945e+09 -2.2342e+10 2e+10 3e-16 1e-09\n",
"13: 6.7171e+08 -1.9081e+10 2e+10 2e-16 1e-09\n",
"14: 2.7901e+08 -9.0050e+08 1e+09 2e-16 5e-11\n",
"15: 4.5445e+07 -5.5863e+07 1e+08 1e-16 2e-12\n",
"16: 6.5349e+06 -7.2549e+06 1e+07 2e-16 5e-13\n",
"17: 9.3674e+05 -1.0403e+06 2e+06 2e-16 2e-13\n",
"18: 1.3380e+05 -1.4905e+05 3e+05 1e-16 8e-14\n",
"19: 1.8984e+04 -2.1530e+04 4e+04 1e-16 3e-14\n",
"20: 2.6455e+03 -3.1582e+03 6e+03 3e-16 7e-15\n",
"21: 3.4878e+02 -4.8182e+02 8e+02 1e-16 4e-15\n",
"22: 3.6508e+01 -8.1502e+01 1e+02 1e-16 1e-15\n",
"23: -2.1824e+00 -1.8075e+01 2e+01 1e-16 6e-16\n",
"24: -6.0088e+00 -8.6492e+00 3e+00 2e-16 2e-16\n",
"25: -6.8219e+00 -7.4225e+00 6e-01 2e-16 1e-16\n",
"26: -6.9083e+00 -7.0310e+00 1e-01 2e-16 1e-16\n",
"27: -6.9287e+00 -6.9430e+00 1e-02 2e-16 6e-17\n",
"28: -6.9309e+00 -6.9347e+00 4e-03 2e-16 1e-16\n",
"29: -6.9310e+00 -6.9312e+00 1e-04 1e-16 9e-17\n",
"30: -6.9310e+00 -6.9310e+00 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.1471e+02 -3.6040e+06 5e+02 1e+00 1e+00\n",
" 2: 3.7456e+02 -7.5258e+06 1e+03 1e+00 1e+00\n",
" 3: 3.1373e+02 -1.1438e+07 2e+03 1e+00 1e+00\n",
" 4: 1.8778e+01 -1.5289e+08 3e+04 1e+00 1e+00\n",
" 5: 8.3214e+01 -1.5714e+09 3e+05 1e+00 1e+00\n",
" 6: 1.3973e+02 -2.0549e+11 4e+07 1e+00 1e+00\n",
" 7: 2.8891e+09 -4.8093e+18 5e+18 4e-13 2e-03\n",
" 8: 2.8891e+09 -4.8093e+16 5e+16 4e-15 6e-04\n",
" 9: 2.8891e+09 -4.8096e+14 5e+14 1e-16 1e-05\n",
"10: 2.8889e+09 -4.8339e+12 5e+12 1e-16 1e-07\n",
"11: 2.8720e+09 -7.2574e+10 8e+10 1e-16 2e-09\n",
"12: 2.2603e+09 -2.0396e+10 2e+10 1e-16 7e-10\n",
"13: 9.0774e+08 -1.6357e+10 2e+10 3e-16 3e-10\n",
"14: 3.1580e+08 -1.2180e+09 2e+09 2e-16 2e-11\n",
"15: 5.1944e+07 -6.5542e+07 1e+08 1e-16 2e-12\n",
"16: 7.4821e+06 -8.3426e+06 2e+07 3e-16 4e-13\n",
"17: 1.0731e+06 -1.1936e+06 2e+06 2e-16 3e-13\n",
"18: 1.5335e+05 -1.7077e+05 3e+05 2e-16 1e-13\n",
"19: 2.1777e+04 -2.4641e+04 5e+04 2e-16 4e-14\n",
"20: 3.0421e+03 -3.6070e+03 7e+03 3e-16 2e-14\n",
"21: 4.0430e+02 -5.4745e+02 1e+03 2e-16 4e-15\n",
"22: 4.4068e+01 -9.1335e+01 1e+02 2e-16 2e-15\n",
"23: -1.1398e+00 -1.9538e+01 2e+01 2e-16 7e-16\n",
"24: -5.7204e+00 -9.0842e+00 3e+00 2e-16 3e-16\n",
"25: -6.7850e+00 -7.5321e+00 7e-01 2e-16 1e-16\n",
"26: -6.9015e+00 -7.0479e+00 1e-01 2e-16 1e-16\n",
"27: -6.9284e+00 -6.9482e+00 2e-02 1e-16 1e-16\n",
"28: -6.9308e+00 -6.9352e+00 4e-03 2e-16 2e-16\n",
"29: -6.9312e+00 -6.9316e+00 5e-04 2e-16 1e-16\n",
"30: -6.9312e+00 -6.9312e+00 1e-05 2e-16 7e-17\n",
"31: -6.9312e+00 -6.9312e+00 1e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.1900e+02 -4.0959e+06 6e+02 1e+00 1e+00\n",
" 2: 4.4548e+02 -9.0964e+06 2e+03 1e+00 1e+00\n",
" 3: 4.0892e+02 -1.2914e+07 2e+03 1e+00 1e+00\n",
" 4: 2.2586e+01 -1.0757e+08 2e+04 1e+00 1e+00\n",
" 5: 1.1467e+02 -7.2772e+08 1e+05 1e+00 1e+00\n",
" 6: 2.3859e+02 -5.2287e+10 1e+07 1e+00 1e+00\n",
" 7: 2.1828e+09 -1.2570e+18 1e+18 3e-13 5e-04\n",
" 8: 2.1828e+09 -1.2570e+16 1e+16 3e-15 2e-04\n",
" 9: 2.1828e+09 -1.2573e+14 1e+14 2e-16 2e-06\n",
"10: 2.1823e+09 -1.2795e+12 1e+12 2e-16 2e-08\n",
"11: 2.1344e+09 -3.4689e+10 4e+10 2e-16 7e-10\n",
"12: 9.2621e+08 -5.9900e+09 7e+09 1e-16 4e-09\n",
"13: 2.0295e+08 -3.9504e+08 6e+08 2e-16 2e-10\n",
"14: 2.9812e+07 -3.2709e+07 6e+07 2e-16 1e-12\n",
"15: 4.2908e+06 -4.8262e+06 9e+06 1e-16 7e-13\n",
"16: 6.1475e+05 -6.8246e+05 1e+06 1e-16 2e-13\n",
"17: 8.7761e+04 -9.7941e+04 2e+05 2e-16 9e-14\n",
"18: 1.2432e+04 -1.4164e+04 3e+04 2e-16 2e-14\n",
"19: 1.7245e+03 -2.0849e+03 4e+03 2e-16 1e-14\n",
"20: 2.2375e+02 -3.2112e+02 5e+02 3e-16 4e-15\n",
"21: 2.1334e+01 -5.5767e+01 8e+01 1e-16 1e-15\n",
"22: -3.3597e+00 -1.3400e+01 1e+01 2e-16 5e-16\n",
"23: -6.2144e+00 -8.5134e+00 2e+00 1e-16 2e-16\n",
"24: -6.8463e+00 -7.1971e+00 4e-01 2e-16 1e-16\n",
"25: -6.9237e+00 -6.9776e+00 5e-02 2e-16 1e-16\n",
"26: -6.9310e+00 -6.9351e+00 4e-03 2e-16 1e-16\n",
"27: -6.9312e+00 -6.9315e+00 2e-04 2e-16 2e-16\n",
"28: -6.9312e+00 -6.9312e+00 8e-06 2e-16 2e-16\n",
"29: -6.9312e+00 -6.9312e+00 8e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing CFQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 5.2457e+01 -6.3446e+05 1e+02 1e+00 1e+00\n",
" 2: 6.1260e+00 -2.1620e+06 6e+02 1e+00 1e+00\n",
" 3: 4.9345e+01 -1.3798e+08 3e+04 1e+00 1e+00\n",
" 4: 6.3426e+08 -3.3679e+15 3e+15 7e-13 3e-06\n",
" 5: 6.3426e+08 -3.3680e+13 3e+13 7e-15 1e-06\n",
" 6: 6.3418e+08 -3.3823e+11 3e+11 2e-16 4e-08\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 7: 6.2627e+08 -4.7974e+09 5e+09 9e-17 6e-10\n",
" 8: 3.1614e+08 -7.0394e+08 1e+09 1e-16 9e-11\n",
" 9: 5.0353e+07 -9.6612e+07 1e+08 3e-16 6e-13\n",
"10: 8.0103e+06 -8.8470e+06 2e+07 2e-16 4e-13\n",
"11: 1.1533e+06 -1.3042e+06 2e+06 3e-16 3e-13\n",
"12: 1.6506e+05 -1.8422e+05 3e+05 9e-17 1e-13\n",
"13: 2.3467e+04 -2.6539e+04 5e+04 3e-16 3e-14\n",
"14: 3.2853e+03 -3.8758e+03 7e+03 2e-16 1e-14\n",
"15: 4.3969e+02 -5.8556e+02 1e+03 1e-16 5e-15\n",
"16: 4.9751e+01 -9.6435e+01 1e+02 2e-16 2e-15\n",
"17: 5.2293e-01 -1.9722e+01 2e+01 6e-17 4e-16\n",
"18: -4.2841e+00 -6.5770e+00 2e+00 2e-17 4e-16\n",
"19: -4.5115e+00 -4.6955e+00 2e-01 1e-16 2e-17\n",
"20: -4.5190e+00 -4.5214e+00 2e-03 2e-16 5e-17\n",
"21: -4.5190e+00 -4.5191e+00 2e-05 1e-16 4e-17\n",
"22: -4.5190e+00 -4.5190e+00 2e-07 5e-17 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 6.5803e+01 -9.8251e+05 2e+02 1e+00 1e+00\n",
" 2: 5.7106e+01 -1.9330e+06 4e+02 1e+00 1e+00\n",
" 3: 8.1821e+01 -2.2697e+07 5e+03 1e+00 1e+00\n",
" 4: 1.7721e+01 -1.9525e+10 5e+06 1e+00 1e+00\n",
" 5: 2.9632e+09 -3.5177e+17 4e+17 5e-13 3e-04\n",
" 6: 2.9632e+09 -3.5177e+15 4e+15 5e-15 4e-05\n",
" 7: 2.9632e+09 -3.5184e+13 4e+13 1e-16 2e-06\n",
" 8: 2.9631e+09 -3.5882e+11 4e+11 2e-16 3e-08\n",
" 9: 2.9531e+09 -1.0547e+10 1e+10 4e-16 1e-09\n",
"10: 5.5569e+07 -9.4824e+09 1e+10 3e-16 2e-11\n",
"11: 3.5597e+07 -2.5254e+08 3e+08 3e-16 6e-13\n",
"12: 6.4018e+06 -8.6620e+06 2e+07 2e-16 7e-13\n",
"13: 9.1932e+05 -1.0029e+06 2e+06 1e-16 2e-13\n",
"14: 1.3145e+05 -1.4697e+05 3e+05 2e-16 1e-13\n",
"15: 1.8661e+04 -2.1150e+04 4e+04 7e-17 1e-14\n",
"16: 2.6036e+03 -3.0995e+03 6e+03 3e-16 8e-15\n",
"17: 3.4477e+02 -4.7162e+02 8e+02 3e-16 4e-15\n",
"18: 3.7135e+01 -7.9097e+01 1e+02 1e-16 1e-15\n",
"19: -1.0123e+00 -1.6937e+01 2e+01 1e-16 6e-16\n",
"20: -4.5563e+00 -6.2383e+00 2e+00 2e-16 7e-17\n",
"21: -4.7277e+00 -4.8327e+00 1e-01 3e-16 1e-16\n",
"22: -4.7341e+00 -4.7374e+00 3e-03 2e-16 1e-16\n",
"23: -4.7341e+00 -4.7342e+00 3e-05 2e-16 6e-17\n",
"24: -4.7341e+00 -4.7341e+00 3e-07 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 8.0925e+01 -1.4086e+06 2e+02 1e+00 1e+00\n",
" 2: 1.0157e+02 -2.3282e+06 4e+02 1e+00 1e+00\n",
" 3: 9.0941e+00 -1.9792e+07 4e+03 1e+00 1e+00\n",
" 4: 5.1731e+01 -1.8912e+08 4e+04 1e+00 1e+00\n",
" 5: 5.6699e+01 -4.9424e+10 1e+07 1e+00 1e+00\n",
" 6: 7.0492e+08 -1.1034e+18 1e+18 6e-13 4e-04\n",
" 7: 7.0492e+08 -1.1034e+16 1e+16 6e-15 3e-04\n",
" 8: 7.0492e+08 -1.1035e+14 1e+14 2e-16 2e-06\n",
" 9: 7.0490e+08 -1.1081e+12 1e+12 2e-16 5e-08\n",
"10: 7.0251e+08 -1.5673e+10 2e+10 1e-16 5e-10\n",
"11: 5.4628e+08 -3.6052e+09 4e+09 2e-16 1e-09\n",
"12: 8.3489e+07 -1.0325e+09 1e+09 4e-16 2e-11\n",
"13: 2.0714e+07 -3.6759e+07 6e+07 2e-16 1e-12\n",
"14: 3.0551e+06 -3.3084e+06 6e+06 2e-16 6e-13\n",
"15: 4.3812e+05 -4.9046e+05 9e+05 1e-16 2e-13\n",
"16: 6.2498e+04 -6.9976e+04 1e+05 2e-16 7e-14\n",
"17: 8.8311e+03 -1.0144e+04 2e+04 2e-16 2e-14\n",
"18: 1.2158e+03 -1.5017e+03 3e+03 2e-16 1e-14\n",
"19: 1.5386e+02 -2.3476e+02 4e+02 2e-16 5e-15\n",
"20: 1.2735e+01 -4.2189e+01 5e+01 1e-16 2e-15\n",
"21: -3.5184e+00 -1.0664e+01 7e+00 2e-16 6e-16\n",
"22: -4.7879e+00 -5.4369e+00 6e-01 2e-16 1e-16\n",
"23: -4.8941e+00 -4.9561e+00 6e-02 1e-16 1e-16\n",
"24: -4.8964e+00 -4.8976e+00 1e-03 1e-16 1e-16\n",
"25: -4.8964e+00 -4.8964e+00 1e-05 2e-16 1e-16\n",
"26: -4.8964e+00 -4.8964e+00 1e-07 7e-17 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 9.2172e+01 -1.8840e+06 3e+02 1e+00 1e+00\n",
" 2: 1.6516e+02 -3.3230e+06 6e+02 1e+00 1e+00\n",
" 3: 1.4006e+01 -1.2053e+07 3e+03 1e+00 1e+00\n",
" 4: 1.3834e+01 -3.9474e+07 8e+03 1e+00 1e+00\n",
" 5: 1.2362e+01 -2.7703e+08 6e+04 1e+00 1e+00\n",
" 6: 1.1047e+01 -1.1928e+10 2e+06 1e+00 1e+00\n",
" 7: 3.6122e+01 -4.1456e+13 1e+10 1e+00 1e+00\n",
" 8: 2.8792e+09 -3.4783e+20 3e+20 3e-13 3e+01\n",
" 9: 2.8792e+09 -3.4783e+18 3e+18 3e-15 3e-01\n",
"10: 2.8792e+09 -3.4783e+16 3e+16 1e-16 3e-03\n",
"11: 2.8792e+09 -3.4783e+14 3e+14 1e-16 3e-05\n",
"12: 2.8791e+09 -3.4845e+12 3e+12 1e-16 3e-07\n",
"13: 2.8650e+09 -4.0974e+10 4e+10 1e-16 4e-08\n",
"14: 1.9836e+09 -4.5918e+09 7e+09 2e-16 2e-07\n",
"15: 2.9018e+08 -8.8440e+08 1e+09 1e-16 8e-12\n",
"16: 5.1910e+07 -6.1725e+07 1e+08 9e-17 2e-12\n",
"17: 7.4896e+06 -8.4271e+06 2e+07 3e-16 6e-13\n",
"18: 1.0745e+06 -1.1950e+06 2e+06 2e-16 4e-13\n",
"19: 1.5357e+05 -1.7110e+05 3e+05 1e-16 1e-13\n",
"20: 2.1806e+04 -2.4689e+04 5e+04 2e-16 4e-14\n",
"21: 3.0449e+03 -3.6155e+03 7e+03 2e-16 6e-15\n",
"22: 4.0436e+02 -5.4918e+02 1e+03 2e-16 4e-15\n",
"23: 4.4182e+01 -9.1651e+01 1e+02 2e-16 1e-15\n",
"24: -6.6491e-01 -1.9351e+01 2e+01 2e-16 8e-16\n",
"25: -4.8455e+00 -6.8679e+00 2e+00 2e-16 2e-16\n",
"26: -5.0253e+00 -5.3459e+00 3e-01 1e-16 1e-16\n",
"27: -5.0368e+00 -5.0443e+00 8e-03 3e-16 1e-16\n",
"28: -5.0368e+00 -5.0369e+00 8e-05 3e-16 1e-16\n",
"29: -5.0368e+00 -5.0368e+00 8e-07 3e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.0046e+02 -2.3672e+06 4e+02 1e+00 1e+00\n",
" 2: 2.0213e+02 -4.0535e+06 8e+02 1e+00 1e+00\n",
" 3: 1.4382e+01 -2.4250e+07 5e+03 1e+00 1e+00\n",
" 4: 1.9028e+02 -1.7994e+08 4e+04 1e+00 1e+00\n",
" 5: 7.0863e+01 -1.3786e+11 3e+07 1e+00 1e+00\n",
" 6: 1.0425e+10 -2.5620e+18 3e+18 2e-13 1e-03\n",
" 7: 1.0425e+10 -2.5620e+16 3e+16 2e-15 7e-04\n",
" 8: 1.0425e+10 -2.5622e+14 3e+14 1e-16 6e-06\n",
" 9: 1.0425e+10 -2.5869e+12 3e+12 3e-16 1e-07\n",
"10: 1.0414e+10 -5.0548e+10 6e+10 1e-16 3e-09\n",
"11: 5.6906e+09 -1.1566e+10 2e+10 2e-16 2e-10\n",
"12: 5.5499e+08 -6.1105e+09 7e+09 3e-16 7e-12\n",
"13: 1.6153e+08 -2.4262e+08 4e+08 2e-16 3e-12\n",
"14: 2.3629e+07 -2.5678e+07 5e+07 1e-16 1e-12\n",
"15: 3.3957e+06 -3.7986e+06 7e+06 1e-16 5e-13\n",
"16: 4.8618e+05 -5.3933e+05 1e+06 2e-16 2e-13\n",
"17: 6.9328e+04 -7.7556e+04 1e+05 2e-16 7e-14\n",
"18: 9.7938e+03 -1.1247e+04 2e+04 2e-16 2e-14\n",
"19: 1.3480e+03 -1.6659e+03 3e+03 2e-16 1e-14\n",
"20: 1.7051e+02 -2.6054e+02 4e+02 2e-16 2e-15\n",
"21: 1.4137e+01 -4.6826e+01 6e+01 1e-16 9e-16\n",
"22: -3.7945e+00 -1.1770e+01 8e+00 1e-16 4e-16\n",
"23: -5.0607e+00 -5.6813e+00 6e-01 1e-16 1e-16\n",
"24: -5.0885e+00 -5.1266e+00 4e-02 2e-16 8e-17\n",
"25: -5.0891e+00 -5.0897e+00 6e-04 3e-16 8e-17\n",
"26: -5.0891e+00 -5.0891e+00 6e-06 2e-16 9e-17\n",
"27: -5.0891e+00 -5.0891e+00 6e-08 9e-17 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.0822e+02 -2.7432e+06 4e+02 1e+00 1e+00\n",
" 2: 2.4257e+02 -5.2030e+06 1e+03 1e+00 1e+00\n",
" 3: 1.6118e+01 -2.0642e+07 4e+03 1e+00 1e+00\n",
" 4: 1.7787e+02 -1.1044e+08 2e+04 1e+00 1e+00\n",
" 5: 6.4175e+02 -5.1155e+11 2e+08 1e+00 1e+00\n",
" 6: 1.1976e+10 -3.3898e+18 3e+18 2e-13 1e-03\n",
" 7: 1.1976e+10 -3.3898e+16 3e+16 2e-15 7e-04\n",
" 8: 1.1976e+10 -3.3901e+14 3e+14 1e-16 9e-06\n",
" 9: 1.1976e+10 -3.4196e+12 3e+12 2e-16 1e-07\n",
"10: 1.1957e+10 -6.3689e+10 8e+10 8e-17 3e-09\n",
"11: 8.6088e+09 -2.0809e+10 3e+10 1e-16 8e-10\n",
"12: 3.2754e+08 -2.3402e+10 2e+10 6e-16 1e-10\n",
"13: 1.6641e+08 -1.2596e+09 1e+09 1e-16 7e-12\n",
"14: 2.9620e+07 -5.0442e+07 8e+07 2e-16 1e-12\n",
"15: 4.2873e+06 -4.6733e+06 9e+06 2e-16 6e-13\n",
"16: 6.1477e+05 -6.8597e+05 1e+06 2e-16 1e-13\n",
"17: 8.7760e+04 -9.7987e+04 2e+05 2e-16 6e-14\n",
"18: 1.2429e+04 -1.4177e+04 3e+04 2e-16 2e-14\n",
"19: 1.7228e+03 -2.0881e+03 4e+03 3e-16 1e-14\n",
"20: 2.2319e+02 -3.2205e+02 5e+02 3e-16 4e-15\n",
"21: 2.1403e+01 -5.5940e+01 8e+01 2e-16 2e-15\n",
"22: -2.7444e+00 -1.3073e+01 1e+01 1e-16 6e-16\n",
"23: -4.7577e+00 -6.3664e+00 2e+00 3e-16 2e-16\n",
"24: -5.0884e+00 -5.6508e+00 6e-01 3e-16 1e-16\n",
"25: -5.1103e+00 -5.1363e+00 3e-02 1e-16 9e-17\n",
"26: -5.1112e+00 -5.1118e+00 6e-04 1e-16 1e-16\n",
"27: -5.1112e+00 -5.1112e+00 6e-06 2e-16 9e-17\n",
"28: -5.1112e+00 -5.1112e+00 6e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.0605e+02 -3.0533e+06 5e+02 1e+00 1e+00\n",
" 2: 3.3527e+02 -6.4564e+06 1e+03 1e+00 1e+00\n",
" 3: 2.0218e+01 -1.9202e+07 4e+03 1e+00 1e+00\n",
" 4: 1.0498e+02 -5.9583e+07 1e+04 1e+00 1e+00\n",
" 5: 1.8630e+02 -6.4948e+08 1e+05 1e+00 1e+00\n",
" 6: 2.4652e+02 -7.5029e+11 2e+08 1e+00 1e+00\n",
" 7: 5.5297e+08 -1.2222e+19 1e+19 4e-13 3e-03\n",
" 8: 5.5297e+08 -1.2222e+17 1e+17 4e-15 4e-03\n",
" 9: 5.5297e+08 -1.2222e+15 1e+15 7e-17 3e-05\n",
"10: 5.5296e+08 -1.2228e+13 1e+13 2e-16 3e-07\n",
"11: 5.5246e+08 -1.2872e+11 1e+11 1e-16 4e-09\n",
"12: 5.0776e+08 -7.2105e+09 8e+09 3e-16 3e-10\n",
"13: 1.2739e+08 -9.6713e+08 1e+09 2e-16 4e-10\n",
"14: 2.5332e+07 -4.6912e+07 7e+07 1e-16 1e-11\n",
"15: 3.6703e+06 -3.9598e+06 8e+06 2e-16 5e-13\n",
"16: 5.2642e+05 -5.8918e+05 1e+06 2e-16 2e-13\n",
"17: 7.5118e+04 -8.4004e+04 2e+05 3e-16 7e-14\n",
"18: 1.0626e+04 -1.2165e+04 2e+04 2e-16 2e-14\n",
"19: 1.4678e+03 -1.7964e+03 3e+03 2e-16 9e-15\n",
"20: 1.8793e+02 -2.7897e+02 5e+02 2e-16 3e-15\n",
"21: 1.6804e+01 -4.9308e+01 7e+01 2e-16 1e-15\n",
"22: -3.2780e+00 -1.1992e+01 9e+00 2e-16 4e-16\n",
"23: -4.9178e+00 -5.9320e+00 1e+00 1e-16 9e-17\n",
"24: -5.1225e+00 -5.2687e+00 1e-01 1e-16 6e-17\n",
"25: -5.1349e+00 -5.1444e+00 9e-03 2e-16 7e-17\n",
"26: -5.1352e+00 -5.1354e+00 2e-04 2e-16 1e-16\n",
"27: -5.1352e+00 -5.1352e+00 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.0860e+02 -3.4844e+06 5e+02 1e+00 1e+00\n",
" 2: 4.4201e+02 -8.3118e+06 2e+03 1e+00 1e+00\n",
" 3: 2.4636e+01 -2.2987e+07 5e+03 1e+00 1e+00\n",
" 4: 2.9659e+01 -6.4911e+07 1e+04 1e+00 1e+00\n",
" 5: 7.6624e+01 -3.0893e+08 6e+04 1e+00 1e+00\n",
" 6: 1.7241e+02 -8.2157e+09 2e+06 1e+00 1e+00\n",
" 7: 2.4734e+02 -2.7488e+13 9e+09 1e+00 1e+00\n",
" 8: 4.4115e+08 -2.4048e+20 2e+20 4e-13 3e-01\n",
" 9: 4.4115e+08 -2.4048e+18 2e+18 4e-15 3e-02\n",
"10: 4.4115e+08 -2.4048e+16 2e+16 2e-16 4e-04\n",
"11: 4.4115e+08 -2.4048e+14 2e+14 2e-16 5e-06\n",
"12: 4.4110e+08 -2.4062e+12 2e+12 2e-16 4e-08\n",
"13: 4.3618e+08 -2.5509e+10 3e+10 1e-16 4e-10\n",
"14: 2.1885e+08 -9.2911e+08 1e+09 2e-16 6e-08\n",
"15: 3.5077e+07 -4.6504e+07 8e+07 2e-16 1e-09\n",
"16: 5.0351e+06 -5.5624e+06 1e+07 2e-16 6e-13\n",
"17: 7.2163e+05 -8.0248e+05 2e+06 2e-16 2e-13\n",
"18: 1.0302e+05 -1.1494e+05 2e+05 2e-16 6e-14\n",
"19: 1.4597e+04 -1.6624e+04 3e+04 2e-16 5e-14\n",
"20: 2.0261e+03 -2.4461e+03 4e+03 2e-16 1e-14\n",
"21: 2.6382e+02 -3.7618e+02 6e+02 2e-16 5e-15\n",
"22: 2.6103e+01 -6.4801e+01 9e+01 2e-16 1e-15\n",
"23: -2.5186e+00 -1.4774e+01 1e+01 2e-16 6e-16\n",
"24: -4.9167e+00 -6.3232e+00 1e+00 2e-16 1e-16\n",
"25: -5.1319e+00 -5.9002e+00 8e-01 4e-16 7e-17\n",
"26: -5.1593e+00 -5.2030e+00 4e-02 3e-16 1e-16\n",
"27: -5.1599e+00 -5.1605e+00 6e-04 2e-16 2e-16\n",
"28: -5.1599e+00 -5.1599e+00 6e-06 2e-16 1e-16\n",
"29: -5.1599e+00 -5.1599e+00 6e-08 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.0917e+02 -3.8749e+06 5e+02 1e+00 1e+00\n",
" 2: 5.3857e+02 -1.0127e+07 2e+03 1e+00 1e+00\n",
" 3: 1.1660e+02 -1.8198e+07 3e+03 1e+00 1e+00\n",
" 4: 2.5985e+02 -4.5832e+07 9e+03 1e+00 1e+00\n",
" 5: 5.4327e+02 -1.1522e+09 2e+05 1e+00 1e+00\n",
" 6: 3.9003e+01 -3.2636e+12 1e+09 1e+00 1e+00\n",
" 7: 8.8177e+09 -3.2536e+19 3e+19 2e-13 4e-03\n",
" 8: 8.8177e+09 -3.2536e+17 3e+17 2e-15 4e-03\n",
" 9: 8.8177e+09 -3.2536e+15 3e+15 1e-16 6e-05\n",
"10: 8.8176e+09 -3.2565e+13 3e+13 2e-16 8e-07\n",
"11: 8.8004e+09 -3.5473e+11 4e+11 2e-16 1e-08\n",
"12: 7.5776e+09 -3.1518e+10 4e+10 2e-16 2e-09\n",
"13: 3.8895e+09 -3.3316e+10 4e+10 2e-16 1e-09\n",
"14: 1.3311e+09 -3.0678e+09 4e+09 1e-16 1e-10\n",
"15: 2.0537e+08 -2.4617e+08 5e+08 2e-16 4e-12\n",
"16: 2.9736e+07 -3.3575e+07 6e+07 2e-16 1e-12\n",
"17: 4.2713e+06 -4.7495e+06 9e+06 3e-16 4e-13\n",
"18: 6.1163e+05 -6.7822e+05 1e+06 2e-16 2e-13\n",
"19: 8.7266e+04 -9.7424e+04 2e+05 3e-16 6e-14\n",
"20: 1.2349e+04 -1.4109e+04 3e+04 2e-16 2e-14\n",
"21: 1.7081e+03 -2.0819e+03 4e+03 2e-16 1e-14\n",
"22: 2.1988e+02 -3.2238e+02 5e+02 2e-16 3e-15\n",
"23: 2.0390e+01 -5.6507e+01 8e+01 1e-16 1e-15\n",
"24: -3.1677e+00 -1.3416e+01 1e+01 1e-16 5e-16\n",
"25: -5.0311e+00 -5.9260e+00 9e-01 2e-16 2e-16\n",
"26: -5.1693e+00 -5.4406e+00 3e-01 3e-16 1e-16\n",
"27: -5.1740e+00 -5.1810e+00 7e-03 2e-16 8e-17\n",
"28: -5.1740e+00 -5.1741e+00 7e-05 2e-16 2e-16\n",
"29: -5.1740e+00 -5.1740e+00 7e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing CBQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.1890e+01 -2.0068e+05 4e+01 1e+00 1e+00\n",
" 2: 3.7432e+00 -3.0012e+06 6e+02 1e+00 1e+00\n",
" 3: 1.0166e+01 -1.0832e+09 2e+05 1e+00 1e+00\n",
" 4: 4.0307e+06 -2.3548e+16 2e+16 5e-13 2e-04\n",
" 5: 4.0307e+06 -2.3548e+14 2e+14 5e-15 7e-05\n",
" 6: 4.0307e+06 -2.3548e+12 2e+12 1e-16 2e-06\n",
" 7: 4.0300e+06 -2.3559e+10 2e+10 2e-17 1e-08\n",
" 8: 3.9572e+06 -2.4618e+08 3e+08 2e-16 7e-11\n",
" 9: 1.5667e+06 -5.9670e+06 8e+06 1e-16 1e-12\n",
"10: 2.4082e+05 -3.0068e+05 5e+05 2e-16 2e-13\n",
"11: 3.4437e+04 -3.8004e+04 7e+04 8e-17 4e-14\n",
"12: 4.9090e+03 -5.5161e+03 1e+04 3e-16 4e-14\n",
"13: 6.9194e+02 -8.0024e+02 1e+03 3e-16 5e-14\n",
"14: 9.4566e+01 -1.1914e+02 2e+02 2e-16 2e-15\n",
"15: 1.1646e+01 -1.8892e+01 3e+01 3e-16 5e-15\n",
"16: 7.7421e-01 -3.5201e+00 4e+00 3e-16 1e-15\n",
"17: -4.2833e-01 -9.6778e-01 5e-01 3e-16 2e-16\n",
"18: -5.1571e-01 -5.9652e-01 8e-02 1e-16 2e-16\n",
"19: -5.2320e-01 -5.2743e-01 4e-03 5e-17 5e-17\n",
"20: -5.2322e-01 -5.2327e-01 4e-05 2e-16 4e-17\n",
"21: -5.2322e-01 -5.2322e-01 4e-07 2e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.7546e+01 -3.2883e+05 6e+01 1e+00 1e+00\n",
" 2: 3.1273e+00 -1.7475e+06 4e+02 1e+00 1e+00\n",
" 3: 3.3325e+00 -9.2637e+06 2e+03 1e+00 1e+00\n",
" 4: 2.3985e+00 -2.0298e+08 4e+04 1e+00 1e+00\n",
" 5: 2.2161e+00 -1.1918e+11 3e+07 1e+00 1e+00\n",
" 6: 2.7133e+08 -2.3523e+18 2e+18 5e-13 1e-02\n",
" 7: 2.7133e+08 -2.3523e+16 2e+16 5e-15 4e-03\n",
" 8: 2.7133e+08 -2.3523e+14 2e+14 6e-17 5e-05\n",
" 9: 2.7132e+08 -2.3528e+12 2e+12 1e-16 6e-07\n",
"10: 2.7107e+08 -2.4038e+10 2e+10 1e-16 7e-09\n",
"11: 2.4792e+08 -7.0567e+08 1e+09 2e-16 4e-09\n",
"12: 4.1134e+07 -1.0082e+08 1e+08 8e-17 3e-09\n",
"13: 7.0403e+06 -7.9878e+06 2e+07 6e-17 5e-11\n",
"14: 1.0160e+06 -1.1534e+06 2e+06 8e-17 2e-12\n",
"15: 1.4583e+05 -1.6203e+05 3e+05 1e-16 4e-13\n",
"16: 2.0852e+04 -2.3213e+04 4e+04 2e-16 9e-14\n",
"17: 2.9639e+03 -3.3462e+03 6e+03 7e-17 4e-14\n",
"18: 4.1503e+02 -4.8893e+02 9e+02 3e-16 1e-14\n",
"19: 5.5601e+01 -7.3837e+01 1e+02 2e-16 1e-14\n",
"20: 6.3194e+00 -1.2140e+01 2e+01 8e-17 1e-15\n",
"21: 8.7175e-02 -2.4719e+00 3e+00 1e-16 1e-15\n",
"22: -5.2381e-01 -8.1595e-01 3e-01 2e-16 3e-16\n",
"23: -5.5080e-01 -5.7713e-01 3e-02 2e-16 5e-17\n",
"24: -5.5126e-01 -5.5160e-01 3e-04 1e-16 7e-17\n",
"25: -5.5126e-01 -5.5126e-01 3e-06 1e-16 3e-17\n",
"26: -5.5126e-01 -5.5126e-01 3e-08 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 2.3555e+01 -4.6999e+05 9e+01 1e+00 1e+00\n",
" 2: 2.8213e+00 -3.3455e+06 7e+02 1e+00 1e+00\n",
" 3: 4.5050e+00 -2.3586e+07 5e+03 1e+00 1e+00\n",
" 4: 4.3613e+00 -1.1285e+09 2e+05 1e+00 1e+00\n",
" 5: 5.1698e+00 -7.1815e+12 3e+09 1e+00 1e+00\n",
" 6: 1.6058e+08 -3.3391e+19 3e+19 2e-13 1e-01\n",
" 7: 1.6058e+08 -3.3391e+17 3e+17 2e-15 5e-02\n",
" 8: 1.6058e+08 -3.3391e+15 3e+15 2e-16 5e-04\n",
" 9: 1.6058e+08 -3.3392e+13 3e+13 1e-16 1e-05\n",
"10: 1.6057e+08 -3.3442e+11 3e+11 8e-17 1e-07\n",
"11: 1.5902e+08 -3.8419e+09 4e+09 2e-16 1e-09\n",
"12: 8.5331e+07 -2.8647e+08 4e+08 1e-16 3e-08\n",
"13: 1.2764e+07 -1.7567e+07 3e+07 1e-16 7e-12\n",
"14: 1.8569e+06 -2.0744e+06 4e+06 1e-16 2e-12\n",
"15: 2.6684e+05 -2.9810e+05 6e+05 1e-16 4e-13\n",
"16: 3.8197e+04 -4.2447e+04 8e+04 3e-16 5e-14\n",
"17: 5.4422e+03 -6.1057e+03 1e+04 1e-16 4e-14\n",
"18: 7.6686e+02 -8.8735e+02 2e+03 2e-16 9e-15\n",
"19: 1.0473e+02 -1.3220e+02 2e+02 2e-16 5e-15\n",
"20: 1.2865e+01 -2.0994e+01 3e+01 1e-16 3e-15\n",
"21: 8.3917e-01 -3.9228e+00 5e+00 2e-16 9e-16\n",
"22: -4.8016e-01 -1.0797e+00 6e-01 2e-16 3e-16\n",
"23: -5.6459e-01 -6.5527e-01 9e-02 2e-16 1e-16\n",
"24: -5.7030e-01 -5.7357e-01 3e-03 1e-16 8e-17\n",
"25: -5.7031e-01 -5.7034e-01 3e-05 2e-16 8e-17\n",
"26: -5.7031e-01 -5.7031e-01 3e-07 3e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.9925e+01 -6.2441e+05 1e+02 1e+00 1e+00\n",
" 2: 1.6935e+01 -9.8781e+06 2e+03 1e+00 1e+00\n",
" 3: 7.0894e+00 -4.5082e+08 9e+04 1e+00 1e+00\n",
" 4: 1.9732e+01 -5.9970e+11 2e+08 1e+00 1e+00\n",
" 5: 6.3647e+07 -9.0686e+18 9e+18 7e-13 3e-02\n",
" 6: 6.3647e+07 -9.0686e+16 9e+16 7e-15 2e-02\n",
" 7: 6.3647e+07 -9.0686e+14 9e+14 2e-16 2e-04\n",
" 8: 6.3647e+07 -9.0689e+12 9e+12 3e-17 2e-06\n",
" 9: 6.3620e+07 -9.1013e+10 9e+10 2e-16 2e-08\n",
"10: 6.1026e+07 -1.2210e+09 1e+09 2e-16 3e-10\n",
"11: 1.6901e+07 -6.5254e+07 8e+07 1e-16 2e-11\n",
"12: 2.4983e+06 -3.0137e+06 6e+06 2e-16 1e-12\n",
"13: 3.5858e+05 -3.9939e+05 8e+05 2e-16 7e-13\n",
"14: 5.1360e+04 -5.7092e+04 1e+05 2e-16 2e-13\n",
"15: 7.3247e+03 -8.1975e+03 2e+04 3e-16 4e-14\n",
"16: 1.0347e+03 -1.1888e+03 2e+03 2e-16 4e-14\n",
"17: 1.4234e+02 -1.7614e+02 3e+02 2e-16 5e-15\n",
"18: 1.7964e+01 -2.7578e+01 5e+01 1e-16 2e-15\n",
"19: 1.4610e+00 -4.9736e+00 6e+00 2e-16 8e-16\n",
"20: -4.2793e-01 -1.2641e+00 8e-01 3e-16 8e-16\n",
"21: -5.6432e-01 -7.2578e-01 2e-01 2e-16 9e-17\n",
"22: -5.8121e-01 -5.9566e-01 1e-02 1e-16 1e-16\n",
"23: -5.8132e-01 -5.8149e-01 2e-04 8e-17 2e-16\n",
"24: -5.8132e-01 -5.8132e-01 2e-06 2e-16 1e-16\n",
"25: -5.8132e-01 -5.8132e-01 2e-08 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.5843e+01 -7.8980e+05 1e+02 1e+00 1e+00\n",
" 2: 2.4365e+01 -2.6296e+06 5e+02 1e+00 1e+00\n",
" 3: 4.0528e+01 -3.1535e+07 6e+03 1e+00 1e+00\n",
" 4: 1.5352e+01 -2.2362e+10 5e+06 1e+00 1e+00\n",
" 5: 6.7320e+08 -4.2514e+17 4e+17 6e-13 1e-03\n",
" 6: 6.7320e+08 -4.2514e+15 4e+15 6e-15 3e-04\n",
" 7: 6.7320e+08 -4.2517e+13 4e+13 3e-16 6e-06\n",
" 8: 6.7318e+08 -4.2784e+11 4e+11 2e-16 7e-08\n",
" 9: 6.7187e+08 -6.9446e+09 8e+09 3e-16 2e-09\n",
"10: 6.0851e+08 -2.4933e+09 3e+09 2e-16 6e-10\n",
"11: 4.0302e+07 -3.5339e+09 4e+09 2e-16 4e-10\n",
"12: 1.8772e+07 -9.2519e+07 1e+08 2e-16 1e-11\n",
"13: 2.9639e+06 -4.1123e+06 7e+06 9e-17 1e-12\n",
"14: 4.2420e+05 -4.6252e+05 9e+05 2e-16 7e-13\n",
"15: 6.0753e+04 -6.7494e+04 1e+05 8e-17 7e-14\n",
"16: 8.6659e+03 -9.6789e+03 2e+04 1e-16 6e-14\n",
"17: 1.2255e+03 -1.4029e+03 3e+03 3e-16 2e-14\n",
"18: 1.6916e+02 -2.0735e+02 4e+02 1e-16 7e-15\n",
"19: 2.1609e+01 -3.2248e+01 5e+01 2e-16 2e-15\n",
"20: 1.9051e+00 -5.7194e+00 8e+00 2e-16 1e-15\n",
"21: -3.9785e-01 -1.4019e+00 1e+00 2e-16 6e-16\n",
"22: -5.7653e-01 -7.0653e-01 1e-01 3e-16 2e-16\n",
"23: -5.8905e-01 -5.9820e-01 9e-03 2e-16 9e-17\n",
"24: -5.8940e-01 -5.8962e-01 2e-04 2e-16 2e-16\n",
"25: -5.8940e-01 -5.8940e-01 2e-06 2e-16 8e-17\n",
"26: -5.8940e-01 -5.8940e-01 2e-08 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.0957e+01 -8.0009e+05 1e+02 1e+00 1e+00\n",
" 2: 4.8837e+01 -1.6738e+06 3e+02 1e+00 1e+00\n",
" 3: 5.4362e+00 -2.4706e+07 5e+03 1e+00 1e+00\n",
" 4: 7.0741e+00 -3.0298e+08 6e+04 1e+00 1e+00\n",
" 5: 8.4963e+00 -4.9133e+10 1e+07 1e+00 1e+00\n",
" 6: 1.1123e+09 -1.1381e+18 1e+18 6e-13 4e-03\n",
" 7: 1.1123e+09 -1.1381e+16 1e+16 6e-15 2e-03\n",
" 8: 1.1123e+09 -1.1382e+14 1e+14 1e-16 3e-05\n",
" 9: 1.1123e+09 -1.1422e+12 1e+12 2e-16 3e-07\n",
"10: 1.1098e+09 -1.5451e+10 2e+10 1e-16 5e-09\n",
"11: 9.4467e+08 -3.6510e+09 5e+09 1e-16 4e-09\n",
"12: 1.2658e+08 -3.5732e+09 4e+09 2e-16 1e-09\n",
"13: 5.2052e+07 -2.6878e+08 3e+08 3e-16 1e-10\n",
"14: 8.6032e+06 -1.2763e+07 2e+07 2e-16 4e-12\n",
"15: 1.2390e+06 -1.3686e+06 3e+06 1e-16 1e-12\n",
"16: 1.7787e+05 -1.9820e+05 4e+05 2e-16 2e-13\n",
"17: 2.5442e+04 -2.8274e+04 5e+04 2e-16 1e-13\n",
"18: 3.6211e+03 -4.0721e+03 8e+03 2e-16 4e-14\n",
"19: 5.0887e+02 -5.9319e+02 1e+03 8e-17 2e-14\n",
"20: 6.8918e+01 -8.8896e+01 2e+02 2e-16 5e-15\n",
"21: 8.1793e+00 -1.4342e+01 2e+01 2e-16 2e-15\n",
"22: 3.3428e-01 -2.8017e+00 3e+00 3e-16 6e-16\n",
"23: -5.0974e-01 -8.7799e-01 4e-01 1e-16 4e-16\n",
"24: -5.8675e-01 -6.4170e-01 5e-02 2e-16 1e-16\n",
"25: -5.9402e-01 -5.9803e-01 4e-03 2e-16 1e-16\n",
"26: -5.9411e-01 -5.9416e-01 5e-05 2e-16 2e-16\n",
"27: -5.9411e-01 -5.9411e-01 5e-07 1e-16 9e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 3.2360e+01 -9.0640e+05 2e+02 1e+00 1e+00\n",
" 2: 6.4912e+01 -1.9073e+06 4e+02 1e+00 1e+00\n",
" 3: 3.6762e+00 -2.3686e+07 5e+03 1e+00 1e+00\n",
" 4: 1.0071e+01 -2.6297e+08 5e+04 1e+00 1e+00\n",
" 5: 2.4368e+01 -4.6823e+10 1e+07 1e+00 1e+00\n",
" 6: 4.4448e+08 -1.0796e+18 1e+18 4e-13 2e-03\n",
" 7: 4.4448e+08 -1.0796e+16 1e+16 4e-15 1e-03\n",
" 8: 4.4448e+08 -1.0797e+14 1e+14 1e-16 2e-05\n",
" 9: 4.4447e+08 -1.0836e+12 1e+12 1e-16 2e-07\n",
"10: 4.4290e+08 -1.4723e+10 2e+10 2e-16 4e-09\n",
"11: 3.7141e+08 -3.5366e+09 4e+09 1e-16 2e-09\n",
"12: 1.3859e+08 -2.6089e+09 3e+09 2e-16 6e-10\n",
"13: 4.5784e+07 -1.1121e+08 2e+08 2e-16 3e-11\n",
"14: 6.9989e+06 -7.9099e+06 1e+07 2e-16 2e-12\n",
"15: 1.0059e+06 -1.1224e+06 2e+06 2e-16 5e-13\n",
"16: 1.4417e+05 -1.5966e+05 3e+05 2e-16 2e-13\n",
"17: 2.0605e+04 -2.2900e+04 4e+04 2e-16 8e-14\n",
"18: 2.9286e+03 -3.3034e+03 6e+03 3e-16 3e-14\n",
"19: 4.1016e+02 -4.8266e+02 9e+02 3e-16 1e-14\n",
"20: 5.4989e+01 -7.2850e+01 1e+02 2e-16 5e-15\n",
"21: 6.2629e+00 -1.1964e+01 2e+01 1e-16 3e-15\n",
"22: 8.5057e-02 -2.4361e+00 3e+00 2e-16 1e-15\n",
"23: -5.3640e-01 -8.4483e-01 3e-01 2e-16 2e-16\n",
"24: -5.9339e-01 -6.4071e-01 5e-02 1e-16 1e-16\n",
"25: -5.9811e-01 -6.0065e-01 3e-03 2e-16 1e-16\n",
"26: -5.9816e-01 -5.9819e-01 3e-05 2e-16 1e-16\n",
"27: -5.9816e-01 -5.9816e-01 3e-07 1e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 3.6429e+01 -1.0669e+06 2e+02 1e+00 1e+00\n",
" 2: 8.2173e+01 -2.2532e+06 4e+02 1e+00 1e+00\n",
" 3: 8.7484e+00 -2.3041e+07 5e+03 1e+00 1e+00\n",
" 4: 1.4992e+01 -2.7514e+08 6e+04 1e+00 1e+00\n",
" 5: 2.5213e+01 -5.3291e+10 1e+07 1e+00 1e+00\n",
" 6: 6.9262e+08 -1.2220e+18 1e+18 4e-13 2e-03\n",
" 7: 6.9262e+08 -1.2220e+16 1e+16 4e-15 7e-04\n",
" 8: 6.9262e+08 -1.2221e+14 1e+14 1e-16 1e-05\n",
" 9: 6.9260e+08 -1.2268e+12 1e+12 2e-16 1e-07\n",
"10: 6.9060e+08 -1.6982e+10 2e+10 2e-16 2e-09\n",
"11: 5.6412e+08 -3.9733e+09 5e+09 2e-16 8e-10\n",
"12: 6.6218e+07 -1.5413e+09 2e+09 5e-16 1e-10\n",
"13: 1.8940e+07 -4.7341e+07 7e+07 2e-16 5e-12\n",
"14: 2.9131e+06 -3.3052e+06 6e+06 2e-16 1e-12\n",
"15: 4.1802e+05 -4.6310e+05 9e+05 2e-16 4e-13\n",
"16: 5.9835e+04 -6.6328e+04 1e+05 2e-16 2e-13\n",
"17: 8.5330e+03 -9.5343e+03 2e+04 1e-16 5e-14\n",
"18: 1.2062e+03 -1.3822e+03 3e+03 2e-16 3e-14\n",
"19: 1.6632e+02 -2.0446e+02 4e+02 2e-16 1e-14\n",
"20: 2.1177e+01 -3.1860e+01 5e+01 2e-16 3e-15\n",
"21: 1.8302e+00 -5.6761e+00 8e+00 2e-16 2e-15\n",
"22: -4.1710e-01 -1.4033e+00 1e+00 2e-16 5e-16\n",
"23: -5.8995e-01 -6.7947e-01 9e-02 2e-16 2e-16\n",
"24: -6.0075e-01 -6.0948e-01 9e-03 2e-16 7e-17\n",
"25: -6.0107e-01 -6.0127e-01 2e-04 1e-16 1e-16\n",
"26: -6.0107e-01 -6.0108e-01 2e-06 3e-16 1e-16\n",
"27: -6.0107e-01 -6.0107e-01 2e-08 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 4.1384e+01 -1.2409e+06 2e+02 1e+00 1e+00\n",
" 2: 9.6305e+01 -2.5788e+06 5e+02 1e+00 1e+00\n",
" 3: 1.9967e+01 -1.0073e+07 2e+03 1e+00 1e+00\n",
" 4: 3.4335e+01 -7.6354e+07 2e+04 1e+00 1e+00\n",
" 5: 3.7557e+01 -7.5065e+09 2e+06 1e+00 1e+00\n",
" 6: 4.8298e+08 -1.7942e+17 2e+17 5e-13 3e-04\n",
" 7: 4.8298e+08 -1.7942e+15 2e+15 5e-15 9e-05\n",
" 8: 4.8298e+08 -1.7946e+13 2e+13 2e-16 2e-06\n",
" 9: 4.8284e+08 -1.8324e+11 2e+11 2e-16 3e-08\n",
"10: 4.6956e+08 -5.5048e+09 6e+09 2e-16 9e-10\n",
"11: 1.0613e+08 -7.8182e+08 9e+08 2e-16 1e-09\n",
"12: 2.3703e+07 -4.5320e+07 7e+07 2e-16 7e-11\n",
"13: 3.4436e+06 -3.7376e+06 7e+06 2e-16 2e-12\n",
"14: 4.9503e+05 -5.5467e+05 1e+06 2e-16 7e-13\n",
"15: 7.0887e+04 -7.8632e+04 1e+05 2e-16 2e-13\n",
"16: 1.0114e+04 -1.1297e+04 2e+04 2e-16 1e-13\n",
"17: 1.4311e+03 -1.6358e+03 3e+03 2e-16 3e-14\n",
"18: 1.9789e+02 -2.4144e+02 4e+02 2e-16 1e-14\n",
"19: 2.5441e+01 -3.7416e+01 6e+01 2e-16 4e-15\n",
"20: 2.3405e+00 -6.5713e+00 9e+00 2e-16 1e-15\n",
"21: -3.8140e-01 -1.5674e+00 1e+00 3e-16 3e-16\n",
"22: -5.9426e-01 -7.0691e-01 1e-01 2e-16 1e-16\n",
"23: -6.0369e-01 -6.1217e-01 8e-03 2e-16 1e-16\n",
"24: -6.0377e-01 -6.0388e-01 1e-04 2e-16 2e-16\n",
"25: -6.0377e-01 -6.0377e-01 1e-06 9e-17 8e-17\n",
"26: -6.0377e-01 -6.0377e-01 1e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing CKQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.6800e+01 -2.2019e+05 4e+01 1e+00 1e+00\n",
" 2: 6.3605e-01 -2.7284e+06 6e+02 1e+00 1e+00\n",
" 3: 4.8627e+00 -3.6299e+08 7e+04 1e+00 1e+00\n",
" 4: 1.6268e+01 -2.1811e+12 1e+09 1e+00 1e+00\n",
" 5: 5.7238e+04 -1.0322e+19 1e+19 3e-13 2e-02\n",
" 6: 5.7238e+04 -1.0322e+17 1e+17 3e-15 9e-03\n",
" 7: 5.7238e+04 -1.0322e+15 1e+15 5e-17 2e-05\n",
" 8: 5.7238e+04 -1.0322e+13 1e+13 2e-16 2e-06\n",
" 9: 5.7238e+04 -1.0322e+11 1e+11 3e-16 2e-08\n",
"10: 5.7202e+04 -1.0324e+09 1e+09 3e-16 4e-11\n",
"11: 5.3775e+04 -1.0465e+07 1e+07 3e-16 2e-12\n",
"12: 1.2549e+04 -1.2384e+05 1e+05 3e-16 9e-14\n",
"13: 1.8278e+03 -3.0536e+03 5e+03 1e-16 8e-15\n",
"14: 2.4936e+02 -3.0036e+02 5e+02 5e-17 5e-15\n",
"15: 3.0928e+01 -4.8994e+01 8e+01 4e-17 6e-16\n",
"16: 1.8258e+00 -9.2593e+00 1e+01 3e-16 5e-16\n",
"17: -1.7494e+00 -3.1595e+00 1e+00 7e-17 2e-16\n",
"18: -2.1851e+00 -2.3887e+00 2e-01 2e-16 1e-16\n",
"19: -2.2199e+00 -2.2376e+00 2e-02 1e-16 1e-16\n",
"20: -2.2206e+00 -2.2209e+00 3e-04 7e-17 4e-17\n",
"21: -2.2206e+00 -2.2206e+00 3e-06 5e-17 6e-17\n",
"22: -2.2206e+00 -2.2206e+00 3e-08 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 2.3152e+01 -3.5778e+05 7e+01 1e+00 1e+00\n",
" 2: 4.9678e-01 -2.0882e+06 4e+02 1e+00 1e+00\n",
" 3: 1.2562e+01 -1.5374e+07 3e+03 1e+00 1e+00\n",
" 4: 1.3076e+01 -1.2392e+09 3e+05 1e+00 1e+00\n",
" 5: 3.6103e+07 -2.9828e+16 3e+16 4e-13 5e-05\n",
" 6: 3.6103e+07 -2.9828e+14 3e+14 4e-15 1e-05\n",
" 7: 3.6103e+07 -2.9829e+12 3e+12 3e-16 5e-07\n",
" 8: 3.6084e+07 -2.9972e+10 3e+10 1e-16 6e-09\n",
" 9: 3.4245e+07 -4.3522e+08 5e+08 1e-16 9e-11\n",
"10: 8.9441e+06 -2.3251e+07 3e+07 2e-16 3e-12\n",
"11: 1.3502e+06 -1.5615e+06 3e+06 3e-16 4e-13\n",
"12: 1.9391e+05 -2.1692e+05 4e+05 3e-17 2e-14\n",
"13: 2.7727e+04 -3.0961e+04 6e+04 2e-16 9e-14\n",
"14: 3.9359e+03 -4.4646e+03 8e+03 2e-16 8e-15\n",
"15: 5.4860e+02 -6.5433e+02 1e+03 1e-16 3e-15\n",
"16: 7.2239e+01 -9.9798e+01 2e+02 6e-17 4e-15\n",
"17: 7.3992e+00 -1.6951e+01 2e+01 3e-16 1e-15\n",
"18: -3.4871e-01 -5.0950e+00 5e+00 2e-16 6e-16\n",
"19: -2.0260e+00 -3.1965e+00 1e+00 1e-16 3e-16\n",
"20: -2.2208e+00 -2.3341e+00 1e-01 7e-17 1e-16\n",
"21: -2.2411e+00 -2.2510e+00 1e-02 1e-16 7e-17\n",
"22: -2.2418e+00 -2.2421e+00 3e-04 2e-16 8e-17\n",
"23: -2.2418e+00 -2.2418e+00 3e-06 2e-16 2e-17\n",
"24: -2.2418e+00 -2.2418e+00 3e-08 9e-17 1e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 2.8399e+01 -5.0503e+05 9e+01 1e+00 1e+00\n",
" 2: 2.8604e+01 -1.2236e+06 2e+02 1e+00 1e+00\n",
" 3: 6.0271e+00 -3.4386e+07 7e+03 1e+00 1e+00\n",
" 4: 1.1144e+01 -1.3317e+09 3e+05 1e+00 1e+00\n",
" 5: 1.3246e+01 -4.6193e+12 2e+09 1e+00 1e+00\n",
" 6: 3.6137e+08 -3.8639e+19 4e+19 4e-13 9e-02\n",
" 7: 3.6137e+08 -3.8639e+17 4e+17 4e-15 3e-02\n",
" 8: 3.6137e+08 -3.8639e+15 4e+15 2e-16 7e-04\n",
" 9: 3.6137e+08 -3.8641e+13 4e+13 1e-16 4e-06\n",
"10: 3.6136e+08 -3.8868e+11 4e+11 2e-16 4e-08\n",
"11: 3.6041e+08 -6.1516e+09 7e+09 2e-16 5e-10\n",
"12: 2.9514e+08 -1.8383e+09 2e+09 1e-16 1e-08\n",
"13: 4.0744e+07 -1.0845e+09 1e+09 1e-15 1e-09\n",
"14: 1.2575e+07 -4.3792e+07 6e+07 2e-16 4e-11\n",
"15: 1.9129e+06 -2.2749e+06 4e+06 2e-16 1e-12\n",
"16: 2.7424e+05 -3.0503e+05 6e+05 2e-16 1e-13\n",
"17: 3.9189e+04 -4.3779e+04 8e+04 2e-16 8e-14\n",
"18: 5.5579e+03 -6.3193e+03 1e+04 2e-16 4e-14\n",
"19: 7.7303e+02 -9.2815e+02 2e+03 1e-16 6e-15\n",
"20: 1.0120e+02 -1.4220e+02 2e+02 2e-16 3e-15\n",
"21: 1.0184e+01 -2.4349e+01 3e+01 3e-16 2e-15\n",
"22: -9.8446e-01 -5.5942e+00 5e+00 2e-16 7e-16\n",
"23: -2.1017e+00 -2.6947e+00 6e-01 2e-16 2e-16\n",
"24: -2.2471e+00 -2.3238e+00 8e-02 1e-16 8e-17\n",
"25: -2.2546e+00 -2.2581e+00 3e-03 3e-16 1e-16\n",
"26: -2.2547e+00 -2.2547e+00 5e-05 3e-16 9e-17\n",
"27: -2.2547e+00 -2.2547e+00 5e-07 1e-16 8e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.6263e+01 -8.0301e+05 2e+02 1e+00 1e+00\n",
" 2: 6.9155e+00 -3.6493e+06 8e+02 1e+00 1e+00\n",
" 3: 1.3243e+01 -1.3187e+07 3e+03 1e+00 1e+00\n",
" 4: 2.2244e+01 -1.9195e+08 4e+04 1e+00 1e+00\n",
" 5: 2.7988e+01 -7.1861e+10 2e+07 1e+00 1e+00\n",
" 6: 2.1186e+08 -1.5386e+18 2e+18 8e-13 2e-03\n",
" 7: 2.1186e+08 -1.5386e+16 2e+16 8e-15 1e-03\n",
" 8: 2.1186e+08 -1.5386e+14 2e+14 2e-16 2e-05\n",
" 9: 2.1186e+08 -1.5401e+12 2e+12 1e-16 2e-07\n",
"10: 2.1145e+08 -1.6889e+10 2e+10 2e-16 3e-09\n",
"11: 1.7892e+08 -1.4193e+09 2e+09 1e-16 4e-10\n",
"12: 3.6418e+07 -1.8084e+08 2e+08 2e-16 9e-11\n",
"13: 7.0521e+06 -1.0393e+07 2e+07 2e-16 3e-12\n",
"14: 1.0187e+06 -1.1191e+06 2e+06 1e-16 4e-13\n",
"15: 1.4610e+05 -1.6334e+05 3e+05 1e-16 1e-13\n",
"16: 2.0847e+04 -2.3332e+04 4e+04 8e-17 4e-14\n",
"17: 2.9475e+03 -3.3794e+03 6e+03 2e-16 2e-14\n",
"18: 4.0637e+02 -4.9968e+02 9e+02 2e-16 1e-14\n",
"19: 5.1560e+01 -7.7939e+01 1e+02 5e-17 2e-15\n",
"20: 4.2114e+00 -1.4021e+01 2e+01 3e-16 1e-15\n",
"21: -1.4260e+00 -3.8036e+00 2e+00 2e-16 5e-16\n",
"22: -2.1820e+00 -2.6762e+00 5e-01 2e-16 1e-16\n",
"23: -2.2577e+00 -2.3253e+00 7e-02 2e-16 1e-16\n",
"24: -2.2661e+00 -2.2711e+00 5e-03 2e-16 2e-16\n",
"25: -2.2663e+00 -2.2664e+00 1e-04 1e-16 1e-16\n",
"26: -2.2663e+00 -2.2663e+00 1e-06 4e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.0587e+01 -9.9579e+05 2e+02 1e+00 1e+00\n",
" 2: 5.7770e+01 -2.2962e+06 4e+02 1e+00 1e+00\n",
" 3: 6.0829e+00 -4.3183e+07 9e+03 1e+00 1e+00\n",
" 4: 2.0486e+01 -1.6163e+09 3e+05 1e+00 1e+00\n",
" 5: 2.0057e+01 -8.0722e+12 3e+09 1e+00 1e+00\n",
" 6: 2.9441e+08 -4.8646e+19 5e+19 3e-13 5e-02\n",
" 7: 2.9441e+08 -4.8646e+17 5e+17 3e-15 4e-02\n",
" 8: 2.9441e+08 -4.8646e+15 5e+15 2e-16 4e-04\n",
" 9: 2.9441e+08 -4.8650e+13 5e+13 1e-16 6e-06\n",
"10: 2.9439e+08 -4.9005e+11 5e+11 2e-16 7e-08\n",
"11: 2.9263e+08 -8.4298e+09 9e+09 2e-16 1e-09\n",
"12: 1.9396e+08 -2.0495e+09 2e+09 1e-16 8e-10\n",
"13: 4.1630e+07 -2.8364e+08 3e+08 2e-16 3e-12\n",
"14: 8.2930e+06 -1.3927e+07 2e+07 2e-16 7e-13\n",
"15: 1.1976e+06 -1.2923e+06 2e+06 2e-16 8e-13\n",
"16: 1.7171e+05 -1.9232e+05 4e+05 1e-16 1e-13\n",
"17: 2.4483e+04 -2.7447e+04 5e+04 2e-16 8e-14\n",
"18: 3.4556e+03 -3.9827e+03 7e+03 1e-16 2e-14\n",
"19: 4.7417e+02 -5.9111e+02 1e+03 2e-16 1e-14\n",
"20: 5.9273e+01 -9.3019e+01 2e+02 2e-16 3e-15\n",
"21: 4.4529e+00 -1.7016e+01 2e+01 3e-16 1e-15\n",
"22: -1.7638e+00 -4.5080e+00 3e+00 2e-16 3e-16\n",
"23: -2.2398e+00 -2.4460e+00 2e-01 1e-16 1e-16\n",
"24: -2.2699e+00 -2.2863e+00 2e-02 1e-16 8e-17\n",
"25: -2.2710e+00 -2.2717e+00 7e-04 2e-16 1e-16\n",
"26: -2.2710e+00 -2.2710e+00 8e-06 2e-16 1e-16\n",
"27: -2.2710e+00 -2.2710e+00 8e-08 1e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.1044e+01 -1.1971e+06 2e+02 1e+00 1e+00\n",
" 2: 8.5456e+01 -2.1462e+06 4e+02 1e+00 1e+00\n",
" 3: 1.2029e+01 -1.0436e+07 2e+03 1e+00 1e+00\n",
" 4: 4.0248e+01 -8.0430e+07 2e+04 1e+00 1e+00\n",
" 5: 4.7817e+01 -8.5807e+09 2e+06 1e+00 1e+00\n",
" 6: 3.0897e+08 -2.0423e+17 2e+17 4e-13 7e-05\n",
" 7: 3.0897e+08 -2.0423e+15 2e+15 4e-15 8e-05\n",
" 8: 3.0897e+08 -2.0428e+13 2e+13 2e-16 1e-06\n",
" 9: 3.0891e+08 -2.0886e+11 2e+11 1e-16 2e-08\n",
"10: 3.0352e+08 -6.6021e+09 7e+09 2e-16 6e-10\n",
"11: 8.8508e+07 -1.2999e+09 1e+09 1e-16 4e-10\n",
"12: 2.3915e+07 -5.5271e+07 8e+07 2e-16 2e-11\n",
"13: 3.5956e+06 -3.9599e+06 8e+06 2e-16 6e-13\n",
"14: 5.1636e+05 -5.7761e+05 1e+06 1e-16 2e-13\n",
"15: 7.3847e+04 -8.2196e+04 2e+05 2e-16 2e-13\n",
"16: 1.0501e+04 -1.1844e+04 2e+04 2e-16 3e-14\n",
"17: 1.4723e+03 -1.7283e+03 3e+03 2e-16 1e-14\n",
"18: 1.9799e+02 -2.6027e+02 5e+02 2e-16 6e-15\n",
"19: 2.2818e+01 -4.2527e+01 7e+01 2e-16 3e-15\n",
"20: 4.6049e-01 -8.5790e+00 9e+00 2e-16 8e-16\n",
"21: -1.8273e+00 -3.2764e+00 1e+00 2e-16 3e-16\n",
"22: -2.2368e+00 -2.5661e+00 3e-01 2e-16 9e-17\n",
"23: -2.2706e+00 -2.2943e+00 2e-02 2e-16 2e-16\n",
"24: -2.2730e+00 -2.2754e+00 2e-03 1e-16 1e-16\n",
"25: -2.2731e+00 -2.2732e+00 9e-05 1e-16 2e-16\n",
"26: -2.2731e+00 -2.2731e+00 1e-06 2e-16 3e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.2207e+01 -1.3294e+06 2e+02 1e+00 1e+00\n",
" 2: 9.8442e+01 -2.4098e+06 5e+02 1e+00 1e+00\n",
" 3: 3.1168e+00 -1.2146e+07 2e+03 1e+00 1e+00\n",
" 4: 1.3716e+01 -5.3385e+07 1e+04 1e+00 1e+00\n",
" 5: 2.9009e+01 -9.5081e+08 2e+05 1e+00 1e+00\n",
" 6: 4.3897e+01 -4.9467e+11 1e+08 1e+00 1e+00\n",
" 7: 4.9718e+08 -1.0011e+19 1e+19 6e-13 1e-02\n",
" 8: 4.9718e+08 -1.0011e+17 1e+17 6e-15 5e-03\n",
" 9: 4.9718e+08 -1.0011e+15 1e+15 2e-16 6e-05\n",
"10: 4.9718e+08 -1.0017e+13 1e+13 2e-16 7e-07\n",
"11: 4.9680e+08 -1.0568e+11 1e+11 2e-16 8e-09\n",
"12: 4.6442e+08 -6.2750e+09 7e+09 2e-16 4e-08\n",
"13: 1.0743e+08 -1.8402e+09 2e+09 2e-16 5e-09\n",
"14: 2.7747e+07 -7.9859e+07 1e+08 2e-16 2e-10\n",
"15: 4.2096e+06 -4.8096e+06 9e+06 1e-16 2e-12\n",
"16: 6.0419e+05 -6.7238e+05 1e+06 2e-16 3e-13\n",
"17: 8.6459e+04 -9.6077e+04 2e+05 2e-16 7e-14\n",
"18: 1.2314e+04 -1.3821e+04 3e+04 1e-16 4e-14\n",
"19: 1.7337e+03 -2.0100e+03 4e+03 2e-16 2e-14\n",
"20: 2.3605e+02 -3.0001e+02 5e+02 1e-16 6e-15\n",
"21: 2.8494e+01 -4.7984e+01 8e+01 2e-16 2e-15\n",
"22: 1.3328e+00 -9.2862e+00 1e+01 1e-16 8e-16\n",
"23: -1.7097e+00 -3.4773e+00 2e+00 1e-16 1e-16\n",
"24: -2.2290e+00 -2.5253e+00 3e-01 9e-17 1e-16\n",
"25: -2.2706e+00 -2.3103e+00 4e-02 2e-16 1e-16\n",
"26: -2.2739e+00 -2.2797e+00 6e-03 2e-16 2e-16\n",
"27: -2.2740e+00 -2.2741e+00 8e-05 2e-16 3e-16\n",
"28: -2.2740e+00 -2.2740e+00 8e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.3607e+01 -1.5161e+06 2e+02 1e+00 1e+00\n",
" 2: 1.2211e+02 -2.8468e+06 5e+02 1e+00 1e+00\n",
" 3: 1.0013e+01 -1.3182e+07 3e+03 1e+00 1e+00\n",
" 4: 2.3784e+01 -5.1869e+07 1e+04 1e+00 1e+00\n",
" 5: 3.4159e+01 -6.3399e+08 1e+05 1e+00 1e+00\n",
" 6: 3.8610e+01 -1.0341e+11 2e+07 1e+00 1e+00\n",
" 7: 1.7221e+09 -2.4008e+18 2e+18 7e-13 1e-03\n",
" 8: 1.7221e+09 -2.4008e+16 2e+16 7e-15 9e-04\n",
" 9: 1.7221e+09 -2.4009e+14 2e+14 2e-16 1e-05\n",
"10: 1.7221e+09 -2.4083e+12 2e+12 2e-16 2e-07\n",
"11: 1.7164e+09 -3.1482e+10 3e+10 2e-16 2e-09\n",
"12: 1.3373e+09 -6.1592e+09 7e+09 2e-16 3e-07\n",
"13: 1.7074e+08 -2.4636e+09 3e+09 2e-16 3e-11\n",
"14: 4.7301e+07 -9.1948e+07 1e+08 2e-16 2e-12\n",
"15: 7.2177e+06 -8.0672e+06 2e+07 2e-16 9e-13\n",
"16: 1.0366e+06 -1.1541e+06 2e+06 2e-16 5e-13\n",
"17: 1.4842e+05 -1.6461e+05 3e+05 2e-16 1e-13\n",
"18: 2.1168e+04 -2.3657e+04 4e+04 2e-16 7e-14\n",
"19: 2.9922e+03 -3.4289e+03 6e+03 9e-17 3e-14\n",
"20: 4.1249e+02 -5.0723e+02 9e+02 2e-16 9e-15\n",
"21: 5.2309e+01 -7.9149e+01 1e+02 2e-16 5e-15\n",
"22: 4.2310e+00 -1.4269e+01 2e+01 2e-16 8e-16\n",
"23: -1.5130e+00 -3.8440e+00 2e+00 2e-16 4e-16\n",
"24: -2.2058e+00 -2.6199e+00 4e-01 1e-16 2e-16\n",
"25: -2.2710e+00 -2.3058e+00 3e-02 2e-16 1e-16\n",
"26: -2.2744e+00 -2.2774e+00 3e-03 2e-16 1e-16\n",
"27: -2.2746e+00 -2.2748e+00 2e-04 2e-16 1e-16\n",
"28: -2.2746e+00 -2.2746e+00 3e-06 2e-16 1e-16\n",
"29: -2.2746e+00 -2.2746e+00 3e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 6.3154e+01 -1.7640e+06 3e+02 1e+00 1e+00\n",
" 2: 1.3443e+02 -3.2709e+06 6e+02 1e+00 1e+00\n",
" 3: 1.2356e+01 -1.4299e+07 3e+03 1e+00 1e+00\n",
" 4: 2.1593e+01 -5.3205e+07 1e+04 1e+00 1e+00\n",
" 5: 3.7073e+01 -5.6761e+08 1e+05 1e+00 1e+00\n",
" 6: 5.6940e+01 -8.1722e+10 2e+07 1e+00 1e+00\n",
" 7: 1.1938e+09 -1.9131e+18 2e+18 6e-13 1e-03\n",
" 8: 1.1938e+09 -1.9131e+16 2e+16 6e-15 9e-04\n",
" 9: 1.1938e+09 -1.9131e+14 2e+14 3e-16 9e-06\n",
"10: 1.1937e+09 -1.9207e+12 2e+12 3e-16 1e-07\n",
"11: 1.1878e+09 -2.6718e+10 3e+10 2e-16 2e-09\n",
"12: 8.8698e+08 -5.8706e+09 7e+09 1e-16 6e-07\n",
"13: 1.6266e+08 -1.5199e+09 2e+09 2e-16 1e-11\n",
"14: 3.7191e+07 -6.1212e+07 1e+08 2e-16 1e-12\n",
"15: 5.4083e+06 -5.8003e+06 1e+07 2e-16 1e-12\n",
"16: 7.7655e+05 -8.6699e+05 2e+06 1e-16 5e-13\n",
"17: 1.1112e+05 -1.2324e+05 2e+05 1e-16 9e-14\n",
"18: 1.5834e+04 -1.7737e+04 3e+04 2e-16 4e-14\n",
"19: 2.2332e+03 -2.5759e+03 5e+03 2e-16 2e-14\n",
"20: 3.0577e+02 -3.8299e+02 7e+02 2e-16 1e-14\n",
"21: 3.7804e+01 -6.0566e+01 1e+02 1e-16 2e-15\n",
"22: 2.4519e+00 -1.1312e+01 1e+01 2e-16 1e-15\n",
"23: -1.5519e+00 -3.7139e+00 2e+00 2e-16 4e-16\n",
"24: -2.2062e+00 -2.6886e+00 5e-01 2e-16 2e-16\n",
"25: -2.2710e+00 -2.3107e+00 4e-02 2e-16 2e-16\n",
"26: -2.2746e+00 -2.2785e+00 4e-03 2e-16 1e-16\n",
"27: -2.2748e+00 -2.2751e+00 3e-04 1e-16 7e-17\n",
"28: -2.2748e+00 -2.2749e+00 7e-06 2e-16 8e-17\n",
"29: -2.2748e+00 -2.2748e+00 7e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing HSQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.1228e+01 -2.7904e+05 6e+01 1e+00 1e+00\n",
" 2: 2.0751e+00 -2.3196e+06 5e+02 1e+00 1e+00\n",
" 3: 8.2702e+00 -2.3121e+08 5e+04 1e+00 1e+00\n",
" 4: 2.0880e+01 -7.2660e+11 2e+08 1e+00 1e+00\n",
" 5: 5.0473e+04 -6.4764e+18 6e+18 1e-13 8e-03\n",
" 6: 5.0473e+04 -6.4764e+16 6e+16 1e-15 4e-03\n",
" 7: 5.0473e+04 -6.4764e+14 6e+14 1e-16 6e-05\n",
" 8: 5.0473e+04 -6.4764e+12 6e+12 1e-16 1e-06\n",
" 9: 5.0473e+04 -6.4764e+10 6e+10 2e-16 1e-08\n",
"10: 5.0422e+04 -6.4776e+08 6e+08 3e-16 1e-10\n",
"11: 4.5797e+04 -6.5824e+06 7e+06 6e-17 3e-13\n",
"12: 9.2292e+03 -7.7719e+04 9e+04 8e-17 1e-14\n",
"13: 1.3277e+03 -2.1156e+03 3e+03 6e-17 1e-14\n",
"14: 1.7748e+02 -2.2780e+02 4e+02 2e-16 6e-15\n",
"15: 2.0387e+01 -3.8306e+01 6e+01 2e-16 2e-15\n",
"16: 3.3083e-01 -7.7586e+00 8e+00 5e-17 1e-15\n",
"17: -1.7893e+00 -2.6966e+00 9e-01 2e-16 2e-16\n",
"18: -1.9895e+00 -2.1013e+00 1e-01 1e-16 4e-17\n",
"19: -1.9977e+00 -2.0013e+00 4e-03 2e-16 7e-17\n",
"20: -1.9978e+00 -1.9978e+00 4e-05 1e-16 5e-17\n",
"21: -1.9978e+00 -1.9978e+00 4e-07 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 2.9543e+01 -4.5711e+05 9e+01 1e+00 1e+00\n",
" 2: 1.6321e+00 -2.5896e+06 5e+02 1e+00 1e+00\n",
" 3: 6.6826e+00 -1.0174e+07 2e+03 1e+00 1e+00\n",
" 4: 8.6848e+00 -1.3775e+08 3e+04 1e+00 1e+00\n",
" 5: 9.9719e+00 -2.8644e+10 6e+06 1e+00 1e+00\n",
" 6: 3.4542e+08 -6.5316e+17 7e+17 5e-13 6e-04\n",
" 7: 3.4542e+08 -6.5316e+15 7e+15 5e-15 7e-04\n",
" 8: 3.4542e+08 -6.5318e+13 7e+13 3e-16 7e-06\n",
" 9: 3.4541e+08 -6.5452e+11 7e+11 2e-16 1e-07\n",
"10: 3.4483e+08 -7.8868e+09 8e+09 2e-16 1e-09\n",
"11: 3.0135e+08 -1.2545e+09 2e+09 2e-16 9e-08\n",
"12: 2.4812e+07 -7.6631e+08 8e+08 1e-16 1e-11\n",
"13: 6.9187e+06 -2.6811e+07 3e+07 1e-16 1e-12\n",
"14: 1.0675e+06 -1.2826e+06 2e+06 2e-16 3e-13\n",
"15: 1.5286e+05 -1.6944e+05 3e+05 9e-17 1e-13\n",
"16: 2.1793e+04 -2.4481e+04 5e+04 1e-16 4e-14\n",
"17: 3.0732e+03 -3.5509e+03 7e+03 2e-16 2e-14\n",
"18: 4.2055e+02 -5.2813e+02 9e+02 3e-16 2e-15\n",
"19: 5.2038e+01 -8.3547e+01 1e+02 1e-16 1e-15\n",
"20: 3.6047e+00 -1.5482e+01 2e+01 2e-16 2e-15\n",
"21: -1.7858e+00 -4.2050e+00 2e+00 1e-16 4e-16\n",
"22: -2.1571e+00 -2.3270e+00 2e-01 1e-16 6e-17\n",
"23: -2.1700e+00 -2.1781e+00 8e-03 2e-16 1e-16\n",
"24: -2.1700e+00 -2.1701e+00 8e-05 1e-16 6e-17\n",
"25: -2.1700e+00 -2.1700e+00 8e-07 2e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 3.5905e+01 -6.4877e+05 1e+02 1e+00 1e+00\n",
" 2: 4.6058e+01 -1.4108e+06 3e+02 1e+00 1e+00\n",
" 3: 1.3734e+00 -2.5084e+07 5e+03 1e+00 1e+00\n",
" 4: 2.5958e+00 -3.0645e+08 6e+04 1e+00 1e+00\n",
" 5: 3.8362e+00 -4.3012e+10 9e+06 1e+00 1e+00\n",
" 6: 1.2551e+09 -1.0030e+18 1e+18 6e-13 8e-04\n",
" 7: 1.2551e+09 -1.0030e+16 1e+16 6e-15 8e-04\n",
" 8: 1.2551e+09 -1.0031e+14 1e+14 2e-16 1e-05\n",
" 9: 1.2551e+09 -1.0064e+12 1e+12 2e-16 1e-07\n",
"10: 1.2533e+09 -1.3390e+10 1e+10 2e-16 2e-09\n",
"11: 1.1143e+09 -3.0972e+09 4e+09 2e-16 3e-09\n",
"12: 5.5361e+07 -4.4987e+09 5e+09 3e-16 1e-09\n",
"13: 2.8414e+07 -2.4413e+08 3e+08 1e-16 8e-11\n",
"14: 4.6145e+06 -7.4706e+06 1e+07 2e-16 9e-13\n",
"15: 6.6242e+05 -7.2544e+05 1e+06 2e-16 4e-13\n",
"16: 9.4917e+04 -1.0630e+05 2e+05 2e-16 1e-13\n",
"17: 1.3514e+04 -1.5221e+04 3e+04 2e-16 4e-14\n",
"18: 1.8988e+03 -2.2168e+03 4e+03 1e-16 1e-14\n",
"19: 2.5689e+02 -3.3238e+02 6e+02 2e-16 5e-15\n",
"20: 3.0324e+01 -5.3753e+01 8e+01 2e-16 3e-15\n",
"21: 1.1163e+00 -1.0582e+01 1e+01 2e-16 5e-16\n",
"22: -1.9920e+00 -3.3726e+00 1e+00 2e-16 5e-16\n",
"23: -2.2228e+00 -2.3443e+00 1e-01 9e-17 1e-16\n",
"24: -2.2313e+00 -2.2353e+00 4e-03 2e-16 8e-17\n",
"25: -2.2314e+00 -2.2314e+00 4e-05 2e-16 9e-17\n",
"26: -2.2314e+00 -2.2314e+00 4e-07 7e-17 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.2985e+01 -8.6175e+05 2e+02 1e+00 1e+00\n",
" 2: 6.3936e+01 -1.5994e+06 3e+02 1e+00 1e+00\n",
" 3: 1.1996e+01 -7.0748e+06 1e+03 1e+00 1e+00\n",
" 4: 2.5734e+01 -5.1474e+07 1e+04 1e+00 1e+00\n",
" 5: 3.1224e+01 -5.1157e+09 1e+06 1e+00 1e+00\n",
" 6: 2.7555e+08 -1.2215e+17 1e+17 6e-13 2e-04\n",
" 7: 2.7555e+08 -1.2215e+15 1e+15 6e-15 9e-05\n",
" 8: 2.7555e+08 -1.2218e+13 1e+13 1e-16 1e-06\n",
" 9: 2.7548e+08 -1.2488e+11 1e+11 2e-16 1e-08\n",
"10: 2.6930e+08 -3.8873e+09 4e+09 3e-16 6e-10\n",
"11: 5.9850e+07 -6.7244e+08 7e+08 1e-16 5e-09\n",
"12: 1.5515e+07 -3.4880e+07 5e+07 8e-17 2e-10\n",
"13: 2.2947e+06 -2.5039e+06 5e+06 3e-16 9e-13\n",
"14: 3.2957e+05 -3.7038e+05 7e+05 2e-16 2e-13\n",
"15: 4.7081e+04 -5.2617e+04 1e+05 9e-17 7e-14\n",
"16: 6.6736e+03 -7.6023e+03 1e+04 1e-16 3e-14\n",
"17: 9.2696e+02 -1.1175e+03 2e+03 1e-16 1e-14\n",
"18: 1.2096e+02 -1.7161e+02 3e+02 3e-16 3e-15\n",
"19: 1.2102e+01 -2.9466e+01 4e+01 2e-16 1e-15\n",
"20: -1.0547e+00 -6.6696e+00 6e+00 2e-16 6e-16\n",
"21: -2.1856e+00 -2.7236e+00 5e-01 2e-16 2e-16\n",
"22: -2.2511e+00 -2.3208e+00 7e-02 2e-16 2e-16\n",
"23: -2.2554e+00 -2.2573e+00 2e-03 2e-16 2e-16\n",
"24: -2.2554e+00 -2.2554e+00 2e-05 6e-17 1e-16\n",
"25: -2.2554e+00 -2.2554e+00 2e-07 1e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.6419e+01 -1.1445e+06 2e+02 1e+00 1e+00\n",
" 2: 7.0946e+01 -2.1032e+06 4e+02 1e+00 1e+00\n",
" 3: 1.9055e+01 -9.6001e+06 2e+03 1e+00 1e+00\n",
" 4: 3.6553e+01 -8.0511e+07 2e+04 1e+00 1e+00\n",
" 5: 4.2753e+01 -1.2337e+10 3e+06 1e+00 1e+00\n",
" 6: 3.1240e+08 -2.8821e+17 3e+17 6e-13 2e-04\n",
" 7: 3.1240e+08 -2.8821e+15 3e+15 6e-15 1e-04\n",
" 8: 3.1240e+08 -2.8825e+13 3e+13 3e-16 2e-06\n",
" 9: 3.1236e+08 -2.9215e+11 3e+11 3e-16 2e-08\n",
"10: 3.0873e+08 -6.7786e+09 7e+09 3e-16 5e-10\n",
"11: 1.2076e+08 -7.4664e+08 9e+08 1e-16 7e-09\n",
"12: 2.2259e+07 -3.1628e+07 5e+07 3e-16 4e-11\n",
"13: 3.2435e+06 -3.6735e+06 7e+06 3e-16 5e-13\n",
"14: 4.6610e+05 -5.2272e+05 1e+06 1e-16 1e-13\n",
"15: 6.6645e+04 -7.4414e+04 1e+05 1e-16 5e-14\n",
"16: 9.4643e+03 -1.0726e+04 2e+04 2e-16 3e-14\n",
"17: 1.3214e+03 -1.5702e+03 3e+03 1e-16 1e-14\n",
"18: 1.7540e+02 -2.3853e+02 4e+02 2e-16 6e-15\n",
"19: 1.9117e+01 -3.9839e+01 6e+01 2e-16 2e-15\n",
"20: -3.2999e-01 -8.4323e+00 8e+00 1e-16 5e-16\n",
"21: -2.1491e+00 -3.0177e+00 9e-01 2e-16 2e-16\n",
"22: -2.2553e+00 -2.3947e+00 1e-01 1e-16 6e-17\n",
"23: -2.2686e+00 -2.2766e+00 8e-03 3e-16 1e-16\n",
"24: -2.2686e+00 -2.2687e+00 9e-05 2e-16 2e-16\n",
"25: -2.2686e+00 -2.2686e+00 9e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.6145e+01 -1.3476e+06 2e+02 1e+00 1e+00\n",
" 2: 1.0146e+02 -2.4009e+06 5e+02 1e+00 1e+00\n",
" 3: 1.6364e+01 -1.3006e+07 3e+03 1e+00 1e+00\n",
" 4: 5.0636e+01 -7.8637e+07 2e+04 1e+00 1e+00\n",
" 5: 5.5078e+01 -4.1607e+09 8e+05 1e+00 1e+00\n",
" 6: 2.6694e+01 -5.3585e+13 4e+10 1e+00 1e+00\n",
" 7: 4.1292e+08 -9.9788e+19 1e+20 1e-13 1e-01\n",
" 8: 4.1292e+08 -9.9788e+17 1e+18 1e-15 3e-02\n",
" 9: 4.1292e+08 -9.9788e+15 1e+16 2e-16 5e-04\n",
"10: 4.1292e+08 -9.9793e+13 1e+14 2e-16 9e-06\n",
"11: 4.1291e+08 -1.0034e+12 1e+12 1e-16 7e-08\n",
"12: 4.1141e+08 -1.5465e+10 2e+10 1e-16 1e-09\n",
"13: 3.3940e+08 -4.2863e+09 5e+09 1e-16 4e-08\n",
"14: 7.3482e+07 -1.3494e+09 1e+09 2e-16 8e-10\n",
"15: 1.7975e+07 -4.5085e+07 6e+07 2e-16 2e-11\n",
"16: 2.6817e+06 -2.9906e+06 6e+06 3e-16 4e-13\n",
"17: 3.8443e+05 -4.2774e+05 8e+05 2e-16 2e-13\n",
"18: 5.4912e+04 -6.1218e+04 1e+05 1e-16 1e-13\n",
"19: 7.7887e+03 -8.8443e+03 2e+04 2e-16 5e-14\n",
"20: 1.0843e+03 -1.2983e+03 2e+03 2e-16 1e-14\n",
"21: 1.4261e+02 -1.9843e+02 3e+02 2e-16 5e-15\n",
"22: 1.4854e+01 -3.3654e+01 5e+01 3e-16 2e-15\n",
"23: -7.9985e-01 -7.4021e+00 7e+00 1e-16 1e-15\n",
"24: -2.2019e+00 -2.8676e+00 7e-01 2e-16 2e-16\n",
"25: -2.2819e+00 -2.4526e+00 2e-01 1e-16 1e-16\n",
"26: -2.2983e+00 -2.3182e+00 2e-02 2e-16 1e-16\n",
"27: -2.2986e+00 -2.2990e+00 4e-04 2e-16 1e-16\n",
"28: -2.2986e+00 -2.2986e+00 4e-06 2e-16 1e-16\n",
"29: -2.2986e+00 -2.2986e+00 4e-08 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.5974e+01 -1.5472e+06 2e+02 1e+00 1e+00\n",
" 2: 1.2954e+02 -2.9043e+06 5e+02 1e+00 1e+00\n",
" 3: 7.4627e+01 -8.7157e+06 2e+03 1e+00 1e+00\n",
" 4: 1.4282e+02 -1.0415e+08 2e+04 1e+00 1e+00\n",
" 5: 6.9834e+00 -6.3804e+10 1e+07 1e+00 1e+00\n",
" 6: 2.6904e+09 -1.2542e+18 1e+18 3e-13 1e-03\n",
" 7: 2.6904e+09 -1.2542e+16 1e+16 3e-15 4e-04\n",
" 8: 2.6904e+09 -1.2543e+14 1e+14 2e-16 4e-06\n",
" 9: 2.6902e+09 -1.2633e+12 1e+12 2e-16 7e-08\n",
"10: 2.6663e+09 -2.1634e+10 2e+10 1e-16 2e-09\n",
"11: 1.9099e+09 -7.7131e+09 1e+10 1e-16 6e-10\n",
"12: 7.7127e+08 -8.0576e+09 9e+09 1e-16 4e-10\n",
"13: 2.7679e+08 -7.6757e+08 1e+09 2e-16 4e-11\n",
"14: 4.4148e+07 -5.4342e+07 1e+08 1e-16 2e-12\n",
"15: 6.3911e+06 -7.2218e+06 1e+07 1e-16 1e-12\n",
"16: 9.1785e+05 -1.0223e+06 2e+06 3e-16 4e-13\n",
"17: 1.3134e+05 -1.4600e+05 3e+05 1e-16 1e-13\n",
"18: 1.8700e+04 -2.1009e+04 4e+04 3e-16 3e-14\n",
"19: 2.6312e+03 -3.0569e+03 6e+03 2e-16 2e-14\n",
"20: 3.5783e+02 -4.5680e+02 8e+02 2e-16 5e-15\n",
"21: 4.3263e+01 -7.3103e+01 1e+02 1e-16 2e-15\n",
"22: 2.3884e+00 -1.3929e+01 2e+01 2e-16 1e-15\n",
"23: -1.9957e+00 -4.0071e+00 2e+00 1e-16 2e-16\n",
"24: -2.2644e+00 -2.6244e+00 4e-01 2e-16 1e-16\n",
"25: -2.3133e+00 -2.3775e+00 6e-02 1e-16 1e-16\n",
"26: -2.3151e+00 -2.3175e+00 2e-03 1e-16 1e-16\n",
"27: -2.3152e+00 -2.3152e+00 3e-05 2e-16 1e-16\n",
"28: -2.3152e+00 -2.3152e+00 3e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.8570e+01 -1.8071e+06 3e+02 1e+00 1e+00\n",
" 2: 1.5638e+02 -3.4705e+06 6e+02 1e+00 1e+00\n",
" 3: 1.4406e+02 -7.2234e+06 1e+03 1e+00 1e+00\n",
" 4: 1.5708e+01 -1.0259e+08 2e+04 1e+00 1e+00\n",
" 5: 4.6551e+01 -1.5240e+09 3e+05 1e+00 1e+00\n",
" 6: 7.5518e+01 -5.6095e+11 1e+08 1e+00 1e+00\n",
" 7: 9.2391e+08 -1.1981e+19 1e+19 5e-13 8e-03\n",
" 8: 9.2391e+08 -1.1981e+17 1e+17 5e-15 2e-03\n",
" 9: 9.2391e+08 -1.1981e+15 1e+15 1e-16 4e-05\n",
"10: 9.2390e+08 -1.1994e+13 1e+13 2e-16 4e-07\n",
"11: 9.2300e+08 -1.3206e+11 1e+11 2e-16 7e-09\n",
"12: 8.5658e+08 -1.2915e+10 1e+10 2e-16 7e-10\n",
"13: 2.9891e+08 -1.2098e+10 1e+10 2e-16 5e-10\n",
"14: 1.3466e+08 -5.6576e+08 7e+08 2e-16 3e-11\n",
"15: 2.2586e+07 -2.9483e+07 5e+07 2e-16 2e-12\n",
"16: 3.2476e+06 -3.5819e+06 7e+06 2e-16 3e-13\n",
"17: 4.6558e+05 -5.1742e+05 1e+06 1e-16 2e-13\n",
"18: 6.6511e+04 -7.4059e+04 1e+05 3e-16 1e-13\n",
"19: 9.4398e+03 -1.0696e+04 2e+04 2e-16 3e-14\n",
"20: 1.3168e+03 -1.5677e+03 3e+03 2e-16 7e-15\n",
"21: 1.7434e+02 -2.3861e+02 4e+02 2e-16 4e-15\n",
"22: 1.8785e+01 -4.0021e+01 6e+01 3e-16 1e-15\n",
"23: -4.8256e-01 -8.5518e+00 8e+00 2e-16 7e-16\n",
"24: -2.2474e+00 -3.1060e+00 9e-01 2e-16 1e-16\n",
"25: -2.3149e+00 -2.3974e+00 8e-02 2e-16 1e-16\n",
"26: -2.3216e+00 -2.3374e+00 2e-02 3e-16 2e-16\n",
"27: -2.3222e+00 -2.3228e+00 6e-04 2e-16 1e-16\n",
"28: -2.3222e+00 -2.3222e+00 2e-05 2e-16 1e-16\n",
"29: -2.3222e+00 -2.3222e+00 7e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 6.9770e+01 -2.1882e+06 3e+02 1e+00 1e+00\n",
" 2: 1.6875e+02 -3.8963e+06 7e+02 1e+00 1e+00\n",
" 3: 1.9034e+02 -7.7103e+06 1e+03 1e+00 1e+00\n",
" 4: 3.2531e+01 -5.2654e+07 1e+04 1e+00 1e+00\n",
" 5: 8.3753e+01 -4.6812e+08 9e+04 1e+00 1e+00\n",
" 6: 1.2395e+02 -8.0801e+10 2e+07 1e+00 1e+00\n",
" 7: 6.8650e+08 -1.8701e+18 2e+18 5e-13 1e-03\n",
" 8: 6.8650e+08 -1.8701e+16 2e+16 5e-15 4e-04\n",
" 9: 6.8650e+08 -1.8703e+14 2e+14 1e-16 5e-06\n",
"10: 6.8647e+08 -1.8822e+12 2e+12 2e-16 8e-08\n",
"11: 6.8295e+08 -3.0775e+10 3e+10 2e-16 1e-09\n",
"12: 5.8940e+08 -9.7098e+09 1e+10 2e-16 1e-09\n",
"13: 2.4253e+08 -6.4339e+09 7e+09 4e-16 4e-10\n",
"14: 8.0109e+07 -2.0297e+08 3e+08 2e-16 2e-11\n",
"15: 1.2343e+07 -1.3973e+07 3e+07 1e-16 9e-13\n",
"16: 1.7717e+06 -1.9673e+06 4e+06 3e-16 4e-13\n",
"17: 2.5365e+05 -2.8122e+05 5e+05 2e-16 2e-13\n",
"18: 3.6180e+04 -4.0414e+04 8e+04 2e-16 4e-14\n",
"19: 5.1163e+03 -5.8564e+03 1e+04 2e-16 3e-14\n",
"20: 7.0639e+02 -8.6547e+02 2e+03 2e-16 1e-14\n",
"21: 9.0344e+01 -1.3453e+02 2e+02 2e-16 4e-15\n",
"22: 8.0564e+00 -2.3803e+01 3e+01 2e-16 9e-16\n",
"23: -1.5545e+00 -5.7733e+00 4e+00 3e-16 6e-16\n",
"24: -2.2822e+00 -2.6359e+00 4e-01 9e-17 2e-16\n",
"25: -2.3159e+00 -2.3718e+00 6e-02 2e-16 2e-16\n",
"26: -2.3236e+00 -2.3343e+00 1e-02 2e-16 1e-16\n",
"27: -2.3241e+00 -2.3246e+00 5e-04 3e-16 2e-16\n",
"28: -2.3242e+00 -2.3242e+00 2e-05 2e-16 2e-16\n",
"29: -2.3242e+00 -2.3242e+00 3e-06 3e-16 2e-16\n",
"30: -2.3242e+00 -2.3242e+00 3e-07 2e-16 2e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"processing DEQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.2931e+01 -2.0067e+05 4e+01 1e+00 1e+00\n",
" 2: 2.6698e+00 -2.9933e+06 6e+02 1e+00 1e+00\n",
" 3: 7.7626e+00 -8.4937e+08 2e+05 1e+00 1e+00\n",
" 4: 8.6894e+06 -1.8983e+16 2e+16 4e-13 4e-05\n",
" 5: 8.6894e+06 -1.8983e+14 2e+14 3e-15 6e-05\n",
" 6: 8.6893e+06 -1.8984e+12 2e+12 2e-16 9e-07\n",
" 7: 8.6857e+06 -1.9009e+10 2e+10 6e-17 1e-08\n",
" 8: 8.3425e+06 -2.1439e+08 2e+08 2e-16 2e-10\n",
" 9: 2.3418e+06 -6.6958e+06 9e+06 6e-18 5e-12\n",
"10: 3.5064e+05 -3.9548e+05 7e+05 6e-17 1e-13\n",
"11: 5.0223e+04 -5.6046e+04 1e+05 1e-16 9e-14\n",
"12: 7.1541e+03 -8.0522e+03 2e+04 2e-16 4e-14\n",
"13: 1.0062e+03 -1.1721e+03 2e+03 1e-16 3e-14\n",
"14: 1.3654e+02 -1.7546e+02 3e+02 3e-16 6e-15\n",
"15: 1.6349e+01 -2.8219e+01 4e+01 2e-16 3e-15\n",
"16: 7.9859e-01 -5.4442e+00 6e+00 2e-16 1e-15\n",
"17: -8.4106e-01 -1.6055e+00 8e-01 2e-16 4e-16\n",
"18: -9.2776e-01 -9.6791e-01 4e-02 1e-16 1e-16\n",
"19: -9.2820e-01 -9.2862e-01 4e-04 4e-17 1e-17\n",
"20: -9.2820e-01 -9.2820e-01 4e-06 1e-16 4e-17\n",
"21: -9.2820e-01 -9.2820e-01 4e-08 3e-16 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.7872e+01 -3.1112e+05 6e+01 1e+00 1e+00\n",
" 2: 3.9060e+00 -2.7025e+06 6e+02 1e+00 1e+00\n",
" 3: 7.7242e+00 -3.8862e+07 8e+03 1e+00 1e+00\n",
" 4: 1.9856e+01 -1.3139e+10 3e+06 1e+00 1e+00\n",
" 5: 8.6900e+05 -2.8540e+17 3e+17 3e-13 9e-04\n",
" 6: 8.6900e+05 -2.8540e+15 3e+15 3e-15 3e-04\n",
" 7: 8.6900e+05 -2.8540e+13 3e+13 2e-16 2e-06\n",
" 8: 8.6899e+05 -2.8540e+11 3e+11 2e-16 3e-08\n",
" 9: 8.6798e+05 -2.8571e+09 3e+09 3e-16 4e-10\n",
"10: 7.7824e+05 -3.1254e+07 3e+07 1e-16 4e-12\n",
"11: 1.5838e+05 -5.2801e+05 7e+05 2e-16 3e-13\n",
"12: 2.3277e+04 -2.7353e+04 5e+04 7e-17 5e-14\n",
"13: 3.3028e+03 -3.7208e+03 7e+03 2e-16 2e-14\n",
"14: 4.6128e+02 -5.4770e+02 1e+03 9e-17 1e-14\n",
"15: 6.1176e+01 -8.3183e+01 1e+02 3e-16 3e-15\n",
"16: 6.5560e+00 -1.3962e+01 2e+01 1e-16 2e-15\n",
"17: -2.9672e-01 -3.0788e+00 3e+00 2e-16 4e-16\n",
"18: -1.0011e+00 -1.3404e+00 3e-01 2e-16 9e-17\n",
"19: -1.0536e+00 -1.0804e+00 3e-02 3e-16 5e-17\n",
"20: -1.0545e+00 -1.0549e+00 4e-04 3e-16 4e-17\n",
"21: -1.0545e+00 -1.0545e+00 4e-06 6e-17 6e-17\n",
"22: -1.0545e+00 -1.0545e+00 4e-08 3e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 2.1217e+01 -4.3358e+05 8e+01 1e+00 1e+00\n",
" 2: 2.8386e+01 -1.0093e+06 2e+02 1e+00 1e+00\n",
" 3: 5.8696e+00 -1.8911e+07 4e+03 1e+00 1e+00\n",
" 4: 6.5489e+00 -3.9454e+08 8e+04 1e+00 1e+00\n",
" 5: 7.0383e+00 -1.9250e+11 4e+07 1e+00 1e+00\n",
" 6: 8.3832e+08 -3.9209e+18 4e+18 3e-13 5e-03\n",
" 7: 8.3832e+08 -3.9209e+16 4e+16 3e-15 4e-03\n",
" 8: 8.3832e+08 -3.9210e+14 4e+14 2e-16 8e-05\n",
" 9: 8.3831e+08 -3.9235e+12 4e+12 2e-16 3e-07\n",
"10: 8.3802e+08 -4.1741e+10 4e+10 2e-16 4e-09\n",
"11: 8.1029e+08 -2.8395e+09 4e+09 1e-16 2e-09\n",
"12: 2.6909e+07 -3.3520e+09 3e+09 3e-16 1e-09\n",
"13: 1.3815e+07 -1.4258e+08 2e+08 2e-16 5e-11\n",
"14: 2.2820e+06 -4.3388e+06 7e+06 7e-17 2e-12\n",
"15: 3.3096e+05 -3.6282e+05 7e+05 2e-16 2e-13\n",
"16: 4.7422e+04 -5.2904e+04 1e+05 2e-16 7e-14\n",
"17: 6.7595e+03 -7.5803e+03 1e+04 3e-16 6e-14\n",
"18: 9.5297e+02 -1.1013e+03 2e+03 2e-16 1e-14\n",
"19: 1.3013e+02 -1.6404e+02 3e+02 2e-16 4e-15\n",
"20: 1.5841e+01 -2.6142e+01 4e+01 3e-16 2e-15\n",
"21: 7.9671e-01 -5.0548e+00 6e+00 1e-16 8e-16\n",
"22: -9.2907e-01 -1.7631e+00 8e-01 8e-17 2e-16\n",
"23: -1.1001e+00 -1.1896e+00 9e-02 1e-16 1e-16\n",
"24: -1.1054e+00 -1.1074e+00 2e-03 2e-16 6e-17\n",
"25: -1.1054e+00 -1.1054e+00 2e-05 1e-16 8e-17\n",
"26: -1.1054e+00 -1.1054e+00 2e-07 1e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.4546e+01 -6.5754e+05 1e+02 1e+00 1e+00\n",
" 2: 7.9017e+00 -2.6698e+06 5e+02 1e+00 1e+00\n",
" 3: 2.3127e+01 -1.4857e+07 3e+03 1e+00 1e+00\n",
" 4: 1.8920e+01 -7.7463e+08 2e+05 1e+00 1e+00\n",
" 5: 2.0072e+01 -5.6273e+12 3e+09 1e+00 1e+00\n",
" 6: 3.6885e+07 -2.2441e+19 2e+19 1e-13 4e-02\n",
" 7: 3.6885e+07 -2.2441e+17 2e+17 2e-15 1e-02\n",
" 8: 3.6885e+07 -2.2441e+15 2e+15 2e-16 1e-04\n",
" 9: 3.6885e+07 -2.2441e+13 2e+13 2e-16 3e-06\n",
"10: 3.6879e+07 -2.2459e+11 2e+11 1e-16 4e-08\n",
"11: 3.6306e+07 -2.4216e+09 2e+09 1e-16 4e-10\n",
"12: 1.5712e+07 -8.2513e+07 1e+08 6e-17 2e-11\n",
"13: 2.4899e+06 -3.6637e+06 6e+06 2e-16 1e-12\n",
"14: 3.5847e+05 -3.9103e+05 7e+05 2e-16 2e-13\n",
"15: 5.1349e+04 -5.7245e+04 1e+05 3e-16 6e-14\n",
"16: 7.3109e+03 -8.2250e+03 2e+04 2e-16 1e-14\n",
"17: 1.0274e+03 -1.1991e+03 2e+03 2e-16 1e-14\n",
"18: 1.3899e+02 -1.7994e+02 3e+02 2e-16 1e-14\n",
"19: 1.6409e+01 -2.9124e+01 5e+01 1e-16 3e-15\n",
"20: 6.1862e-01 -5.7322e+00 6e+00 2e-16 1e-15\n",
"21: -1.0375e+00 -1.7960e+00 8e-01 2e-16 2e-16\n",
"22: -1.1398e+00 -1.1882e+00 5e-02 1e-16 1e-16\n",
"23: -1.1437e+00 -1.1462e+00 2e-03 1e-16 6e-17\n",
"24: -1.1437e+00 -1.1437e+00 3e-05 3e-16 2e-16\n",
"25: -1.1437e+00 -1.1437e+00 3e-07 3e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.8468e+01 -9.0133e+05 2e+02 1e+00 1e+00\n",
" 2: 2.4901e+00 -3.6936e+06 8e+02 1e+00 1e+00\n",
" 3: 2.0668e+01 -1.7687e+07 4e+03 1e+00 1e+00\n",
" 4: 3.5136e+01 -7.8738e+08 2e+05 1e+00 1e+00\n",
" 5: 3.3170e+01 -4.5433e+12 2e+09 1e+00 1e+00\n",
" 6: 3.7006e+07 -2.3654e+19 2e+19 3e-13 2e-02\n",
" 7: 3.7006e+07 -2.3654e+17 2e+17 4e-15 2e-02\n",
" 8: 3.7006e+07 -2.3654e+15 2e+15 2e-16 2e-04\n",
" 9: 3.7006e+07 -2.3654e+13 2e+13 1e-16 3e-06\n",
"10: 3.7000e+07 -2.3682e+11 2e+11 2e-16 3e-08\n",
"11: 3.6459e+07 -2.6412e+09 3e+09 9e-17 4e-10\n",
"12: 1.6453e+07 -1.2261e+08 1e+08 2e-16 2e-11\n",
"13: 2.6789e+06 -4.4007e+06 7e+06 2e-16 6e-13\n",
"14: 3.8361e+05 -4.1609e+05 8e+05 1e-16 2e-13\n",
"15: 5.4998e+04 -6.1357e+04 1e+05 2e-16 1e-13\n",
"16: 7.8428e+03 -8.7847e+03 2e+04 1e-16 4e-14\n",
"17: 1.1068e+03 -1.2756e+03 2e+03 1e-16 2e-14\n",
"18: 1.5163e+02 -1.8958e+02 3e+02 3e-16 1e-14\n",
"19: 1.8738e+01 -2.9983e+01 5e+01 3e-16 2e-15\n",
"20: 1.1734e+00 -5.6322e+00 7e+00 1e-16 6e-16\n",
"21: -8.9317e-01 -2.0533e+00 1e+00 1e-16 2e-16\n",
"22: -1.1443e+00 -1.2841e+00 1e-01 2e-16 1e-16\n",
"23: -1.1573e+00 -1.1664e+00 9e-03 2e-16 1e-16\n",
"24: -1.1575e+00 -1.1576e+00 1e-04 2e-16 5e-17\n",
"25: -1.1575e+00 -1.1575e+00 1e-06 2e-16 7e-17\n",
"26: -1.1575e+00 -1.1575e+00 1e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.7379e+01 -1.1041e+06 2e+02 1e+00 1e+00\n",
" 2: 9.0944e+00 -4.3923e+06 9e+02 1e+00 1e+00\n",
" 3: 8.4808e+00 -1.4910e+07 3e+03 1e+00 1e+00\n",
" 4: 2.2451e+01 -1.6690e+08 3e+04 1e+00 1e+00\n",
" 5: 4.3211e+01 -4.7727e+10 1e+07 1e+00 1e+00\n",
" 6: 1.4968e+08 -1.0586e+18 1e+18 4e-13 2e-03\n",
" 7: 1.4968e+08 -1.0586e+16 1e+16 4e-15 8e-04\n",
" 8: 1.4968e+08 -1.0586e+14 1e+14 1e-16 2e-05\n",
" 9: 1.4967e+08 -1.0601e+12 1e+12 2e-16 2e-07\n",
"10: 1.4898e+08 -1.2044e+10 1e+10 7e-17 3e-09\n",
"11: 1.0539e+08 -1.0830e+09 1e+09 1e-16 4e-10\n",
"12: 2.0974e+07 -4.9206e+07 7e+07 1e-16 2e-11\n",
"13: 3.2792e+06 -3.9290e+06 7e+06 2e-16 1e-12\n",
"14: 4.7155e+05 -5.2679e+05 1e+06 2e-16 3e-13\n",
"15: 6.7552e+04 -7.5179e+04 1e+05 3e-16 1e-13\n",
"16: 9.6334e+03 -1.0789e+04 2e+04 1e-16 3e-14\n",
"17: 1.3603e+03 -1.5646e+03 3e+03 2e-16 1e-14\n",
"18: 1.8680e+02 -2.3209e+02 4e+02 2e-16 6e-15\n",
"19: 2.3320e+01 -3.6519e+01 6e+01 2e-16 1e-15\n",
"20: 1.6366e+00 -6.7577e+00 8e+00 2e-16 1e-15\n",
"21: -8.2601e-01 -2.2478e+00 1e+00 1e-16 5e-16\n",
"22: -1.1447e+00 -1.3632e+00 2e-01 2e-16 2e-16\n",
"23: -1.1695e+00 -1.1883e+00 2e-02 1e-16 1e-16\n",
"24: -1.1699e+00 -1.1702e+00 3e-04 2e-16 1e-16\n",
"25: -1.1699e+00 -1.1699e+00 3e-06 2e-16 1e-16\n",
"26: -1.1699e+00 -1.1699e+00 3e-08 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.9320e+01 -1.2702e+06 2e+02 1e+00 1e+00\n",
" 2: 5.0291e+01 -2.3981e+06 5e+02 1e+00 1e+00\n",
" 3: 4.3531e+01 -1.3793e+07 3e+03 1e+00 1e+00\n",
" 4: 6.4535e+01 -3.8715e+08 8e+04 1e+00 1e+00\n",
" 5: 2.4829e+09 -9.5271e+15 1e+16 7e-13 1e-05\n",
" 6: 2.4829e+09 -9.5282e+13 1e+14 7e-15 6e-06\n",
" 7: 2.4827e+09 -9.6324e+11 1e+12 2e-16 7e-08\n",
" 8: 2.4633e+09 -2.0024e+10 2e+10 2e-16 2e-09\n",
" 9: 1.5196e+09 -5.6131e+09 7e+09 1e-16 3e-10\n",
"10: 2.8681e+08 -2.3741e+09 3e+09 2e-16 8e-12\n",
"11: 7.6996e+07 -1.3213e+08 2e+08 2e-16 4e-12\n",
"12: 1.1656e+07 -1.3110e+07 2e+07 1e-16 1e-12\n",
"13: 1.6776e+06 -1.8762e+06 4e+06 2e-16 6e-13\n",
"14: 2.4048e+05 -2.6656e+05 5e+05 3e-16 2e-13\n",
"15: 3.4366e+04 -3.8225e+04 7e+04 2e-16 9e-14\n",
"16: 4.8820e+03 -5.5156e+03 1e+04 4e-16 4e-14\n",
"17: 6.8275e+02 -8.0678e+02 1e+03 2e-16 9e-15\n",
"18: 9.1097e+01 -1.2215e+02 2e+02 2e-16 6e-15\n",
"19: 1.0136e+01 -2.0241e+01 3e+01 3e-16 2e-15\n",
"20: -5.8571e-02 -4.2330e+00 4e+00 3e-16 4e-16\n",
"21: -1.0625e+00 -1.6666e+00 6e-01 3e-16 2e-16\n",
"22: -1.1733e+00 -1.2592e+00 9e-02 2e-16 1e-16\n",
"23: -1.1798e+00 -1.1836e+00 4e-03 2e-16 8e-17\n",
"24: -1.1798e+00 -1.1799e+00 5e-05 2e-16 1e-16\n",
"25: -1.1798e+00 -1.1798e+00 5e-07 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 6.1238e+01 -1.4371e+06 3e+02 1e+00 1e+00\n",
" 2: 7.5720e+01 -2.6802e+06 5e+02 1e+00 1e+00\n",
" 3: 2.4082e+01 -1.1119e+07 2e+03 1e+00 1e+00\n",
" 4: 4.1964e+01 -6.3952e+07 1e+04 1e+00 1e+00\n",
" 5: 4.7116e+01 -3.4710e+09 7e+05 1e+00 1e+00\n",
" 6: 3.1405e+02 -1.0727e+14 2e+11 1e+00 1e+00\n",
" 7: 3.2833e+08 -4.9319e+19 5e+19 5e-14 1e-01\n",
" 8: 3.2833e+08 -4.9319e+17 5e+17 6e-16 2e-02\n",
" 9: 3.2833e+08 -4.9319e+15 5e+15 1e-16 4e-04\n",
"10: 3.2833e+08 -4.9323e+13 5e+13 2e-16 5e-06\n",
"11: 3.2828e+08 -4.9712e+11 5e+11 2e-16 6e-08\n",
"12: 3.2391e+08 -8.8132e+09 9e+09 2e-16 7e-09\n",
"13: 1.7159e+08 -1.4987e+09 2e+09 2e-16 7e-08\n",
"14: 3.5709e+07 -7.5011e+07 1e+08 1e-16 5e-10\n",
"15: 5.5515e+06 -6.5200e+06 1e+07 2e-16 8e-12\n",
"16: 7.9843e+05 -8.9273e+05 2e+06 2e-16 2e-13\n",
"17: 1.1437e+05 -1.2721e+05 2e+05 2e-16 2e-13\n",
"18: 1.6313e+04 -1.8256e+04 3e+04 8e-17 5e-14\n",
"19: 2.3052e+03 -2.6459e+03 5e+03 1e-16 3e-14\n",
"20: 3.1753e+02 -3.9164e+02 7e+02 2e-16 1e-14\n",
"21: 4.0264e+01 -6.1164e+01 1e+02 2e-16 2e-15\n",
"22: 3.3873e+00 -1.0960e+01 1e+01 2e-16 2e-15\n",
"23: -8.6472e-01 -2.7440e+00 2e+00 2e-16 4e-16\n",
"24: -1.1735e+00 -1.3780e+00 2e-01 2e-16 1e-16\n",
"25: -1.1850e+00 -1.2058e+00 2e-02 3e-16 2e-16\n",
"26: -1.1852e+00 -1.1855e+00 3e-04 1e-16 5e-17\n",
"27: -1.1852e+00 -1.1852e+00 3e-06 1e-16 1e-16\n",
"28: -1.1852e+00 -1.1852e+00 3e-08 9e-17 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 6.4911e+01 -1.6490e+06 3e+02 1e+00 1e+00\n",
" 2: 1.0096e+02 -3.1174e+06 6e+02 1e+00 1e+00\n",
" 3: 2.4071e+01 -1.0242e+07 2e+03 1e+00 1e+00\n",
" 4: 5.2429e+01 -4.8565e+07 1e+04 1e+00 1e+00\n",
" 5: 6.4200e+01 -1.9328e+09 4e+05 1e+00 1e+00\n",
" 6: 2.0031e+01 -1.3746e+13 7e+09 1e+00 1e+00\n",
" 7: 3.6486e+08 -5.6643e+19 6e+19 3e-13 7e-02\n",
" 8: 3.6486e+08 -5.6643e+17 6e+17 3e-15 4e-02\n",
" 9: 3.6486e+08 -5.6643e+15 6e+15 1e-16 4e-04\n",
"10: 3.6486e+08 -5.6647e+13 6e+13 2e-16 5e-06\n",
"11: 3.6481e+08 -5.7058e+11 6e+11 2e-16 7e-08\n",
"12: 3.5971e+08 -9.7649e+09 1e+10 2e-16 3e-09\n",
"13: 1.9408e+08 -1.6993e+09 2e+09 1e-16 1e-07\n",
"14: 4.0539e+07 -8.5996e+07 1e+08 2e-16 9e-10\n",
"15: 6.2933e+06 -7.4287e+06 1e+07 2e-16 1e-11\n",
"16: 9.0501e+05 -1.0112e+06 2e+06 2e-16 4e-13\n",
"17: 1.2965e+05 -1.4416e+05 3e+05 2e-16 2e-13\n",
"18: 1.8498e+04 -2.0681e+04 4e+04 2e-16 7e-14\n",
"19: 2.6163e+03 -2.9952e+03 6e+03 2e-16 3e-14\n",
"20: 3.6130e+02 -4.4248e+02 8e+02 2e-16 1e-14\n",
"21: 4.6233e+01 -6.8751e+01 1e+02 2e-16 3e-15\n",
"22: 4.1286e+00 -1.2160e+01 2e+01 2e-16 1e-15\n",
"23: -7.9776e-01 -2.9535e+00 2e+00 2e-16 4e-16\n",
"24: -1.1731e+00 -1.4060e+00 2e-01 1e-16 2e-16\n",
"25: -1.1886e+00 -1.2097e+00 2e-02 1e-16 8e-17\n",
"26: -1.1889e+00 -1.1892e+00 3e-04 2e-16 1e-16\n",
"27: -1.1889e+00 -1.1889e+00 3e-06 1e-16 1e-16\n",
"28: -1.1889e+00 -1.1889e+00 3e-08 1e-16 8e-17\n",
"Optimal solution found.\n",
"processing DIQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.5722e+02 -1.6435e+06 3e+02 1e+00 1e+00\n",
" 2: 8.0292e-01 -3.9079e+06 1e+03 1e+00 1e+00\n",
" 3: 7.7141e+01 -1.1060e+08 2e+04 1e+00 1e+00\n",
" 4: 1.5484e+02 -2.7101e+10 6e+06 1e+00 1e+00\n",
" 5: 1.4730e+06 -6.0530e+17 6e+17 5e-13 1e-04\n",
" 6: 1.4730e+06 -6.0530e+15 6e+15 5e-15 2e-04\n",
" 7: 1.4730e+06 -6.0530e+13 6e+13 2e-16 2e-06\n",
" 8: 1.4730e+06 -6.0530e+11 6e+11 2e-16 3e-08\n",
" 9: 1.4708e+06 -6.0567e+09 6e+09 3e-17 2e-10\n",
"10: 1.2779e+06 -6.3716e+07 6e+07 2e-16 2e-12\n",
"11: 2.3664e+05 -9.3037e+05 1e+06 2e-16 6e-14\n",
"12: 3.4330e+04 -4.2771e+04 8e+04 1e-16 3e-14\n",
"13: 4.7482e+03 -5.7175e+03 1e+04 1e-16 2e-14\n",
"14: 6.1242e+02 -8.9086e+02 2e+03 3e-17 2e-15\n",
"15: 5.5544e+01 -1.5637e+02 2e+02 2e-16 4e-16\n",
"16: -1.2706e+01 -3.9709e+01 3e+01 3e-16 3e-16\n",
"17: -2.1618e+01 -2.5668e+01 4e+00 2e-16 2e-17\n",
"18: -2.2751e+01 -2.3269e+01 5e-01 6e-17 1e-16\n",
"19: -2.2847e+01 -2.2895e+01 5e-02 2e-16 6e-17\n",
"20: -2.2849e+01 -2.2850e+01 8e-04 2e-16 4e-17\n",
"21: -2.2849e+01 -2.2849e+01 8e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.8531e+02 -2.6601e+06 5e+02 1e+00 1e+00\n",
" 2: 1.7836e+02 -3.5269e+06 6e+02 1e+00 1e+00\n",
" 3: 1.6719e+02 -1.4065e+07 3e+03 1e+00 1e+00\n",
" 4: 2.6277e+02 -5.1764e+08 1e+05 1e+00 1e+00\n",
" 5: 3.1825e+01 -1.9010e+12 7e+08 1e+00 1e+00\n",
" 6: 3.2227e+09 -1.5224e+19 2e+19 3e-13 4e-03\n",
" 7: 3.2227e+09 -1.5224e+17 2e+17 3e-15 2e-03\n",
" 8: 3.2227e+09 -1.5224e+15 2e+15 3e-16 2e-05\n",
" 9: 3.2227e+09 -1.5238e+13 2e+13 2e-16 3e-07\n",
"10: 3.2216e+09 -1.6630e+11 2e+11 1e-16 3e-09\n",
"11: 3.1427e+09 -1.5435e+10 2e+10 2e-16 3e-10\n",
"12: 1.5713e+08 -2.1775e+10 2e+10 1e-16 2e-10\n",
"13: 9.5399e+07 -4.7713e+08 6e+08 1e-16 6e-12\n",
"14: 1.5569e+07 -2.2625e+07 4e+07 6e-17 3e-13\n",
"15: 2.2286e+06 -2.4409e+06 5e+06 1e-16 6e-14\n",
"16: 3.1845e+05 -3.5738e+05 7e+05 3e-16 1e-13\n",
"17: 4.5093e+04 -5.1517e+04 1e+05 2e-16 1e-14\n",
"18: 6.2432e+03 -7.5935e+03 1e+04 2e-16 1e-14\n",
"19: 8.0469e+02 -1.1742e+03 2e+03 8e-17 3e-15\n",
"20: 7.4082e+01 -2.0591e+02 3e+02 1e-16 6e-16\n",
"21: -1.3369e+01 -5.0044e+01 4e+01 3e-16 2e-16\n",
"22: -2.1805e+01 -2.5544e+01 4e+00 2e-16 1e-16\n",
"23: -2.2949e+01 -2.3484e+01 5e-01 2e-16 4e-17\n",
"24: -2.3050e+01 -2.3101e+01 5e-02 2e-16 5e-17\n",
"25: -2.3053e+01 -2.3054e+01 1e-03 1e-16 1e-16\n",
"26: -2.3053e+01 -2.3053e+01 1e-05 3e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.8521e+02 -3.5733e+06 6e+02 1e+00 1e+00\n",
" 2: 2.5736e+02 -5.0875e+06 9e+02 1e+00 1e+00\n",
" 3: 3.3595e+02 -7.5954e+06 1e+03 1e+00 1e+00\n",
" 4: 3.9616e+02 -2.2596e+07 4e+03 1e+00 1e+00\n",
" 5: 2.0643e+00 -1.0509e+09 2e+05 1e+00 1e+00\n",
" 6: 5.6223e+01 -4.7270e+10 1e+07 1e+00 1e+00\n",
" 7: 4.2322e+01 -1.6290e+14 6e+10 1e+00 1e+00\n",
" 8: 5.4599e+09 -1.3352e+21 1e+21 4e-13 2e-01\n",
" 9: 5.4599e+09 -1.3352e+19 1e+19 4e-15 1e-01\n",
"10: 5.4599e+09 -1.3352e+17 1e+17 2e-16 2e-03\n",
"11: 5.4599e+09 -1.3353e+15 1e+15 2e-16 3e-05\n",
"12: 5.4599e+09 -1.3370e+13 1e+13 1e-16 3e-07\n",
"13: 5.4547e+09 -1.5076e+11 2e+11 1e-16 4e-09\n",
"14: 5.0958e+09 -1.8251e+10 2e+10 1e-16 6e-10\n",
"15: 1.1724e+09 -2.4789e+10 3e+10 2e-16 5e-10\n",
"16: 5.7264e+08 -2.9809e+09 4e+09 2e-16 6e-11\n",
"17: 9.1595e+07 -1.4599e+08 2e+08 2e-16 5e-13\n",
"18: 1.3445e+07 -1.4871e+07 3e+07 1e-16 4e-13\n",
"19: 1.9312e+06 -2.1730e+06 4e+06 3e-16 2e-13\n",
"20: 2.7582e+05 -3.0880e+05 6e+05 1e-16 6e-14\n",
"21: 3.9053e+04 -4.4646e+04 8e+04 2e-16 2e-14\n",
"22: 5.4037e+03 -6.5809e+03 1e+04 2e-16 7e-15\n",
"23: 6.9449e+02 -1.0190e+03 2e+03 1e-16 4e-15\n",
"24: 6.2325e+01 -1.7965e+02 2e+02 2e-16 8e-16\n",
"25: -1.3571e+01 -4.4804e+01 3e+01 2e-16 3e-16\n",
"26: -2.1440e+01 -2.6706e+01 5e+00 2e-16 6e-17\n",
"27: -2.3115e+01 -2.3933e+01 8e-01 3e-16 2e-16\n",
"28: -2.3328e+01 -2.3450e+01 1e-01 2e-16 2e-16\n",
"29: -2.3346e+01 -2.3356e+01 1e-02 2e-16 9e-17\n",
"30: -2.3347e+01 -2.3347e+01 2e-04 2e-16 4e-17\n",
"31: -2.3347e+01 -2.3347e+01 2e-06 1e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.7475e+02 -4.1904e+06 6e+02 1e+00 1e+00\n",
" 2: 3.4157e+02 -6.9237e+06 1e+03 1e+00 1e+00\n",
" 3: 4.6046e+02 -9.5542e+06 2e+03 1e+00 1e+00\n",
" 4: 5.7036e+02 -2.0856e+07 4e+03 1e+00 1e+00\n",
" 5: 1.2421e+01 -1.5641e+08 3e+04 1e+00 1e+00\n",
" 6: 1.1434e+02 -1.8162e+09 4e+05 1e+00 1e+00\n",
" 7: 2.8564e+02 -3.7460e+11 8e+07 1e+00 1e+00\n",
" 8: 2.1918e+09 -8.4902e+18 8e+18 8e-13 1e-03\n",
" 9: 2.1918e+09 -8.4902e+16 8e+16 8e-15 3e-04\n",
"10: 2.1918e+09 -8.4905e+14 8e+14 2e-16 1e-05\n",
"11: 2.1918e+09 -8.5241e+12 9e+12 2e-16 8e-08\n",
"12: 2.1852e+09 -1.1872e+11 1e+11 2e-16 1e-09\n",
"13: 1.7662e+09 -2.5837e+10 3e+10 2e-16 9e-09\n",
"14: 2.1208e+08 -6.8309e+09 7e+09 3e-16 4e-11\n",
"15: 5.6688e+07 -1.5962e+08 2e+08 2e-16 1e-12\n",
"16: 8.4909e+06 -9.6281e+06 2e+07 1e-16 3e-13\n",
"17: 1.2147e+06 -1.3500e+06 3e+06 1e-16 7e-14\n",
"18: 1.7294e+05 -1.9452e+05 4e+05 1e-16 6e-14\n",
"19: 2.4315e+04 -2.8314e+04 5e+04 2e-16 1e-14\n",
"20: 3.2993e+03 -4.2378e+03 8e+03 4e-16 8e-15\n",
"21: 3.9539e+02 -6.8101e+02 1e+03 2e-16 2e-15\n",
"22: 1.9591e+01 -1.3110e+02 2e+02 3e-16 8e-16\n",
"23: -2.0221e+01 -3.8569e+01 2e+01 2e-16 4e-16\n",
"24: -2.2753e+01 -2.4703e+01 2e+00 2e-16 1e-16\n",
"25: -2.3305e+01 -2.3643e+01 3e-01 2e-16 8e-17\n",
"26: -2.3358e+01 -2.3387e+01 3e-02 2e-16 8e-17\n",
"27: -2.3360e+01 -2.3361e+01 1e-03 3e-16 1e-16\n",
"28: -2.3360e+01 -2.3360e+01 1e-05 3e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.3703e+02 -5.8862e+06 9e+02 1e+00 1e+00\n",
" 2: 2.7262e+02 -6.4952e+06 1e+03 1e+00 1e+00\n",
" 3: 3.1392e+02 -7.2309e+06 1e+03 1e+00 1e+00\n",
" 4: 4.6382e+02 -9.9271e+06 2e+03 1e+00 1e+00\n",
" 5: 5.4893e+02 -1.5645e+07 3e+03 1e+00 1e+00\n",
" 6: 5.9017e+02 -5.8556e+07 1e+04 1e+00 1e+00\n",
" 7: 1.3607e+02 -5.6794e+08 1e+05 1e+00 1e+00\n",
" 8: 3.7469e+02 -2.7487e+10 6e+06 1e+00 1e+00\n",
" 9: 1.5137e+09 -6.6365e+17 7e+17 4e-13 8e-05\n",
"10: 1.5137e+09 -6.6366e+15 7e+15 4e-15 4e-05\n",
"11: 1.5137e+09 -6.6432e+13 7e+13 1e-16 4e-07\n",
"12: 1.5110e+09 -7.3030e+11 7e+11 2e-16 5e-09\n",
"13: 1.2954e+09 -6.1740e+10 6e+10 2e-16 6e-08\n",
"14: 2.6578e+08 -5.7328e+09 6e+09 2e-16 5e-10\n",
"15: 6.7316e+07 -1.7539e+08 2e+08 2e-16 2e-11\n",
"16: 1.0119e+07 -1.1499e+07 2e+07 1e-16 4e-13\n",
"17: 1.4488e+06 -1.6123e+06 3e+06 2e-16 2e-13\n",
"18: 2.0644e+05 -2.3187e+05 4e+05 1e-16 6e-14\n",
"19: 2.9084e+04 -3.3682e+04 6e+04 2e-16 1e-14\n",
"20: 3.9699e+03 -5.0191e+03 9e+03 2e-16 4e-15\n",
"21: 4.8672e+02 -7.9770e+02 1e+03 2e-16 4e-15\n",
"22: 3.0995e+01 -1.4949e+02 2e+02 1e-16 1e-15\n",
"23: -1.9071e+01 -4.1617e+01 2e+01 1e-16 2e-16\n",
"24: -2.2527e+01 -2.5781e+01 3e+00 2e-16 1e-16\n",
"25: -2.3302e+01 -2.4247e+01 9e-01 2e-16 1e-16\n",
"26: -2.3361e+01 -2.3421e+01 6e-02 2e-16 8e-17\n",
"27: -2.3366e+01 -2.3368e+01 2e-03 2e-16 8e-17\n",
"28: -2.3366e+01 -2.3366e+01 5e-05 2e-16 8e-17\n",
"29: -2.3366e+01 -2.3366e+01 5e-07 1e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.6848e+02 -7.3676e+06 1e+03 1e+00 1e+00\n",
" 2: 3.6588e+02 -9.2513e+06 1e+03 1e+00 1e+00\n",
" 3: 4.2006e+02 -1.0296e+07 2e+03 1e+00 1e+00\n",
" 4: 5.5210e+02 -1.3030e+07 2e+03 1e+00 1e+00\n",
" 5: 7.7568e+02 -2.3291e+07 4e+03 1e+00 1e+00\n",
" 6: 4.3243e+02 -7.4857e+07 1e+04 1e+00 1e+00\n",
" 7: 5.0907e+02 -1.1468e+08 2e+04 1e+00 1e+00\n",
" 8: 5.5631e+02 -4.4350e+09 9e+05 1e+00 1e+00\n",
" 9: 5.4088e+02 -1.3430e+12 3e+08 1e+00 1e+00\n",
"10: 2.8460e+09 -2.8979e+19 3e+19 5e-13 4e-03\n",
"11: 2.8460e+09 -2.8979e+17 3e+17 5e-15 2e-03\n",
"12: 2.8460e+09 -2.8980e+15 3e+15 2e-16 3e-05\n",
"13: 2.8460e+09 -2.9021e+13 3e+13 3e-16 3e-07\n",
"14: 2.8447e+09 -3.3147e+11 3e+11 2e-16 4e-09\n",
"15: 2.7647e+09 -4.3267e+10 5e+10 2e-16 1e-08\n",
"16: 4.1756e+08 -4.2350e+10 4e+10 2e-16 1e-08\n",
"17: 1.8768e+08 -1.0456e+09 1e+09 2e-16 3e-10\n",
"18: 3.0660e+07 -4.3600e+07 7e+07 2e-16 5e-12\n",
"19: 4.3886e+06 -4.7703e+06 9e+06 2e-16 2e-13\n",
"20: 6.2752e+05 -7.0076e+05 1e+06 2e-16 8e-14\n",
"21: 8.9121e+04 -1.0081e+05 2e+05 1e-16 3e-14\n",
"22: 1.2452e+04 -1.4758e+04 3e+04 2e-16 1e-14\n",
"23: 1.6564e+03 -2.2387e+03 4e+03 1e-16 5e-15\n",
"24: 1.8187e+02 -3.7277e+02 6e+02 2e-16 2e-15\n",
"25: -2.6925e+00 -7.8737e+01 8e+01 3e-16 6e-16\n",
"26: -2.0775e+01 -2.8827e+01 8e+00 2e-16 2e-16\n",
"27: -2.3073e+01 -2.7526e+01 4e+00 4e-16 2e-16\n",
"28: -2.3306e+01 -2.4050e+01 7e-01 2e-16 1e-16\n",
"29: -2.3375e+01 -2.3443e+01 7e-02 2e-16 1e-16\n",
"30: -2.3377e+01 -2.3379e+01 2e-03 3e-16 1e-16\n",
"31: -2.3377e+01 -2.3377e+01 3e-05 2e-16 1e-16\n",
"32: -2.3377e+01 -2.3377e+01 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.6902e+02 -8.4345e+06 1e+03 1e+00 1e+00\n",
" 2: 6.6677e+02 -1.5480e+07 3e+03 1e+00 1e+00\n",
" 3: 7.9849e+02 -1.8900e+07 3e+03 1e+00 1e+00\n",
" 4: 9.7808e+02 -2.9411e+07 6e+03 1e+00 1e+00\n",
" 5: 6.2164e+02 -8.8692e+07 2e+04 1e+00 1e+00\n",
" 6: 7.3121e+02 -1.5342e+08 3e+04 1e+00 1e+00\n",
" 7: 4.4344e+02 -1.1701e+10 2e+06 1e+00 1e+00\n",
" 8: 7.3117e+02 -3.0128e+12 6e+08 1e+00 1e+00\n",
" 9: 3.2691e+09 -6.5105e+19 7e+19 5e-13 5e-03\n",
"10: 3.2691e+09 -6.5105e+17 7e+17 5e-15 3e-03\n",
"11: 3.2691e+09 -6.5106e+15 7e+15 3e-16 2e-05\n",
"12: 3.2691e+09 -6.5171e+13 7e+13 2e-16 3e-07\n",
"13: 3.2673e+09 -7.1655e+11 7e+11 2e-16 5e-09\n",
"14: 3.1427e+09 -6.9660e+10 7e+10 2e-16 5e-10\n",
"15: 7.7622e+08 -6.1896e+10 6e+10 3e-16 8e-10\n",
"16: 3.5326e+08 -1.6886e+09 2e+09 3e-16 3e-11\n",
"17: 5.8217e+07 -7.9336e+07 1e+08 2e-16 1e-12\n",
"18: 8.3510e+06 -9.1395e+06 2e+07 2e-16 4e-13\n",
"19: 1.1954e+06 -1.3324e+06 3e+06 2e-16 2e-13\n",
"20: 1.7020e+05 -1.9125e+05 4e+05 2e-16 7e-14\n",
"21: 2.3945e+04 -2.7833e+04 5e+04 3e-16 2e-14\n",
"22: 3.2545e+03 -4.1604e+03 7e+03 2e-16 7e-15\n",
"23: 3.9232e+02 -6.6661e+02 1e+03 2e-16 1e-15\n",
"24: 2.0620e+01 -1.2761e+02 1e+02 2e-16 9e-16\n",
"25: -1.9385e+01 -3.7429e+01 2e+01 2e-16 2e-16\n",
"26: -2.2042e+01 -2.6478e+01 4e+00 2e-16 1e-16\n",
"27: -2.3199e+01 -2.6563e+01 3e+00 2e-16 1e-16\n",
"28: -2.3339e+01 -2.4083e+01 7e-01 3e-16 1e-16\n",
"29: -2.3388e+01 -2.3462e+01 7e-02 2e-16 6e-17\n",
"30: -2.3390e+01 -2.3392e+01 2e-03 2e-16 1e-16\n",
"31: -2.3390e+01 -2.3390e+01 2e-05 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.8815e+02 -9.7556e+06 1e+03 1e+00 1e+00\n",
" 2: 6.4025e+02 -1.6345e+07 3e+03 1e+00 1e+00\n",
" 3: 7.1951e+02 -1.7832e+07 3e+03 1e+00 1e+00\n",
" 4: 9.0211e+02 -2.1768e+07 4e+03 1e+00 1e+00\n",
" 5: 1.0509e+03 -3.4719e+07 6e+03 1e+00 1e+00\n",
" 6: 5.4467e+02 -1.4363e+08 3e+04 1e+00 1e+00\n",
" 7: 7.6649e+02 -2.7163e+08 5e+04 1e+00 1e+00\n",
" 8: 3.8792e+02 -6.1167e+09 1e+06 1e+00 1e+00\n",
" 9: 5.2005e+02 -1.5557e+12 3e+08 1e+00 1e+00\n",
"10: 8.1517e+09 -3.4409e+19 3e+19 4e-13 2e-03\n",
"11: 8.1517e+09 -3.4409e+17 3e+17 4e-15 1e-03\n",
"12: 8.1517e+09 -3.4416e+15 3e+15 2e-16 2e-05\n",
"13: 8.1506e+09 -3.5150e+13 4e+13 1e-16 2e-07\n",
"14: 8.0462e+09 -1.0654e+12 1e+12 2e-16 7e-09\n",
"15: 3.5886e+09 -4.4088e+11 4e+11 2e-16 1e-08\n",
"16: 3.2474e+09 -5.2459e+10 6e+10 2e-16 1e-09\n",
"17: 1.1225e+09 -3.5511e+10 4e+10 3e-16 6e-10\n",
"18: 3.6295e+08 -9.3598e+08 1e+09 2e-16 2e-11\n",
"19: 5.5253e+07 -6.2117e+07 1e+08 1e-16 1e-12\n",
"20: 7.9249e+06 -8.7970e+06 2e+07 2e-16 3e-13\n",
"21: 1.1335e+06 -1.2590e+06 2e+06 1e-16 9e-14\n",
"22: 1.6133e+05 -1.8132e+05 3e+05 2e-16 5e-14\n",
"23: 2.2679e+04 -2.6408e+04 5e+04 3e-16 1e-14\n",
"24: 3.0760e+03 -3.9539e+03 7e+03 2e-16 5e-15\n",
"25: 3.6789e+02 -6.3591e+02 1e+03 2e-16 3e-15\n",
"26: 1.7529e+01 -1.2282e+02 1e+02 2e-16 5e-16\n",
"27: -1.9708e+01 -3.6644e+01 2e+01 2e-16 2e-16\n",
"28: -2.2078e+01 -2.6460e+01 4e+00 2e-16 1e-16\n",
"29: -2.3174e+01 -2.6866e+01 4e+00 1e-16 7e-17\n",
"30: -2.3322e+01 -2.4231e+01 9e-01 2e-16 2e-16\n",
"31: -2.3390e+01 -2.3500e+01 1e-01 2e-16 1e-16\n",
"32: -2.3393e+01 -2.3396e+01 4e-03 2e-16 1e-16\n",
"33: -2.3393e+01 -2.3393e+01 5e-05 3e-16 1e-16\n",
"34: -2.3393e+01 -2.3393e+01 5e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 2.8402e+02 -1.0681e+07 1e+03 1e+00 1e+00\n",
" 2: 6.6232e+02 -1.8322e+07 3e+03 1e+00 1e+00\n",
" 3: 7.1292e+02 -1.9225e+07 3e+03 1e+00 1e+00\n",
" 4: 8.2289e+02 -2.1188e+07 3e+03 1e+00 1e+00\n",
" 5: 1.0422e+03 -2.5473e+07 4e+03 1e+00 1e+00\n",
" 6: 1.2225e+03 -3.7872e+07 7e+03 1e+00 1e+00\n",
" 7: 6.9204e+02 -8.5075e+07 2e+04 1e+00 1e+00\n",
" 8: 1.1644e+03 -2.8908e+08 6e+04 1e+00 1e+00\n",
" 9: 6.1344e+02 -5.4107e+08 1e+05 1e+00 1e+00\n",
"10: 7.3708e+02 -1.3433e+10 3e+06 1e+00 1e+00\n",
"11: 1.1951e+03 -1.2769e+13 3e+09 1e+00 1e+00\n",
"12: 2.6198e+09 -2.1940e+20 2e+20 4e-13 1e-02\n",
"13: 2.6198e+09 -2.1940e+18 2e+18 4e-15 9e-03\n",
"14: 2.6198e+09 -2.1940e+16 2e+16 1e-16 9e-05\n",
"15: 2.6198e+09 -2.1945e+14 2e+14 2e-16 1e-06\n",
"16: 2.6189e+09 -2.2456e+12 2e+12 2e-16 1e-08\n",
"17: 2.5435e+09 -7.2667e+10 8e+10 2e-16 5e-09\n",
"18: 1.6329e+09 -1.6484e+10 2e+10 2e-16 6e-08\n",
"19: 3.6019e+08 -6.7206e+08 1e+09 2e-16 2e-09\n",
"20: 5.2720e+07 -5.6393e+07 1e+08 1e-16 5e-12\n",
"21: 7.5675e+06 -8.4518e+06 2e+07 2e-16 4e-13\n",
"22: 1.0821e+06 -1.2021e+06 2e+06 2e-16 1e-13\n",
"23: 1.5396e+05 -1.7327e+05 3e+05 2e-16 3e-14\n",
"24: 2.1622e+04 -2.5253e+04 5e+04 1e-16 2e-14\n",
"25: 2.9239e+03 -3.7892e+03 7e+03 2e-16 9e-15\n",
"26: 3.4556e+02 -6.1277e+02 1e+03 3e-16 2e-15\n",
"27: 1.3853e+01 -1.1989e+02 1e+02 2e-16 1e-15\n",
"28: -2.0739e+01 -3.6669e+01 2e+01 2e-16 2e-16\n",
"29: -2.2948e+01 -2.4727e+01 2e+00 2e-16 1e-16\n",
"30: -2.3341e+01 -2.3666e+01 3e-01 9e-17 9e-17\n",
"31: -2.3393e+01 -2.3424e+01 3e-02 2e-16 1e-16\n",
"32: -2.3395e+01 -2.3397e+01 2e-03 2e-16 7e-17\n",
"33: -2.3395e+01 -2.3395e+01 3e-05 3e-16 1e-16\n",
"34: -2.3395e+01 -2.3395e+01 3e-07 2e-16 9e-17\n",
"Optimal solution found.\n",
"processing DBQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.4395e+02 -1.6042e+06 3e+02 1e+00 1e+00\n",
" 2: 1.0577e+01 -3.8350e+06 1e+03 1e+00 1e+00\n",
" 3: 1.0904e+02 -1.4123e+08 3e+04 1e+00 1e+00\n",
" 4: 1.9623e+01 -3.1585e+11 9e+07 1e+00 1e+00\n",
" 5: 2.8048e+09 -3.6770e+18 4e+18 4e-13 4e-04\n",
" 6: 2.8048e+09 -3.6770e+16 4e+16 4e-15 5e-04\n",
" 7: 2.8048e+09 -3.6771e+14 4e+14 1e-16 1e-05\n",
" 8: 2.8048e+09 -3.6847e+12 4e+12 7e-17 3e-08\n",
" 9: 2.8034e+09 -4.4473e+10 5e+10 3e-16 2e-09\n",
"10: 2.7091e+09 -7.9054e+09 1e+10 4e-17 3e-10\n",
"11: 5.1471e+07 -1.4830e+10 1e+10 2e-16 3e-10\n",
"12: 3.5201e+07 -3.0269e+08 3e+08 3e-16 2e-12\n",
"13: 5.8577e+06 -1.0757e+07 2e+07 7e-17 3e-13\n",
"14: 8.4615e+05 -9.2568e+05 2e+06 1e-17 2e-13\n",
"15: 1.2069e+05 -1.3601e+05 3e+05 7e-17 9e-14\n",
"16: 1.7015e+04 -1.9682e+04 4e+04 3e-16 1e-14\n",
"17: 2.3257e+03 -2.9296e+03 5e+03 1e-16 9e-15\n",
"18: 2.8620e+02 -4.6449e+02 8e+02 2e-16 1e-15\n",
"19: 1.8649e+01 -8.6724e+01 1e+02 2e-16 2e-15\n",
"20: -1.1319e+01 -2.4344e+01 1e+01 2e-17 2e-16\n",
"21: -1.4268e+01 -1.6248e+01 2e+00 2e-16 1e-16\n",
"22: -1.4418e+01 -1.4507e+01 9e-02 2e-16 1e-16\n",
"23: -1.4419e+01 -1.4420e+01 9e-04 2e-16 1e-16\n",
"24: -1.4419e+01 -1.4419e+01 9e-06 2e-16 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 2.2038e+02 -2.9467e+06 6e+02 1e+00 1e+00\n",
" 2: 1.5301e+02 -3.8393e+06 7e+02 1e+00 1e+00\n",
" 3: 2.3474e+02 -3.0613e+07 6e+03 1e+00 1e+00\n",
" 4: 3.7515e+00 -9.1365e+09 2e+06 1e+00 1e+00\n",
" 5: 5.7028e+01 -2.6217e+13 9e+09 1e+00 1e+00\n",
" 6: 3.7861e+09 -2.2135e+20 2e+20 2e-13 4e-02\n",
" 7: 3.7861e+09 -2.2135e+18 2e+18 2e-15 6e-02\n",
" 8: 3.7861e+09 -2.2135e+16 2e+16 7e-17 7e-04\n",
" 9: 3.7861e+09 -2.2136e+14 2e+14 1e-16 8e-06\n",
"10: 3.7859e+09 -2.2288e+12 2e+12 1e-16 9e-08\n",
"11: 3.7675e+09 -3.7433e+10 4e+10 1e-16 1e-09\n",
"12: 2.8909e+09 -1.1955e+10 1e+10 3e-16 1e-10\n",
"13: 3.1725e+08 -1.1580e+10 1e+10 4e-16 5e-11\n",
"14: 1.2644e+08 -6.2721e+08 8e+08 2e-16 6e-12\n",
"15: 2.0054e+07 -2.7420e+07 5e+07 3e-16 6e-13\n",
"16: 2.8769e+06 -3.1829e+06 6e+06 2e-16 3e-13\n",
"17: 4.1158e+05 -4.6079e+05 9e+05 3e-16 1e-13\n",
"18: 5.8446e+04 -6.6282e+04 1e+05 1e-16 4e-14\n",
"19: 8.1568e+03 -9.7069e+03 2e+04 2e-16 3e-15\n",
"20: 1.0809e+03 -1.4761e+03 3e+03 2e-16 5e-15\n",
"21: 1.1685e+02 -2.4722e+02 4e+02 2e-16 2e-15\n",
"22: -2.7750e+00 -5.2706e+01 5e+01 1e-16 8e-16\n",
"23: -1.3866e+01 -1.9788e+01 6e+00 2e-16 3e-16\n",
"24: -1.4722e+01 -1.5806e+01 1e+00 1e-16 8e-17\n",
"25: -1.4741e+01 -1.4761e+01 2e-02 2e-16 1e-16\n",
"26: -1.4741e+01 -1.4741e+01 2e-04 1e-16 5e-17\n",
"27: -1.4741e+01 -1.4741e+01 2e-06 1e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 2.5611e+02 -4.2193e+06 8e+02 1e+00 1e+00\n",
" 2: 2.6191e+02 -5.4124e+06 1e+03 1e+00 1e+00\n",
" 3: 2.6671e+01 -1.7418e+07 4e+03 1e+00 1e+00\n",
" 4: 6.5570e+01 -6.0243e+07 1e+04 1e+00 1e+00\n",
" 5: 1.2054e+02 -6.1635e+08 1e+05 1e+00 1e+00\n",
" 6: 1.8426e+02 -1.0371e+11 2e+07 1e+00 1e+00\n",
" 7: 1.3689e+09 -2.3856e+18 2e+18 4e-13 3e-04\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 8: 1.3689e+09 -2.3856e+16 2e+16 4e-15 2e-04\n",
" 9: 1.3689e+09 -2.3856e+14 2e+14 2e-16 2e-06\n",
"10: 1.3688e+09 -2.3948e+12 2e+12 1e-16 3e-08\n",
"11: 1.3601e+09 -3.3080e+10 3e+10 1e-16 4e-10\n",
"12: 8.7974e+08 -5.8738e+09 7e+09 1e-16 5e-09\n",
"13: 1.4499e+08 -5.9799e+08 7e+08 1e-16 3e-12\n",
"14: 2.5612e+07 -3.5895e+07 6e+07 2e-16 6e-13\n",
"15: 3.6846e+06 -4.0739e+06 8e+06 2e-16 3e-13\n",
"16: 5.2761e+05 -5.9069e+05 1e+06 2e-16 8e-14\n",
"17: 7.5049e+04 -8.4740e+04 2e+05 2e-16 4e-14\n",
"18: 1.0521e+04 -1.2362e+04 2e+04 3e-16 7e-15\n",
"19: 1.4140e+03 -1.8619e+03 3e+03 3e-16 5e-15\n",
"20: 1.6263e+02 -3.0447e+02 5e+02 1e-16 3e-16\n",
"21: 3.3116e+00 -6.1387e+01 6e+01 9e-17 1e-15\n",
"22: -1.3044e+01 -2.0610e+01 8e+00 1e-16 1e-16\n",
"23: -1.4893e+01 -1.6455e+01 2e+00 6e-17 1e-16\n",
"24: -1.5057e+01 -1.5175e+01 1e-01 2e-16 1e-16\n",
"25: -1.5061e+01 -1.5063e+01 2e-03 2e-16 1e-16\n",
"26: -1.5061e+01 -1.5061e+01 2e-05 2e-16 6e-17\n",
"27: -1.5061e+01 -1.5061e+01 2e-07 2e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.3429e+02 -4.7701e+06 8e+02 1e+00 1e+00\n",
" 2: 3.5676e+02 -6.9971e+06 1e+03 1e+00 1e+00\n",
" 3: 2.6571e+02 -1.0897e+07 2e+03 1e+00 1e+00\n",
" 4: 2.9819e+02 -6.2591e+07 1e+04 1e+00 1e+00\n",
" 5: 4.1173e+02 -4.0919e+09 8e+05 1e+00 1e+00\n",
" 6: 4.9299e+09 -9.8398e+16 1e+17 6e-13 8e-06\n",
" 7: 4.9299e+09 -9.8400e+14 1e+15 6e-15 1e-05\n",
" 8: 4.9297e+09 -9.8544e+12 1e+13 2e-16 2e-07\n",
" 9: 4.9085e+09 -1.1293e+11 1e+11 2e-16 3e-09\n",
"10: 3.6168e+09 -1.1932e+10 2e+10 1e-16 3e-10\n",
"11: 6.3112e+08 -2.0377e+09 3e+09 2e-16 5e-12\n",
"12: 1.1521e+08 -1.4248e+08 3e+08 2e-16 1e-12\n",
"13: 1.6639e+07 -1.8621e+07 4e+07 1e-16 2e-13\n",
"14: 2.3869e+06 -2.6583e+06 5e+06 2e-16 2e-13\n",
"15: 3.4097e+05 -3.8041e+05 7e+05 7e-17 9e-14\n",
"16: 4.8357e+04 -5.4950e+04 1e+05 6e-17 3e-14\n",
"17: 6.7287e+03 -8.0688e+03 1e+04 2e-16 9e-15\n",
"18: 8.8335e+02 -1.2345e+03 2e+03 2e-16 3e-15\n",
"19: 9.1199e+01 -2.0995e+02 3e+02 2e-16 2e-15\n",
"20: -5.5673e+00 -4.6470e+01 4e+01 2e-16 6e-16\n",
"21: -1.4230e+01 -1.8344e+01 4e+00 2e-16 2e-16\n",
"22: -1.5140e+01 -1.6294e+01 1e+00 9e-17 1e-16\n",
"23: -1.5180e+01 -1.5227e+01 5e-02 2e-16 7e-17\n",
"24: -1.5180e+01 -1.5181e+01 5e-04 1e-16 8e-17\n",
"25: -1.5180e+01 -1.5180e+01 5e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.3495e+02 -5.6741e+06 9e+02 1e+00 1e+00\n",
" 2: 5.4756e+02 -1.0217e+07 2e+03 1e+00 1e+00\n",
" 3: 2.7940e+02 -1.4574e+07 3e+03 1e+00 1e+00\n",
" 4: 5.6362e+02 -6.4809e+07 1e+04 1e+00 1e+00\n",
" 5: 1.6132e+02 -1.7633e+09 4e+05 1e+00 1e+00\n",
" 6: 3.1309e+02 -4.1611e+11 9e+07 1e+00 1e+00\n",
" 7: 2.6971e+09 -9.2671e+18 9e+18 2e-13 2e-03\n",
" 8: 2.6971e+09 -9.2671e+16 9e+16 2e-15 1e-03\n",
" 9: 2.6971e+09 -9.2676e+14 9e+14 3e-16 1e-05\n",
"10: 2.6970e+09 -9.3173e+12 9e+12 2e-16 1e-07\n",
"11: 2.6931e+09 -1.4283e+11 1e+11 2e-16 2e-09\n",
"12: 2.4271e+09 -4.0547e+10 4e+10 1e-16 5e-10\n",
"13: 4.0483e+08 -3.3718e+10 3e+10 2e-16 2e-10\n",
"14: 2.0817e+08 -8.6868e+08 1e+09 6e-17 7e-12\n",
"15: 3.3614e+07 -4.2411e+07 8e+07 1e-16 4e-13\n",
"16: 4.8210e+06 -5.3111e+06 1e+07 9e-17 2e-13\n",
"17: 6.8973e+05 -7.6838e+05 1e+06 3e-16 9e-14\n",
"18: 9.8122e+04 -1.1051e+05 2e+05 2e-16 4e-14\n",
"19: 1.3773e+04 -1.6114e+04 3e+04 1e-16 1e-14\n",
"20: 1.8593e+03 -2.4205e+03 4e+03 2e-16 8e-15\n",
"21: 2.1829e+02 -3.9259e+02 6e+02 3e-16 1e-15\n",
"22: 7.9067e+00 -7.7305e+01 9e+01 3e-16 7e-16\n",
"23: -1.3684e+01 -2.3812e+01 1e+01 1e-16 3e-16\n",
"24: -1.4864e+01 -1.8119e+01 3e+00 2e-16 1e-16\n",
"25: -1.5287e+01 -1.5997e+01 7e-01 2e-16 1e-16\n",
"26: -1.5297e+01 -1.5312e+01 2e-02 1e-16 1e-16\n",
"27: -1.5297e+01 -1.5297e+01 2e-04 2e-16 2e-16\n",
"28: -1.5297e+01 -1.5297e+01 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.4367e+02 -6.6873e+06 1e+03 1e+00 1e+00\n",
" 2: 5.7773e+02 -1.1709e+07 2e+03 1e+00 1e+00\n",
" 3: 6.4800e+02 -1.5585e+07 3e+03 1e+00 1e+00\n",
" 4: 5.1135e+02 -3.7157e+07 7e+03 1e+00 1e+00\n",
" 5: 2.6912e+02 -5.7786e+08 1e+05 1e+00 1e+00\n",
" 6: 5.0955e+02 -4.7581e+10 1e+07 1e+00 1e+00\n",
" 7: 2.0752e+09 -1.1315e+18 1e+18 4e-13 7e-05\n",
" 8: 2.0752e+09 -1.1315e+16 1e+16 4e-15 5e-05\n",
" 9: 2.0752e+09 -1.1322e+14 1e+14 2e-16 1e-06\n",
"10: 2.0744e+09 -1.2015e+12 1e+12 2e-16 1e-08\n",
"11: 2.0003e+09 -7.8417e+10 8e+10 2e-16 9e-10\n",
"12: 3.3071e+08 -4.7401e+10 5e+10 2e-16 4e-10\n",
"13: 1.9094e+08 -8.4970e+08 1e+09 2e-16 1e-11\n",
"14: 3.0760e+07 -3.8969e+07 7e+07 2e-16 5e-13\n",
"15: 4.4077e+06 -4.8331e+06 9e+06 2e-16 3e-13\n",
"16: 6.3034e+05 -7.0194e+05 1e+06 1e-16 8e-14\n",
"17: 8.9622e+04 -1.0103e+05 2e+05 2e-16 4e-14\n",
"18: 1.2563e+04 -1.4751e+04 3e+04 2e-16 1e-14\n",
"19: 1.6893e+03 -2.2219e+03 4e+03 1e-16 5e-15\n",
"20: 1.9510e+02 -3.6294e+02 6e+02 3e-16 3e-15\n",
"21: 4.8961e+00 -7.2710e+01 8e+01 1e-16 6e-16\n",
"22: -1.4163e+01 -2.3204e+01 9e+00 2e-16 2e-16\n",
"23: -1.5055e+01 -1.7699e+01 3e+00 1e-16 1e-16\n",
"24: -1.5376e+01 -1.6185e+01 8e-01 1e-16 1e-16\n",
"25: -1.5385e+01 -1.5400e+01 2e-02 1e-16 9e-17\n",
"26: -1.5385e+01 -1.5385e+01 2e-04 1e-16 9e-17\n",
"27: -1.5385e+01 -1.5385e+01 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 3.5811e+02 -9.3968e+06 1e+03 1e+00 1e+00\n",
" 2: 5.6676e+02 -1.2866e+07 2e+03 1e+00 1e+00\n",
" 3: 7.0873e+02 -1.6922e+07 3e+03 1e+00 1e+00\n",
" 4: 2.9632e+02 -5.0775e+07 1e+04 1e+00 1e+00\n",
" 5: 3.4968e+02 -6.4361e+07 1e+04 1e+00 1e+00\n",
" 6: 3.5313e+02 -7.0809e+07 1e+04 1e+00 1e+00\n",
" 7: 3.5921e+02 -8.6693e+07 2e+04 1e+00 1e+00\n",
" 8: 3.7211e+02 -1.3729e+08 3e+04 1e+00 1e+00\n",
" 9: 5.8401e+02 -1.9188e+09 4e+05 1e+00 1e+00\n",
"10: 6.0374e+02 -1.2085e+12 3e+08 1e+00 1e+00\n",
"11: 2.5301e+09 -2.3327e+19 2e+19 3e-13 1e-03\n",
"12: 2.5301e+09 -2.3327e+17 2e+17 3e-15 1e-03\n",
"13: 2.5301e+09 -2.3327e+15 2e+15 2e-16 2e-05\n",
"14: 2.5301e+09 -2.3356e+13 2e+13 2e-16 2e-07\n",
"15: 2.5273e+09 -2.6226e+11 3e+11 2e-16 3e-09\n",
"16: 2.3257e+09 -2.9257e+10 3e+10 2e-16 4e-08\n",
"17: 7.6050e+08 -1.5361e+10 2e+10 2e-16 8e-09\n",
"18: 1.9439e+08 -4.6789e+08 7e+08 1e-16 2e-10\n",
"19: 2.9026e+07 -3.2135e+07 6e+07 2e-16 2e-12\n",
"20: 4.1626e+06 -4.6285e+06 9e+06 2e-16 3e-13\n",
"21: 5.9507e+05 -6.6160e+05 1e+06 2e-16 1e-13\n",
"22: 8.4600e+04 -9.5402e+04 2e+05 2e-16 2e-14\n",
"23: 1.1856e+04 -1.3930e+04 3e+04 3e-16 2e-14\n",
"24: 1.5925e+03 -2.0998e+03 4e+03 2e-16 6e-15\n",
"25: 1.8302e+02 -3.4365e+02 5e+02 2e-16 2e-15\n",
"26: 3.8240e+00 -6.9270e+01 7e+01 2e-16 9e-16\n",
"27: -1.4183e+01 -2.2574e+01 8e+00 2e-16 2e-16\n",
"28: -1.5214e+01 -1.7001e+01 2e+00 1e-16 9e-17\n",
"29: -1.5396e+01 -1.5649e+01 3e-01 2e-16 1e-16\n",
"30: -1.5410e+01 -1.5418e+01 8e-03 2e-16 1e-16\n",
"31: -1.5410e+01 -1.5410e+01 1e-04 2e-16 1e-16\n",
"32: -1.5410e+01 -1.5410e+01 1e-06 2e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 3.4851e+02 -1.0352e+07 2e+03 1e+00 1e+00\n",
" 2: 6.5545e+02 -1.5561e+07 3e+03 1e+00 1e+00\n",
" 3: 8.5641e+02 -2.0193e+07 4e+03 1e+00 1e+00\n",
" 4: 8.0849e+02 -3.0865e+07 6e+03 1e+00 1e+00\n",
" 5: 9.3798e+02 -1.3930e+08 3e+04 1e+00 1e+00\n",
" 6: 4.7890e+02 -3.9645e+08 8e+04 1e+00 1e+00\n",
" 7: 8.1572e+02 -1.6843e+10 3e+06 1e+00 1e+00\n",
" 8: 2.4192e+09 -4.0787e+17 4e+17 6e-13 4e-05\n",
" 9: 2.4192e+09 -4.0788e+15 4e+15 6e-15 3e-05\n",
"10: 2.4191e+09 -4.0947e+13 4e+13 3e-16 4e-07\n",
"11: 2.4055e+09 -5.6763e+11 6e+11 2e-16 7e-09\n",
"12: 1.6353e+09 -6.5398e+10 7e+10 1e-16 8e-10\n",
"13: 5.0442e+08 -2.9262e+09 3e+09 3e-16 6e-12\n",
"14: 8.8057e+07 -1.3306e+08 2e+08 1e-16 8e-13\n",
"15: 1.2644e+07 -1.3686e+07 3e+07 2e-16 7e-13\n",
"16: 1.8119e+06 -2.0182e+06 4e+06 2e-16 2e-13\n",
"17: 2.5853e+05 -2.8871e+05 5e+05 2e-16 7e-14\n",
"18: 3.6580e+04 -4.1817e+04 8e+04 1e-16 1e-14\n",
"19: 5.0583e+03 -6.1715e+03 1e+04 2e-16 9e-15\n",
"20: 6.5037e+02 -9.5631e+02 2e+03 1e-16 3e-15\n",
"21: 5.9896e+01 -1.6791e+02 2e+02 1e-16 1e-15\n",
"22: -9.6851e+00 -4.0016e+01 3e+01 2e-16 5e-16\n",
"23: -1.5126e+01 -1.7763e+01 3e+00 2e-16 1e-16\n",
"24: -1.5409e+01 -1.5761e+01 4e-01 1e-16 4e-17\n",
"25: -1.5433e+01 -1.5453e+01 2e-02 3e-16 6e-17\n",
"26: -1.5434e+01 -1.5434e+01 4e-04 2e-16 8e-17\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"27: -1.5434e+01 -1.5434e+01 4e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 3.9043e+02 -1.2268e+07 2e+03 1e+00 1e+00\n",
" 2: 7.4519e+02 -1.8375e+07 3e+03 1e+00 1e+00\n",
" 3: 9.0476e+02 -2.1686e+07 4e+03 1e+00 1e+00\n",
" 4: 9.8360e+02 -2.9283e+07 5e+03 1e+00 1e+00\n",
" 5: 5.1739e+02 -1.1647e+08 2e+04 1e+00 1e+00\n",
" 6: 9.1886e+02 -3.9725e+08 8e+04 1e+00 1e+00\n",
" 7: 4.6518e+02 -7.0757e+08 1e+05 1e+00 1e+00\n",
" 8: 6.7531e+02 -2.7252e+10 6e+06 1e+00 1e+00\n",
" 9: 1.0217e+03 -4.2414e+13 1e+10 1e+00 1e+00\n",
"10: 2.3328e+09 -5.9350e+20 6e+20 3e-13 4e-02\n",
"11: 2.3328e+09 -5.9350e+18 6e+18 3e-15 2e-02\n",
"12: 2.3328e+09 -5.9350e+16 6e+16 1e-16 3e-04\n",
"13: 2.3328e+09 -5.9356e+14 6e+14 2e-16 5e-06\n",
"14: 2.3326e+09 -5.9941e+12 6e+12 2e-16 6e-08\n",
"15: 2.3194e+09 -1.1818e+11 1e+11 2e-16 1e-09\n",
"16: 2.1208e+09 -3.6313e+10 4e+10 2e-16 4e-10\n",
"17: 6.4062e+08 -5.0600e+09 6e+09 2e-16 4e-12\n",
"18: 1.2177e+08 -2.0444e+08 3e+08 3e-16 1e-12\n",
"19: 1.7537e+07 -1.8735e+07 4e+07 2e-16 5e-13\n",
"20: 2.5146e+06 -2.8050e+06 5e+06 2e-16 4e-13\n",
"21: 3.5904e+05 -4.0016e+05 8e+05 2e-16 6e-14\n",
"22: 5.0900e+04 -5.7868e+04 1e+05 2e-16 3e-14\n",
"23: 7.0774e+03 -8.5032e+03 2e+04 2e-16 1e-14\n",
"24: 9.2714e+02 -1.3029e+03 2e+03 2e-16 5e-15\n",
"25: 9.4798e+01 -2.2232e+02 3e+02 2e-16 2e-15\n",
"26: -6.4136e+00 -4.9494e+01 4e+01 2e-16 7e-16\n",
"27: -1.5120e+01 -1.9405e+01 4e+00 2e-16 2e-16\n",
"28: -1.5415e+01 -1.5894e+01 5e-01 2e-16 1e-16\n",
"29: -1.5449e+01 -1.5475e+01 3e-02 1e-16 9e-17\n",
"30: -1.5449e+01 -1.5450e+01 5e-04 2e-16 1e-16\n",
"31: -1.5449e+01 -1.5449e+01 5e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing DLQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.5325e+01 -2.0066e+05 4e+01 1e+00 1e+00\n",
" 2: 1.7206e-01 -2.9636e+06 6e+02 1e+00 1e+00\n",
" 3: 4.0081e+00 -4.5511e+08 9e+04 1e+00 1e+00\n",
" 4: 1.4237e+01 -9.7338e+12 1e+10 1e+00 1e+00\n",
" 5: 3.2658e+04 -7.7619e+18 8e+18 8e-14 4e-02\n",
" 6: 3.2658e+04 -7.7619e+16 8e+16 8e-16 2e-02\n",
" 7: 3.2658e+04 -7.7619e+14 8e+14 3e-16 2e-04\n",
" 8: 3.2658e+04 -7.7619e+12 8e+12 3e-16 3e-06\n",
" 9: 3.2658e+04 -7.7619e+10 8e+10 1e-16 4e-08\n",
"10: 3.2638e+04 -7.7628e+08 8e+08 2e-16 5e-10\n",
"11: 3.0743e+04 -7.8493e+06 8e+06 1e-16 5e-12\n",
"12: 7.2067e+03 -9.0573e+04 1e+05 4e-16 5e-14\n",
"13: 1.0459e+03 -1.9596e+03 3e+03 8e-17 5e-15\n",
"14: 1.4135e+02 -1.7418e+02 3e+02 1e-16 1e-15\n",
"15: 1.6706e+01 -2.9137e+01 5e+01 1e-16 1e-15\n",
"16: 2.3587e-01 -5.9891e+00 6e+00 2e-16 1e-16\n",
"17: -1.9076e+00 -2.8617e+00 1e+00 2e-16 4e-16\n",
"18: -2.1576e+00 -2.2741e+00 1e-01 2e-16 1e-16\n",
"19: -2.1753e+00 -2.1843e+00 9e-03 3e-16 1e-16\n",
"20: -2.1756e+00 -2.1757e+00 1e-04 2e-16 2e-16\n",
"21: -2.1756e+00 -2.1756e+00 1e-06 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 2.4519e+01 -3.5965e+05 7e+01 1e+00 1e+00\n",
" 2: 4.2855e+00 -3.8091e+06 8e+02 1e+00 1e+00\n",
" 3: 9.3824e+00 -3.5205e+08 7e+04 1e+00 1e+00\n",
" 4: 2.1795e+01 -1.5026e+12 6e+08 1e+00 1e+00\n",
" 5: 1.0428e+06 -1.0322e+19 1e+19 2e-13 3e-02\n",
" 6: 1.0428e+06 -1.0322e+17 1e+17 2e-15 2e-02\n",
" 7: 1.0428e+06 -1.0322e+15 1e+15 2e-16 2e-04\n",
" 8: 1.0428e+06 -1.0322e+13 1e+13 2e-16 5e-06\n",
" 9: 1.0427e+06 -1.0322e+11 1e+11 9e-17 5e-08\n",
"10: 1.0390e+06 -1.0366e+09 1e+09 1e-16 4e-10\n",
"11: 7.7135e+05 -1.3483e+07 1e+07 1e-16 5e-12\n",
"12: 1.2948e+05 -3.0020e+05 4e+05 3e-16 1e-13\n",
"13: 1.8742e+04 -2.0768e+04 4e+04 2e-16 5e-14\n",
"14: 2.6567e+03 -3.0286e+03 6e+03 1e-16 3e-14\n",
"15: 3.6857e+02 -4.4506e+02 8e+02 1e-16 1e-14\n",
"16: 4.7656e+01 -6.8597e+01 1e+02 2e-16 2e-15\n",
"17: 4.2367e+00 -1.2087e+01 2e+01 3e-16 7e-16\n",
"18: -1.0907e+00 -4.1479e+00 3e+00 1e-16 9e-17\n",
"19: -2.0920e+00 -2.5935e+00 5e-01 2e-16 1e-16\n",
"20: -2.1927e+00 -2.2417e+00 5e-02 1e-16 1e-16\n",
"21: -2.1974e+00 -2.2001e+00 3e-03 2e-16 2e-16\n",
"22: -2.1974e+00 -2.1974e+00 3e-05 1e-16 1e-16\n",
"23: -2.1974e+00 -2.1974e+00 3e-07 1e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 3.3054e+01 -5.4546e+05 1e+02 1e+00 1e+00\n",
" 2: 2.3501e+00 -4.1473e+06 9e+02 1e+00 1e+00\n",
" 3: 5.6419e+00 -3.8911e+07 8e+03 1e+00 1e+00\n",
" 4: 8.7219e+00 -3.8798e+09 8e+05 1e+00 1e+00\n",
" 5: 1.0643e+08 -9.2528e+16 9e+16 5e-13 2e-04\n",
" 6: 1.0643e+08 -9.2528e+14 9e+14 5e-15 1e-04\n",
" 7: 1.0643e+08 -9.2532e+12 9e+12 2e-16 1e-06\n",
" 8: 1.0638e+08 -9.2938e+10 9e+10 2e-16 9e-09\n",
" 9: 1.0229e+08 -1.3201e+09 1e+09 3e-16 1e-10\n",
"10: 2.9681e+07 -8.5883e+07 1e+08 2e-16 3e-11\n",
"11: 4.3929e+06 -5.0984e+06 9e+06 2e-16 3e-13\n",
"12: 6.3201e+05 -7.1079e+05 1e+06 2e-16 3e-13\n",
"13: 9.0490e+04 -1.0095e+05 2e+05 2e-16 1e-13\n",
"14: 1.2878e+04 -1.4523e+04 3e+04 3e-16 7e-14\n",
"15: 1.8074e+03 -2.1172e+03 4e+03 2e-16 2e-14\n",
"16: 2.4374e+02 -3.1826e+02 6e+02 2e-16 3e-15\n",
"17: 2.8451e+01 -5.1743e+01 8e+01 4e-16 2e-15\n",
"18: 8.8445e-01 -1.0270e+01 1e+01 1e-16 4e-16\n",
"19: -1.9637e+00 -3.2591e+00 1e+00 3e-16 4e-16\n",
"20: -2.1766e+00 -2.3064e+00 1e-01 3e-16 1e-16\n",
"21: -2.2096e+00 -2.2259e+00 2e-02 1e-16 9e-17\n",
"22: -2.2115e+00 -2.2125e+00 1e-03 2e-16 7e-17\n",
"23: -2.2115e+00 -2.2115e+00 1e-05 1e-16 9e-17\n",
"24: -2.2115e+00 -2.2115e+00 1e-07 2e-16 2e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.7349e+01 -7.0351e+05 1e+02 1e+00 1e+00\n",
" 2: 4.0263e+01 -1.5793e+06 3e+02 1e+00 1e+00\n",
" 3: 5.7505e+00 -3.6450e+07 7e+03 1e+00 1e+00\n",
" 4: 1.1466e+01 -8.8347e+08 2e+05 1e+00 1e+00\n",
" 5: 1.6909e+01 -8.3922e+11 2e+08 1e+00 1e+00\n",
" 6: 2.5537e+08 -1.4460e+19 1e+19 6e-13 2e-02\n",
" 7: 2.5537e+08 -1.4460e+17 1e+17 6e-15 8e-03\n",
" 8: 2.5537e+08 -1.4460e+15 1e+15 1e-16 1e-04\n",
" 9: 2.5537e+08 -1.4462e+13 1e+13 2e-16 1e-06\n",
"10: 2.5530e+08 -1.4599e+11 1e+11 9e-17 2e-08\n",
"11: 2.4794e+08 -2.7972e+09 3e+09 2e-16 4e-10\n",
"12: 8.2634e+07 -2.2022e+08 3e+08 2e-16 5e-09\n",
"13: 1.2811e+07 -1.6127e+07 3e+07 1e-16 5e-12\n",
"14: 1.8574e+06 -2.1010e+06 4e+06 2e-16 5e-13\n",
"15: 2.6663e+05 -2.9791e+05 6e+05 8e-17 2e-13\n",
"16: 3.8093e+04 -4.2570e+04 8e+04 1e-16 6e-14\n",
"17: 5.3999e+03 -6.1485e+03 1e+04 2e-16 4e-14\n",
"18: 7.5019e+02 -9.0379e+02 2e+03 9e-17 1e-14\n",
"19: 9.7941e+01 -1.3874e+02 2e+02 2e-16 5e-15\n",
"20: 9.8130e+00 -2.3803e+01 3e+01 2e-16 1e-15\n",
"21: -8.6705e-01 -5.3924e+00 5e+00 1e-16 5e-16\n",
"22: -1.7502e+00 -3.1339e+00 1e+00 2e-16 2e-16\n",
"23: -2.1716e+00 -2.6515e+00 5e-01 1e-16 1e-16\n",
"24: -2.2122e+00 -2.2487e+00 4e-02 2e-16 1e-16\n",
"25: -2.2163e+00 -2.2183e+00 2e-03 1e-16 1e-16\n",
"26: -2.2164e+00 -2.2164e+00 5e-05 2e-16 2e-16\n",
"27: -2.2164e+00 -2.2164e+00 5e-07 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.9301e+01 -1.0053e+06 2e+02 1e+00 1e+00\n",
" 2: 6.4170e+01 -1.9917e+06 4e+02 1e+00 1e+00\n",
" 3: 1.3271e+01 -1.2786e+07 3e+03 1e+00 1e+00\n",
" 4: 2.6587e+01 -1.3273e+08 3e+04 1e+00 1e+00\n",
" 5: 3.4436e+01 -2.9479e+10 6e+06 1e+00 1e+00\n",
" 6: 2.8640e+08 -6.6961e+17 7e+17 6e-13 8e-04\n",
" 7: 2.8640e+08 -6.6961e+15 7e+15 6e-15 4e-04\n",
" 8: 2.8640e+08 -6.6965e+13 7e+13 2e-16 5e-06\n",
" 9: 2.8639e+08 -6.7303e+11 7e+11 2e-16 4e-08\n",
"10: 2.8565e+08 -1.0104e+10 1e+10 2e-16 6e-10\n",
"11: 2.4462e+08 -2.8238e+09 3e+09 2e-16 6e-10\n",
"12: 4.1958e+07 -1.4180e+09 1e+09 2e-16 8e-11\n",
"13: 1.3262e+07 -3.9684e+07 5e+07 2e-16 2e-12\n",
"14: 2.0166e+06 -2.3276e+06 4e+06 2e-16 2e-13\n",
"15: 2.8891e+05 -3.2045e+05 6e+05 2e-16 2e-13\n",
"16: 4.1258e+04 -4.6054e+04 9e+04 2e-16 1e-13\n",
"17: 5.8471e+03 -6.6559e+03 1e+04 2e-16 4e-14\n",
"18: 8.1208e+02 -9.7892e+02 2e+03 1e-16 1e-14\n",
"19: 1.0593e+02 -1.5037e+02 3e+02 3e-16 4e-15\n",
"20: 1.0558e+01 -2.5841e+01 4e+01 2e-16 1e-15\n",
"21: -9.9551e-01 -5.8879e+00 5e+00 9e-17 5e-16\n",
"22: -2.0388e+00 -2.6959e+00 7e-01 1e-16 2e-16\n",
"23: -2.2060e+00 -2.3147e+00 1e-01 2e-16 9e-17\n",
"24: -2.2172e+00 -2.2281e+00 1e-02 1e-16 1e-16\n",
"25: -2.2180e+00 -2.2186e+00 6e-04 2e-16 9e-17\n",
"26: -2.2180e+00 -2.2180e+00 7e-06 2e-16 1e-16\n",
"27: -2.2180e+00 -2.2180e+00 7e-08 3e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.7758e+01 -1.2946e+06 2e+02 1e+00 1e+00\n",
" 2: 9.1200e+01 -2.3058e+06 4e+02 1e+00 1e+00\n",
" 3: 6.7121e-01 -1.2023e+07 2e+03 1e+00 1e+00\n",
" 4: 1.0938e+01 -5.9310e+07 1e+04 1e+00 1e+00\n",
" 5: 2.0529e+01 -1.5077e+09 3e+05 1e+00 1e+00\n",
" 6: 1.7891e+01 -1.4080e+12 3e+08 1e+00 1e+00\n",
" 7: 8.2209e+08 -2.4541e+19 2e+19 4e-13 2e-02\n",
" 8: 8.2209e+08 -2.4541e+17 2e+17 4e-15 2e-02\n",
" 9: 8.2209e+08 -2.4541e+15 2e+15 2e-16 2e-04\n",
"10: 8.2209e+08 -2.4546e+13 2e+13 2e-16 2e-06\n",
"11: 8.2199e+08 -2.5026e+11 3e+11 2e-16 3e-08\n",
"12: 8.1228e+08 -7.2467e+09 8e+09 1e-16 9e-10\n",
"13: 1.6728e+08 -1.9353e+09 2e+09 2e-16 2e-08\n",
"14: 5.0276e+07 -1.0307e+08 2e+08 1e-16 9e-10\n",
"15: 7.4329e+06 -8.0785e+06 2e+07 2e-16 2e-12\n",
"16: 1.0694e+06 -1.2042e+06 2e+06 2e-16 4e-13\n",
"17: 1.5314e+05 -1.7019e+05 3e+05 2e-16 1e-13\n",
"18: 2.1833e+04 -2.4461e+04 5e+04 2e-16 7e-14\n",
"19: 3.0817e+03 -3.5485e+03 7e+03 1e-16 2e-14\n",
"20: 4.2306e+02 -5.2656e+02 9e+02 2e-16 2e-14\n",
"21: 5.2980e+01 -8.2777e+01 1e+02 2e-16 3e-15\n",
"22: 4.0485e+00 -1.5094e+01 2e+01 1e-16 5e-16\n",
"23: -1.5263e+00 -3.9654e+00 2e+00 1e-16 4e-16\n",
"24: -2.0596e+00 -2.7260e+00 7e-01 1e-16 2e-16\n",
"25: -2.2085e+00 -2.3110e+00 1e-01 1e-16 1e-16\n",
"26: -2.2196e+00 -2.2272e+00 8e-03 1e-16 2e-16\n",
"27: -2.2201e+00 -2.2210e+00 9e-04 1e-16 2e-16\n",
"28: -2.2202e+00 -2.2202e+00 1e-05 2e-16 9e-17\n",
"29: -2.2202e+00 -2.2202e+00 1e-07 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.9001e+01 -1.4985e+06 2e+02 1e+00 1e+00\n",
" 2: 1.2630e+02 -2.7798e+06 5e+02 1e+00 1e+00\n",
" 3: 1.2347e+00 -1.0339e+07 2e+03 1e+00 1e+00\n",
" 4: 1.4855e+01 -4.1399e+07 8e+03 1e+00 1e+00\n",
" 5: 2.5962e+01 -6.0820e+08 1e+05 1e+00 1e+00\n",
" 6: 3.4898e+01 -1.6463e+11 3e+07 1e+00 1e+00\n",
" 7: 9.0986e+08 -3.6639e+18 4e+18 3e-13 3e-03\n",
" 8: 9.0986e+08 -3.6639e+16 4e+16 3e-15 1e-03\n",
" 9: 9.0986e+08 -3.6640e+14 4e+14 2e-16 2e-05\n",
"10: 9.0985e+08 -3.6694e+12 4e+12 2e-16 2e-07\n",
"11: 9.0871e+08 -4.2137e+10 4e+10 2e-16 2e-09\n",
"12: 8.2403e+08 -5.3986e+09 6e+09 2e-16 3e-09\n",
"13: 6.1052e+07 -3.5802e+09 4e+09 2e-16 5e-10\n",
"14: 2.1956e+07 -1.2052e+08 1e+08 2e-16 2e-11\n",
"15: 3.4467e+06 -4.7666e+06 8e+06 2e-16 8e-13\n",
"16: 4.9302e+05 -5.3832e+05 1e+06 3e-16 3e-13\n",
"17: 7.0498e+04 -7.8664e+04 1e+05 2e-16 1e-13\n",
"18: 1.0016e+04 -1.1320e+04 2e+04 1e-16 5e-14\n",
"19: 1.4008e+03 -1.6557e+03 3e+03 2e-16 1e-14\n",
"20: 1.8701e+02 -2.5060e+02 4e+02 2e-16 8e-15\n",
"21: 2.0914e+01 -4.1458e+01 6e+01 2e-16 2e-15\n",
"22: 1.8770e-02 -8.5858e+00 9e+00 1e-16 1e-15\n",
"23: -2.0324e+00 -2.9760e+00 9e-01 1e-16 2e-16\n",
"24: -2.1945e+00 -2.3362e+00 1e-01 1e-16 2e-16\n",
"25: -2.2172e+00 -2.2377e+00 2e-02 2e-16 1e-16\n",
"26: -2.2205e+00 -2.2244e+00 4e-03 1e-16 9e-17\n",
"27: -2.2206e+00 -2.2208e+00 1e-04 1e-16 1e-16\n",
"28: -2.2206e+00 -2.2206e+00 2e-06 1e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 6.1359e+01 -1.6794e+06 3e+02 1e+00 1e+00\n",
" 2: 1.4212e+02 -3.1269e+06 6e+02 1e+00 1e+00\n",
" 3: 3.8661e+00 -1.2151e+07 2e+03 1e+00 1e+00\n",
" 4: 2.3532e+01 -5.1526e+07 1e+04 1e+00 1e+00\n",
" 5: 5.1166e+01 -9.5585e+08 2e+05 1e+00 1e+00\n",
" 6: 6.8734e+01 -6.6109e+11 2e+08 1e+00 1e+00\n",
" 7: 5.2485e+08 -1.2582e+19 1e+19 4e-13 9e-03\n",
" 8: 5.2485e+08 -1.2582e+17 1e+17 4e-15 7e-03\n",
" 9: 5.2485e+08 -1.2582e+15 1e+15 2e-16 1e-04\n",
"10: 5.2485e+08 -1.2587e+13 1e+13 2e-16 1e-06\n",
"11: 5.2455e+08 -1.3066e+11 1e+11 2e-16 2e-08\n",
"12: 4.9770e+08 -5.9226e+09 6e+09 1e-16 9e-10\n",
"13: 1.2409e+08 -1.5576e+09 2e+09 2e-16 3e-09\n",
"14: 2.9142e+07 -7.2467e+07 1e+08 2e-16 1e-10\n",
"15: 4.4535e+06 -5.1240e+06 1e+07 2e-16 2e-12\n",
"16: 6.3922e+05 -7.1115e+05 1e+06 2e-16 3e-13\n",
"17: 9.1425e+04 -1.0178e+05 2e+05 2e-16 1e-13\n",
"18: 1.3003e+04 -1.4657e+04 3e+04 2e-16 7e-14\n",
"19: 1.8240e+03 -2.1381e+03 4e+03 2e-16 2e-14\n",
"20: 2.4575e+02 -3.2162e+02 6e+02 2e-16 6e-15\n",
"21: 2.8611e+01 -5.2355e+01 8e+01 2e-16 2e-15\n",
"22: 8.5697e-01 -1.0410e+01 1e+01 2e-16 8e-16\n",
"23: -1.9851e+00 -3.2972e+00 1e+00 1e-16 2e-16\n",
"24: -2.1842e+00 -2.3686e+00 2e-01 2e-16 1e-16\n",
"25: -2.2182e+00 -2.2409e+00 2e-02 3e-16 1e-16\n",
"26: -2.2203e+00 -2.2231e+00 3e-03 2e-16 1e-16\n",
"27: -2.2206e+00 -2.2208e+00 2e-04 1e-16 1e-16\n",
"28: -2.2206e+00 -2.2207e+00 1e-05 2e-16 7e-17\n",
"29: -2.2206e+00 -2.2206e+00 3e-07 2e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 6.0955e+01 -1.8744e+06 3e+02 1e+00 1e+00\n",
" 2: 1.5619e+02 -3.4675e+06 7e+02 1e+00 1e+00\n",
" 3: 9.3595e+00 -2.0180e+07 4e+03 1e+00 1e+00\n",
" 4: 4.6590e+01 -8.8498e+07 2e+04 1e+00 1e+00\n",
" 5: 7.7643e+01 -2.0609e+09 4e+05 1e+00 1e+00\n",
" 6: 8.4867e+01 -3.5186e+12 1e+09 1e+00 1e+00\n",
" 7: 5.1315e+08 -4.7944e+19 5e+19 3e-13 3e-02\n",
" 8: 5.1315e+08 -4.7944e+17 5e+17 3e-15 2e-02\n",
" 9: 5.1315e+08 -4.7944e+15 5e+15 1e-16 3e-04\n",
"10: 5.1315e+08 -4.7950e+13 5e+13 2e-16 3e-06\n",
"11: 5.1308e+08 -4.8520e+11 5e+11 2e-16 3e-08\n",
"12: 5.0596e+08 -1.0502e+10 1e+10 2e-16 7e-10\n",
"13: 3.5539e+08 -3.2379e+09 4e+09 1e-16 2e-08\n",
"14: 9.0581e+07 -4.3317e+08 5e+08 1e-16 4e-12\n",
"15: 1.6148e+07 -2.3494e+07 4e+07 2e-16 1e-12\n",
"16: 2.3254e+06 -2.5360e+06 5e+06 2e-16 6e-13\n",
"17: 3.3345e+05 -3.7151e+05 7e+05 1e-16 2e-13\n",
"18: 4.7625e+04 -5.3076e+04 1e+05 1e-16 7e-14\n",
"19: 6.7552e+03 -7.6694e+03 1e+04 2e-16 3e-14\n",
"20: 9.4058e+02 -1.1257e+03 2e+03 2e-16 1e-14\n",
"21: 1.2376e+02 -1.7199e+02 3e+02 2e-16 5e-15\n",
"22: 1.2923e+01 -2.9146e+01 4e+01 3e-16 2e-15\n",
"23: -6.7730e-01 -6.3986e+00 6e+00 2e-16 6e-16\n",
"24: -1.8724e+00 -2.9511e+00 1e+00 2e-16 2e-16\n",
"25: -2.1846e+00 -2.5664e+00 4e-01 2e-16 1e-16\n",
"26: -2.2167e+00 -2.2463e+00 3e-02 2e-16 1e-16\n",
"27: -2.2202e+00 -2.2251e+00 5e-03 2e-16 2e-16\n",
"28: -2.2207e+00 -2.2210e+00 4e-04 2e-16 2e-16\n",
"29: -2.2207e+00 -2.2207e+00 2e-05 2e-16 8e-17\n",
"30: -2.2207e+00 -2.2207e+00 2e-06 2e-16 1e-16\n",
"31: -2.2207e+00 -2.2207e+00 3e-07 2e-16 2e-16\n",
"Optimal solution found.\n",
"processing DUQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.2038e+02 -1.2873e+06 3e+02 1e+00 1e+00\n",
" 2: 2.0372e+00 -3.2142e+06 9e+02 1e+00 1e+00\n",
" 3: 4.1215e+01 -7.4969e+07 2e+04 1e+00 1e+00\n",
" 4: 1.1989e+02 -9.0707e+09 2e+06 1e+00 1e+00\n",
" 5: 6.8220e+05 -2.1328e+17 2e+17 2e-14 2e-04\n",
" 6: 6.8220e+05 -2.1328e+15 2e+15 1e-16 2e-05\n",
" 7: 6.8220e+05 -2.1328e+13 2e+13 7e-17 2e-07\n",
" 8: 6.8219e+05 -2.1328e+11 2e+11 2e-16 9e-09\n",
" 9: 6.8053e+05 -2.1338e+09 2e+09 3e-16 2e-10\n",
"10: 5.4803e+05 -2.2157e+07 2e+07 3e-16 2e-12\n",
"11: 9.3351e+04 -3.1687e+05 4e+05 2e-16 7e-14\n",
"12: 1.3381e+04 -1.6457e+04 3e+04 3e-16 2e-14\n",
"13: 1.8097e+03 -2.3270e+03 4e+03 2e-16 1e-14\n",
"14: 2.1444e+02 -3.7759e+02 6e+02 1e-16 7e-16\n",
"15: 8.4638e+00 -7.3903e+01 8e+01 1e-16 7e-16\n",
"16: -1.3655e+01 -2.3287e+01 1e+01 3e-16 2e-16\n",
"17: -1.5626e+01 -1.6743e+01 1e+00 2e-16 1e-16\n",
"18: -1.5857e+01 -1.5977e+01 1e-01 2e-16 3e-17\n",
"19: -1.5863e+01 -1.5866e+01 3e-03 3e-17 1e-16\n",
"20: -1.5863e+01 -1.5864e+01 3e-05 2e-16 4e-17\n",
"21: -1.5863e+01 -1.5863e+01 3e-07 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.4984e+02 -2.1837e+06 4e+02 1e+00 1e+00\n",
" 2: 1.5072e+02 -3.0170e+06 6e+02 1e+00 1e+00\n",
" 3: 2.4053e+01 -9.4776e+06 2e+03 1e+00 1e+00\n",
" 4: 4.6309e+01 -3.1788e+07 6e+03 1e+00 1e+00\n",
" 5: 5.3152e+01 -2.9623e+08 6e+04 1e+00 1e+00\n",
" 6: 6.1020e+01 -2.6335e+10 5e+06 1e+00 1e+00\n",
" 7: 1.3236e+09 -6.2730e+17 6e+17 1e-13 2e-04\n",
" 8: 1.3236e+09 -6.2730e+15 6e+15 1e-15 2e-04\n",
" 9: 1.3236e+09 -6.2737e+13 6e+13 1e-16 8e-07\n",
"10: 1.3234e+09 -6.3420e+11 6e+11 6e-17 9e-09\n",
"11: 1.3056e+09 -1.3075e+10 1e+10 1e-16 7e-10\n",
"12: 4.2604e+08 -1.1318e+09 2e+09 1e-16 7e-09\n",
"13: 6.6238e+07 -1.0124e+08 2e+08 2e-16 6e-13\n",
"14: 9.7287e+06 -1.0780e+07 2e+07 3e-16 3e-13\n",
"15: 1.3973e+06 -1.5743e+06 3e+06 2e-16 8e-14\n",
"16: 1.9945e+05 -2.2377e+05 4e+05 1e-16 3e-14\n",
"17: 2.8192e+04 -3.2398e+04 6e+04 2e-16 2e-14\n",
"18: 3.8830e+03 -4.7931e+03 9e+03 1e-16 7e-15\n",
"19: 4.9207e+02 -7.4860e+02 1e+03 2e-16 4e-15\n",
"20: 4.1206e+01 -1.3422e+02 2e+02 2e-16 4e-16\n",
"21: -1.0759e+01 -3.3652e+01 2e+01 2e-16 6e-16\n",
"22: -1.4691e+01 -1.9333e+01 5e+00 1e-16 7e-17\n",
"23: -1.5987e+01 -1.7268e+01 1e+00 8e-17 8e-17\n",
"24: -1.6072e+01 -1.6149e+01 8e-02 2e-16 9e-17\n",
"25: -1.6075e+01 -1.6077e+01 2e-03 1e-16 9e-17\n",
"26: -1.6075e+01 -1.6075e+01 2e-05 2e-16 5e-17\n",
"27: -1.6075e+01 -1.6075e+01 2e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 2.6491e+02 -4.0152e+06 8e+02 1e+00 1e+00\n",
" 2: 2.0863e+02 -4.7818e+06 9e+02 1e+00 1e+00\n",
" 3: 1.4855e+02 -1.8960e+07 4e+03 1e+00 1e+00\n",
" 4: 2.5773e+02 -1.9885e+08 4e+04 1e+00 1e+00\n",
" 5: 1.0831e+02 -5.2936e+10 1e+07 1e+00 1e+00\n",
" 6: 2.0576e+09 -1.1733e+18 1e+18 4e-13 2e-04\n",
" 7: 2.0576e+09 -1.1733e+16 1e+16 4e-15 1e-04\n",
" 8: 2.0576e+09 -1.1736e+14 1e+14 2e-16 2e-06\n",
" 9: 2.0575e+09 -1.1946e+12 1e+12 2e-16 3e-08\n",
"10: 2.0549e+09 -3.2950e+10 4e+10 1e-16 9e-10\n",
"11: 6.6092e+08 -1.0079e+10 1e+10 2e-16 3e-10\n",
"12: 2.4099e+08 -6.2573e+08 9e+08 1e-16 2e-11\n",
"13: 3.7364e+07 -4.2335e+07 8e+07 1e-16 3e-13\n",
"14: 5.3845e+06 -6.0837e+06 1e+07 2e-16 3e-13\n",
"15: 7.7111e+05 -8.6033e+05 2e+06 2e-16 8e-14\n",
"16: 1.0979e+05 -1.2367e+05 2e+05 3e-16 4e-14\n",
"17: 1.5431e+04 -1.8000e+04 3e+04 2e-16 2e-14\n",
"18: 2.0909e+03 -2.6962e+03 5e+03 3e-16 7e-15\n",
"19: 2.4916e+02 -4.3437e+02 7e+02 2e-16 2e-15\n",
"20: 1.1402e+01 -8.4164e+01 1e+02 3e-16 7e-16\n",
"21: -1.3664e+01 -2.5161e+01 1e+01 1e-16 2e-16\n",
"22: -1.5551e+01 -1.8027e+01 2e+00 2e-16 9e-17\n",
"23: -1.6090e+01 -1.6460e+01 4e-01 2e-16 2e-16\n",
"24: -1.6114e+01 -1.6133e+01 2e-02 9e-17 1e-16\n",
"25: -1.6114e+01 -1.6114e+01 2e-04 2e-16 7e-17\n",
"26: -1.6114e+01 -1.6114e+01 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.8128e+02 -5.1598e+06 9e+02 1e+00 1e+00\n",
" 2: 2.5649e+02 -6.5737e+06 1e+03 1e+00 1e+00\n",
" 3: 3.5831e+02 -1.1231e+07 2e+03 1e+00 1e+00\n",
" 4: 9.8352e+01 -3.7351e+07 7e+03 1e+00 1e+00\n",
" 5: 1.4657e+02 -1.8324e+08 4e+04 1e+00 1e+00\n",
" 6: 1.7542e+02 -5.5746e+09 1e+06 1e+00 1e+00\n",
" 7: 1.3691e+02 -8.8408e+12 2e+09 1e+00 1e+00\n",
" 8: 1.8675e+09 -1.2339e+20 1e+20 3e-13 2e-02\n",
" 9: 1.8675e+09 -1.2339e+18 1e+18 3e-15 1e-02\n",
"10: 1.8675e+09 -1.2339e+16 1e+16 1e-16 1e-04\n",
"11: 1.8675e+09 -1.2341e+14 1e+14 2e-16 1e-06\n",
"12: 1.8672e+09 -1.2551e+12 1e+12 3e-16 9e-09\n",
"13: 1.8446e+09 -3.3299e+10 4e+10 1e-16 7e-09\n",
"14: 5.9781e+08 -5.6547e+09 6e+09 2e-16 3e-08\n",
"15: 1.5673e+08 -3.5314e+08 5e+08 1e-16 2e-09\n",
"16: 2.3382e+07 -2.5816e+07 5e+07 2e-16 7e-12\n",
"17: 3.3622e+06 -3.7867e+06 7e+06 2e-16 2e-13\n",
"18: 4.8076e+05 -5.3686e+05 1e+06 2e-16 8e-14\n",
"19: 6.8271e+04 -7.7407e+04 1e+05 2e-16 3e-14\n",
"20: 9.5304e+03 -1.1332e+04 2e+04 9e-17 1e-14\n",
"21: 1.2643e+03 -1.7222e+03 3e+03 3e-16 5e-15\n",
"22: 1.3748e+02 -2.8791e+02 4e+02 3e-16 2e-15\n",
"23: -2.5937e+00 -6.1055e+01 6e+01 3e-16 3e-16\n",
"24: -1.5600e+01 -2.1881e+01 6e+00 2e-16 3e-16\n",
"25: -1.6150e+01 -1.6579e+01 4e-01 2e-16 1e-16\n",
"26: -1.6190e+01 -1.6218e+01 3e-02 2e-16 9e-17\n",
"27: -1.6191e+01 -1.6191e+01 6e-04 2e-16 5e-17\n",
"28: -1.6191e+01 -1.6191e+01 6e-06 3e-16 9e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.0770e+02 -6.5402e+06 1e+03 1e+00 1e+00\n",
" 2: 3.5112e+02 -8.4951e+06 1e+03 1e+00 1e+00\n",
" 3: 5.0863e+02 -1.2948e+07 2e+03 1e+00 1e+00\n",
" 4: 8.1241e+01 -5.1998e+07 1e+04 1e+00 1e+00\n",
" 5: 1.7792e+02 -2.4475e+08 5e+04 1e+00 1e+00\n",
" 6: 3.0119e+02 -6.9600e+09 1e+06 1e+00 1e+00\n",
" 7: 2.2891e+02 -3.4937e+13 1e+10 1e+00 1e+00\n",
" 8: 1.2242e+09 -2.0915e+20 2e+20 3e-13 3e-02\n",
" 9: 1.2242e+09 -2.0915e+18 2e+18 3e-15 2e-02\n",
"10: 1.2242e+09 -2.0915e+16 2e+16 2e-16 4e-04\n",
"11: 1.2242e+09 -2.0917e+14 2e+14 2e-16 3e-06\n",
"12: 1.2240e+09 -2.1109e+12 2e+12 2e-16 3e-08\n",
"13: 1.2081e+09 -4.0123e+10 4e+10 2e-16 7e-10\n",
"14: 5.5871e+08 -5.2290e+09 6e+09 2e-16 3e-08\n",
"15: 9.5751e+07 -2.0519e+08 3e+08 2e-16 1e-12\n",
"16: 1.4808e+07 -1.7396e+07 3e+07 1e-16 7e-13\n",
"17: 2.1262e+06 -2.3791e+06 5e+06 2e-16 1e-13\n",
"18: 3.0385e+05 -3.4000e+05 6e+05 2e-16 1e-13\n",
"19: 4.3083e+04 -4.9052e+04 9e+04 2e-16 2e-14\n",
"20: 5.9882e+03 -7.2059e+03 1e+04 2e-16 7e-15\n",
"21: 7.8290e+02 -1.1050e+03 2e+03 9e-17 2e-15\n",
"22: 7.8944e+01 -1.8919e+02 3e+02 1e-16 2e-15\n",
"23: -6.6305e+00 -4.2723e+01 4e+01 3e-16 2e-16\n",
"24: -1.4414e+01 -2.0026e+01 6e+00 2e-16 2e-16\n",
"25: -1.6053e+01 -1.7642e+01 2e+00 2e-16 6e-17\n",
"26: -1.6201e+01 -1.6395e+01 2e-01 2e-16 8e-17\n",
"27: -1.6222e+01 -1.6235e+01 1e-02 2e-16 1e-16\n",
"28: -1.6222e+01 -1.6223e+01 3e-04 3e-16 5e-17\n",
"29: -1.6222e+01 -1.6222e+01 3e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.7321e+02 -5.0218e+06 7e+02 1e+00 1e+00\n",
" 2: 5.7382e+02 -1.1227e+07 2e+03 1e+00 1e+00\n",
" 3: 5.5953e+02 -1.4289e+07 3e+03 1e+00 1e+00\n",
" 4: 8.1254e+01 -5.4752e+07 1e+04 1e+00 1e+00\n",
" 5: 3.0572e+02 -2.5079e+08 5e+04 1e+00 1e+00\n",
" 6: 4.0011e+02 -1.0734e+10 2e+06 1e+00 1e+00\n",
" 7: 1.9429e+09 -2.6098e+17 3e+17 5e-13 3e-05\n",
" 8: 1.9429e+09 -2.6098e+15 3e+15 5e-15 2e-05\n",
" 9: 1.9428e+09 -2.6118e+13 3e+13 2e-16 4e-07\n",
"10: 1.9411e+09 -2.8160e+11 3e+11 2e-16 4e-09\n",
"11: 1.8011e+09 -2.1942e+10 2e+10 1e-16 9e-10\n",
"12: 3.6906e+08 -8.4421e+09 9e+09 1e-16 9e-10\n",
"13: 9.2133e+07 -2.3514e+08 3e+08 1e-16 3e-11\n",
"14: 1.3723e+07 -1.5348e+07 3e+07 2e-16 5e-13\n",
"15: 1.9661e+06 -2.1844e+06 4e+06 2e-16 1e-13\n",
"16: 2.8067e+05 -3.1322e+05 6e+05 2e-16 7e-14\n",
"17: 3.9758e+04 -4.5308e+04 9e+04 2e-16 3e-14\n",
"18: 5.5146e+03 -6.6705e+03 1e+04 2e-16 1e-14\n",
"19: 7.1619e+02 -1.0273e+03 2e+03 8e-17 4e-15\n",
"20: 6.9607e+01 -1.7778e+02 2e+02 2e-16 1e-15\n",
"21: -8.1797e+00 -4.1233e+01 3e+01 1e-16 3e-16\n",
"22: -1.5151e+01 -1.8913e+01 4e+00 2e-16 1e-16\n",
"23: -1.6139e+01 -1.6920e+01 8e-01 1e-16 1e-16\n",
"24: -1.6227e+01 -1.6299e+01 7e-02 3e-16 1e-16\n",
"25: -1.6232e+01 -1.6235e+01 3e-03 2e-16 2e-16\n",
"26: -1.6232e+01 -1.6232e+01 5e-05 2e-16 2e-16\n",
"27: -1.6232e+01 -1.6232e+01 5e-07 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.6925e+02 -5.6754e+06 8e+02 1e+00 1e+00\n",
" 2: 7.6351e+02 -1.4550e+07 3e+03 1e+00 1e+00\n",
" 3: 7.6874e+02 -1.7699e+07 3e+03 1e+00 1e+00\n",
" 4: 2.8851e+00 -1.1370e+08 2e+04 1e+00 1e+00\n",
" 5: 1.7379e+02 -6.0324e+08 1e+05 1e+00 1e+00\n",
" 6: 2.2609e+02 -1.3339e+10 3e+06 1e+00 1e+00\n",
" 7: 2.1803e+02 -9.2967e+12 2e+09 1e+00 1e+00\n",
" 8: 7.2471e+09 -1.7493e+20 2e+20 4e-13 2e-02\n",
" 9: 7.2471e+09 -1.7493e+18 2e+18 4e-15 1e-02\n",
"10: 7.2471e+09 -1.7493e+16 2e+16 2e-16 1e-04\n",
"11: 7.2471e+09 -1.7497e+14 2e+14 2e-16 2e-06\n",
"12: 7.2460e+09 -1.7878e+12 2e+12 1e-16 2e-08\n",
"13: 7.1459e+09 -5.5593e+10 6e+10 1e-16 7e-10\n",
"14: 1.6711e+09 -1.8901e+10 2e+10 1e-16 2e-08\n",
"15: 4.8231e+08 -9.1212e+08 1e+09 1e-16 9e-10\n",
"16: 7.1152e+07 -7.6487e+07 1e+08 2e-16 1e-12\n",
"17: 1.0235e+07 -1.1521e+07 2e+07 2e-16 3e-13\n",
"18: 1.4657e+06 -1.6275e+06 3e+06 2e-16 1e-13\n",
"19: 2.0903e+05 -2.3393e+05 4e+05 2e-16 5e-14\n",
"20: 2.9534e+04 -3.3910e+04 6e+04 2e-16 3e-14\n",
"21: 4.0662e+03 -5.0213e+03 9e+03 1e-16 1e-14\n",
"22: 5.1483e+02 -7.8485e+02 1e+03 2e-16 3e-15\n",
"23: 4.2838e+01 -1.4092e+02 2e+02 2e-16 9e-16\n",
"24: -1.1529e+01 -3.5480e+01 2e+01 2e-16 1e-16\n",
"25: -1.5749e+01 -1.7968e+01 2e+00 2e-16 2e-16\n",
"26: -1.6206e+01 -1.6559e+01 4e-01 2e-16 1e-16\n",
"27: -1.6244e+01 -1.6271e+01 3e-02 3e-16 9e-17\n",
"28: -1.6245e+01 -1.6246e+01 1e-03 2e-16 1e-16\n",
"29: -1.6245e+01 -1.6245e+01 2e-05 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.6850e+02 -6.3650e+06 9e+02 1e+00 1e+00\n",
" 2: 9.4407e+02 -1.8349e+07 3e+03 1e+00 1e+00\n",
" 3: 1.0149e+03 -2.2177e+07 4e+03 1e+00 1e+00\n",
" 4: 1.1672e+02 -6.7442e+07 1e+04 1e+00 1e+00\n",
" 5: 3.2247e+02 -1.8816e+08 4e+04 1e+00 1e+00\n",
" 6: 5.0598e+02 -1.5012e+09 3e+05 1e+00 1e+00\n",
" 7: 7.6186e+02 -3.1071e+11 7e+07 1e+00 1e+00\n",
" 8: 2.3593e+09 -7.0709e+18 7e+18 4e-13 6e-04\n",
" 9: 2.3593e+09 -7.0709e+16 7e+16 4e-15 5e-04\n",
"10: 2.3593e+09 -7.0712e+14 7e+14 3e-16 6e-06\n",
"11: 2.3592e+09 -7.0985e+12 7e+12 2e-16 7e-08\n",
"12: 2.3520e+09 -9.8259e+10 1e+11 2e-16 1e-09\n",
"13: 2.1009e+09 -2.5350e+10 3e+10 2e-16 2e-07\n",
"14: 7.3046e+08 -1.7634e+10 2e+10 2e-16 7e-08\n",
"15: 2.0082e+08 -5.4104e+08 7e+08 2e-16 2e-09\n",
"16: 3.0305e+07 -3.4087e+07 6e+07 3e-16 2e-11\n",
"17: 4.3460e+06 -4.8274e+06 9e+06 1e-16 3e-13\n",
"18: 6.2137e+05 -6.9094e+05 1e+06 1e-16 1e-13\n",
"19: 8.8357e+04 -9.9587e+04 2e+05 2e-16 3e-14\n",
"20: 1.2389e+04 -1.4534e+04 3e+04 2e-16 1e-14\n",
"21: 1.6671e+03 -2.1882e+03 4e+03 2e-16 8e-15\n",
"22: 1.9298e+02 -3.5701e+02 5e+02 2e-16 2e-15\n",
"23: 4.9013e+00 -7.1470e+01 8e+01 2e-16 1e-15\n",
"24: -1.4364e+01 -2.3116e+01 9e+00 2e-16 2e-16\n",
"25: -1.5871e+01 -1.7699e+01 2e+00 2e-16 1e-16\n",
"26: -1.6233e+01 -1.6506e+01 3e-01 2e-16 1e-16\n",
"27: -1.6258e+01 -1.6281e+01 2e-02 2e-16 1e-16\n",
"28: -1.6259e+01 -1.6260e+01 1e-03 2e-16 1e-16\n",
"29: -1.6259e+01 -1.6259e+01 2e-05 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.7795e+02 -7.2192e+06 1e+03 1e+00 1e+00\n",
" 2: 1.0452e+03 -2.1077e+07 4e+03 1e+00 1e+00\n",
" 3: 1.1502e+03 -2.5700e+07 5e+03 1e+00 1e+00\n",
" 4: 7.9546e+02 -3.9918e+07 7e+03 1e+00 1e+00\n",
" 5: 9.4047e+02 -5.5691e+08 1e+05 1e+00 1e+00\n",
" 6: 1.4206e+02 -1.3639e+11 3e+07 1e+00 1e+00\n",
" 7: 6.0539e+04 -1.1709e+16 5e+13 1e+00 1e+00\n",
" 8: 4.8852e+09 -7.0942e+20 7e+20 3e-14 6e-02\n",
" 9: 4.8852e+09 -7.0942e+18 7e+18 3e-16 4e-02\n",
"10: 4.8852e+09 -7.0942e+16 7e+16 2e-16 7e-04\n",
"11: 4.8852e+09 -7.0952e+14 7e+14 2e-16 7e-06\n",
"12: 4.8848e+09 -7.1894e+12 7e+12 1e-16 8e-08\n",
"13: 4.8441e+09 -1.6569e+11 2e+11 1e-16 2e-09\n",
"14: 3.6892e+09 -2.6019e+10 3e+10 2e-16 4e-09\n",
"15: 8.2332e+08 -2.0982e+09 3e+09 2e-16 3e-12\n",
"16: 1.3663e+08 -1.6800e+08 3e+08 3e-16 2e-12\n",
"17: 1.9681e+07 -2.1917e+07 4e+07 2e-16 5e-13\n",
"18: 2.8219e+06 -3.1374e+06 6e+06 3e-16 2e-13\n",
"19: 4.0316e+05 -4.4912e+05 9e+05 2e-16 5e-14\n",
"20: 5.7219e+04 -6.4845e+04 1e+05 2e-16 2e-14\n",
"21: 7.9811e+03 -9.5042e+03 2e+04 2e-16 1e-14\n",
"22: 1.0561e+03 -1.4469e+03 3e+03 2e-16 5e-15\n",
"23: 1.1330e+02 -2.4296e+02 4e+02 2e-16 3e-15\n",
"24: -3.5777e+00 -5.2243e+01 5e+01 2e-16 5e-16\n",
"25: -1.4724e+01 -1.9998e+01 5e+00 1e-16 2e-16\n",
"26: -1.6127e+01 -1.7952e+01 2e+00 2e-16 6e-17\n",
"27: -1.6250e+01 -1.6461e+01 2e-01 1e-16 1e-16\n",
"28: -1.6263e+01 -1.6276e+01 1e-02 2e-16 6e-17\n",
"29: -1.6263e+01 -1.6264e+01 2e-04 2e-16 1e-16\n",
"30: -1.6263e+01 -1.6263e+01 2e-06 1e-16 9e-17\n",
"Optimal solution found.\n",
"processing ECQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.2810e+01 -2.9871e+05 6e+01 1e+00 1e+00\n",
" 2: 2.4673e+00 -2.2434e+06 5e+02 1e+00 1e+00\n",
" 3: 1.0562e+01 -2.2467e+08 5e+04 1e+00 1e+00\n",
" 4: 2.2186e+01 -7.4580e+11 3e+08 1e+00 1e+00\n",
" 5: 1.0424e+05 -6.3685e+18 6e+18 1e-13 1e-02\n",
" 6: 1.0424e+05 -6.3685e+16 6e+16 1e-15 7e-03\n",
" 7: 1.0424e+05 -6.3685e+14 6e+14 2e-16 1e-04\n",
" 8: 1.0424e+05 -6.3685e+12 6e+12 3e-17 1e-06\n",
" 9: 1.0424e+05 -6.3685e+10 6e+10 8e-17 1e-08\n",
"10: 1.0407e+05 -6.3713e+08 6e+08 8e-17 1e-10\n",
"11: 8.9732e+04 -6.6053e+06 7e+06 1e-16 2e-12\n",
"12: 1.6404e+04 -8.6634e+04 1e+05 2e-16 8e-14\n",
"13: 2.3693e+03 -3.2066e+03 6e+03 1e-16 6e-14\n",
"14: 3.2364e+02 -3.9930e+02 7e+02 2e-16 0e+00\n",
"15: 4.0130e+01 -6.4029e+01 1e+02 2e-16 3e-15\n",
"16: 2.7195e+00 -1.1873e+01 1e+01 3e-16 4e-16\n",
"17: -1.5960e+00 -3.4005e+00 2e+00 2e-16 7e-16\n",
"18: -2.0387e+00 -2.2909e+00 3e-01 2e-16 5e-17\n",
"19: -2.0615e+00 -2.0728e+00 1e-02 8e-17 6e-17\n",
"20: -2.0616e+00 -2.0617e+00 1e-04 1e-16 2e-16\n",
"21: -2.0616e+00 -2.0616e+00 1e-06 1e-16 4e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.4855e+01 -5.4039e+05 1e+02 1e+00 1e+00\n",
" 2: 4.2496e+00 -4.2405e+06 9e+02 1e+00 1e+00\n",
" 3: 1.7897e+01 -4.5505e+07 9e+03 1e+00 1e+00\n",
" 4: 2.1607e+01 -1.4127e+10 3e+06 1e+00 1e+00\n",
" 5: 1.7805e+08 -3.1018e+17 3e+17 2e-13 2e-04\n",
" 6: 1.7805e+08 -3.1018e+15 3e+15 2e-15 3e-04\n",
" 7: 1.7805e+08 -3.1019e+13 3e+13 1e-16 3e-06\n",
" 8: 1.7804e+08 -3.1090e+11 3e+11 3e-16 4e-08\n",
" 9: 1.7684e+08 -3.8154e+09 4e+09 7e-17 5e-10\n",
"10: 1.1051e+08 -4.6120e+08 6e+08 8e-17 7e-11\n",
"11: 1.7096e+07 -4.0484e+07 6e+07 2e-16 2e-12\n",
"12: 2.7360e+06 -3.2288e+06 6e+06 2e-16 9e-13\n",
"13: 3.9354e+05 -4.4180e+05 8e+05 7e-17 4e-13\n",
"14: 5.6322e+04 -6.2908e+04 1e+05 2e-16 9e-14\n",
"15: 8.0072e+03 -9.0538e+03 2e+04 1e-16 4e-14\n",
"16: 1.1206e+03 -1.3226e+03 2e+03 1e-16 9e-15\n",
"17: 1.4962e+02 -2.0005e+02 3e+02 1e-16 5e-15\n",
"18: 1.6621e+01 -3.3130e+01 5e+01 2e-16 3e-15\n",
"19: -2.0643e-01 -6.9912e+00 7e+00 3e-16 3e-16\n",
"20: -1.9656e+00 -3.0366e+00 1e+00 1e-16 3e-17\n",
"21: -2.2248e+00 -2.3766e+00 2e-01 5e-17 4e-17\n",
"22: -2.2372e+00 -2.2437e+00 6e-03 7e-17 6e-17\n",
"23: -2.2373e+00 -2.2373e+00 7e-05 1e-16 1e-16\n",
"24: -2.2373e+00 -2.2373e+00 7e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 3.4431e+01 -6.3724e+05 1e+02 1e+00 1e+00\n",
" 2: 4.7412e+01 -1.2864e+06 3e+02 1e+00 1e+00\n",
" 3: 1.3478e+01 -1.5491e+07 3e+03 1e+00 1e+00\n",
" 4: 2.4326e+01 -4.0443e+08 8e+04 1e+00 1e+00\n",
" 5: 2.3383e+01 -1.9708e+12 8e+08 1e+00 1e+00\n",
" 6: 1.9827e+08 -1.2311e+19 1e+19 2e-13 2e-02\n",
" 7: 1.9827e+08 -1.2311e+17 1e+17 2e-15 1e-02\n",
" 8: 1.9827e+08 -1.2311e+15 1e+15 1e-16 7e-05\n",
" 9: 1.9827e+08 -1.2312e+13 1e+13 1e-16 9e-07\n",
"10: 1.9822e+08 -1.2452e+11 1e+11 2e-16 2e-08\n",
"11: 1.9295e+08 -2.6069e+09 3e+09 3e-16 3e-10\n",
"12: 5.1311e+07 -1.3061e+08 2e+08 1e-16 7e-09\n",
"13: 7.7135e+06 -9.6756e+06 2e+07 2e-16 1e-12\n",
"14: 1.1168e+06 -1.2606e+06 2e+06 1e-16 6e-13\n",
"15: 1.6021e+05 -1.7909e+05 3e+05 3e-16 2e-13\n",
"16: 2.2864e+04 -2.5621e+04 5e+04 1e-16 4e-14\n",
"17: 3.2319e+03 -3.7101e+03 7e+03 2e-16 1e-14\n",
"18: 4.4513e+02 -5.4898e+02 1e+03 1e-16 6e-15\n",
"19: 5.6288e+01 -8.5794e+01 1e+02 3e-16 5e-15\n",
"20: 4.5282e+00 -1.5482e+01 2e+01 3e-16 7e-16\n",
"21: -1.5635e+00 -4.0981e+00 3e+00 3e-16 2e-16\n",
"22: -2.2285e+00 -2.6268e+00 4e-01 1e-16 1e-16\n",
"23: -2.2775e+00 -2.3039e+00 3e-02 1e-16 1e-16\n",
"24: -2.2783e+00 -2.2787e+00 4e-04 4e-16 2e-16\n",
"25: -2.2783e+00 -2.2783e+00 4e-06 2e-16 1e-16\n",
"26: -2.2783e+00 -2.2783e+00 4e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.9588e+01 -8.4361e+05 1e+02 1e+00 1e+00\n",
" 2: 7.4339e+01 -1.6431e+06 3e+02 1e+00 1e+00\n",
" 3: 6.9732e+00 -1.3589e+07 3e+03 1e+00 1e+00\n",
" 4: 3.6686e+01 -1.4833e+08 3e+04 1e+00 1e+00\n",
" 5: 4.6857e+01 -1.1472e+11 3e+07 1e+00 1e+00\n",
" 6: 2.4455e+08 -2.1281e+18 2e+18 4e-13 3e-03\n",
" 7: 2.4455e+08 -2.1281e+16 2e+16 4e-15 1e-03\n",
" 8: 2.4455e+08 -2.1281e+14 2e+14 2e-16 1e-05\n",
" 9: 2.4455e+08 -2.1303e+12 2e+12 2e-16 2e-07\n",
"10: 2.4414e+08 -2.3485e+10 2e+10 2e-16 2e-09\n",
"11: 2.1102e+08 -2.1091e+09 2e+09 2e-16 2e-10\n",
"12: 3.6737e+07 -3.3652e+08 4e+08 2e-16 5e-11\n",
"13: 8.0839e+06 -1.5547e+07 2e+07 2e-16 2e-12\n",
"14: 1.1721e+06 -1.2555e+06 2e+06 2e-16 3e-13\n",
"15: 1.6812e+05 -1.8864e+05 4e+05 8e-17 9e-14\n",
"16: 2.3976e+04 -2.6870e+04 5e+04 2e-16 6e-14\n",
"17: 3.3855e+03 -3.8976e+03 7e+03 2e-16 2e-14\n",
"18: 4.6497e+02 -5.7801e+02 1e+03 2e-16 7e-15\n",
"19: 5.8271e+01 -9.0809e+01 1e+02 3e-16 5e-15\n",
"20: 4.4371e+00 -1.6566e+01 2e+01 2e-16 9e-16\n",
"21: -1.7270e+00 -4.3974e+00 3e+00 2e-16 4e-16\n",
"22: -2.2522e+00 -2.6720e+00 4e-01 2e-16 1e-16\n",
"23: -2.3165e+00 -2.3529e+00 4e-02 2e-16 1e-16\n",
"24: -2.3179e+00 -2.3186e+00 8e-04 2e-16 2e-16\n",
"25: -2.3179e+00 -2.3179e+00 8e-06 1e-16 8e-17\n",
"26: -2.3179e+00 -2.3179e+00 8e-08 3e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.1868e+01 -1.0439e+06 2e+02 1e+00 1e+00\n",
" 2: 1.0786e+02 -2.1710e+06 4e+02 1e+00 1e+00\n",
" 3: 2.5049e+01 -6.4186e+06 1e+03 1e+00 1e+00\n",
" 4: 5.1311e+01 -3.4239e+07 7e+03 1e+00 1e+00\n",
" 5: 5.5033e+01 -3.3071e+09 7e+05 1e+00 1e+00\n",
" 6: 2.9464e+08 -7.9160e+16 8e+16 5e-13 1e-04\n",
" 7: 2.9464e+08 -7.9160e+14 8e+14 5e-15 1e-05\n",
" 8: 2.9464e+08 -7.9186e+12 8e+12 3e-16 5e-07\n",
" 9: 2.9450e+08 -8.1778e+10 8e+10 2e-16 6e-09\n",
"10: 2.8132e+08 -3.2956e+09 4e+09 1e-16 2e-10\n",
"11: 6.2612e+07 -5.3564e+08 6e+08 1e-16 8e-10\n",
"12: 1.3999e+07 -2.6508e+07 4e+07 2e-16 3e-11\n",
"13: 2.0354e+06 -2.1911e+06 4e+06 2e-16 4e-13\n",
"14: 2.9213e+05 -3.2768e+05 6e+05 2e-16 2e-13\n",
"15: 4.1712e+04 -4.6608e+04 9e+04 2e-16 3e-14\n",
"16: 5.9082e+03 -6.7412e+03 1e+04 2e-16 1e-14\n",
"17: 8.1903e+02 -9.9261e+02 2e+03 2e-16 8e-15\n",
"18: 1.0616e+02 -1.5304e+02 3e+02 1e-16 4e-15\n",
"19: 1.0223e+01 -2.6555e+01 4e+01 2e-16 2e-15\n",
"20: -1.2583e+00 -6.1788e+00 5e+00 2e-16 8e-16\n",
"21: -2.2279e+00 -2.8673e+00 6e-01 1e-16 1e-16\n",
"22: -2.3508e+00 -2.4543e+00 1e-01 2e-16 6e-17\n",
"23: -2.3578e+00 -2.3628e+00 5e-03 1e-16 1e-16\n",
"24: -2.3579e+00 -2.3580e+00 6e-05 2e-16 1e-16\n",
"25: -2.3579e+00 -2.3579e+00 6e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.3732e+01 -1.2464e+06 2e+02 1e+00 1e+00\n",
" 2: 1.4582e+02 -2.8370e+06 6e+02 1e+00 1e+00\n",
" 3: 1.2634e+01 -7.2202e+06 1e+03 1e+00 1e+00\n",
" 4: 6.0620e+01 -2.7622e+07 5e+03 1e+00 1e+00\n",
" 5: 8.2238e+01 -9.3027e+08 2e+05 1e+00 1e+00\n",
" 6: 2.7071e+08 -2.2844e+16 2e+16 6e-13 1e-05\n",
" 7: 2.7071e+08 -2.2844e+14 2e+14 6e-15 1e-05\n",
" 8: 2.7070e+08 -2.2866e+12 2e+12 1e-16 2e-07\n",
" 9: 2.6992e+08 -2.5060e+10 3e+10 1e-16 2e-09\n",
"10: 2.1402e+08 -1.9977e+09 2e+09 1e-16 2e-10\n",
"11: 4.2801e+07 -1.4739e+08 2e+08 7e-17 1e-11\n",
"12: 7.2318e+06 -9.7999e+06 2e+07 2e-16 8e-13\n",
"13: 1.0400e+06 -1.1515e+06 2e+06 1e-16 4e-13\n",
"14: 1.4900e+05 -1.6633e+05 3e+05 1e-16 1e-13\n",
"15: 2.1233e+04 -2.3835e+04 5e+04 2e-16 4e-14\n",
"16: 2.9927e+03 -3.4618e+03 6e+03 2e-16 2e-14\n",
"17: 4.0894e+02 -5.1537e+02 9e+02 2e-16 9e-15\n",
"18: 5.0324e+01 -8.1742e+01 1e+02 2e-16 5e-15\n",
"19: 3.3072e+00 -1.5253e+01 2e+01 1e-16 7e-16\n",
"20: -1.9009e+00 -4.2213e+00 2e+00 2e-16 2e-16\n",
"21: -2.3008e+00 -2.6898e+00 4e-01 2e-16 1e-16\n",
"22: -2.3841e+00 -2.4467e+00 6e-02 1e-16 1e-16\n",
"23: -2.3883e+00 -2.3912e+00 3e-03 2e-16 1e-16\n",
"24: -2.3883e+00 -2.3884e+00 3e-05 8e-17 9e-17\n",
"25: -2.3883e+00 -2.3883e+00 3e-07 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 4.7176e+01 -1.4674e+06 2e+02 1e+00 1e+00\n",
" 2: 1.8331e+02 -3.5168e+06 7e+02 1e+00 1e+00\n",
" 3: 4.0351e+00 -9.9442e+06 2e+03 1e+00 1e+00\n",
" 4: 4.0775e+01 -3.5957e+07 7e+03 1e+00 1e+00\n",
" 5: 5.8365e+01 -4.5785e+08 9e+04 1e+00 1e+00\n",
" 6: 6.4803e+01 -1.0246e+11 2e+07 1e+00 1e+00\n",
" 7: 1.0871e+09 -2.3251e+18 2e+18 8e-13 1e-03\n",
" 8: 1.0871e+09 -2.3251e+16 2e+16 8e-15 8e-04\n",
" 9: 1.0871e+09 -2.3252e+14 2e+14 2e-16 8e-06\n",
"10: 1.0871e+09 -2.3312e+12 2e+12 2e-16 1e-07\n",
"11: 1.0844e+09 -2.9312e+10 3e+10 2e-16 1e-09\n",
"12: 8.9715e+08 -5.2161e+09 6e+09 1e-16 5e-09\n",
"13: 1.1825e+08 -1.6484e+09 2e+09 2e-16 4e-11\n",
"14: 2.9875e+07 -5.4936e+07 8e+07 2e-16 3e-12\n",
"15: 4.4464e+06 -4.8643e+06 9e+06 1e-16 3e-13\n",
"16: 6.3800e+05 -7.1130e+05 1e+06 2e-16 4e-13\n",
"17: 9.1205e+04 -1.0145e+05 2e+05 2e-16 6e-14\n",
"18: 1.2964e+04 -1.4631e+04 3e+04 3e-16 4e-14\n",
"19: 1.8157e+03 -2.1373e+03 4e+03 2e-16 2e-14\n",
"20: 2.4346e+02 -3.2256e+02 6e+02 1e-16 8e-15\n",
"21: 2.7783e+01 -5.2946e+01 8e+01 3e-16 2e-15\n",
"22: 4.6036e-01 -1.0738e+01 1e+01 2e-16 9e-16\n",
"23: -2.2397e+00 -3.5208e+00 1e+00 3e-16 2e-16\n",
"24: -2.3811e+00 -2.6156e+00 2e-01 2e-16 2e-16\n",
"25: -2.4013e+00 -2.4204e+00 2e-02 2e-16 2e-16\n",
"26: -2.4016e+00 -2.4019e+00 2e-04 9e-17 1e-16\n",
"27: -2.4016e+00 -2.4016e+00 2e-06 1e-16 1e-16\n",
"28: -2.4016e+00 -2.4016e+00 2e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 4.8736e+01 -1.6778e+06 2e+02 1e+00 1e+00\n",
" 2: 2.2727e+02 -4.3451e+06 9e+02 1e+00 1e+00\n",
" 3: 5.8253e+00 -1.0925e+07 2e+03 1e+00 1e+00\n",
" 4: 5.0560e+01 -3.8241e+07 8e+03 1e+00 1e+00\n",
" 5: 7.9590e+01 -4.0212e+08 8e+04 1e+00 1e+00\n",
" 6: 9.1457e+01 -7.3331e+10 2e+07 1e+00 1e+00\n",
" 7: 1.0947e+09 -1.6928e+18 2e+18 5e-13 1e-03\n",
" 8: 1.0947e+09 -1.6928e+16 2e+16 4e-15 7e-04\n",
" 9: 1.0947e+09 -1.6928e+14 2e+14 2e-16 9e-06\n",
"10: 1.0946e+09 -1.6997e+12 2e+12 2e-16 1e-07\n",
"11: 1.0903e+09 -2.3828e+10 2e+10 2e-16 2e-09\n",
"12: 8.3363e+08 -5.3282e+09 6e+09 1e-16 3e-08\n",
"13: 1.3548e+08 -1.2317e+09 1e+09 2e-16 2e-11\n",
"14: 2.9937e+07 -5.2814e+07 8e+07 2e-16 2e-12\n",
"15: 4.3425e+06 -4.6548e+06 9e+06 2e-16 1e-12\n",
"16: 6.2326e+05 -6.9665e+05 1e+06 2e-16 3e-13\n",
"17: 8.9091e+04 -9.9104e+04 2e+05 2e-16 1e-13\n",
"18: 1.2662e+04 -1.4296e+04 3e+04 2e-16 6e-14\n",
"19: 1.7728e+03 -2.0888e+03 4e+03 1e-16 1e-14\n",
"20: 2.3747e+02 -3.1546e+02 6e+02 3e-16 8e-15\n",
"21: 2.6976e+01 -5.1875e+01 8e+01 2e-16 2e-15\n",
"22: 3.6223e-01 -1.0567e+01 1e+01 2e-16 5e-16\n",
"23: -2.2501e+00 -3.4930e+00 1e+00 7e-17 3e-16\n",
"24: -2.3864e+00 -2.6388e+00 3e-01 1e-16 1e-16\n",
"25: -2.4120e+00 -2.4366e+00 2e-02 1e-16 8e-17\n",
"26: -2.4126e+00 -2.4131e+00 4e-04 2e-16 1e-16\n",
"27: -2.4126e+00 -2.4126e+00 4e-06 2e-16 1e-16\n",
"28: -2.4126e+00 -2.4126e+00 4e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 4.9586e+01 -1.8842e+06 3e+02 1e+00 1e+00\n",
" 2: 2.7841e+02 -5.3222e+06 1e+03 1e+00 1e+00\n",
" 3: 8.6979e+00 -1.2756e+07 3e+03 1e+00 1e+00\n",
" 4: 9.2847e+01 -4.9027e+07 1e+04 1e+00 1e+00\n",
" 5: 1.2337e+02 -9.3318e+08 2e+05 1e+00 1e+00\n",
" 6: 1.2615e+02 -7.9220e+11 2e+08 1e+00 1e+00\n",
" 7: 9.1372e+08 -1.4283e+19 1e+19 4e-13 8e-03\n",
" 8: 9.1372e+08 -1.4283e+17 1e+17 4e-15 4e-03\n",
" 9: 9.1372e+08 -1.4283e+15 1e+15 2e-16 4e-05\n",
"10: 9.1371e+08 -1.4290e+13 1e+13 2e-16 5e-07\n",
"11: 9.1314e+08 -1.4948e+11 2e+11 2e-16 5e-09\n",
"12: 8.6082e+08 -7.6975e+09 9e+09 2e-16 4e-10\n",
"13: 1.4950e+08 -1.6087e+09 2e+09 2e-16 1e-09\n",
"14: 3.5257e+07 -6.8337e+07 1e+08 2e-16 4e-11\n",
"15: 5.2142e+06 -5.7250e+06 1e+07 1e-16 8e-13\n",
"16: 7.4842e+05 -8.3540e+05 2e+06 2e-16 3e-13\n",
"17: 1.0702e+05 -1.1902e+05 2e+05 2e-16 9e-14\n",
"18: 1.5223e+04 -1.7151e+04 3e+04 2e-16 4e-14\n",
"19: 2.1359e+03 -2.5014e+03 5e+03 2e-16 1e-14\n",
"20: 2.8800e+02 -3.7606e+02 7e+02 2e-16 6e-15\n",
"21: 3.3650e+01 -6.1122e+01 9e+01 2e-16 2e-15\n",
"22: 1.1088e+00 -1.2098e+01 1e+01 2e-16 4e-16\n",
"23: -2.2085e+00 -3.7678e+00 2e+00 1e-16 3e-16\n",
"24: -2.3887e+00 -2.6688e+00 3e-01 3e-16 2e-16\n",
"25: -2.4232e+00 -2.4597e+00 4e-02 1e-16 1e-16\n",
"26: -2.4243e+00 -2.4251e+00 8e-04 3e-16 2e-16\n",
"27: -2.4243e+00 -2.4243e+00 8e-06 2e-16 2e-16\n",
"28: -2.4243e+00 -2.4243e+00 8e-08 1e-16 2e-16\n",
"Optimal solution found.\n",
"processing FSQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.0733e+02 -1.1884e+06 2e+02 1e+00 1e+00\n",
" 2: 5.5765e+00 -3.0343e+06 8e+02 1e+00 1e+00\n",
" 3: 4.7225e+01 -8.4984e+07 2e+04 1e+00 1e+00\n",
" 4: 1.0618e+02 -1.5186e+10 3e+06 1e+00 1e+00\n",
" 5: 8.0383e+05 -3.4876e+17 3e+17 7e-13 1e-04\n",
" 6: 8.0383e+05 -3.4876e+15 3e+15 7e-15 6e-05\n",
" 7: 8.0383e+05 -3.4876e+13 3e+13 4e-17 3e-07\n",
" 8: 8.0382e+05 -3.4876e+11 3e+11 2e-16 6e-09\n",
" 9: 8.0251e+05 -3.4894e+09 3e+09 1e-16 3e-11\n",
"10: 6.9081e+05 -3.6427e+07 4e+07 2e-16 7e-13\n",
"11: 1.2615e+05 -5.1122e+05 6e+05 2e-16 0e+00\n",
"12: 1.8252e+04 -2.2979e+04 4e+04 8e-17 4e-14\n",
"13: 2.5108e+03 -3.0678e+03 6e+03 5e-18 1e-14\n",
"14: 3.1815e+02 -4.8334e+02 8e+02 3e-16 1e-15\n",
"15: 2.5958e+01 -8.6939e+01 1e+02 4e-16 1e-15\n",
"16: -8.3937e+00 -2.2782e+01 1e+01 4e-16 1e-16\n",
"17: -1.1813e+01 -1.3824e+01 2e+00 2e-16 1e-16\n",
"18: -1.2208e+01 -1.2421e+01 2e-01 1e-16 6e-17\n",
"19: -1.2218e+01 -1.2223e+01 4e-03 1e-16 1e-16\n",
"20: -1.2218e+01 -1.2218e+01 4e-05 1e-16 1e-17\n",
"21: -1.2218e+01 -1.2218e+01 4e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.1054e+02 -1.5699e+06 3e+02 1e+00 1e+00\n",
" 2: 1.0353e+02 -2.4380e+06 5e+02 1e+00 1e+00\n",
" 3: 5.5752e+01 -1.2272e+07 2e+03 1e+00 1e+00\n",
" 4: 1.4456e+02 -1.3896e+08 3e+04 1e+00 1e+00\n",
" 5: 4.4285e+01 -3.5770e+11 1e+08 1e+00 1e+00\n",
" 6: 2.3756e+09 -3.8357e+18 4e+18 2e-13 3e-04\n",
" 7: 2.3756e+09 -3.8357e+16 4e+16 2e-15 6e-04\n",
" 8: 2.3756e+09 -3.8358e+14 4e+14 2e-16 9e-06\n",
" 9: 2.3756e+09 -3.8492e+12 4e+12 2e-16 1e-07\n",
"10: 2.3737e+09 -5.1908e+10 5e+10 2e-16 2e-09\n",
"11: 2.2392e+09 -1.3045e+10 2e+10 1e-16 5e-10\n",
"12: 1.2886e+08 -1.8092e+10 2e+10 2e-16 5e-10\n",
"13: 8.6165e+07 -4.5656e+08 5e+08 8e-17 1e-11\n",
"14: 1.4794e+07 -2.1758e+07 4e+07 1e-16 1e-12\n",
"15: 2.1209e+06 -2.3165e+06 4e+06 1e-16 4e-13\n",
"16: 3.0348e+05 -3.3953e+05 6e+05 2e-16 8e-14\n",
"17: 4.3119e+04 -4.8786e+04 9e+04 2e-16 2e-14\n",
"18: 6.0274e+03 -7.1376e+03 1e+04 3e-16 2e-14\n",
"19: 8.0194e+02 -1.0823e+03 2e+03 3e-16 2e-15\n",
"20: 8.7472e+01 -1.8056e+02 3e+02 3e-16 3e-15\n",
"21: -2.3640e+00 -3.8875e+01 4e+01 3e-16 4e-16\n",
"22: -1.1495e+01 -1.5350e+01 4e+00 3e-16 3e-16\n",
"23: -1.2294e+01 -1.2664e+01 4e-01 2e-16 1e-16\n",
"24: -1.2358e+01 -1.2390e+01 3e-02 7e-17 1e-16\n",
"25: -1.2359e+01 -1.2359e+01 5e-04 2e-16 7e-17\n",
"26: -1.2359e+01 -1.2359e+01 5e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.2219e+02 -2.2221e+06 4e+02 1e+00 1e+00\n",
" 2: 1.7014e+02 -3.6521e+06 7e+02 1e+00 1e+00\n",
" 3: 1.2270e+02 -6.2846e+06 1e+03 1e+00 1e+00\n",
" 4: 2.0378e+02 -4.9223e+07 1e+04 1e+00 1e+00\n",
" 5: 2.0237e+01 -8.7693e+09 2e+06 1e+00 1e+00\n",
" 6: 2.3900e+01 -9.2029e+12 2e+09 1e+00 1e+00\n",
" 7: 3.7481e+09 -1.4312e+20 1e+20 3e-13 6e-02\n",
" 8: 3.7481e+09 -1.4312e+18 1e+18 3e-15 7e-03\n",
" 9: 3.7481e+09 -1.4312e+16 1e+16 1e-16 3e-04\n",
"10: 3.7481e+09 -1.4314e+14 1e+14 1e-16 3e-06\n",
"11: 3.7478e+09 -1.4479e+12 1e+12 1e-16 6e-08\n",
"12: 3.7205e+09 -3.0933e+10 3e+10 2e-16 1e-09\n",
"13: 2.2195e+09 -9.1297e+09 1e+10 2e-16 6e-10\n",
"14: 3.5144e+08 -3.2157e+09 4e+09 8e-16 2e-12\n",
"15: 8.4627e+07 -1.3659e+08 2e+08 2e-16 2e-12\n",
"16: 1.2560e+07 -1.3721e+07 3e+07 2e-16 2e-13\n",
"17: 1.8028e+06 -2.0167e+06 4e+06 2e-16 7e-14\n",
"18: 2.5754e+05 -2.8742e+05 5e+05 1e-16 4e-14\n",
"19: 3.6517e+04 -4.1536e+04 8e+04 3e-16 2e-14\n",
"20: 5.0778e+03 -6.1020e+03 1e+04 2e-16 2e-14\n",
"21: 6.6491e+02 -9.3506e+02 2e+03 1e-16 5e-15\n",
"22: 6.7549e+01 -1.5978e+02 2e+02 4e-16 1e-15\n",
"23: -5.2823e+00 -3.5965e+01 3e+01 2e-16 1e-15\n",
"24: -1.1943e+01 -1.4922e+01 3e+00 2e-16 2e-16\n",
"25: -1.2435e+01 -1.2746e+01 3e-01 1e-16 2e-16\n",
"26: -1.2454e+01 -1.2461e+01 7e-03 2e-16 9e-17\n",
"27: -1.2454e+01 -1.2454e+01 8e-05 2e-16 1e-16\n",
"28: -1.2454e+01 -1.2454e+01 8e-07 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.4739e+02 -3.0462e+06 5e+02 1e+00 1e+00\n",
" 2: 2.4687e+02 -5.1809e+06 1e+03 1e+00 1e+00\n",
" 3: 1.6569e+02 -9.8845e+06 2e+03 1e+00 1e+00\n",
" 4: 2.8121e+02 -6.6103e+07 1e+04 1e+00 1e+00\n",
" 5: 3.6960e+01 -7.3366e+09 2e+06 1e+00 1e+00\n",
" 6: 4.0990e+01 -6.3894e+12 2e+09 1e+00 1e+00\n",
" 7: 3.1861e+09 -1.0895e+20 1e+20 3e-13 3e-02\n",
" 8: 3.1861e+09 -1.0895e+18 1e+18 3e-15 1e-02\n",
" 9: 3.1861e+09 -1.0895e+16 1e+16 2e-16 2e-04\n",
"10: 3.1861e+09 -1.0897e+14 1e+14 2e-16 2e-06\n",
"11: 3.1857e+09 -1.1148e+12 1e+12 2e-16 4e-08\n",
"12: 3.1529e+09 -3.6062e+10 4e+10 2e-16 1e-09\n",
"13: 8.5644e+08 -1.4334e+10 2e+10 1e-16 4e-10\n",
"14: 3.0786e+08 -6.9221e+08 1e+09 1e-16 2e-11\n",
"15: 4.9000e+07 -5.6327e+07 1e+08 2e-16 1e-12\n",
"16: 7.0552e+06 -7.8987e+06 1e+07 3e-16 4e-13\n",
"17: 1.0109e+06 -1.1240e+06 2e+06 2e-16 1e-13\n",
"18: 1.4420e+05 -1.6136e+05 3e+05 1e-16 8e-14\n",
"19: 2.0379e+04 -2.3384e+04 4e+04 2e-16 3e-14\n",
"20: 2.8073e+03 -3.4607e+03 6e+03 1e-16 7e-15\n",
"21: 3.5573e+02 -5.4050e+02 9e+02 2e-16 3e-15\n",
"22: 2.9350e+01 -9.7156e+01 1e+02 2e-16 6e-16\n",
"23: -8.6573e+00 -2.4954e+01 2e+01 2e-16 4e-16\n",
"24: -1.1990e+01 -1.4411e+01 2e+00 2e-16 2e-16\n",
"25: -1.2478e+01 -1.2754e+01 3e-01 1e-16 2e-16\n",
"26: -1.2499e+01 -1.2512e+01 1e-02 1e-16 1e-16\n",
"27: -1.2500e+01 -1.2500e+01 2e-04 8e-17 1e-16\n",
"28: -1.2500e+01 -1.2500e+01 2e-06 4e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.9767e+02 -4.3162e+06 7e+02 1e+00 1e+00\n",
" 2: 3.1184e+02 -6.6498e+06 1e+03 1e+00 1e+00\n",
" 3: 3.2732e+02 -9.9448e+06 2e+03 1e+00 1e+00\n",
" 4: 9.1857e+01 -5.0477e+07 1e+04 1e+00 1e+00\n",
" 5: 1.5955e+02 -3.4279e+08 7e+04 1e+00 1e+00\n",
" 6: 1.8593e+02 -2.2915e+10 5e+06 1e+00 1e+00\n",
" 7: 1.7305e+09 -5.5109e+17 6e+17 4e-13 4e-05\n",
" 8: 1.7305e+09 -5.5109e+15 6e+15 4e-15 2e-05\n",
" 9: 1.7305e+09 -5.5128e+13 6e+13 1e-16 9e-07\n",
"10: 1.7299e+09 -5.6974e+11 6e+11 2e-16 9e-09\n",
"11: 1.6777e+09 -2.3631e+10 3e+10 1e-16 1e-09\n",
"12: 3.7810e+08 -6.0339e+09 6e+09 1e-16 1e-09\n",
"13: 1.0006e+08 -2.1633e+08 3e+08 2e-16 4e-11\n",
"14: 1.5390e+07 -1.7403e+07 3e+07 1e-16 2e-12\n",
"15: 2.2078e+06 -2.4545e+06 5e+06 2e-16 2e-13\n",
"16: 3.1553e+05 -3.5159e+05 7e+05 9e-17 1e-13\n",
"17: 4.4801e+04 -5.0730e+04 1e+05 1e-16 4e-14\n",
"18: 6.2548e+03 -7.4294e+03 1e+04 1e-16 2e-14\n",
"19: 8.2979e+02 -1.1290e+03 2e+03 9e-17 6e-15\n",
"20: 8.9783e+01 -1.8895e+02 3e+02 2e-16 2e-15\n",
"21: -2.5646e+00 -4.0588e+01 4e+01 2e-16 5e-16\n",
"22: -1.1669e+01 -1.5617e+01 4e+00 1e-16 2e-16\n",
"23: -1.2463e+01 -1.2927e+01 5e-01 2e-16 1e-16\n",
"24: -1.2527e+01 -1.2566e+01 4e-02 2e-16 2e-16\n",
"25: -1.2531e+01 -1.2533e+01 2e-03 2e-16 2e-16\n",
"26: -1.2531e+01 -1.2531e+01 3e-05 2e-16 1e-16\n",
"27: -1.2531e+01 -1.2531e+01 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.8704e+02 -6.1684e+06 1e+03 1e+00 1e+00\n",
" 2: 3.8774e+02 -8.7818e+06 2e+03 1e+00 1e+00\n",
" 3: 3.9110e+02 -1.2663e+07 2e+03 1e+00 1e+00\n",
" 4: 6.1961e+01 -1.0276e+08 2e+04 1e+00 1e+00\n",
" 5: 1.4874e+02 -7.7463e+08 2e+05 1e+00 1e+00\n",
" 6: 2.2329e+02 -5.7220e+10 1e+07 1e+00 1e+00\n",
" 7: 2.4654e+09 -1.3679e+18 1e+18 5e-13 2e-04\n",
" 8: 2.4654e+09 -1.3679e+16 1e+16 5e-15 1e-04\n",
" 9: 2.4654e+09 -1.3681e+14 1e+14 3e-16 2e-06\n",
"10: 2.4650e+09 -1.3951e+12 1e+12 3e-16 2e-08\n",
"11: 2.4238e+09 -4.0624e+10 4e+10 2e-16 5e-10\n",
"12: 9.0227e+08 -8.6858e+09 1e+10 3e-16 2e-08\n",
"13: 2.3924e+08 -5.0622e+08 7e+08 2e-16 9e-10\n",
"14: 3.5825e+07 -3.8996e+07 7e+07 2e-16 4e-12\n",
"15: 5.1535e+06 -5.7991e+06 1e+07 2e-16 4e-13\n",
"16: 7.3780e+05 -8.2041e+05 2e+06 2e-16 1e-13\n",
"17: 1.0513e+05 -1.1798e+05 2e+05 1e-16 8e-14\n",
"18: 1.4817e+04 -1.7136e+04 3e+04 2e-16 2e-14\n",
"19: 2.0249e+03 -2.5514e+03 5e+03 2e-16 7e-15\n",
"20: 2.4929e+02 -4.0462e+02 7e+02 2e-16 5e-15\n",
"21: 1.6389e+01 -7.5486e+01 9e+01 2e-16 8e-16\n",
"22: -9.5648e+00 -2.0982e+01 1e+01 2e-16 6e-16\n",
"23: -1.2129e+01 -1.4556e+01 2e+00 2e-16 2e-16\n",
"24: -1.2529e+01 -1.2770e+01 2e-01 2e-16 1e-16\n",
"25: -1.2547e+01 -1.2560e+01 1e-02 2e-16 1e-16\n",
"26: -1.2548e+01 -1.2548e+01 4e-04 2e-16 1e-16\n",
"27: -1.2548e+01 -1.2548e+01 5e-06 1e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.3868e+02 -6.2287e+06 1e+03 1e+00 1e+00\n",
" 2: 3.8176e+02 -8.7579e+06 1e+03 1e+00 1e+00\n",
" 3: 5.6269e+02 -1.3362e+07 3e+03 1e+00 1e+00\n",
" 4: 4.7983e+02 -2.9493e+07 6e+03 1e+00 1e+00\n",
" 5: 1.1305e+02 -5.5148e+08 1e+05 1e+00 1e+00\n",
" 6: 2.3059e+02 -1.5478e+10 3e+06 1e+00 1e+00\n",
" 7: 2.4577e+02 -4.1268e+13 1e+10 1e+00 1e+00\n",
" 8: 2.5137e+09 -4.2274e+20 4e+20 3e-13 8e-02\n",
" 9: 2.5137e+09 -4.2274e+18 4e+18 3e-15 4e-02\n",
"10: 2.5137e+09 -4.2274e+16 4e+16 2e-16 5e-04\n",
"11: 2.5137e+09 -4.2278e+14 4e+14 2e-16 9e-06\n",
"12: 2.5135e+09 -4.2751e+12 4e+12 3e-16 9e-08\n",
"13: 2.4977e+09 -8.9760e+10 9e+10 2e-16 2e-09\n",
"14: 1.6466e+09 -1.3134e+10 1e+10 2e-16 5e-09\n",
"15: 3.6807e+08 -1.1403e+09 2e+09 3e-16 1e-12\n",
"16: 6.2211e+07 -7.9434e+07 1e+08 2e-16 1e-12\n",
"17: 8.9593e+06 -9.9386e+06 2e+07 2e-16 3e-13\n",
"18: 1.2842e+06 -1.4299e+06 3e+06 3e-16 2e-13\n",
"19: 1.8330e+05 -2.0476e+05 4e+05 2e-16 6e-14\n",
"20: 2.5951e+04 -2.9628e+04 6e+04 2e-16 3e-14\n",
"21: 3.5934e+03 -4.3673e+03 8e+03 1e-16 7e-15\n",
"22: 4.6385e+02 -6.7496e+02 1e+03 3e-16 4e-15\n",
"23: 4.3371e+01 -1.1796e+02 2e+02 2e-16 2e-15\n",
"24: -6.8986e+00 -2.8187e+01 2e+01 3e-16 3e-16\n",
"25: -1.1376e+01 -1.6333e+01 5e+00 2e-16 2e-16\n",
"26: -1.2498e+01 -1.3336e+01 8e-01 1e-16 1e-16\n",
"27: -1.2559e+01 -1.2608e+01 5e-02 2e-16 2e-16\n",
"28: -1.2562e+01 -1.2565e+01 3e-03 2e-16 1e-16\n",
"29: -1.2562e+01 -1.2562e+01 9e-05 2e-16 9e-17\n",
"30: -1.2562e+01 -1.2562e+01 9e-07 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.5634e+02 -7.2269e+06 1e+03 1e+00 1e+00\n",
" 2: 4.0912e+02 -9.9807e+06 2e+03 1e+00 1e+00\n",
" 3: 5.9477e+02 -1.3996e+07 3e+03 1e+00 1e+00\n",
" 4: 7.2925e+02 -2.5977e+07 5e+03 1e+00 1e+00\n",
" 5: 2.8157e+02 -6.7052e+07 1e+04 1e+00 1e+00\n",
" 6: 4.5817e+02 -4.5346e+08 9e+04 1e+00 1e+00\n",
" 7: 4.0148e+02 -1.3025e+11 3e+07 1e+00 1e+00\n",
" 8: 2.4926e+09 -2.8742e+18 3e+18 3e-13 4e-04\n",
" 9: 2.4926e+09 -2.8742e+16 3e+16 3e-15 2e-04\n",
"10: 2.4926e+09 -2.8745e+14 3e+14 2e-16 3e-06\n",
"11: 2.4921e+09 -2.9102e+12 3e+12 2e-16 2e-08\n",
"12: 2.4452e+09 -6.4244e+10 7e+10 2e-16 6e-10\n",
"13: 1.0901e+09 -4.7235e+09 6e+09 2e-16 4e-09\n",
"14: 1.8592e+08 -2.4522e+08 4e+08 2e-16 2e-11\n",
"15: 2.7008e+07 -3.0623e+07 6e+07 2e-16 7e-13\n",
"16: 3.8805e+06 -4.3379e+06 8e+06 2e-16 3e-13\n",
"17: 5.5521e+05 -6.1816e+05 1e+06 2e-16 1e-13\n",
"18: 7.9013e+04 -8.8955e+04 2e+05 2e-16 4e-14\n",
"19: 1.1099e+04 -1.2959e+04 2e+04 2e-16 2e-14\n",
"20: 1.5015e+03 -1.9435e+03 3e+03 2e-16 7e-15\n",
"21: 1.7751e+02 -3.1416e+02 5e+02 3e-16 3e-15\n",
"22: 6.9030e+00 -6.1598e+01 7e+01 2e-16 6e-16\n",
"23: -1.1114e+01 -1.9200e+01 8e+00 1e-16 2e-16\n",
"24: -1.2420e+01 -1.3126e+01 7e-01 2e-16 1e-16\n",
"25: -1.2556e+01 -1.2658e+01 1e-01 2e-16 1e-16\n",
"26: -1.2568e+01 -1.2574e+01 6e-03 1e-16 1e-16\n",
"27: -1.2569e+01 -1.2569e+01 4e-04 2e-16 1e-16\n",
"28: -1.2569e+01 -1.2569e+01 5e-06 3e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 3.3373e+02 -9.2267e+06 1e+03 1e+00 1e+00\n",
" 2: 4.2609e+02 -1.0899e+07 2e+03 1e+00 1e+00\n",
" 3: 6.0862e+02 -1.4469e+07 3e+03 1e+00 1e+00\n",
" 4: 7.9747e+02 -2.5508e+07 5e+03 1e+00 1e+00\n",
" 5: 2.7269e+02 -1.0400e+08 2e+04 1e+00 1e+00\n",
" 6: 3.9276e+02 -5.5390e+08 1e+05 1e+00 1e+00\n",
" 7: 6.2775e+02 -3.9925e+10 8e+06 1e+00 1e+00\n",
" 8: 2.1146e+09 -9.5696e+17 1e+18 4e-13 2e-04\n",
" 9: 2.1146e+09 -9.5696e+15 1e+16 4e-15 8e-05\n",
"10: 2.1146e+09 -9.5744e+13 1e+14 2e-16 8e-07\n",
"11: 2.1135e+09 -1.0055e+12 1e+12 2e-16 1e-08\n",
"12: 2.0160e+09 -5.5936e+10 6e+10 2e-16 6e-10\n",
"13: 8.6667e+08 -1.6581e+10 2e+10 2e-16 2e-09\n",
"14: 2.3438e+08 -6.6189e+08 9e+08 2e-16 8e-11\n",
"15: 3.5664e+07 -4.0707e+07 8e+07 2e-16 1e-12\n",
"16: 5.1187e+06 -5.6872e+06 1e+07 3e-16 3e-13\n",
"17: 7.3271e+05 -8.1309e+05 2e+06 3e-16 8e-14\n",
"18: 1.0446e+05 -1.1688e+05 2e+05 2e-16 5e-14\n",
"19: 1.4749e+04 -1.6957e+04 3e+04 2e-16 2e-14\n",
"20: 2.0262e+03 -2.5148e+03 5e+03 1e-16 5e-15\n",
"21: 2.5395e+02 -3.9495e+02 6e+02 2e-16 3e-15\n",
"22: 1.9006e+01 -7.2205e+01 9e+01 2e-16 9e-16\n",
"23: -7.1264e+00 -2.3247e+01 2e+01 2e-16 3e-16\n",
"24: -1.1836e+01 -2.0767e+01 9e+00 3e-16 2e-16\n",
"25: -1.2517e+01 -1.2863e+01 3e-01 2e-16 1e-16\n",
"26: -1.2570e+01 -1.2604e+01 3e-02 2e-16 2e-16\n",
"27: -1.2574e+01 -1.2577e+01 3e-03 2e-16 1e-16\n",
"28: -1.2575e+01 -1.2575e+01 2e-04 2e-16 7e-17\n",
"29: -1.2575e+01 -1.2575e+01 1e-05 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing HIQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 5.3743e+01 -5.9480e+05 1e+02 1e+00 1e+00\n",
" 2: 1.4994e-01 -2.0908e+06 5e+02 1e+00 1e+00\n",
" 3: 9.7031e+00 -4.2722e+07 9e+03 1e+00 1e+00\n",
" 4: 2.6909e+01 -3.8049e+09 8e+05 1e+00 1e+00\n",
" 5: 8.2415e+07 -9.0895e+16 9e+16 3e-13 4e-05\n",
" 6: 8.2415e+07 -9.0895e+14 9e+14 3e-15 1e-05\n",
" 7: 8.2415e+07 -9.0897e+12 9e+12 7e-17 4e-07\n",
" 8: 8.2390e+07 -9.1143e+10 9e+10 2e-16 5e-09\n",
" 9: 7.9959e+07 -1.1496e+09 1e+09 2e-16 4e-11\n",
"10: 2.5440e+07 -6.8407e+07 9e+07 2e-16 7e-12\n",
"11: 3.7471e+06 -4.3331e+06 8e+06 1e-16 3e-13\n",
"12: 5.3832e+05 -6.0674e+05 1e+06 8e-17 3e-13\n",
"13: 7.6834e+04 -8.6438e+04 2e+05 2e-16 1e-13\n",
"14: 1.0847e+04 -1.2520e+04 2e+04 5e-17 3e-14\n",
"15: 1.4880e+03 -1.8578e+03 3e+03 8e-17 1e-14\n",
"16: 1.8584e+02 -2.9246e+02 5e+02 3e-16 2e-15\n",
"17: 1.4013e+01 -5.3477e+01 7e+01 1e-17 1e-15\n",
"18: -5.2876e+00 -1.3984e+01 9e+00 2e-16 3e-16\n",
"19: -6.5544e+00 -7.3233e+00 8e-01 7e-17 6e-17\n",
"20: -6.6017e+00 -6.6889e+00 9e-02 8e-17 5e-17\n",
"21: -6.6022e+00 -6.6033e+00 1e-03 8e-17 6e-17\n",
"22: -6.6022e+00 -6.6022e+00 1e-05 2e-16 7e-17\n",
"23: -6.6022e+00 -6.6022e+00 1e-07 2e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 7.3391e+01 -1.0291e+06 2e+02 1e+00 1e+00\n",
" 2: 5.7509e+01 -1.6702e+06 3e+02 1e+00 1e+00\n",
" 3: 1.1429e+01 -1.7580e+08 4e+04 1e+00 1e+00\n",
" 4: 5.8023e+01 -2.6300e+10 6e+06 1e+00 1e+00\n",
" 5: 1.3610e+08 -5.8899e+17 6e+17 3e-13 8e-05\n",
" 6: 1.3610e+08 -5.8899e+15 6e+15 3e-15 4e-04\n",
" 7: 1.3610e+08 -5.8899e+13 6e+13 2e-16 5e-06\n",
" 8: 1.3609e+08 -5.8948e+11 6e+11 1e-16 5e-08\n",
" 9: 1.3504e+08 -6.3779e+09 7e+09 2e-16 6e-10\n",
"10: 7.9709e+07 -3.3958e+08 4e+08 3e-16 2e-11\n",
"11: 1.2456e+07 -1.6090e+07 3e+07 2e-16 4e-12\n",
"12: 1.7987e+06 -2.0288e+06 4e+06 1e-16 2e-13\n",
"13: 2.5778e+05 -2.8883e+05 5e+05 2e-16 5e-14\n",
"14: 3.6695e+04 -4.1422e+04 8e+04 5e-17 5e-14\n",
"15: 5.1512e+03 -6.0331e+03 1e+04 1e-16 2e-14\n",
"16: 6.9489e+02 -9.0621e+02 2e+03 2e-16 6e-15\n",
"17: 8.1187e+01 -1.4719e+02 2e+02 3e-16 2e-15\n",
"18: 2.5414e+00 -2.9190e+01 3e+01 2e-16 1e-15\n",
"19: -5.6942e+00 -9.3390e+00 4e+00 1e-16 2e-16\n",
"20: -6.5624e+00 -7.1918e+00 6e-01 2e-16 7e-17\n",
"21: -6.6684e+00 -6.7409e+00 7e-02 2e-16 8e-17\n",
"22: -6.6711e+00 -6.6727e+00 2e-03 3e-16 1e-16\n",
"23: -6.6711e+00 -6.6712e+00 2e-05 2e-16 1e-16\n",
"24: -6.6711e+00 -6.6711e+00 2e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.0135e+02 -1.6442e+06 3e+02 1e+00 1e+00\n",
" 2: 1.0399e+02 -2.5197e+06 5e+02 1e+00 1e+00\n",
" 3: 2.3581e+01 -1.2554e+07 2e+03 1e+00 1e+00\n",
" 4: 4.1818e+01 -8.3542e+07 2e+04 1e+00 1e+00\n",
" 5: 5.0125e+01 -5.2045e+09 1e+06 1e+00 1e+00\n",
" 6: 5.2952e+08 -1.2581e+17 1e+17 6e-13 3e-05\n",
" 7: 5.2952e+08 -1.2581e+15 1e+15 6e-15 2e-05\n",
" 8: 5.2951e+08 -1.2586e+13 1e+13 2e-16 4e-07\n",
" 9: 5.2929e+08 -1.3081e+11 1e+11 2e-16 5e-09\n",
"10: 5.0869e+08 -6.0604e+09 7e+09 1e-16 1e-08\n",
"11: 5.8022e+07 -1.5164e+09 2e+09 2e-16 3e-09\n",
"12: 1.7357e+07 -3.9041e+07 6e+07 1e-16 8e-11\n",
"13: 2.6453e+06 -2.9951e+06 6e+06 1e-16 1e-12\n",
"14: 3.7887e+05 -4.2274e+05 8e+05 8e-17 2e-13\n",
"15: 5.3955e+04 -6.0745e+04 1e+05 1e-16 5e-14\n",
"16: 7.5882e+03 -8.8361e+03 2e+04 1e-16 2e-14\n",
"17: 1.0302e+03 -1.3217e+03 2e+03 2e-16 4e-15\n",
"18: 1.2376e+02 -2.1217e+02 3e+02 1e-16 2e-15\n",
"19: 6.3730e+00 -4.0709e+01 5e+01 2e-16 1e-15\n",
"20: -6.0439e+00 -1.1832e+01 6e+00 2e-16 2e-16\n",
"21: -6.7051e+00 -7.0095e+00 3e-01 3e-16 2e-16\n",
"22: -6.7125e+00 -6.7228e+00 1e-02 1e-16 1e-16\n",
"23: -6.7126e+00 -6.7127e+00 1e-04 1e-16 1e-16\n",
"24: -6.7126e+00 -6.7126e+00 1e-06 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.3414e+02 -2.3965e+06 4e+02 1e+00 1e+00\n",
" 2: 1.6383e+02 -3.5136e+06 7e+02 1e+00 1e+00\n",
" 3: -2.7370e+00 -3.1618e+07 6e+03 1e+00 1e+00\n",
" 4: 2.3962e+01 -2.2132e+08 4e+04 1e+00 1e+00\n",
" 5: 6.6911e+01 -1.3860e+10 3e+06 1e+00 1e+00\n",
" 6: 6.4718e+08 -3.3412e+17 3e+17 7e-13 1e-04\n",
" 7: 6.4718e+08 -3.3412e+15 3e+15 7e-15 6e-05\n",
" 8: 6.4718e+08 -3.3421e+13 3e+13 1e-16 1e-06\n",
" 9: 6.4692e+08 -3.4311e+11 3e+11 2e-16 2e-08\n",
"10: 6.2245e+08 -1.1998e+10 1e+10 1e-16 7e-10\n",
"11: 1.3597e+08 -1.6377e+09 2e+09 2e-16 9e-09\n",
"12: 3.3367e+07 -6.8338e+07 1e+08 2e-16 3e-10\n",
"13: 4.9180e+06 -5.3170e+06 1e+07 3e-16 1e-12\n",
"14: 7.0559e+05 -7.9147e+05 1e+06 1e-16 2e-13\n",
"15: 1.0068e+05 -1.1271e+05 2e+05 2e-16 6e-14\n",
"16: 1.4235e+04 -1.6328e+04 3e+04 2e-16 3e-14\n",
"17: 1.9634e+03 -2.4138e+03 4e+03 2e-16 7e-15\n",
"18: 2.5013e+02 -3.7598e+02 6e+02 2e-16 3e-15\n",
"19: 2.1753e+01 -6.6900e+01 9e+01 2e-16 1e-15\n",
"20: -4.7401e+00 -1.6433e+01 1e+01 2e-16 6e-16\n",
"21: -6.6849e+00 -7.6429e+00 1e+00 2e-16 2e-16\n",
"22: -6.7316e+00 -6.7758e+00 4e-02 3e-16 5e-17\n",
"23: -6.7337e+00 -6.7350e+00 1e-03 2e-16 1e-16\n",
"24: -6.7338e+00 -6.7338e+00 1e-05 2e-16 8e-17\n",
"25: -6.7338e+00 -6.7338e+00 1e-07 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.5165e+02 -3.0626e+06 5e+02 1e+00 1e+00\n",
" 2: 2.2763e+02 -4.4952e+06 8e+02 1e+00 1e+00\n",
" 3: 1.1488e+02 -1.1495e+07 2e+03 1e+00 1e+00\n",
" 4: 1.3426e+02 -3.4448e+07 7e+03 1e+00 1e+00\n",
" 5: 1.8715e+02 -1.0957e+09 2e+05 1e+00 1e+00\n",
" 6: 1.5776e+02 -9.0222e+12 5e+09 1e+00 1e+00\n",
" 7: 2.9569e+09 -3.1136e+19 3e+19 2e-13 9e-03\n",
" 8: 2.9569e+09 -3.1136e+17 3e+17 2e-15 8e-03\n",
" 9: 2.9569e+09 -3.1136e+15 3e+15 2e-16 9e-05\n",
"10: 2.9569e+09 -3.1151e+13 3e+13 2e-16 8e-07\n",
"11: 2.9553e+09 -3.2563e+11 3e+11 2e-16 1e-08\n",
"12: 2.8183e+09 -1.7154e+10 2e+10 2e-16 7e-10\n",
"13: 8.9489e+08 -1.5469e+10 2e+10 3e-16 1e-09\n",
"14: 3.6328e+08 -1.1730e+09 2e+09 1e-16 8e-11\n",
"15: 5.9270e+07 -7.2734e+07 1e+08 1e-16 2e-12\n",
"16: 8.5565e+06 -9.6431e+06 2e+07 1e-16 6e-13\n",
"17: 1.2277e+06 -1.3676e+06 3e+06 8e-17 2e-13\n",
"18: 1.7543e+05 -1.9568e+05 4e+05 2e-16 7e-14\n",
"19: 2.4894e+04 -2.8246e+04 5e+04 2e-16 3e-14\n",
"20: 3.4695e+03 -4.1421e+03 8e+03 2e-16 1e-14\n",
"21: 4.5794e+02 -6.3162e+02 1e+03 2e-16 5e-15\n",
"22: 4.8601e+01 -1.0648e+02 2e+02 3e-16 1e-15\n",
"23: -1.8318e+00 -2.3040e+01 2e+01 2e-16 4e-16\n",
"24: -6.3858e+00 -8.5869e+00 2e+00 1e-16 2e-16\n",
"25: -6.6338e+00 -7.2124e+00 6e-01 1e-16 2e-16\n",
"26: -6.7404e+00 -6.8488e+00 1e-01 2e-16 6e-17\n",
"27: -6.7454e+00 -6.7501e+00 5e-03 2e-16 6e-17\n",
"28: -6.7454e+00 -6.7455e+00 6e-05 1e-16 1e-16\n",
"29: -6.7454e+00 -6.7454e+00 6e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.5700e+02 -3.6551e+06 6e+02 1e+00 1e+00\n",
" 2: 2.5847e+02 -5.2616e+06 1e+03 1e+00 1e+00\n",
" 3: 2.5592e+02 -9.1463e+06 2e+03 1e+00 1e+00\n",
" 4: 9.7148e+01 -4.3414e+07 9e+03 1e+00 1e+00\n",
" 5: 1.5344e+02 -3.5631e+08 7e+04 1e+00 1e+00\n",
" 6: 1.8499e+02 -5.7966e+10 1e+07 1e+00 1e+00\n",
" 7: 9.3130e+08 -1.3443e+18 1e+18 4e-13 3e-04\n",
" 8: 9.3130e+08 -1.3443e+16 1e+16 4e-15 2e-04\n",
" 9: 9.3130e+08 -1.3445e+14 1e+14 2e-16 3e-06\n",
"10: 9.3123e+08 -1.3632e+12 1e+12 2e-16 4e-08\n",
"11: 9.2469e+08 -3.2201e+10 3e+10 2e-16 1e-09\n",
"12: 5.3148e+08 -4.8596e+09 5e+09 1e-16 5e-08\n",
"13: 1.2488e+08 -2.6951e+08 4e+08 1e-16 2e-09\n",
"14: 1.8426e+07 -2.0288e+07 4e+07 2e-16 1e-12\n",
"15: 2.6527e+06 -2.9935e+06 6e+06 2e-16 3e-13\n",
"16: 3.7973e+05 -4.2310e+05 8e+05 3e-16 2e-13\n",
"17: 5.4068e+04 -6.0843e+04 1e+05 1e-16 4e-14\n",
"18: 7.6036e+03 -8.8523e+03 2e+04 2e-16 2e-14\n",
"19: 1.0323e+03 -1.3243e+03 2e+03 2e-16 8e-15\n",
"20: 1.2402e+02 -2.1258e+02 3e+02 1e-16 4e-15\n",
"21: 6.3873e+00 -4.0787e+01 5e+01 2e-16 8e-16\n",
"22: -6.0576e+00 -1.1856e+01 6e+00 1e-16 4e-16\n",
"23: -6.7281e+00 -7.0666e+00 3e-01 1e-16 1e-16\n",
"24: -6.7523e+00 -6.7772e+00 2e-02 2e-16 8e-17\n",
"25: -6.7534e+00 -6.7541e+00 7e-04 2e-16 1e-16\n",
"26: -6.7534e+00 -6.7534e+00 7e-06 1e-16 1e-16\n",
"27: -6.7534e+00 -6.7534e+00 7e-08 3e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.5111e+02 -4.1170e+06 6e+02 1e+00 1e+00\n",
" 2: 2.8519e+02 -6.1978e+06 1e+03 1e+00 1e+00\n",
" 3: 3.8544e+02 -1.0347e+07 2e+03 1e+00 1e+00\n",
" 4: 5.3926e+01 -4.9317e+07 1e+04 1e+00 1e+00\n",
" 5: 1.3752e+02 -3.0007e+08 6e+04 1e+00 1e+00\n",
" 6: 2.0078e+02 -1.6210e+10 3e+06 1e+00 1e+00\n",
" 7: 9.6344e+08 -3.9273e+17 4e+17 4e-13 8e-05\n",
" 8: 9.6344e+08 -3.9273e+15 4e+15 4e-15 7e-05\n",
" 9: 9.6343e+08 -3.9292e+13 4e+13 2e-16 9e-07\n",
"10: 9.6282e+08 -4.1161e+11 4e+11 2e-16 1e-08\n",
"11: 9.0894e+08 -2.1946e+10 2e+10 1e-16 7e-10\n",
"12: 2.4843e+08 -8.5082e+09 9e+09 2e-16 4e-09\n",
"13: 7.7622e+07 -3.4345e+08 4e+08 2e-16 2e-10\n",
"14: 1.2121e+07 -1.5092e+07 3e+07 3e-16 2e-12\n",
"15: 1.7371e+06 -1.9155e+06 4e+06 2e-16 2e-13\n",
"16: 2.4841e+05 -2.7686e+05 5e+05 2e-16 1e-13\n",
"17: 3.5305e+04 -3.9863e+04 8e+04 2e-16 4e-14\n",
"18: 4.9431e+03 -5.8247e+03 1e+04 3e-16 1e-14\n",
"19: 6.6211e+02 -8.7965e+02 2e+03 2e-16 7e-15\n",
"20: 7.5226e+01 -1.4465e+02 2e+02 2e-16 3e-15\n",
"21: 1.0253e+00 -2.9456e+01 3e+01 2e-16 6e-16\n",
"22: -6.2473e+00 -9.7208e+00 3e+00 1e-16 2e-16\n",
"23: -6.5905e+00 -7.4190e+00 8e-01 2e-16 7e-17\n",
"24: -6.7447e+00 -7.4063e+00 7e-01 4e-16 1e-16\n",
"25: -6.7619e+00 -6.8190e+00 6e-02 2e-16 1e-16\n",
"26: -6.7630e+00 -6.7655e+00 3e-03 2e-16 1e-16\n",
"27: -6.7630e+00 -6.7630e+00 3e-05 2e-16 9e-17\n",
"28: -6.7630e+00 -6.7630e+00 3e-07 1e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.6446e+02 -4.8639e+06 7e+02 1e+00 1e+00\n",
" 2: 2.3795e+02 -6.1373e+06 1e+03 1e+00 1e+00\n",
" 3: 3.9107e+02 -8.6413e+06 2e+03 1e+00 1e+00\n",
" 4: 4.5903e+02 -1.5564e+07 3e+03 1e+00 1e+00\n",
" 5: 9.5212e+01 -6.0811e+07 1e+04 1e+00 1e+00\n",
" 6: 1.7337e+02 -3.3109e+08 7e+04 1e+00 1e+00\n",
" 7: 2.4153e+02 -1.4194e+10 3e+06 1e+00 1e+00\n",
" 8: 2.1718e+02 -3.1101e+14 3e+11 1e+00 1e+00\n",
" 9: 1.2134e+09 -2.5530e+20 3e+20 6e-14 2e-01\n",
"10: 1.2134e+09 -2.5530e+18 3e+18 6e-16 3e-02\n",
"11: 1.2134e+09 -2.5530e+16 3e+16 2e-16 6e-04\n",
"12: 1.2134e+09 -2.5532e+14 3e+14 1e-16 6e-06\n",
"13: 1.2132e+09 -2.5768e+12 3e+12 2e-16 1e-07\n",
"14: 1.1998e+09 -4.9090e+10 5e+10 2e-16 3e-08\n",
"15: 7.9094e+08 -1.0595e+10 1e+10 2e-16 2e-07\n",
"16: 1.9156e+08 -1.0706e+09 1e+09 2e-16 3e-12\n",
"17: 3.3930e+07 -5.2515e+07 9e+07 2e-16 1e-12\n",
"18: 4.8771e+06 -5.2836e+06 1e+07 3e-16 5e-13\n",
"19: 6.9895e+05 -7.7976e+05 1e+06 1e-16 2e-13\n",
"20: 9.9696e+04 -1.1149e+05 2e+05 2e-16 5e-14\n",
"21: 1.4093e+04 -1.6160e+04 3e+04 2e-16 3e-14\n",
"22: 1.9433e+03 -2.3899e+03 4e+03 2e-16 8e-15\n",
"23: 2.4740e+02 -3.7242e+02 6e+02 3e-16 4e-15\n",
"24: 2.1427e+01 -6.6329e+01 9e+01 2e-16 1e-15\n",
"25: -4.7618e+00 -1.6328e+01 1e+01 2e-16 6e-16\n",
"26: -6.6843e+00 -7.6248e+00 9e-01 2e-16 2e-16\n",
"27: -6.7565e+00 -6.8641e+00 1e-01 2e-16 8e-17\n",
"28: -6.7646e+00 -6.7743e+00 1e-02 1e-16 1e-16\n",
"29: -6.7651e+00 -6.7655e+00 4e-04 1e-16 1e-16\n",
"30: -6.7651e+00 -6.7651e+00 7e-06 2e-16 1e-16\n",
"31: -6.7651e+00 -6.7651e+00 7e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.6501e+02 -5.4251e+06 8e+02 1e+00 1e+00\n",
" 2: 2.2503e+02 -6.5652e+06 1e+03 1e+00 1e+00\n",
" 3: 4.2730e+02 -9.7860e+06 2e+03 1e+00 1e+00\n",
" 4: 5.9588e+02 -1.6348e+07 3e+03 1e+00 1e+00\n",
" 5: 8.1516e+01 -5.9102e+07 1e+04 1e+00 1e+00\n",
" 6: 2.0031e+02 -2.8019e+08 6e+04 1e+00 1e+00\n",
" 7: 3.1205e+02 -8.5235e+09 2e+06 1e+00 1e+00\n",
" 8: 1.7804e+02 -3.3946e+13 1e+10 1e+00 1e+00\n",
" 9: 1.6771e+09 -2.5497e+20 3e+20 2e-13 4e-02\n",
"10: 1.6771e+09 -2.5497e+18 3e+18 2e-15 3e-02\n",
"11: 1.6771e+09 -2.5497e+16 3e+16 2e-16 2e-04\n",
"12: 1.6771e+09 -2.5500e+14 3e+14 2e-16 3e-06\n",
"13: 1.6770e+09 -2.5770e+12 3e+12 3e-16 5e-08\n",
"14: 1.6604e+09 -5.2569e+10 5e+10 2e-16 1e-09\n",
"15: 1.1217e+09 -1.1619e+10 1e+10 2e-16 3e-08\n",
"16: 2.5300e+08 -1.0828e+09 1e+09 1e-16 3e-12\n",
"17: 4.3396e+07 -6.2063e+07 1e+08 2e-16 2e-12\n",
"18: 6.2385e+06 -6.8277e+06 1e+07 1e-16 5e-13\n",
"19: 8.9423e+05 -9.9615e+05 2e+06 1e-16 2e-13\n",
"20: 1.2764e+05 -1.4248e+05 3e+05 1e-16 1e-13\n",
"21: 1.8076e+04 -2.0616e+04 4e+04 1e-16 2e-14\n",
"22: 2.5058e+03 -3.0365e+03 6e+03 2e-16 8e-15\n",
"23: 3.2492e+02 -4.6816e+02 8e+02 3e-16 3e-15\n",
"24: 3.1439e+01 -8.1161e+01 1e+02 2e-16 9e-16\n",
"25: -3.6357e+00 -1.8767e+01 2e+01 1e-16 5e-16\n",
"26: -6.5044e+00 -7.9364e+00 1e+00 3e-16 2e-16\n",
"27: -6.6962e+00 -7.1405e+00 4e-01 1e-16 1e-16\n",
"28: -6.7604e+00 -6.8470e+00 9e-02 2e-16 7e-17\n",
"29: -6.7658e+00 -6.7713e+00 6e-03 2e-16 1e-16\n",
"30: -6.7662e+00 -6.7665e+00 3e-04 2e-16 1e-16\n",
"31: -6.7662e+00 -6.7662e+00 5e-06 1e-16 2e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"processing HEQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 7.8666e+00 -1.2394e+05 2e+01 1e+00 1e+00\n",
" 2: -1.2700e-01 -5.6367e+06 1e+03 1e+00 1e+00\n",
" 3: 6.7873e-01 -3.3186e+09 7e+05 1e+00 1e+00\n",
" 4: 5.8614e+07 -6.5238e+16 7e+16 5e-13 4e-04\n",
" 5: 5.8614e+07 -6.5238e+14 7e+14 5e-15 5e-05\n",
" 6: 5.8614e+07 -6.5239e+12 7e+12 1e-16 7e-07\n",
" 7: 5.8607e+07 -6.5413e+10 7e+10 1e-16 2e-08\n",
" 8: 5.7910e+07 -8.2600e+08 9e+08 2e-16 3e-10\n",
" 9: 2.8300e+07 -8.4484e+07 1e+08 2e-16 4e-11\n",
"10: 4.2149e+06 -6.8584e+06 1e+07 2e-16 4e-13\n",
"11: 6.2013e+05 -6.8091e+05 1e+06 1e-16 3e-13\n",
"12: 8.9057e+04 -1.0064e+05 2e+05 2e-16 6e-14\n",
"13: 1.2688e+04 -1.4331e+04 3e+04 1e-16 4e-14\n",
"14: 1.7828e+03 -2.0872e+03 4e+03 2e-16 2e-14\n",
"15: 2.4100e+02 -3.1315e+02 6e+02 4e-16 6e-15\n",
"16: 2.8399e+01 -5.0700e+01 8e+01 2e-17 4e-15\n",
"17: 1.0597e+00 -9.9674e+00 1e+01 1e-16 2e-16\n",
"18: -1.7859e+00 -3.0954e+00 1e+00 1e-16 1e-16\n",
"19: -1.9508e+00 -2.0158e+00 6e-02 2e-16 1e-16\n",
"20: -1.9595e+00 -1.9631e+00 4e-03 2e-16 5e-17\n",
"21: -1.9606e+00 -1.9611e+00 5e-04 3e-16 2e-17\n",
"22: -1.9607e+00 -1.9608e+00 5e-05 3e-16 5e-17\n",
"23: -1.9607e+00 -1.9607e+00 2e-06 1e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.1143e+01 -2.0169e+05 4e+01 1e+00 1e+00\n",
" 2: 3.8480e-01 -2.4955e+06 5e+02 1e+00 1e+00\n",
" 3: 7.4501e-01 -1.1663e+08 2e+04 1e+00 1e+00\n",
" 4: 1.2924e+01 -1.3486e+11 3e+07 1e+00 1e+00\n",
" 5: 4.4578e+05 -2.1631e+18 2e+18 4e-13 1e-02\n",
" 6: 4.4578e+05 -2.1631e+16 2e+16 4e-15 2e-03\n",
" 7: 4.4578e+05 -2.1631e+14 2e+14 2e-16 3e-05\n",
" 8: 4.4578e+05 -2.1631e+12 2e+12 3e-16 7e-07\n",
" 9: 4.4574e+05 -2.1633e+10 2e+10 1e-16 5e-09\n",
"10: 4.4171e+05 -2.1820e+08 2e+08 1e-16 5e-11\n",
"11: 2.3959e+05 -3.0914e+06 3e+06 1e-16 1e-12\n",
"12: 3.7601e+04 -7.2982e+04 1e+05 2e-16 6e-14\n",
"13: 5.3731e+03 -5.8954e+03 1e+04 2e-16 1e-14\n",
"14: 7.5506e+02 -8.8489e+02 2e+03 7e-17 2e-14\n",
"15: 1.0184e+02 -1.3250e+02 2e+02 2e-16 4e-15\n",
"16: 1.1703e+01 -2.1606e+01 3e+01 8e-17 1e-15\n",
"17: -5.9508e-02 -4.5354e+00 4e+00 2e-16 6e-16\n",
"18: -1.6394e+00 -2.3703e+00 7e-01 1e-16 7e-17\n",
"19: -1.9153e+00 -2.0223e+00 1e-01 2e-16 1e-16\n",
"20: -1.9546e+00 -1.9689e+00 1e-02 1e-16 6e-17\n",
"21: -1.9600e+00 -1.9620e+00 2e-03 3e-16 4e-17\n",
"22: -1.9607e+00 -1.9609e+00 3e-04 2e-16 2e-17\n",
"23: -1.9607e+00 -1.9608e+00 3e-05 4e-16 6e-17\n",
"24: -1.9608e+00 -1.9608e+00 3e-06 3e-16 8e-18\n",
"25: -1.9608e+00 -1.9608e+00 5e-08 1e-16 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.7696e+01 -3.2378e+05 6e+01 1e+00 1e+00\n",
" 2: 5.1825e+00 -7.4690e+06 2e+03 1e+00 1e+00\n",
" 3: 5.1117e+00 -1.4639e+09 3e+05 1e+00 1e+00\n",
" 4: 3.9789e+07 -3.3622e+16 3e+16 3e-13 7e-05\n",
" 5: 3.9789e+07 -3.3622e+14 3e+14 3e-15 3e-05\n",
" 6: 3.9789e+07 -3.3624e+12 3e+12 2e-16 2e-07\n",
" 7: 3.9773e+07 -3.3807e+10 3e+10 7e-17 4e-09\n",
" 8: 3.8206e+07 -5.1280e+08 6e+08 1e-16 1e-10\n",
" 9: 1.1557e+07 -3.1487e+07 4e+07 9e-17 7e-12\n",
"10: 1.7902e+06 -2.0866e+06 4e+06 1e-16 8e-13\n",
"11: 2.5753e+05 -2.8962e+05 5e+05 2e-16 3e-13\n",
"12: 3.6845e+04 -4.1195e+04 8e+04 3e-16 6e-14\n",
"13: 5.2334e+03 -5.9343e+03 1e+04 3e-16 1e-14\n",
"14: 7.3056e+02 -8.6868e+02 2e+03 1e-16 9e-15\n",
"15: 9.6667e+01 -1.3217e+02 2e+02 2e-16 5e-15\n",
"16: 1.0150e+01 -2.2334e+01 3e+01 3e-16 2e-15\n",
"17: -6.9736e-01 -5.0638e+00 4e+00 5e-17 4e-16\n",
"18: -1.8234e+00 -2.2633e+00 4e-01 1e-16 2e-16\n",
"19: -1.9414e+00 -1.9857e+00 4e-02 2e-16 1e-16\n",
"20: -1.9583e+00 -1.9646e+00 6e-03 3e-16 8e-17\n",
"21: -1.9605e+00 -1.9614e+00 9e-04 2e-16 9e-17\n",
"22: -1.9607e+00 -1.9609e+00 1e-04 1e-16 4e-17\n",
"23: -1.9608e+00 -1.9608e+00 7e-06 1e-16 5e-17\n",
"24: -1.9608e+00 -1.9608e+00 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.3338e+01 -4.5316e+05 9e+01 1e+00 1e+00\n",
" 2: -4.6607e-02 -2.8420e+06 6e+02 1e+00 1e+00\n",
" 3: 3.4211e+00 -1.8603e+07 4e+03 1e+00 1e+00\n",
" 4: 1.0760e+01 -9.7616e+08 2e+05 1e+00 1e+00\n",
" 5: 4.1517e+02 -9.3048e+13 4e+11 1e+00 1e+00\n",
" 6: 3.4990e+07 -5.4459e+18 5e+18 2e-14 2e-02\n",
" 7: 3.4990e+07 -5.4459e+16 5e+16 2e-16 7e-03\n",
" 8: 3.4990e+07 -5.4460e+14 5e+14 2e-16 1e-04\n",
" 9: 3.4990e+07 -5.4462e+12 5e+12 2e-16 1e-06\n",
"10: 3.4978e+07 -5.4723e+10 5e+10 2e-16 1e-08\n",
"11: 3.3803e+07 -7.9890e+08 8e+08 2e-16 2e-10\n",
"12: 1.0589e+07 -5.4195e+07 6e+07 1e-16 6e-11\n",
"13: 1.6507e+06 -2.2343e+06 4e+06 2e-16 1e-12\n",
"14: 2.3711e+05 -2.6283e+05 5e+05 2e-16 2e-13\n",
"15: 3.3977e+04 -3.7892e+04 7e+04 1e-16 5e-14\n",
"16: 4.8432e+03 -5.4325e+03 1e+04 6e-17 1e-14\n",
"17: 6.8266e+02 -7.8892e+02 1e+03 2e-16 2e-14\n",
"18: 9.3075e+01 -1.1752e+02 2e+02 1e-16 4e-15\n",
"19: 1.1133e+01 -1.8806e+01 3e+01 2e-16 1e-15\n",
"20: 1.0151e+00 -5.3426e+00 6e+00 2e-16 4e-16\n",
"21: -1.4837e+00 -3.3524e+00 2e+00 2e-16 2e-16\n",
"22: -1.8786e+00 -2.0811e+00 2e-01 1e-16 3e-16\n",
"23: -1.9495e+00 -1.9756e+00 3e-02 2e-16 5e-17\n",
"24: -1.9593e+00 -1.9630e+00 4e-03 1e-16 1e-16\n",
"25: -1.9606e+00 -1.9611e+00 5e-04 9e-17 9e-17\n",
"26: -1.9607e+00 -1.9608e+00 6e-05 2e-16 2e-17\n",
"27: -1.9608e+00 -1.9608e+00 7e-06 2e-16 7e-17\n",
"28: -1.9608e+00 -1.9608e+00 7e-07 3e-16 2e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.0954e+01 -6.0915e+05 1e+02 1e+00 1e+00\n",
" 2: 1.6856e+00 -3.1142e+06 7e+02 1e+00 1e+00\n",
" 3: 8.9449e+00 -2.1294e+07 4e+03 1e+00 1e+00\n",
" 4: 9.9955e+00 -9.2231e+08 2e+05 1e+00 1e+00\n",
" 5: 7.3627e+00 -3.5238e+12 1e+09 1e+00 1e+00\n",
" 6: 2.1249e+08 -2.7411e+19 3e+19 2e-13 4e-02\n",
" 7: 2.1249e+08 -2.7411e+17 3e+17 2e-15 2e-02\n",
" 8: 2.1249e+08 -2.7411e+15 3e+15 1e-16 4e-04\n",
" 9: 2.1249e+08 -2.7412e+13 3e+13 3e-16 7e-06\n",
"10: 2.1248e+08 -2.7511e+11 3e+11 1e-16 9e-08\n",
"11: 2.1109e+08 -3.7393e+09 4e+09 1e-16 1e-09\n",
"12: 1.3419e+08 -6.3166e+08 8e+08 1e-16 5e-08\n",
"13: 2.0973e+07 -7.4936e+07 1e+08 2e-16 6e-12\n",
"14: 3.6960e+06 -4.8366e+06 9e+06 2e-16 8e-13\n",
"15: 5.3238e+05 -5.9222e+05 1e+06 2e-16 4e-13\n",
"16: 7.6330e+04 -8.5081e+04 2e+05 1e-16 2e-13\n",
"17: 1.0895e+04 -1.2179e+04 2e+04 1e-16 5e-14\n",
"18: 1.5417e+03 -1.7627e+03 3e+03 1e-16 2e-14\n",
"19: 2.1301e+02 -2.6016e+02 5e+02 2e-16 9e-15\n",
"20: 2.7137e+01 -4.0432e+01 7e+01 2e-16 2e-15\n",
"21: 2.1179e+00 -7.3038e+00 9e+00 2e-16 5e-16\n",
"22: -9.6162e-01 -3.2699e+00 2e+00 2e-16 3e-16\n",
"23: -1.8126e+00 -2.2068e+00 4e-01 1e-16 2e-16\n",
"24: -1.9400e+00 -1.9871e+00 5e-02 2e-16 7e-17\n",
"25: -1.9580e+00 -1.9648e+00 7e-03 2e-16 1e-16\n",
"26: -1.9604e+00 -1.9614e+00 9e-04 2e-16 1e-16\n",
"27: -1.9607e+00 -1.9608e+00 1e-04 1e-16 7e-17\n",
"28: -1.9608e+00 -1.9608e+00 2e-05 1e-16 5e-17\n",
"29: -1.9608e+00 -1.9608e+00 2e-06 2e-16 1e-16\n",
"30: -1.9608e+00 -1.9608e+00 1e-07 2e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.5410e+01 -7.6013e+05 1e+02 1e+00 1e+00\n",
" 2: 1.6265e+01 -2.8199e+06 5e+02 1e+00 1e+00\n",
" 3: 3.0966e+01 -2.0855e+07 4e+03 1e+00 1e+00\n",
" 4: 4.0839e-02 -1.0818e+10 2e+06 1e+00 1e+00\n",
" 5: 6.8274e+08 -2.2059e+17 2e+17 4e-13 3e-04\n",
" 6: 6.8274e+08 -2.2059e+15 2e+15 4e-15 2e-04\n",
" 7: 6.8274e+08 -2.2063e+13 2e+13 2e-16 3e-06\n",
" 8: 6.8266e+08 -2.2435e+11 2e+11 2e-16 3e-08\n",
" 9: 6.7441e+08 -5.9537e+09 7e+09 1e-16 1e-09\n",
"10: 2.9560e+08 -1.6069e+09 2e+09 1e-16 8e-10\n",
"11: 8.2965e+07 -1.4126e+08 2e+08 2e-16 5e-11\n",
"12: 1.2481e+07 -1.4781e+07 3e+07 2e-16 2e-12\n",
"13: 1.8050e+06 -2.0350e+06 4e+06 2e-16 6e-13\n",
"14: 2.5906e+05 -2.8832e+05 5e+05 1e-16 2e-13\n",
"15: 3.7037e+04 -4.1244e+04 8e+04 1e-16 1e-13\n",
"16: 5.2632e+03 -5.9462e+03 1e+04 2e-16 4e-14\n",
"17: 7.3636e+02 -8.6923e+02 2e+03 3e-16 2e-14\n",
"18: 9.8198e+01 -1.3157e+02 2e+02 1e-16 4e-15\n",
"19: 1.0718e+01 -2.1914e+01 3e+01 1e-16 3e-15\n",
"20: -4.2765e-01 -4.8117e+00 4e+00 1e-16 4e-16\n",
"21: -1.7075e+00 -2.2587e+00 6e-01 2e-16 8e-17\n",
"22: -1.9250e+00 -2.0086e+00 8e-02 2e-16 9e-17\n",
"23: -1.9560e+00 -1.9675e+00 1e-02 1e-16 5e-17\n",
"24: -1.9602e+00 -1.9618e+00 2e-03 2e-16 8e-17\n",
"25: -1.9607e+00 -1.9609e+00 2e-04 2e-16 6e-17\n",
"26: -1.9608e+00 -1.9608e+00 3e-05 2e-16 9e-17\n",
"27: -1.9608e+00 -1.9608e+00 2e-06 2e-16 9e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 3.7901e+01 -8.7801e+05 2e+02 1e+00 1e+00\n",
" 2: 4.4707e+01 -1.9240e+06 4e+02 1e+00 1e+00\n",
" 3: 5.8246e+00 -3.5910e+07 7e+03 1e+00 1e+00\n",
" 4: 8.2550e+00 -5.5182e+08 1e+05 1e+00 1e+00\n",
" 5: 1.5210e+01 -1.6449e+11 4e+07 1e+00 1e+00\n",
" 6: 4.3555e+08 -3.6048e+18 4e+18 6e-13 5e-03\n",
" 7: 4.3555e+08 -3.6048e+16 4e+16 6e-15 3e-03\n",
" 8: 4.3555e+08 -3.6048e+14 4e+14 2e-16 3e-05\n",
" 9: 4.3555e+08 -3.6069e+12 4e+12 2e-16 3e-07\n",
"10: 4.3471e+08 -3.8161e+10 4e+10 2e-16 4e-09\n",
"11: 3.6874e+08 -2.1833e+09 3e+09 2e-16 6e-10\n",
"12: 7.5933e+07 -2.3825e+08 3e+08 2e-16 5e-10\n",
"13: 1.3474e+07 -1.7365e+07 3e+07 1e-16 2e-11\n",
"14: 1.9456e+06 -2.1660e+06 4e+06 1e-16 8e-13\n",
"15: 2.7920e+05 -3.1080e+05 6e+05 3e-16 2e-13\n",
"16: 3.9919e+04 -4.4416e+04 8e+04 2e-16 1e-13\n",
"17: 5.6748e+03 -6.4032e+03 1e+04 2e-16 2e-14\n",
"18: 7.9495e+02 -9.3519e+02 2e+03 2e-16 9e-15\n",
"19: 1.0657e+02 -1.4111e+02 2e+02 2e-16 3e-15\n",
"20: 1.2055e+01 -2.3206e+01 4e+01 2e-16 2e-15\n",
"21: -3.2830e-03 -4.8135e+00 5e+00 1e-16 4e-16\n",
"22: -1.2023e+00 -2.9804e+00 2e+00 2e-16 2e-16\n",
"23: -1.8372e+00 -2.3039e+00 5e-01 2e-16 2e-16\n",
"24: -1.9407e+00 -1.9912e+00 5e-02 2e-16 9e-17\n",
"25: -1.9581e+00 -1.9647e+00 7e-03 2e-16 5e-17\n",
"26: -1.9605e+00 -1.9614e+00 9e-04 2e-16 2e-17\n",
"27: -1.9607e+00 -1.9609e+00 1e-04 2e-16 5e-17\n",
"28: -1.9608e+00 -1.9608e+00 1e-05 1e-16 4e-17\n",
"29: -1.9608e+00 -1.9608e+00 8e-07 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 4.2926e+01 -1.0560e+06 2e+02 1e+00 1e+00\n",
" 2: 6.0421e+01 -2.0713e+06 4e+02 1e+00 1e+00\n",
" 3: 4.6114e+00 -2.5934e+07 5e+03 1e+00 1e+00\n",
" 4: 2.4253e+00 -2.1650e+08 4e+04 1e+00 1e+00\n",
" 5: 4.1793e+00 -1.4306e+10 3e+06 1e+00 1e+00\n",
" 6: 7.8201e+08 -3.4504e+17 3e+17 4e-13 4e-04\n",
" 7: 7.8201e+08 -3.4504e+15 3e+15 4e-15 2e-04\n",
" 8: 7.8201e+08 -3.4508e+13 3e+13 2e-16 4e-06\n",
" 9: 7.8186e+08 -3.4958e+11 4e+11 2e-16 5e-08\n",
"10: 7.6741e+08 -7.9444e+09 9e+09 1e-16 1e-09\n",
"11: 3.0637e+08 -1.0290e+09 1e+09 2e-16 2e-08\n",
"12: 5.4257e+07 -8.4932e+07 1e+08 2e-16 4e-12\n",
"13: 8.2313e+06 -9.3054e+06 2e+07 2e-16 1e-12\n",
"14: 1.1852e+06 -1.3321e+06 3e+06 1e-16 7e-13\n",
"15: 1.6986e+05 -1.8872e+05 4e+05 1e-16 1e-13\n",
"16: 2.4250e+04 -2.7074e+04 5e+04 2e-16 6e-14\n",
"17: 3.4349e+03 -3.9155e+03 7e+03 2e-16 2e-14\n",
"18: 4.7630e+02 -5.7655e+02 1e+03 2e-16 1e-14\n",
"19: 6.1690e+01 -8.8893e+01 2e+02 2e-16 3e-15\n",
"20: 5.7810e+00 -1.5509e+01 2e+01 2e-16 2e-15\n",
"21: -1.0282e+00 -3.7932e+00 3e+00 3e-16 5e-16\n",
"22: -1.7673e+00 -2.1918e+00 4e-01 1e-16 2e-16\n",
"23: -1.9332e+00 -1.9997e+00 7e-02 2e-16 1e-16\n",
"24: -1.9571e+00 -1.9661e+00 9e-03 1e-16 6e-17\n",
"25: -1.9604e+00 -1.9616e+00 1e-03 2e-16 5e-17\n",
"26: -1.9607e+00 -1.9609e+00 2e-04 1e-16 6e-17\n",
"27: -1.9608e+00 -1.9608e+00 3e-05 2e-16 1e-16\n",
"28: -1.9608e+00 -1.9608e+00 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 5.7699e+01 -1.3381e+06 2e+02 1e+00 1e+00\n",
" 2: 6.4547e+01 -2.6161e+06 5e+02 1e+00 1e+00\n",
" 3: 1.1636e+01 -2.7790e+07 6e+03 1e+00 1e+00\n",
" 4: 2.8003e+01 -3.2871e+08 7e+04 1e+00 1e+00\n",
" 5: 4.1717e+01 -9.1472e+10 2e+07 1e+00 1e+00\n",
" 6: 2.8495e+08 -2.0294e+18 2e+18 6e-13 3e-03\n",
" 7: 2.8495e+08 -2.0294e+16 2e+16 6e-15 1e-03\n",
" 8: 2.8495e+08 -2.0295e+14 2e+14 2e-16 2e-05\n",
" 9: 2.8495e+08 -2.0333e+12 2e+12 2e-16 2e-07\n",
"10: 2.8454e+08 -2.4179e+10 2e+10 1e-16 2e-09\n",
"11: 2.6050e+08 -3.8720e+09 4e+09 8e-17 5e-10\n",
"12: 1.0438e+08 -3.4022e+09 4e+09 2e-16 3e-10\n",
"13: 4.0001e+07 -1.5019e+08 2e+08 2e-16 1e-11\n",
"14: 6.4247e+06 -7.9364e+06 1e+07 1e-16 8e-13\n",
"15: 9.2296e+05 -1.0220e+06 2e+06 1e-16 4e-13\n",
"16: 1.3225e+05 -1.4688e+05 3e+05 2e-16 1e-13\n",
"17: 1.8879e+04 -2.1059e+04 4e+04 1e-16 6e-14\n",
"18: 2.6743e+03 -3.0464e+03 6e+03 2e-16 2e-14\n",
"19: 3.7085e+02 -4.4853e+02 8e+02 2e-16 1e-14\n",
"20: 4.7973e+01 -6.9170e+01 1e+02 2e-16 4e-15\n",
"21: 4.3969e+00 -1.2118e+01 2e+01 2e-16 1e-15\n",
"22: -9.6374e-01 -3.1059e+00 2e+00 2e-16 3e-16\n",
"23: -1.7964e+00 -2.4524e+00 7e-01 2e-16 1e-16\n",
"24: -1.9325e+00 -2.0059e+00 7e-02 2e-16 9e-17\n",
"25: -1.9571e+00 -1.9663e+00 9e-03 2e-16 6e-17\n",
"26: -1.9604e+00 -1.9617e+00 1e-03 2e-16 7e-17\n",
"27: -1.9607e+00 -1.9609e+00 2e-04 2e-16 1e-16\n",
"28: -1.9608e+00 -1.9608e+00 2e-05 1e-16 5e-17\n",
"29: -1.9608e+00 -1.9608e+00 1e-06 2e-16 5e-17\n",
"Optimal solution found.\n",
"processing HUQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.3536e+01 -2.9871e+05 6e+01 1e+00 1e+00\n",
" 2: 1.6866e+00 -2.2369e+06 5e+02 1e+00 1e+00\n",
" 3: 8.4567e+00 -1.8430e+08 4e+04 1e+00 1e+00\n",
" 4: 2.3242e+01 -3.0335e+11 8e+07 1e+00 1e+00\n",
" 5: 6.4285e+04 -4.1171e+18 4e+18 3e-13 5e-03\n",
" 6: 6.4285e+04 -4.1171e+16 4e+16 3e-15 6e-03\n",
" 7: 6.4285e+04 -4.1171e+14 4e+14 3e-16 5e-05\n",
" 8: 6.4285e+04 -4.1171e+12 4e+12 3e-16 7e-07\n",
" 9: 6.4284e+04 -4.1171e+10 4e+10 3e-16 8e-09\n",
"10: 6.4165e+04 -4.1185e+08 4e+08 5e-17 1e-10\n",
"11: 5.4183e+04 -4.2325e+06 4e+06 2e-16 1e-12\n",
"12: 9.6192e+03 -5.3171e+04 6e+04 2e-16 3e-14\n",
"13: 1.3764e+03 -1.9198e+03 3e+03 9e-17 1e-14\n",
"14: 1.8333e+02 -2.4144e+02 4e+02 5e-17 1e-15\n",
"15: 2.0484e+01 -4.0550e+01 6e+01 2e-16 4e-15\n",
"16: -1.1409e-01 -8.4724e+00 8e+00 1e-16 4e-16\n",
"17: -2.2563e+00 -3.1675e+00 9e-01 9e-17 2e-16\n",
"18: -2.4506e+00 -2.5538e+00 1e-01 2e-16 1e-16\n",
"19: -2.4580e+00 -2.4610e+00 3e-03 2e-16 5e-17\n",
"20: -2.4580e+00 -2.4580e+00 3e-05 3e-16 1e-16\n",
"21: -2.4580e+00 -2.4580e+00 3e-07 6e-17 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.4923e+01 -5.1923e+05 1e+02 1e+00 1e+00\n",
" 2: -3.0776e-01 -2.3325e+06 5e+02 1e+00 1e+00\n",
" 3: 1.0646e+01 -1.0227e+07 2e+03 1e+00 1e+00\n",
" 4: 1.3441e+01 -1.9020e+08 4e+04 1e+00 1e+00\n",
" 5: 1.5683e+01 -9.2721e+10 2e+07 1e+00 1e+00\n",
" 6: 2.4348e+08 -1.8998e+18 2e+18 3e-13 2e-03\n",
" 7: 2.4348e+08 -1.8998e+16 2e+16 3e-15 1e-03\n",
" 8: 2.4348e+08 -1.8998e+14 2e+14 2e-16 2e-05\n",
" 9: 2.4348e+08 -1.9009e+12 2e+12 1e-16 1e-07\n",
"10: 2.4321e+08 -2.0037e+10 2e+10 2e-16 2e-09\n",
"11: 2.1982e+08 -1.1283e+09 1e+09 2e-16 5e-10\n",
"12: 3.4336e+07 -2.1398e+08 2e+08 1e-16 2e-10\n",
"13: 7.5358e+06 -1.1329e+07 2e+07 1e-16 6e-12\n",
"14: 1.0918e+06 -1.1998e+06 2e+06 2e-16 5e-13\n",
"15: 1.5661e+05 -1.7552e+05 3e+05 3e-16 5e-14\n",
"16: 2.2333e+04 -2.5062e+04 5e+04 2e-16 7e-14\n",
"17: 3.1511e+03 -3.6362e+03 7e+03 2e-16 2e-14\n",
"18: 4.3175e+02 -5.4014e+02 1e+03 2e-16 2e-15\n",
"19: 5.3617e+01 -8.5248e+01 1e+02 9e-17 3e-15\n",
"20: 3.7709e+00 -1.5745e+01 2e+01 3e-16 2e-15\n",
"21: -1.9028e+00 -4.3325e+00 2e+00 9e-17 5e-16\n",
"22: -2.5087e+00 -2.8780e+00 4e-01 9e-17 1e-16\n",
"23: -2.5588e+00 -2.5856e+00 3e-02 3e-16 5e-17\n",
"24: -2.5599e+00 -2.5604e+00 5e-04 4e-17 7e-17\n",
"25: -2.5599e+00 -2.5599e+00 5e-06 5e-17 8e-17\n",
"26: -2.5599e+00 -2.5599e+00 5e-08 1e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 3.7583e+01 -6.5248e+05 1e+02 1e+00 1e+00\n",
" 2: 3.8577e+01 -1.3753e+06 3e+02 1e+00 1e+00\n",
" 3: 7.2363e+00 -3.0464e+07 6e+03 1e+00 1e+00\n",
" 4: 1.3587e+01 -6.8524e+08 1e+05 1e+00 1e+00\n",
" 5: 1.5639e+01 -5.3275e+11 1e+08 1e+00 1e+00\n",
" 6: 5.0604e+08 -9.7508e+18 1e+19 6e-13 7e-03\n",
" 7: 5.0604e+08 -9.7508e+16 1e+17 7e-15 7e-03\n",
" 8: 5.0604e+08 -9.7508e+14 1e+15 2e-16 1e-04\n",
" 9: 5.0604e+08 -9.7539e+12 1e+13 1e-16 1e-06\n",
"10: 5.0596e+08 -1.0059e+11 1e+11 1e-16 6e-09\n",
"11: 4.9881e+08 -4.0285e+09 5e+09 2e-16 3e-10\n",
"12: 7.0003e+07 -2.4710e+09 3e+09 2e-16 4e-09\n",
"13: 2.7105e+07 -1.1958e+08 1e+08 2e-16 2e-10\n",
"14: 4.3096e+06 -5.7223e+06 1e+07 2e-16 3e-12\n",
"15: 6.1833e+05 -6.8394e+05 1e+06 1e-16 4e-13\n",
"16: 8.8501e+04 -9.8832e+04 2e+05 1e-16 5e-14\n",
"17: 1.2587e+04 -1.4204e+04 3e+04 2e-16 4e-14\n",
"18: 1.7644e+03 -2.0730e+03 4e+03 2e-16 1e-14\n",
"19: 2.3702e+02 -3.1236e+02 5e+02 8e-17 9e-15\n",
"20: 2.7155e+01 -5.1155e+01 8e+01 2e-16 3e-15\n",
"21: 4.2236e-01 -1.0398e+01 1e+01 3e-16 7e-16\n",
"22: -2.3494e+00 -3.5622e+00 1e+00 1e-16 2e-16\n",
"23: -2.5893e+00 -2.7537e+00 2e-01 1e-16 1e-16\n",
"24: -2.6119e+00 -2.6236e+00 1e-02 2e-16 2e-16\n",
"25: -2.6122e+00 -2.6124e+00 2e-04 1e-16 1e-16\n",
"26: -2.6122e+00 -2.6122e+00 2e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.2868e+01 -8.7591e+05 1e+02 1e+00 1e+00\n",
" 2: 7.0160e+01 -1.6698e+06 3e+02 1e+00 1e+00\n",
" 3: 1.2831e+01 -6.6878e+06 1e+03 1e+00 1e+00\n",
" 4: 2.9551e+01 -4.3286e+07 9e+03 1e+00 1e+00\n",
" 5: 3.4072e+01 -3.1753e+09 6e+05 1e+00 1e+00\n",
" 6: 2.5947e+08 -7.6640e+16 8e+16 4e-13 9e-05\n",
" 7: 2.5947e+08 -7.6640e+14 8e+14 4e-15 3e-05\n",
" 8: 2.5947e+08 -7.6664e+12 8e+12 2e-16 3e-07\n",
" 9: 2.5934e+08 -7.9041e+10 8e+10 2e-16 5e-09\n",
"10: 2.4735e+08 -3.0561e+09 3e+09 1e-16 1e-10\n",
"11: 4.7854e+07 -4.4037e+08 5e+08 1e-16 1e-09\n",
"12: 1.1013e+07 -2.1879e+07 3e+07 2e-16 5e-11\n",
"13: 1.5996e+06 -1.7167e+06 3e+06 2e-16 3e-13\n",
"14: 2.2952e+05 -2.5800e+05 5e+05 1e-16 1e-13\n",
"15: 3.2737e+04 -3.6707e+04 7e+04 2e-16 5e-14\n",
"16: 4.6227e+03 -5.3231e+03 1e+04 2e-16 3e-14\n",
"17: 6.3508e+02 -7.8923e+02 1e+03 6e-17 7e-15\n",
"18: 7.9772e+01 -1.2388e+02 2e+02 2e-16 3e-15\n",
"19: 6.2811e+00 -2.2483e+01 3e+01 3e-16 1e-15\n",
"20: -2.0561e+00 -5.7849e+00 4e+00 2e-16 5e-16\n",
"21: -2.6319e+00 -2.9087e+00 3e-01 3e-16 2e-16\n",
"22: -2.6460e+00 -2.6628e+00 2e-02 2e-16 1e-16\n",
"23: -2.6461e+00 -2.6463e+00 2e-04 2e-16 1e-16\n",
"24: -2.6461e+00 -2.6461e+00 2e-06 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.4221e+01 -1.1868e+06 2e+02 1e+00 1e+00\n",
" 2: 9.7277e+01 -2.2268e+06 4e+02 1e+00 1e+00\n",
" 3: 2.3528e+01 -7.1175e+06 1e+03 1e+00 1e+00\n",
" 4: 4.4480e+01 -3.9734e+07 8e+03 1e+00 1e+00\n",
" 5: 5.1775e+01 -2.7247e+09 6e+05 1e+00 1e+00\n",
" 6: 2.5971e+08 -6.5916e+16 7e+16 6e-13 8e-05\n",
" 7: 2.5971e+08 -6.5916e+14 7e+14 6e-15 4e-05\n",
" 8: 2.5971e+08 -6.5945e+12 7e+12 2e-16 4e-07\n",
" 9: 2.5951e+08 -6.8811e+10 7e+10 1e-16 6e-09\n",
"10: 2.4146e+08 -3.3521e+09 4e+09 2e-16 3e-10\n",
"11: 4.9411e+07 -4.3591e+08 5e+08 1e-16 1e-09\n",
"12: 1.0606e+07 -2.0641e+07 3e+07 1e-16 5e-11\n",
"13: 1.5406e+06 -1.6575e+06 3e+06 3e-16 6e-13\n",
"14: 2.2095e+05 -2.4786e+05 5e+05 1e-16 2e-13\n",
"15: 3.1506e+04 -3.5327e+04 7e+04 2e-16 6e-14\n",
"16: 4.4470e+03 -5.1253e+03 1e+04 2e-16 2e-14\n",
"17: 6.1030e+02 -7.6057e+02 1e+03 8e-17 2e-14\n",
"18: 7.6372e+01 -1.1963e+02 2e+02 3e-16 3e-15\n",
"19: 5.8466e+00 -2.1820e+01 3e+01 2e-16 2e-15\n",
"20: -2.1057e+00 -5.6771e+00 4e+00 1e-16 5e-16\n",
"21: -2.6439e+00 -2.9014e+00 3e-01 2e-16 1e-16\n",
"22: -2.6575e+00 -2.6721e+00 1e-02 2e-16 1e-16\n",
"23: -2.6576e+00 -2.6578e+00 2e-04 2e-16 3e-17\n",
"24: -2.6576e+00 -2.6576e+00 2e-06 3e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 7.4474e+01 -1.6094e+06 3e+02 1e+00 1e+00\n",
" 2: 1.0947e+02 -2.8588e+06 5e+02 1e+00 1e+00\n",
" 3: 2.8394e+01 -1.1345e+07 2e+03 1e+00 1e+00\n",
" 4: 5.6496e+01 -7.5841e+07 2e+04 1e+00 1e+00\n",
" 5: 6.7539e+01 -8.7036e+09 2e+06 1e+00 1e+00\n",
" 6: 3.5615e+08 -2.0653e+17 2e+17 4e-13 2e-04\n",
" 7: 3.5615e+08 -2.0653e+15 2e+15 4e-15 1e-04\n",
" 8: 3.5615e+08 -2.0658e+13 2e+13 2e-16 1e-06\n",
" 9: 3.5604e+08 -2.1199e+11 2e+11 2e-16 9e-09\n",
"10: 3.4583e+08 -7.3797e+09 8e+09 2e-16 4e-10\n",
"11: 9.0307e+07 -1.2145e+09 1e+09 1e-16 7e-09\n",
"12: 2.2770e+07 -5.0623e+07 7e+07 2e-16 3e-10\n",
"13: 3.4089e+06 -3.7602e+06 7e+06 3e-16 2e-12\n",
"14: 4.8923e+05 -5.4685e+05 1e+06 2e-16 3e-13\n",
"15: 6.9905e+04 -7.7971e+04 1e+05 1e-16 8e-14\n",
"16: 9.9194e+03 -1.1257e+04 2e+04 2e-16 4e-14\n",
"17: 1.3824e+03 -1.6508e+03 3e+03 2e-16 1e-14\n",
"18: 1.8242e+02 -2.5177e+02 4e+02 2e-16 6e-15\n",
"19: 1.9331e+01 -4.2465e+01 6e+01 1e-16 2e-15\n",
"20: -7.6140e-01 -9.2069e+00 8e+00 1e-16 8e-16\n",
"21: -2.5805e+00 -3.4561e+00 9e-01 2e-16 3e-16\n",
"22: -2.6582e+00 -2.7192e+00 6e-02 2e-16 8e-17\n",
"23: -2.6625e+00 -2.6653e+00 3e-03 3e-16 1e-16\n",
"24: -2.6626e+00 -2.6626e+00 6e-05 2e-16 8e-17\n",
"25: -2.6626e+00 -2.6626e+00 6e-07 2e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 8.8115e+01 -2.0212e+06 3e+02 1e+00 1e+00\n",
" 2: 1.3469e+02 -3.6118e+06 7e+02 1e+00 1e+00\n",
" 3: 1.9389e+01 -1.8187e+07 4e+03 1e+00 1e+00\n",
" 4: 6.1065e+01 -1.1216e+08 2e+04 1e+00 1e+00\n",
" 5: 9.9854e+01 -7.3105e+09 1e+06 1e+00 1e+00\n",
" 6: 4.4549e+08 -1.7682e+17 2e+17 4e-13 1e-04\n",
" 7: 4.4549e+08 -1.7682e+15 2e+15 4e-15 8e-05\n",
" 8: 4.4549e+08 -1.7688e+13 2e+13 2e-16 5e-07\n",
" 9: 4.4538e+08 -1.8246e+11 2e+11 2e-16 7e-09\n",
"10: 4.3485e+08 -7.2897e+09 8e+09 3e-16 3e-10\n",
"11: 1.3418e+08 -2.0731e+09 2e+09 2e-16 4e-10\n",
"12: 3.3075e+07 -6.2404e+07 1e+08 2e-16 1e-11\n",
"13: 4.9916e+06 -5.5219e+06 1e+07 1e-16 9e-13\n",
"14: 7.1586e+05 -7.9487e+05 2e+06 2e-16 3e-13\n",
"15: 1.0233e+05 -1.1375e+05 2e+05 2e-16 9e-14\n",
"16: 1.4547e+04 -1.6404e+04 3e+04 1e-16 3e-14\n",
"17: 2.0385e+03 -2.3956e+03 4e+03 2e-16 1e-14\n",
"18: 2.7380e+02 -3.6115e+02 6e+02 2e-16 5e-15\n",
"19: 3.1456e+01 -5.9116e+01 9e+01 1e-16 1e-15\n",
"20: 6.5336e-01 -1.1919e+01 1e+01 1e-16 7e-16\n",
"21: -2.4379e+00 -3.8811e+00 1e+00 3e-16 1e-16\n",
"22: -2.6286e+00 -2.8956e+00 3e-01 2e-16 1e-16\n",
"23: -2.6655e+00 -2.6914e+00 3e-02 2e-16 8e-17\n",
"24: -2.6670e+00 -2.6680e+00 1e-03 2e-16 1e-16\n",
"25: -2.6670e+00 -2.6670e+00 1e-05 2e-16 1e-16\n",
"26: -2.6670e+00 -2.6670e+00 1e-07 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 9.4291e+01 -2.3839e+06 4e+02 1e+00 1e+00\n",
" 2: 1.5382e+02 -3.8185e+06 7e+02 1e+00 1e+00\n",
" 3: 1.4405e+02 -8.7548e+06 2e+03 1e+00 1e+00\n",
" 4: 2.6144e+01 -1.6266e+08 3e+04 1e+00 1e+00\n",
" 5: 5.8242e+01 -3.7355e+09 8e+05 1e+00 1e+00\n",
" 6: 7.1114e+01 -4.0882e+12 1e+09 1e+00 1e+00\n",
" 7: 9.0560e+08 -6.7174e+19 7e+19 5e-13 5e-02\n",
" 8: 9.0560e+08 -6.7174e+17 7e+17 5e-15 1e-02\n",
" 9: 9.0560e+08 -6.7174e+15 7e+15 2e-16 4e-04\n",
"10: 9.0559e+08 -6.7189e+13 7e+13 2e-16 5e-06\n",
"11: 9.0545e+08 -6.8657e+11 7e+11 2e-16 6e-08\n",
"12: 8.9151e+08 -2.1413e+10 2e+10 2e-16 2e-09\n",
"13: 4.0141e+08 -5.7681e+09 6e+09 1e-16 2e-08\n",
"14: 1.1900e+08 -2.1592e+08 3e+08 2e-16 9e-10\n",
"15: 1.8115e+07 -1.9999e+07 4e+07 1e-16 1e-11\n",
"16: 2.6032e+06 -2.9031e+06 6e+06 1e-16 4e-13\n",
"17: 3.7285e+05 -4.1315e+05 8e+05 2e-16 1e-13\n",
"18: 5.3223e+04 -5.9344e+04 1e+05 1e-16 9e-14\n",
"19: 7.5406e+03 -8.5845e+03 2e+04 3e-16 2e-14\n",
"20: 1.0468e+03 -1.2633e+03 2e+03 2e-16 2e-14\n",
"21: 1.3637e+02 -1.9423e+02 3e+02 1e-16 3e-15\n",
"22: 1.3525e+01 -3.3437e+01 5e+01 1e-16 2e-15\n",
"23: -1.2856e+00 -7.6173e+00 6e+00 1e-16 4e-16\n",
"24: -2.5542e+00 -3.1506e+00 6e-01 1e-16 2e-16\n",
"25: -2.6632e+00 -2.7819e+00 1e-01 2e-16 1e-16\n",
"26: -2.6701e+00 -2.6768e+00 7e-03 2e-16 1e-16\n",
"27: -2.6704e+00 -2.6705e+00 1e-04 2e-16 1e-16\n",
"28: -2.6704e+00 -2.6704e+00 1e-06 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 9.7067e+01 -2.7137e+06 4e+02 1e+00 1e+00\n",
" 2: 1.4859e+02 -3.7813e+06 7e+02 1e+00 1e+00\n",
" 3: 2.3944e+02 -7.4667e+06 1e+03 1e+00 1e+00\n",
" 4: 3.4707e+01 -2.6591e+07 5e+03 1e+00 1e+00\n",
" 5: 6.4974e+01 -1.4554e+08 3e+04 1e+00 1e+00\n",
" 6: 1.1261e+02 -5.8288e+09 1e+06 1e+00 1e+00\n",
" 7: 7.8626e+01 -1.2006e+14 1e+11 1e+00 1e+00\n",
" 8: 3.5855e+08 -1.0977e+20 1e+20 1e-13 4e-02\n",
" 9: 3.5855e+08 -1.0977e+18 1e+18 2e-15 3e-02\n",
"10: 3.5855e+08 -1.0977e+16 1e+16 2e-16 4e-04\n",
"11: 3.5855e+08 -1.0978e+14 1e+14 2e-16 7e-06\n",
"12: 3.5851e+08 -1.1049e+12 1e+12 2e-16 8e-08\n",
"13: 3.5532e+08 -1.8091e+10 2e+10 2e-16 1e-09\n",
"14: 2.3562e+08 -4.1006e+09 4e+09 1e-16 8e-08\n",
"15: 5.6307e+07 -3.2731e+08 4e+08 1e-16 4e-12\n",
"16: 9.8053e+06 -1.6091e+07 3e+07 3e-16 1e-12\n",
"17: 1.4076e+06 -1.5223e+06 3e+06 2e-16 5e-13\n",
"18: 2.0168e+05 -2.2535e+05 4e+05 1e-16 1e-13\n",
"19: 2.8743e+04 -3.2230e+04 6e+04 2e-16 5e-14\n",
"20: 4.0536e+03 -4.6804e+03 9e+03 2e-16 3e-14\n",
"21: 5.5506e+02 -6.9581e+02 1e+03 2e-16 7e-15\n",
"22: 6.8900e+01 -1.0991e+02 2e+02 2e-16 2e-15\n",
"23: 4.9424e+00 -2.0262e+01 3e+01 2e-16 1e-15\n",
"24: -2.1796e+00 -5.4006e+00 3e+00 2e-16 4e-16\n",
"25: -2.6467e+00 -2.9022e+00 3e-01 2e-16 1e-16\n",
"26: -2.6707e+00 -2.6890e+00 2e-02 2e-16 1e-16\n",
"27: -2.6722e+00 -2.6734e+00 1e-03 2e-16 7e-17\n",
"28: -2.6723e+00 -2.6723e+00 3e-05 2e-16 1e-16\n",
"29: -2.6723e+00 -2.6723e+00 3e-07 2e-16 2e-16\n",
"Optimal solution found.\n",
"processing HOQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 3.3062e+00 -8.9301e+04 2e+01 1e+00 1e+00\n",
" 2: 7.4852e-01 -1.3523e+07 3e+03 1e+00 1e+00\n",
" 3: 1.1550e+07 -3.1917e+14 3e+14 5e-13 5e-06\n",
" 4: 1.1550e+07 -3.1917e+12 3e+12 5e-15 3e-06\n",
" 5: 1.1549e+07 -3.1937e+10 3e+10 2e-16 6e-08\n",
" 6: 1.1443e+07 -3.3952e+08 4e+08 2e-16 7e-10\n",
" 7: 6.2668e+06 -1.2988e+07 2e+07 2e-16 3e-11\n",
" 8: 1.0177e+06 -1.1358e+06 2e+06 2e-16 8e-13\n",
" 9: 1.4682e+05 -1.6613e+05 3e+05 2e-16 4e-13\n",
"10: 2.1048e+04 -2.3427e+04 4e+04 2e-16 2e-13\n",
"11: 3.0022e+03 -3.3647e+03 6e+03 3e-16 1e-13\n",
"12: 4.2397e+02 -4.8781e+02 9e+02 6e-17 4e-15\n",
"13: 5.8274e+01 -7.2318e+01 1e+02 2e-16 4e-15\n",
"14: 7.3337e+00 -1.1341e+01 2e+01 1e-16 2e-15\n",
"15: 5.8635e-01 -2.0527e+00 3e+00 1e-16 2e-15\n",
"16: -1.8079e-01 -5.2416e-01 3e-01 3e-17 4e-16\n",
"17: -2.3301e-01 -2.5880e-01 3e-02 2e-16 4e-17\n",
"18: -2.3361e-01 -2.3393e-01 3e-04 2e-16 6e-17\n",
"19: -2.3361e-01 -2.3362e-01 3e-06 1e-16 4e-17\n",
"20: -2.3361e-01 -2.3361e-01 3e-08 9e-17 8e-18\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 5.6755e+00 -1.4702e+05 3e+01 1e+00 1e+00\n",
" 2: 2.4330e+00 -3.1928e+06 7e+02 1e+00 1e+00\n",
" 3: 4.2727e+00 -2.7250e+09 6e+05 1e+00 1e+00\n",
" 4: 1.1493e+07 -4.9436e+16 5e+16 2e-13 6e-04\n",
" 5: 1.1493e+07 -4.9436e+14 5e+14 2e-15 2e-04\n",
" 6: 1.1493e+07 -4.9436e+12 5e+12 2e-16 6e-06\n",
" 7: 1.1492e+07 -4.9501e+10 5e+10 3e-16 8e-08\n",
" 8: 1.1357e+07 -5.5846e+08 6e+08 2e-16 1e-09\n",
" 9: 5.5681e+06 -3.2974e+07 4e+07 1e-16 9e-11\n",
"10: 8.7106e+05 -1.2027e+06 2e+06 8e-17 9e-13\n",
"11: 1.2551e+05 -1.3961e+05 3e+05 2e-16 1e-13\n",
"12: 1.8007e+04 -2.0099e+04 4e+04 2e-16 7e-14\n",
"13: 2.5701e+03 -2.8777e+03 5e+03 2e-16 6e-14\n",
"14: 3.6328e+02 -4.1715e+02 8e+02 7e-17 7e-15\n",
"15: 4.9981e+01 -6.1816e+01 1e+02 2e-16 1e-14\n",
"16: 6.2730e+00 -9.7093e+00 2e+01 1e-16 1e-15\n",
"17: 4.6143e-01 -1.7899e+00 2e+00 1e-16 6e-16\n",
"18: -2.1394e-01 -5.0492e-01 3e-01 1e-16 3e-16\n",
"19: -2.6821e-01 -2.9493e-01 3e-02 3e-16 2e-16\n",
"20: -2.6956e-01 -2.7006e-01 5e-04 2e-16 2e-17\n",
"21: -2.6956e-01 -2.6957e-01 5e-06 1e-16 8e-17\n",
"22: -2.6956e-01 -2.6956e-01 5e-08 2e-16 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 8.4625e+00 -2.1160e+05 4e+01 1e+00 1e+00\n",
" 2: 3.4756e+00 -1.5950e+07 3e+03 1e+00 1e+00\n",
" 3: 4.5123e+00 -6.5180e+10 2e+07 1e+00 1e+00\n",
" 4: 6.0278e+06 -4.7502e+17 5e+17 2e-13 2e-03\n",
" 5: 6.0278e+06 -4.7502e+15 5e+15 2e-15 3e-03\n",
" 6: 6.0278e+06 -4.7502e+13 5e+13 2e-16 5e-05\n",
" 7: 6.0277e+06 -4.7504e+11 5e+11 2e-16 6e-07\n",
" 8: 6.0215e+06 -4.7711e+09 5e+09 2e-16 7e-09\n",
" 9: 5.4602e+06 -6.6209e+07 7e+07 2e-16 1e-10\n",
"10: 1.1903e+06 -2.3304e+06 4e+06 8e-17 3e-12\n",
"11: 1.7413e+05 -1.8827e+05 4e+05 6e-17 3e-13\n",
"12: 2.4960e+04 -2.7887e+04 5e+04 7e-17 3e-13\n",
"13: 3.5598e+03 -3.9856e+03 8e+03 2e-16 6e-14\n",
"14: 5.0275e+02 -5.7827e+02 1e+03 2e-16 1e-14\n",
"15: 6.9104e+01 -8.5737e+01 2e+02 1e-16 1e-14\n",
"16: 8.6916e+00 -1.3450e+01 2e+01 3e-16 1e-15\n",
"17: 6.8846e-01 -2.4388e+00 3e+00 2e-16 2e-15\n",
"18: -2.2303e-01 -6.2864e-01 4e-01 2e-16 4e-16\n",
"19: -2.8692e-01 -3.3157e-01 4e-02 2e-16 9e-17\n",
"20: -2.8881e-01 -2.8989e-01 1e-03 2e-16 3e-17\n",
"21: -2.8882e-01 -2.8883e-01 1e-05 1e-16 3e-17\n",
"22: -2.8882e-01 -2.8882e-01 1e-07 6e-17 8e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.1034e+01 -2.8018e+05 6e+01 1e+00 1e+00\n",
" 2: 5.9371e+00 -3.5019e+06 7e+02 1e+00 1e+00\n",
" 3: 8.9980e+00 -1.3165e+09 3e+05 1e+00 1e+00\n",
" 4: 1.0016e+07 -2.8425e+16 3e+16 5e-13 3e-04\n",
" 5: 1.0016e+07 -2.8425e+14 3e+14 5e-15 2e-04\n",
" 6: 1.0016e+07 -2.8425e+12 3e+12 2e-16 1e-06\n",
" 7: 1.0013e+07 -2.8466e+10 3e+10 1e-16 2e-08\n",
" 8: 9.7044e+06 -3.2454e+08 3e+08 4e-16 3e-10\n",
" 9: 3.1072e+06 -1.1477e+07 1e+07 2e-16 1e-11\n",
"10: 4.7743e+05 -5.7111e+05 1e+06 1e-16 3e-13\n",
"11: 6.8463e+04 -7.5796e+04 1e+05 2e-16 4e-13\n",
"12: 9.7933e+03 -1.0903e+04 2e+04 2e-16 1e-13\n",
"13: 1.3928e+03 -1.5703e+03 3e+03 2e-16 4e-14\n",
"14: 1.9524e+02 -2.2927e+02 4e+02 2e-16 1e-14\n",
"15: 2.6216e+01 -3.4571e+01 6e+01 1e-16 6e-15\n",
"16: 2.9856e+00 -5.6799e+00 9e+00 3e-16 4e-15\n",
"17: 2.4593e-02 -1.1736e+00 1e+00 2e-16 1e-15\n",
"18: -2.7924e-01 -4.1852e-01 1e-01 3e-16 2e-16\n",
"19: -2.9640e-01 -3.0486e-01 8e-03 3e-16 4e-17\n",
"20: -2.9662e-01 -2.9678e-01 2e-04 2e-16 5e-17\n",
"21: -2.9662e-01 -2.9662e-01 2e-06 2e-16 8e-17\n",
"22: -2.9662e-01 -2.9662e-01 2e-08 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.5448e+01 -3.7185e+05 7e+01 1e+00 1e+00\n",
" 2: 8.1978e+00 -1.7157e+07 4e+03 1e+00 1e+00\n",
" 3: 8.3936e+00 -2.4487e+10 6e+06 1e+00 1e+00\n",
" 4: 1.9132e+07 -3.6418e+17 4e+17 2e-13 3e-03\n",
" 5: 1.9132e+07 -3.6418e+15 4e+15 2e-15 1e-03\n",
" 6: 1.9132e+07 -3.6418e+13 4e+13 2e-16 1e-05\n",
" 7: 1.9132e+07 -3.6425e+11 4e+11 1e-16 9e-08\n",
" 8: 1.9075e+07 -3.7097e+09 4e+09 7e-17 2e-09\n",
" 9: 1.4819e+07 -8.6845e+07 1e+08 1e-16 4e-11\n",
"10: 2.7483e+06 -4.1325e+06 7e+06 9e-17 3e-12\n",
"11: 3.9601e+05 -4.3243e+05 8e+05 2e-16 5e-13\n",
"12: 5.6810e+04 -6.3345e+04 1e+05 2e-16 3e-13\n",
"13: 8.1161e+03 -9.0442e+03 2e+04 2e-16 2e-13\n",
"14: 1.1516e+03 -1.3065e+03 2e+03 1e-16 4e-14\n",
"15: 1.6050e+02 -1.9162e+02 4e+02 1e-16 2e-14\n",
"16: 2.1181e+01 -2.9226e+01 5e+01 1e-16 7e-15\n",
"17: 2.2470e+00 -4.9282e+00 7e+00 2e-16 1e-15\n",
"18: -8.4823e-02 -1.0665e+00 1e+00 3e-16 9e-16\n",
"19: -2.9380e-01 -3.9636e-01 1e-01 1e-16 3e-16\n",
"20: -3.0047e-01 -3.0875e-01 8e-03 3e-16 7e-17\n",
"21: -3.0055e-01 -3.0064e-01 9e-05 2e-16 1e-16\n",
"22: -3.0055e-01 -3.0055e-01 9e-07 9e-17 8e-17\n",
"23: -3.0055e-01 -3.0055e-01 9e-09 2e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.8212e+01 -4.5141e+05 9e+01 1e+00 1e+00\n",
" 2: 1.0112e+01 -4.4963e+06 9e+02 1e+00 1e+00\n",
" 3: 7.8404e+00 -3.9002e+08 8e+04 1e+00 1e+00\n",
" 4: 1.9592e+01 -5.6679e+11 1e+08 1e+00 1e+00\n",
" 5: 1.0958e+05 -8.1241e+18 8e+18 2e-13 5e-02\n",
" 6: 1.0958e+05 -8.1241e+16 8e+16 2e-15 3e-02\n",
" 7: 1.0958e+05 -8.1241e+14 8e+14 1e-16 3e-04\n",
" 8: 1.0958e+05 -8.1241e+12 8e+12 2e-16 3e-06\n",
" 9: 1.0958e+05 -8.1241e+10 8e+10 2e-16 4e-08\n",
"10: 1.0941e+05 -8.1285e+08 8e+08 3e-16 4e-10\n",
"11: 9.4991e+04 -8.4975e+06 9e+06 2e-16 5e-12\n",
"12: 1.7897e+04 -1.0980e+05 1e+05 2e-16 1e-13\n",
"13: 2.6127e+03 -3.6152e+03 6e+03 2e-16 8e-14\n",
"14: 3.6656e+02 -4.1705e+02 8e+02 1e-16 2e-14\n",
"15: 4.9992e+01 -6.3498e+01 1e+02 1e-16 7e-15\n",
"16: 6.0945e+00 -1.0104e+01 2e+01 1e-16 2e-15\n",
"17: 3.6244e-01 -1.9121e+00 2e+00 2e-16 5e-16\n",
"18: -2.6322e-01 -5.4742e-01 3e-01 2e-16 3e-16\n",
"19: -3.0247e-01 -3.2671e-01 2e-02 2e-16 8e-17\n",
"20: -3.0315e-01 -3.0361e-01 5e-04 1e-16 5e-17\n",
"21: -3.0316e-01 -3.0316e-01 5e-06 1e-16 9e-17\n",
"22: -3.0316e-01 -3.0316e-01 5e-08 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.5828e+01 -4.5369e+05 9e+01 1e+00 1e+00\n",
" 2: 5.5648e+00 -5.4868e+06 1e+03 1e+00 1e+00\n",
" 3: 1.6459e+01 -9.1591e+07 2e+04 1e+00 1e+00\n",
" 4: 1.7844e+01 -1.4130e+11 4e+07 1e+00 1e+00\n",
" 5: 5.4721e+06 -2.0339e+18 2e+18 4e-13 1e-02\n",
" 6: 5.4721e+06 -2.0339e+16 2e+16 4e-15 8e-03\n",
" 7: 5.4721e+06 -2.0339e+14 2e+14 2e-16 1e-04\n",
" 8: 5.4721e+06 -2.0339e+12 2e+12 2e-16 1e-06\n",
" 9: 5.4694e+06 -2.0405e+10 2e+10 2e-16 1e-08\n",
"10: 5.2146e+06 -2.6567e+08 3e+08 2e-16 2e-10\n",
"11: 1.5029e+06 -9.6782e+06 1e+07 2e-16 7e-12\n",
"12: 2.3480e+05 -3.5089e+05 6e+05 1e-16 3e-13\n",
"13: 3.3556e+04 -3.6379e+04 7e+04 3e-16 3e-13\n",
"14: 4.7991e+03 -5.3597e+03 1e+04 2e-16 5e-14\n",
"15: 6.8155e+02 -7.7115e+02 1e+03 1e-16 2e-14\n",
"16: 9.5133e+01 -1.1300e+02 2e+02 1e-16 4e-15\n",
"17: 1.2560e+01 -1.7219e+01 3e+01 2e-16 4e-15\n",
"18: 1.2850e+00 -2.9367e+00 4e+00 2e-16 5e-16\n",
"19: -1.3315e-01 -6.9709e-01 6e-01 3e-16 4e-16\n",
"20: -2.8592e-01 -3.4535e-01 6e-02 2e-16 2e-16\n",
"21: -3.0223e-01 -3.0958e-01 7e-03 2e-16 8e-17\n",
"22: -3.0384e-01 -3.0459e-01 7e-04 1e-16 1e-16\n",
"23: -3.0393e-01 -3.0397e-01 4e-05 1e-16 8e-17\n",
"24: -3.0393e-01 -3.0393e-01 4e-07 2e-16 8e-17\n",
"25: -3.0393e-01 -3.0393e-01 4e-09 1e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.7950e+01 -5.2552e+05 1e+02 1e+00 1e+00\n",
" 2: 1.5482e+01 -8.8226e+06 2e+03 1e+00 1e+00\n",
" 3: 2.3674e+01 -4.0729e+09 9e+05 1e+00 1e+00\n",
" 4: 9.5526e+06 -8.5218e+16 9e+16 7e-13 5e-04\n",
" 5: 9.5526e+06 -8.5218e+14 9e+14 7e-15 2e-04\n",
" 6: 9.5526e+06 -8.5220e+12 9e+12 2e-16 3e-06\n",
" 7: 9.5507e+06 -8.5407e+10 9e+10 1e-16 4e-08\n",
" 8: 9.3593e+06 -1.0373e+09 1e+09 1e-16 4e-10\n",
" 9: 3.7358e+06 -6.0959e+07 6e+07 2e-16 3e-11\n",
"10: 6.3055e+05 -1.4971e+06 2e+06 2e-16 8e-13\n",
"11: 9.1743e+04 -1.0116e+05 2e+05 2e-16 1e-13\n",
"12: 1.3153e+04 -1.4641e+04 3e+04 2e-16 9e-14\n",
"13: 1.8782e+03 -2.0953e+03 4e+03 2e-16 2e-14\n",
"14: 2.6605e+02 -3.0314e+02 6e+02 2e-16 1e-14\n",
"15: 3.6805e+01 -4.4709e+01 8e+01 1e-16 2e-15\n",
"16: 4.6633e+00 -6.9729e+00 1e+01 2e-16 1e-15\n",
"17: 3.1972e-01 -1.3047e+00 2e+00 2e-16 9e-16\n",
"18: -2.2621e-01 -4.3449e-01 2e-01 2e-16 1e-16\n",
"19: -2.9531e-01 -3.2449e-01 3e-02 2e-16 2e-16\n",
"20: -3.0351e-01 -3.0700e-01 3e-03 2e-16 1e-16\n",
"21: -3.0425e-01 -3.0462e-01 4e-04 2e-16 1e-16\n",
"22: -3.0428e-01 -3.0429e-01 1e-05 2e-16 8e-17\n",
"23: -3.0428e-01 -3.0428e-01 1e-07 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.9932e+01 -6.0117e+05 1e+02 1e+00 1e+00\n",
" 2: 1.7180e+01 -9.7048e+06 2e+03 1e+00 1e+00\n",
" 3: 2.1017e+01 -4.3711e+09 1e+06 1e+00 1e+00\n",
" 4: 4.1630e+07 -9.1421e+16 9e+16 5e-13 6e-04\n",
" 5: 4.1630e+07 -9.1421e+14 9e+14 5e-15 2e-04\n",
" 6: 4.1630e+07 -9.1423e+12 9e+12 1e-16 3e-06\n",
" 7: 4.1617e+07 -9.1593e+10 9e+10 1e-16 4e-08\n",
" 8: 4.0390e+07 -1.0828e+09 1e+09 3e-16 5e-10\n",
" 9: 1.3783e+07 -6.1713e+07 8e+07 2e-16 3e-11\n",
"10: 2.2126e+06 -2.8694e+06 5e+06 3e-16 2e-12\n",
"11: 3.1822e+05 -3.5280e+05 7e+05 2e-16 4e-13\n",
"12: 4.5642e+04 -5.0733e+04 1e+05 2e-16 2e-13\n",
"13: 6.5233e+03 -7.2616e+03 1e+04 2e-16 7e-14\n",
"14: 9.2640e+02 -1.0484e+03 2e+03 2e-16 4e-14\n",
"15: 1.2935e+02 -1.5358e+02 3e+02 2e-16 9e-15\n",
"16: 1.7135e+01 -2.3364e+01 4e+01 2e-16 4e-15\n",
"17: 1.8216e+00 -3.9366e+00 6e+00 2e-16 1e-15\n",
"18: -9.4217e-02 -8.7641e-01 8e-01 2e-16 6e-16\n",
"19: -2.8623e-01 -3.7699e-01 9e-02 8e-17 2e-16\n",
"20: -3.0277e-01 -3.1358e-01 1e-02 2e-16 1e-16\n",
"21: -3.0451e-01 -3.0547e-01 1e-03 9e-17 6e-17\n",
"22: -3.0459e-01 -3.0464e-01 5e-05 2e-16 6e-17\n",
"23: -3.0459e-01 -3.0459e-01 5e-07 2e-16 1e-16\n",
"24: -3.0459e-01 -3.0459e-01 5e-09 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing IMQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.0239e+01 -2.5939e+05 5e+01 1e+00 1e+00\n",
" 2: 1.1700e+00 -2.4281e+06 5e+02 1e+00 1e+00\n",
" 3: 9.2767e+00 -3.1349e+08 6e+04 1e+00 1e+00\n",
" 4: 1.8769e+01 -5.8913e+12 6e+09 1e+00 1e+00\n",
" 5: 4.4631e+04 -5.9200e+18 6e+18 9e-14 3e-03\n",
" 6: 4.4631e+04 -5.9200e+16 6e+16 9e-16 2e-02\n",
" 7: 4.4631e+04 -5.9200e+14 6e+14 2e-16 2e-04\n",
" 8: 4.4631e+04 -5.9200e+12 6e+12 2e-16 3e-06\n",
" 9: 4.4631e+04 -5.9200e+10 6e+10 1e-16 4e-08\n",
"10: 4.4585e+04 -5.9213e+08 6e+08 3e-16 4e-10\n",
"11: 4.0420e+04 -6.0346e+06 6e+06 2e-16 5e-12\n",
"12: 8.0785e+03 -7.2273e+04 8e+04 1e-16 6e-14\n",
"13: 1.1601e+03 -1.9051e+03 3e+03 2e-17 6e-15\n",
"14: 1.5421e+02 -2.0024e+02 4e+02 2e-16 4e-15\n",
"15: 1.7314e+01 -3.4033e+01 5e+01 2e-17 9e-16\n",
"16: -3.4209e-03 -7.0375e+00 7e+00 2e-16 4e-16\n",
"17: -1.7415e+00 -3.2031e+00 1e+00 8e-17 1e-16\n",
"18: -2.0954e+00 -2.3575e+00 3e-01 1e-16 2e-17\n",
"19: -2.1112e+00 -2.1223e+00 1e-02 1e-16 3e-17\n",
"20: -2.1113e+00 -2.1114e+00 1e-04 2e-16 2e-17\n",
"21: -2.1113e+00 -2.1113e+00 1e-06 1e-16 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.2352e+01 -4.7068e+05 9e+01 1e+00 1e+00\n",
" 2: 1.8460e-01 -1.6274e+06 3e+02 1e+00 1e+00\n",
" 3: 9.0468e+00 -7.3420e+06 1e+03 1e+00 1e+00\n",
" 4: 1.0357e+01 -1.8991e+08 4e+04 1e+00 1e+00\n",
" 5: 1.3762e+01 -1.9485e+11 5e+07 1e+00 1e+00\n",
" 6: 1.1387e+08 -3.2984e+18 3e+18 4e-13 2e-03\n",
" 7: 1.1387e+08 -3.2984e+16 3e+16 4e-15 4e-03\n",
" 8: 1.1387e+08 -3.2984e+14 3e+14 1e-16 5e-05\n",
" 9: 1.1387e+08 -3.2989e+12 3e+12 2e-16 1e-06\n",
"10: 1.1381e+08 -3.3523e+10 3e+10 9e-17 1e-08\n",
"11: 1.0752e+08 -8.3889e+08 9e+08 1e-16 6e-10\n",
"12: 2.1479e+07 -4.9276e+07 7e+07 3e-16 3e-09\n",
"13: 3.3463e+06 -3.8862e+06 7e+06 2e-16 2e-11\n",
"14: 4.8199e+05 -5.4676e+05 1e+06 9e-17 9e-14\n",
"15: 6.8997e+04 -7.7200e+04 1e+05 2e-16 1e-13\n",
"16: 9.8070e+03 -1.1110e+04 2e+04 2e-16 3e-14\n",
"17: 1.3714e+03 -1.6235e+03 3e+03 2e-16 6e-15\n",
"18: 1.8283e+02 -2.4588e+02 4e+02 1e-16 6e-15\n",
"19: 2.0314e+01 -4.0769e+01 6e+01 1e-16 2e-15\n",
"20: -6.8864e-02 -8.4876e+00 8e+00 2e-16 3e-16\n",
"21: -2.0389e+00 -2.9596e+00 9e-01 6e-17 1e-16\n",
"22: -2.1718e+00 -2.3002e+00 1e-01 9e-17 9e-17\n",
"23: -2.1741e+00 -2.1762e+00 2e-03 2e-16 1e-16\n",
"24: -2.1741e+00 -2.1741e+00 2e-05 3e-16 8e-17\n",
"25: -2.1741e+00 -2.1741e+00 2e-07 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 3.4732e+01 -6.0322e+05 1e+02 1e+00 1e+00\n",
" 2: 2.2476e+01 -2.5778e+06 5e+02 1e+00 1e+00\n",
" 3: 4.2333e+01 -4.0875e+07 8e+03 1e+00 1e+00\n",
" 4: 1.0158e+01 -3.6094e+10 9e+06 1e+00 1e+00\n",
" 5: 4.7992e+08 -6.4450e+17 6e+17 4e-13 1e-03\n",
" 6: 4.7992e+08 -6.4450e+15 6e+15 4e-15 3e-04\n",
" 7: 4.7992e+08 -6.4453e+13 6e+13 2e-16 1e-05\n",
" 8: 4.7991e+08 -6.4760e+11 6e+11 2e-16 1e-07\n",
" 9: 4.7917e+08 -9.5436e+09 1e+10 2e-16 2e-09\n",
"10: 4.4146e+08 -2.9047e+09 3e+09 2e-16 6e-10\n",
"11: 4.8019e+07 -3.6516e+09 4e+09 3e-16 5e-10\n",
"12: 2.7933e+07 -1.5512e+08 2e+08 2e-16 2e-11\n",
"13: 4.6477e+06 -6.4393e+06 1e+07 2e-16 8e-13\n",
"14: 6.6839e+05 -7.4105e+05 1e+06 8e-17 2e-13\n",
"15: 9.5783e+04 -1.0699e+05 2e+05 2e-16 1e-13\n",
"16: 1.3650e+04 -1.5330e+04 3e+04 2e-16 9e-14\n",
"17: 1.9232e+03 -2.2270e+03 4e+03 1e-16 2e-14\n",
"18: 2.6233e+02 -3.3188e+02 6e+02 2e-16 6e-15\n",
"19: 3.1919e+01 -5.2884e+01 8e+01 2e-16 2e-15\n",
"20: 1.7196e+00 -1.0098e+01 1e+01 1e-16 3e-16\n",
"21: -1.7278e+00 -3.1327e+00 1e+00 2e-16 2e-16\n",
"22: -2.1329e+00 -2.3576e+00 2e-01 5e-17 1e-16\n",
"23: -2.1785e+00 -2.1997e+00 2e-02 1e-16 5e-17\n",
"24: -2.1821e+00 -2.1839e+00 2e-03 2e-16 1e-16\n",
"25: -2.1821e+00 -2.1822e+00 3e-05 2e-16 9e-17\n",
"26: -2.1821e+00 -2.1821e+00 3e-07 2e-16 6e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.0661e+01 -8.2964e+05 1e+02 1e+00 1e+00\n",
" 2: 6.2997e+01 -1.5566e+06 3e+02 1e+00 1e+00\n",
" 3: 5.6693e+00 -8.4534e+06 2e+03 1e+00 1e+00\n",
" 4: 1.8787e+01 -5.6427e+07 1e+04 1e+00 1e+00\n",
" 5: 2.7569e+01 -3.9215e+09 8e+05 1e+00 1e+00\n",
" 6: 2.8993e+08 -9.4744e+16 9e+16 7e-13 1e-04\n",
" 7: 2.8993e+08 -9.4744e+14 9e+14 7e-15 9e-05\n",
" 8: 2.8993e+08 -9.4769e+12 9e+12 2e-16 8e-07\n",
" 9: 2.8987e+08 -9.7299e+10 1e+11 2e-16 1e-08\n",
"10: 2.8406e+08 -3.4551e+09 4e+09 2e-16 3e-10\n",
"11: 5.2495e+07 -9.3709e+08 1e+09 2e-16 2e-08\n",
"12: 1.5061e+07 -3.0204e+07 5e+07 1e-16 7e-10\n",
"13: 2.2791e+06 -2.5294e+06 5e+06 2e-16 7e-12\n",
"14: 3.2705e+05 -3.6530e+05 7e+05 1e-16 1e-13\n",
"15: 4.6723e+04 -5.2147e+04 1e+05 2e-16 9e-14\n",
"16: 6.6261e+03 -7.5324e+03 1e+04 3e-16 4e-14\n",
"17: 9.2185e+02 -1.1061e+03 2e+03 2e-16 1e-14\n",
"18: 1.2094e+02 -1.6929e+02 3e+02 2e-16 5e-15\n",
"19: 1.2428e+01 -2.8828e+01 4e+01 2e-16 2e-15\n",
"20: -8.2887e-01 -6.4153e+00 6e+00 2e-16 5e-16\n",
"21: -2.0364e+00 -2.6843e+00 6e-01 8e-17 2e-16\n",
"22: -2.1807e+00 -2.2831e+00 1e-01 2e-16 8e-17\n",
"23: -2.1922e+00 -2.2026e+00 1e-02 2e-16 1e-16\n",
"24: -2.1928e+00 -2.1931e+00 3e-04 2e-16 2e-16\n",
"25: -2.1928e+00 -2.1928e+00 3e-06 2e-16 7e-17\n",
"26: -2.1928e+00 -2.1928e+00 3e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.1888e+01 -7.8726e+05 1e+02 1e+00 1e+00\n",
" 2: 7.1540e+01 -1.5681e+06 3e+02 1e+00 1e+00\n",
" 3: 2.7545e-01 -7.3779e+06 2e+03 1e+00 1e+00\n",
" 4: 6.9366e+00 -3.1029e+07 6e+03 1e+00 1e+00\n",
" 5: 1.9367e+01 -4.9687e+08 1e+05 1e+00 1e+00\n",
" 6: 3.3669e+01 -2.4510e+11 5e+07 1e+00 1e+00\n",
" 7: 3.3014e+08 -5.0170e+18 5e+18 2e-13 5e-03\n",
" 8: 3.3014e+08 -5.0170e+16 5e+16 2e-15 3e-03\n",
" 9: 3.3014e+08 -5.0170e+14 5e+14 2e-16 4e-05\n",
"10: 3.3014e+08 -5.0200e+12 5e+12 2e-16 4e-07\n",
"11: 3.2991e+08 -5.3243e+10 5e+10 2e-16 7e-09\n",
"12: 3.1002e+08 -3.4101e+09 4e+09 2e-16 1e-08\n",
"13: 5.2773e+07 -1.0991e+09 1e+09 2e-16 2e-10\n",
"14: 1.3581e+07 -3.2425e+07 5e+07 2e-16 4e-12\n",
"15: 2.0500e+06 -2.3005e+06 4e+06 3e-16 7e-13\n",
"16: 2.9382e+05 -3.2639e+05 6e+05 1e-16 2e-13\n",
"17: 4.1960e+04 -4.6802e+04 9e+04 1e-16 9e-14\n",
"18: 5.9479e+03 -6.7651e+03 1e+04 2e-16 3e-14\n",
"19: 8.2665e+02 -9.9443e+02 2e+03 1e-16 7e-15\n",
"20: 1.0806e+02 -1.5254e+02 3e+02 9e-17 4e-15\n",
"21: 1.0858e+01 -2.6148e+01 4e+01 2e-16 6e-16\n",
"22: -9.7417e-01 -5.9474e+00 5e+00 3e-16 7e-16\n",
"23: -2.0745e+00 -2.5443e+00 5e-01 2e-16 2e-16\n",
"24: -2.1855e+00 -2.2475e+00 6e-02 2e-16 2e-16\n",
"25: -2.1949e+00 -2.1999e+00 5e-03 2e-16 1e-16\n",
"26: -2.1953e+00 -2.1955e+00 2e-04 2e-16 2e-16\n",
"27: -2.1953e+00 -2.1953e+00 2e-06 2e-16 1e-16\n",
"28: -2.1953e+00 -2.1953e+00 2e-08 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.3951e+01 -9.4468e+05 1e+02 1e+00 1e+00\n",
" 2: 9.5257e+01 -2.0049e+06 4e+02 1e+00 1e+00\n",
" 3: 2.3240e+00 -7.7103e+06 2e+03 1e+00 1e+00\n",
" 4: 1.0845e+01 -2.8774e+07 6e+03 1e+00 1e+00\n",
" 5: 3.1375e+01 -3.3808e+08 7e+04 1e+00 1e+00\n",
" 6: 4.9770e+01 -9.2345e+10 2e+07 1e+00 1e+00\n",
" 7: 3.5091e+08 -2.0571e+18 2e+18 6e-13 2e-03\n",
" 8: 3.5091e+08 -2.0571e+16 2e+16 6e-15 1e-03\n",
" 9: 3.5091e+08 -2.0571e+14 2e+14 2e-16 2e-05\n",
"10: 3.5090e+08 -2.0604e+12 2e+12 2e-16 2e-07\n",
"11: 3.5028e+08 -2.3849e+10 2e+10 2e-16 2e-09\n",
"12: 3.0745e+08 -3.1311e+09 3e+09 2e-16 3e-09\n",
"13: 6.5663e+07 -1.2386e+09 1e+09 3e-16 7e-11\n",
"14: 1.6185e+07 -4.1365e+07 6e+07 2e-16 2e-12\n",
"15: 2.4168e+06 -2.7111e+06 5e+06 2e-16 5e-13\n",
"16: 3.4648e+05 -3.8540e+05 7e+05 2e-16 2e-13\n",
"17: 4.9507e+04 -5.5159e+04 1e+05 2e-16 1e-13\n",
"18: 7.0270e+03 -7.9631e+03 1e+04 3e-16 3e-14\n",
"19: 9.8016e+02 -1.1671e+03 2e+03 2e-16 2e-14\n",
"20: 1.2965e+02 -1.7769e+02 3e+02 8e-17 4e-15\n",
"21: 1.3831e+01 -2.9882e+01 4e+01 2e-16 1e-15\n",
"22: -5.4776e-01 -6.4923e+00 6e+00 1e-16 3e-16\n",
"23: -1.8412e+00 -3.1634e+00 1e+00 1e-16 2e-16\n",
"24: -2.1615e+00 -2.6544e+00 5e-01 2e-16 2e-16\n",
"25: -2.1955e+00 -2.2341e+00 4e-02 2e-16 1e-16\n",
"26: -2.1987e+00 -2.2008e+00 2e-03 2e-16 2e-16\n",
"27: -2.1988e+00 -2.1988e+00 4e-05 2e-16 1e-16\n",
"28: -2.1988e+00 -2.1988e+00 4e-07 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.0626e+01 -1.2854e+06 2e+02 1e+00 1e+00\n",
" 2: 9.7365e+01 -2.4199e+06 5e+02 1e+00 1e+00\n",
" 3: 5.3123e+00 -1.0747e+07 2e+03 1e+00 1e+00\n",
" 4: 2.1554e+01 -4.4926e+07 9e+03 1e+00 1e+00\n",
" 5: 4.7218e+01 -8.3108e+08 2e+05 1e+00 1e+00\n",
" 6: 5.5877e+01 -8.4295e+11 2e+08 1e+00 1e+00\n",
" 7: 3.1512e+08 -1.4360e+19 1e+19 5e-13 9e-03\n",
" 8: 3.1512e+08 -1.4360e+17 1e+17 5e-15 6e-03\n",
" 9: 3.1512e+08 -1.4360e+15 1e+15 2e-16 1e-04\n",
"10: 3.1512e+08 -1.4364e+13 1e+13 1e-16 2e-06\n",
"11: 3.1502e+08 -1.4762e+11 1e+11 2e-16 2e-08\n",
"12: 3.0588e+08 -5.3565e+09 6e+09 2e-16 2e-09\n",
"13: 9.1254e+07 -1.0626e+09 1e+09 1e-16 2e-08\n",
"14: 2.2212e+07 -4.3967e+07 7e+07 2e-16 7e-10\n",
"15: 3.3081e+06 -3.6191e+06 7e+06 2e-16 5e-12\n",
"16: 4.7488e+05 -5.3083e+05 1e+06 1e-16 2e-13\n",
"17: 6.7885e+04 -7.5598e+04 1e+05 2e-16 9e-14\n",
"18: 9.6450e+03 -1.0904e+04 2e+04 1e-16 3e-14\n",
"19: 1.3490e+03 -1.5944e+03 3e+03 2e-16 1e-14\n",
"20: 1.8004e+02 -2.4136e+02 4e+02 2e-16 4e-15\n",
"21: 2.0075e+01 -3.9965e+01 6e+01 1e-16 2e-15\n",
"22: -5.7868e-02 -8.3237e+00 8e+00 2e-16 5e-16\n",
"23: -2.0417e+00 -2.9444e+00 9e-01 2e-16 2e-16\n",
"24: -2.1767e+00 -2.3021e+00 1e-01 2e-16 1e-16\n",
"25: -2.1987e+00 -2.2116e+00 1e-02 2e-16 1e-16\n",
"26: -2.2002e+00 -2.2010e+00 8e-04 2e-16 7e-17\n",
"27: -2.2002e+00 -2.2002e+00 1e-05 3e-16 9e-17\n",
"28: -2.2002e+00 -2.2002e+00 1e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.1147e+01 -1.4611e+06 2e+02 1e+00 1e+00\n",
" 2: 1.2521e+02 -2.9126e+06 6e+02 1e+00 1e+00\n",
" 3: 1.4607e+01 -1.4579e+07 3e+03 1e+00 1e+00\n",
" 4: 1.3781e+01 -5.8472e+07 1e+04 1e+00 1e+00\n",
" 5: 2.4396e+01 -6.8561e+08 1e+05 1e+00 1e+00\n",
" 6: 4.0532e+01 -1.1922e+11 2e+07 1e+00 1e+00\n",
" 7: 1.2639e+09 -2.7565e+18 3e+18 4e-13 2e-03\n",
" 8: 1.2639e+09 -2.7565e+16 3e+16 4e-15 8e-04\n",
" 9: 1.2639e+09 -2.7566e+14 3e+14 2e-16 2e-05\n",
"10: 1.2638e+09 -2.7641e+12 3e+12 2e-16 2e-07\n",
"11: 1.2594e+09 -3.5151e+10 4e+10 9e-17 3e-09\n",
"12: 1.0013e+09 -6.1985e+09 7e+09 2e-16 2e-07\n",
"13: 1.5364e+08 -2.1450e+09 2e+09 2e-16 5e-11\n",
"14: 3.8964e+07 -8.1323e+07 1e+08 2e-16 2e-12\n",
"15: 5.9533e+06 -6.6695e+06 1e+07 1e-16 6e-13\n",
"16: 8.5448e+05 -9.4990e+05 2e+06 2e-16 4e-13\n",
"17: 1.2225e+05 -1.3577e+05 3e+05 2e-16 1e-13\n",
"18: 1.7409e+04 -1.9542e+04 4e+04 2e-16 6e-14\n",
"19: 2.4506e+03 -2.8428e+03 5e+03 2e-16 2e-14\n",
"20: 3.3375e+02 -4.2438e+02 8e+02 2e-16 6e-15\n",
"21: 4.0556e+01 -6.7742e+01 1e+02 2e-16 2e-15\n",
"22: 2.3380e+00 -1.2846e+01 2e+01 2e-16 1e-15\n",
"23: -1.8248e+00 -3.6920e+00 2e+00 2e-16 3e-16\n",
"24: -2.1316e+00 -2.4172e+00 3e-01 1e-16 8e-17\n",
"25: -2.1960e+00 -2.2378e+00 4e-02 2e-16 6e-17\n",
"26: -2.2009e+00 -2.2037e+00 3e-03 2e-16 1e-16\n",
"27: -2.2010e+00 -2.2011e+00 7e-05 2e-16 1e-16\n",
"28: -2.2010e+00 -2.2010e+00 7e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 5.6038e+01 -1.6248e+06 3e+02 1e+00 1e+00\n",
" 2: 1.3368e+02 -3.1765e+06 6e+02 1e+00 1e+00\n",
" 3: 1.1927e+01 -1.3584e+07 3e+03 1e+00 1e+00\n",
" 4: 2.0839e+01 -3.7833e+07 8e+03 1e+00 1e+00\n",
" 5: 3.0825e+01 -2.1543e+08 4e+04 1e+00 1e+00\n",
" 6: 4.2531e+01 -7.1791e+09 1e+06 1e+00 1e+00\n",
" 7: 3.1394e+01 -1.4298e+13 4e+09 1e+00 1e+00\n",
" 8: 9.7121e+08 -1.7828e+20 2e+20 4e-13 1e+00\n",
" 9: 9.7121e+08 -1.7828e+18 2e+18 4e-15 7e-02\n",
"10: 9.7121e+08 -1.7828e+16 2e+16 2e-16 1e-03\n",
"11: 9.7121e+08 -1.7828e+14 2e+14 1e-16 2e-05\n",
"12: 9.7115e+08 -1.7900e+12 2e+12 1e-16 2e-07\n",
"13: 9.6562e+08 -2.5088e+10 3e+10 3e-16 1e-08\n",
"14: 7.4981e+08 -6.2896e+09 7e+09 2e-16 2e-08\n",
"15: 2.7614e+08 -4.1867e+09 4e+09 2e-16 6e-09\n",
"16: 8.2054e+07 -2.2461e+08 3e+08 3e-16 3e-10\n",
"17: 1.2738e+07 -1.4738e+07 3e+07 2e-16 4e-12\n",
"18: 1.8313e+06 -2.0450e+06 4e+06 2e-16 7e-13\n",
"19: 2.6239e+05 -2.9129e+05 6e+05 1e-16 2e-13\n",
"20: 3.7456e+04 -4.1794e+04 8e+04 2e-16 9e-14\n",
"21: 5.3058e+03 -6.0454e+03 1e+04 1e-16 2e-14\n",
"22: 7.3601e+02 -8.9000e+02 2e+03 1e-16 9e-15\n",
"23: 9.5596e+01 -1.3706e+02 2e+02 2e-16 4e-15\n",
"24: 9.2692e+00 -2.3735e+01 3e+01 2e-16 2e-15\n",
"25: -1.1283e+00 -5.5366e+00 4e+00 2e-16 6e-16\n",
"26: -2.0411e+00 -2.5980e+00 6e-01 1e-16 2e-16\n",
"27: -2.1847e+00 -2.3382e+00 2e-01 2e-16 1e-16\n",
"28: -2.2004e+00 -2.2140e+00 1e-02 2e-16 2e-16\n",
"29: -2.2015e+00 -2.2021e+00 6e-04 2e-16 1e-16\n",
"30: -2.2015e+00 -2.2015e+00 9e-06 2e-16 1e-16\n",
"31: -2.2015e+00 -2.2015e+00 9e-08 2e-16 2e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"processing INQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 3.6019e+01 -4.3677e+05 9e+01 1e+00 1e+00\n",
" 2: 2.8664e+00 -2.0364e+06 5e+02 1e+00 1e+00\n",
" 3: 1.6848e+01 -1.1632e+08 2e+04 1e+00 1e+00\n",
" 4: 3.5425e+01 -8.8167e+10 2e+07 1e+00 1e+00\n",
" 5: 1.9393e+05 -1.6204e+18 2e+18 2e-13 5e-03\n",
" 6: 1.9393e+05 -1.6204e+16 2e+16 2e-15 1e-03\n",
" 7: 1.9393e+05 -1.6204e+14 2e+14 4e-17 5e-06\n",
" 8: 1.9393e+05 -1.6204e+12 2e+12 2e-16 1e-07\n",
" 9: 1.9391e+05 -1.6204e+10 2e+10 1e-16 2e-09\n",
"10: 1.9189e+05 -1.6252e+08 2e+08 1e-16 2e-11\n",
"11: 9.7644e+04 -1.8416e+06 2e+06 1e-17 2e-13\n",
"12: 1.4907e+04 -3.3612e+04 5e+04 3e-16 1e-14\n",
"13: 2.1069e+03 -2.4523e+03 5e+03 1e-16 5e-15\n",
"14: 2.8232e+02 -3.7496e+02 7e+02 8e-17 2e-15\n",
"15: 3.1901e+01 -6.1651e+01 9e+01 4e-17 2e-15\n",
"16: 9.7377e-02 -1.2756e+01 1e+01 2e-16 6e-16\n",
"17: -3.2505e+00 -4.7374e+00 1e+00 5e-16 2e-16\n",
"18: -3.5543e+00 -3.7268e+00 2e-01 1e-16 2e-16\n",
"19: -3.5627e+00 -3.5667e+00 4e-03 1e-16 1e-16\n",
"20: -3.5627e+00 -3.5628e+00 4e-05 2e-16 1e-16\n",
"21: -3.5627e+00 -3.5627e+00 4e-07 2e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 6.1337e+01 -8.4832e+05 2e+02 1e+00 1e+00\n",
" 2: 4.1874e+00 -2.9434e+06 7e+02 1e+00 1e+00\n",
" 3: 2.1828e+01 -1.9161e+07 4e+03 1e+00 1e+00\n",
" 4: 3.2099e+01 -9.4218e+08 2e+05 1e+00 1e+00\n",
" 5: 6.4699e+01 -8.2443e+12 5e+09 1e+00 1e+00\n",
" 6: 4.4223e+03 -2.6132e+19 3e+19 3e-13 3e-02\n",
" 7: 4.4223e+03 -2.6132e+17 3e+17 3e-15 9e-03\n",
" 8: 4.4223e+03 -2.6132e+15 3e+15 9e-17 2e-04\n",
" 9: 4.4223e+03 -2.6132e+13 3e+13 2e-16 3e-06\n",
"10: 4.4223e+03 -2.6132e+11 3e+11 3e-16 3e-08\n",
"11: 4.4216e+03 -2.6132e+09 3e+09 2e-16 1e-10\n",
"12: 4.3519e+03 -2.6151e+07 3e+07 2e-16 3e-12\n",
"13: 1.8191e+03 -2.6807e+05 3e+05 3e-16 4e-14\n",
"14: 2.5625e+02 -3.0024e+03 3e+03 3e-16 4e-15\n",
"15: 2.8959e+01 -8.0840e+01 1e+02 3e-16 7e-16\n",
"16: -2.9489e-01 -1.1904e+01 1e+01 2e-16 4e-16\n",
"17: -3.2083e+00 -5.4430e+00 2e+00 2e-16 8e-17\n",
"18: -3.7335e+00 -4.0641e+00 3e-01 2e-16 2e-16\n",
"19: -3.7651e+00 -3.7832e+00 2e-02 3e-16 1e-16\n",
"20: -3.7654e+00 -3.7656e+00 2e-04 1e-16 1e-16\n",
"21: -3.7654e+00 -3.7654e+00 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 7.4187e+01 -1.1880e+06 2e+02 1e+00 1e+00\n",
" 2: 5.2559e+01 -2.0253e+06 4e+02 1e+00 1e+00\n",
" 3: 6.4389e+01 -1.6218e+07 3e+03 1e+00 1e+00\n",
" 4: 6.8877e+00 -3.6611e+09 8e+05 1e+00 1e+00\n",
" 5: 1.9113e+01 -8.2395e+12 3e+09 1e+00 1e+00\n",
" 6: 9.9023e+08 -8.6370e+19 9e+19 1e-13 7e-02\n",
" 7: 9.9023e+08 -8.6370e+17 9e+17 1e-15 3e-02\n",
" 8: 9.9023e+08 -8.6370e+15 9e+15 2e-16 4e-04\n",
" 9: 9.9023e+08 -8.6375e+13 9e+13 1e-16 5e-06\n",
"10: 9.9021e+08 -8.6964e+11 9e+11 3e-16 7e-08\n",
"11: 9.8751e+08 -1.4572e+10 2e+10 3e-16 1e-09\n",
"12: 8.4436e+08 -5.0051e+09 6e+09 1e-16 4e-10\n",
"13: 1.4268e+08 -5.1837e+09 5e+09 5e-16 2e-10\n",
"14: 6.3166e+07 -3.0919e+08 4e+08 1e-16 1e-11\n",
"15: 1.0292e+07 -1.4022e+07 2e+07 2e-16 1e-12\n",
"16: 1.4805e+06 -1.6434e+06 3e+06 1e-16 5e-13\n",
"17: 2.1214e+05 -2.3694e+05 4e+05 1e-16 9e-14\n",
"18: 3.0228e+04 -3.3961e+04 6e+04 1e-16 5e-14\n",
"19: 4.2580e+03 -4.9349e+03 9e+03 1e-16 2e-14\n",
"20: 5.8067e+02 -7.3573e+02 1e+03 2e-16 8e-15\n",
"21: 7.0845e+01 -1.1717e+02 2e+02 2e-16 2e-15\n",
"22: 4.2172e+00 -2.2134e+01 3e+01 3e-16 9e-16\n",
"23: -3.1325e+00 -6.3640e+00 3e+00 1e-16 3e-16\n",
"24: -3.7581e+00 -4.2052e+00 4e-01 2e-16 1e-16\n",
"25: -3.8398e+00 -3.8840e+00 4e-02 2e-16 9e-17\n",
"26: -3.8427e+00 -3.8441e+00 1e-03 3e-16 1e-16\n",
"27: -3.8427e+00 -3.8427e+00 1e-05 9e-17 8e-17\n",
"28: -3.8427e+00 -3.8427e+00 1e-07 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 8.5890e+01 -1.5866e+06 3e+02 1e+00 1e+00\n",
" 2: 1.0875e+02 -2.6052e+06 5e+02 1e+00 1e+00\n",
" 3: 1.9570e+01 -1.3863e+07 3e+03 1e+00 1e+00\n",
" 4: 5.0542e+01 -1.1446e+08 2e+04 1e+00 1e+00\n",
" 5: 6.3675e+01 -1.6558e+10 3e+06 1e+00 1e+00\n",
" 6: 4.8932e+08 -3.8757e+17 4e+17 5e-13 1e-04\n",
" 7: 4.8932e+08 -3.8757e+15 4e+15 5e-15 3e-04\n",
" 8: 4.8932e+08 -3.8762e+13 4e+13 3e-16 4e-06\n",
" 9: 4.8925e+08 -3.9209e+11 4e+11 1e-16 4e-08\n",
"10: 4.8318e+08 -8.3436e+09 9e+09 2e-16 9e-10\n",
"11: 1.8658e+08 -8.1598e+08 1e+09 2e-16 3e-10\n",
"12: 3.0304e+07 -4.9453e+07 8e+07 1e-16 8e-13\n",
"13: 4.5053e+06 -5.0414e+06 1e+07 2e-16 3e-13\n",
"14: 6.4733e+05 -7.2766e+05 1e+06 2e-16 1e-13\n",
"15: 9.2519e+04 -1.0343e+05 2e+05 7e-17 9e-14\n",
"16: 1.3124e+04 -1.4926e+04 3e+04 9e-17 4e-14\n",
"17: 1.8262e+03 -2.1909e+03 4e+03 2e-16 5e-15\n",
"18: 2.3971e+02 -3.3521e+02 6e+02 2e-16 3e-15\n",
"19: 2.4741e+01 -5.7021e+01 8e+01 2e-16 2e-15\n",
"20: -1.4966e+00 -1.2616e+01 1e+01 1e-16 7e-16\n",
"21: -3.7942e+00 -4.9110e+00 1e+00 1e-16 3e-16\n",
"22: -3.8810e+00 -3.9758e+00 9e-02 3e-16 8e-17\n",
"23: -3.8832e+00 -3.8845e+00 1e-03 1e-16 4e-17\n",
"24: -3.8832e+00 -3.8832e+00 1e-05 2e-16 8e-17\n",
"25: -3.8832e+00 -3.8832e+00 1e-07 2e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 9.9687e+01 -2.0600e+06 4e+02 1e+00 1e+00\n",
" 2: 1.5951e+02 -3.4272e+06 7e+02 1e+00 1e+00\n",
" 3: 4.1595e+01 -1.0698e+07 2e+03 1e+00 1e+00\n",
" 4: 7.0794e+01 -4.9506e+07 1e+04 1e+00 1e+00\n",
" 5: 8.0687e+01 -1.4482e+09 3e+05 1e+00 1e+00\n",
" 6: 7.1268e+01 -2.1704e+12 6e+08 1e+00 1e+00\n",
" 7: 5.8137e+08 -3.1414e+19 3e+19 4e-13 1e-02\n",
" 8: 5.8137e+08 -3.1414e+17 3e+17 4e-15 9e-03\n",
" 9: 5.8137e+08 -3.1414e+15 3e+15 2e-16 2e-04\n",
"10: 5.8137e+08 -3.1421e+13 3e+13 2e-16 2e-06\n",
"11: 5.8124e+08 -3.2092e+11 3e+11 2e-16 3e-08\n",
"12: 5.6825e+08 -9.7801e+09 1e+10 1e-16 2e-09\n",
"13: 1.5720e+08 -1.6080e+09 2e+09 2e-16 1e-08\n",
"14: 3.8966e+07 -8.4395e+07 1e+08 1e-16 6e-10\n",
"15: 5.7613e+06 -6.2561e+06 1e+07 2e-16 2e-12\n",
"16: 8.2766e+05 -9.2961e+05 2e+06 2e-16 3e-13\n",
"17: 1.1831e+05 -1.3195e+05 3e+05 2e-16 1e-13\n",
"18: 1.6799e+04 -1.9038e+04 4e+04 2e-16 3e-14\n",
"19: 2.3450e+03 -2.7877e+03 5e+03 2e-16 9e-15\n",
"20: 3.1110e+02 -4.2368e+02 7e+02 2e-16 7e-15\n",
"21: 3.3839e+01 -7.0823e+01 1e+02 2e-16 2e-15\n",
"22: -6.2078e-01 -1.5010e+01 1e+01 2e-16 6e-16\n",
"23: -3.8059e+00 -5.3584e+00 2e+00 2e-16 3e-16\n",
"24: -3.9218e+00 -4.0523e+00 1e-01 2e-16 9e-17\n",
"25: -3.9278e+00 -3.9328e+00 5e-03 2e-16 1e-16\n",
"26: -3.9278e+00 -3.9278e+00 5e-05 3e-16 1e-16\n",
"27: -3.9278e+00 -3.9278e+00 5e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.1713e+02 -2.6255e+06 4e+02 1e+00 1e+00\n",
" 2: 2.1245e+02 -4.3531e+06 8e+02 1e+00 1e+00\n",
" 3: 5.7365e+01 -1.2614e+07 2e+03 1e+00 1e+00\n",
" 4: 1.3014e+02 -6.8599e+07 1e+04 1e+00 1e+00\n",
" 5: 1.3900e+02 -9.8476e+10 3e+07 1e+00 1e+00\n",
" 6: 2.9405e+08 -1.4699e+18 1e+18 5e-13 6e-04\n",
" 7: 2.9405e+08 -1.4699e+16 1e+16 5e-15 2e-04\n",
" 8: 2.9405e+08 -1.4699e+14 1e+14 2e-16 5e-06\n",
" 9: 2.9401e+08 -1.4740e+12 1e+12 2e-16 7e-08\n",
"10: 2.9086e+08 -1.8803e+10 2e+10 2e-16 8e-10\n",
"11: 1.5664e+08 -2.0307e+09 2e+09 1e-16 9e-11\n",
"12: 2.8490e+07 -5.8524e+07 9e+07 2e-16 1e-12\n",
"13: 4.2287e+06 -4.7416e+06 9e+06 2e-16 5e-13\n",
"14: 6.0701e+05 -6.7996e+05 1e+06 2e-16 3e-13\n",
"15: 8.6721e+04 -9.6917e+04 2e+05 2e-16 8e-14\n",
"16: 1.2295e+04 -1.3996e+04 3e+04 2e-16 2e-14\n",
"17: 1.7088e+03 -2.0565e+03 4e+03 2e-16 1e-14\n",
"18: 2.2345e+02 -3.1541e+02 5e+02 2e-16 4e-15\n",
"19: 2.2614e+01 -5.3975e+01 8e+01 1e-16 2e-15\n",
"20: -1.7386e+00 -1.2113e+01 1e+01 3e-16 3e-16\n",
"21: -3.8175e+00 -5.0067e+00 1e+00 3e-16 1e-16\n",
"22: -3.9364e+00 -4.1808e+00 2e-01 2e-16 2e-16\n",
"23: -3.9484e+00 -3.9655e+00 2e-02 2e-16 1e-16\n",
"24: -3.9485e+00 -3.9486e+00 2e-04 2e-16 8e-17\n",
"25: -3.9485e+00 -3.9485e+00 2e-06 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.2844e+02 -3.1516e+06 5e+02 1e+00 1e+00\n",
" 2: 2.6049e+02 -5.3063e+06 1e+03 1e+00 1e+00\n",
" 3: 1.4082e+02 -9.6137e+06 2e+03 1e+00 1e+00\n",
" 4: 1.8776e+02 -4.2868e+07 9e+03 1e+00 1e+00\n",
" 5: 3.5090e+00 -7.0856e+09 1e+06 1e+00 1e+00\n",
" 6: 8.5782e+00 -2.8396e+12 6e+08 1e+00 1e+00\n",
" 7: 5.0571e+09 -5.6312e+19 6e+19 4e-13 2e-02\n",
" 8: 5.0571e+09 -5.6312e+17 6e+17 4e-15 9e-03\n",
" 9: 5.0571e+09 -5.6312e+15 6e+15 1e-16 2e-04\n",
"10: 5.0571e+09 -5.6335e+13 6e+13 2e-16 2e-06\n",
"11: 5.0549e+09 -5.8640e+11 6e+11 1e-16 3e-08\n",
"12: 4.8608e+09 -2.8604e+10 3e+10 2e-16 3e-09\n",
"13: 1.8465e+09 -2.4383e+10 3e+10 1e-16 6e-09\n",
"14: 7.9860e+08 -2.2898e+09 3e+09 1e-16 6e-10\n",
"15: 1.3148e+08 -1.7011e+08 3e+08 2e-16 6e-12\n",
"16: 1.9081e+07 -2.1463e+07 4e+07 1e-16 1e-12\n",
"17: 2.7419e+06 -3.0565e+06 6e+06 2e-16 5e-13\n",
"18: 3.9260e+05 -4.3575e+05 8e+05 2e-16 2e-13\n",
"19: 5.5990e+04 -6.2614e+04 1e+05 2e-16 6e-14\n",
"20: 7.9123e+03 -9.0772e+03 2e+04 3e-16 1e-14\n",
"21: 1.0901e+03 -1.3435e+03 2e+03 2e-16 7e-15\n",
"22: 1.3839e+02 -2.0970e+02 3e+02 2e-16 2e-15\n",
"23: 1.1756e+01 -3.7501e+01 5e+01 2e-16 9e-16\n",
"24: -2.8509e+00 -9.3200e+00 6e+00 2e-16 4e-16\n",
"25: -3.9072e+00 -4.4299e+00 5e-01 1e-16 1e-16\n",
"26: -3.9698e+00 -4.0712e+00 1e-01 1e-16 1e-16\n",
"27: -3.9721e+00 -3.9750e+00 3e-03 2e-16 8e-17\n",
"28: -3.9721e+00 -3.9722e+00 3e-05 2e-16 1e-16\n",
"29: -3.9721e+00 -3.9721e+00 3e-07 9e-17 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.3768e+02 -3.7062e+06 6e+02 1e+00 1e+00\n",
" 2: 2.8078e+02 -5.9595e+06 1e+03 1e+00 1e+00\n",
" 3: 2.6334e+02 -1.0757e+07 2e+03 1e+00 1e+00\n",
" 4: 9.8426e+01 -5.9562e+07 1e+04 1e+00 1e+00\n",
" 5: 1.7365e+02 -6.3299e+08 1e+05 1e+00 1e+00\n",
" 6: 2.1699e+02 -4.8143e+11 1e+08 1e+00 1e+00\n",
" 7: 6.8863e+08 -8.9527e+18 9e+18 4e-13 4e-03\n",
" 8: 6.8863e+08 -8.9527e+16 9e+16 4e-15 2e-03\n",
" 9: 6.8863e+08 -8.9528e+14 9e+14 2e-16 2e-05\n",
"10: 6.8861e+08 -8.9688e+12 9e+12 3e-16 2e-07\n",
"11: 6.8747e+08 -1.0558e+11 1e+11 2e-16 3e-09\n",
"12: 6.0688e+08 -1.4869e+10 2e+10 2e-16 4e-10\n",
"13: 2.1897e+08 -6.1495e+09 6e+09 2e-16 2e-10\n",
"14: 6.3921e+07 -1.7777e+08 2e+08 2e-16 6e-12\n",
"15: 9.7025e+06 -1.1019e+07 2e+07 1e-16 1e-12\n",
"16: 1.3911e+06 -1.5415e+06 3e+06 2e-16 3e-13\n",
"17: 1.9893e+05 -2.2102e+05 4e+05 2e-16 7e-14\n",
"18: 2.8303e+04 -3.1840e+04 6e+04 2e-16 5e-14\n",
"19: 3.9751e+03 -4.6411e+03 9e+03 3e-16 2e-14\n",
"20: 5.3773e+02 -6.9623e+02 1e+03 2e-16 7e-15\n",
"21: 6.3682e+01 -1.1251e+02 2e+02 2e-16 2e-15\n",
"22: 2.6836e+00 -2.1942e+01 2e+01 2e-16 1e-15\n",
"23: -3.6385e+00 -6.6084e+00 3e+00 2e-16 3e-16\n",
"24: -3.9627e+00 -4.1916e+00 2e-01 2e-16 1e-16\n",
"25: -3.9817e+00 -4.0094e+00 3e-02 2e-16 1e-16\n",
"26: -3.9820e+00 -3.9823e+00 3e-04 2e-16 9e-17\n",
"27: -3.9820e+00 -3.9820e+00 3e-06 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.4288e+02 -4.2033e+06 6e+02 1e+00 1e+00\n",
" 2: 3.2774e+02 -7.0866e+06 1e+03 1e+00 1e+00\n",
" 3: 3.7325e+02 -1.2994e+07 3e+03 1e+00 1e+00\n",
" 4: 1.1198e+02 -5.3092e+07 1e+04 1e+00 1e+00\n",
" 5: 2.2753e+02 -4.3374e+08 9e+04 1e+00 1e+00\n",
" 6: 2.4076e+02 -2.6112e+11 6e+07 1e+00 1e+00\n",
" 7: 1.0051e+09 -5.1439e+18 5e+18 5e-13 2e-03\n",
" 8: 1.0051e+09 -5.1439e+16 5e+16 5e-15 9e-04\n",
" 9: 1.0051e+09 -5.1441e+14 5e+14 2e-16 2e-05\n",
"10: 1.0050e+09 -5.1628e+12 5e+12 2e-16 2e-07\n",
"11: 1.0002e+09 -7.0282e+10 7e+10 2e-16 2e-09\n",
"12: 7.7516e+08 -1.4393e+10 2e+10 2e-16 5e-10\n",
"13: 2.6381e+08 -2.8250e+09 3e+09 3e-16 4e-11\n",
"14: 5.3657e+07 -9.8909e+07 2e+08 2e-16 3e-12\n",
"15: 7.9469e+06 -8.7303e+06 2e+07 2e-16 1e-12\n",
"16: 1.1395e+06 -1.2657e+06 2e+06 2e-16 3e-13\n",
"17: 1.6288e+05 -1.8101e+05 3e+05 2e-16 1e-13\n",
"18: 2.3154e+04 -2.6108e+04 5e+04 2e-16 4e-14\n",
"19: 3.2448e+03 -3.8125e+03 7e+03 2e-16 1e-14\n",
"20: 4.3591e+02 -5.7468e+02 1e+03 3e-16 5e-15\n",
"21: 5.0162e+01 -9.4018e+01 1e+02 8e-17 3e-15\n",
"22: 1.1363e+00 -1.8904e+01 2e+01 2e-16 1e-15\n",
"23: -3.7462e+00 -6.0729e+00 2e+00 2e-16 2e-16\n",
"24: -3.9718e+00 -4.2572e+00 3e-01 1e-16 2e-16\n",
"25: -3.9906e+00 -4.0248e+00 3e-02 2e-16 1e-16\n",
"26: -3.9916e+00 -3.9924e+00 8e-04 2e-16 1e-16\n",
"27: -3.9916e+00 -3.9916e+00 8e-06 3e-16 6e-17\n",
"28: -3.9916e+00 -3.9916e+00 8e-08 2e-16 8e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"processing KIQ_U_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 3.8908e+01 -4.5650e+05 9e+01 1e+00 1e+00\n",
" 2: 1.7490e+00 -2.0266e+06 5e+02 1e+00 1e+00\n",
" 3: 1.1970e+01 -8.1561e+07 2e+04 1e+00 1e+00\n",
" 4: 3.8576e+01 -2.6620e+10 6e+06 1e+00 1e+00\n",
" 5: 1.3644e+05 -5.7620e+17 6e+17 5e-13 9e-04\n",
" 6: 1.3644e+05 -5.7620e+15 6e+15 5e-15 4e-04\n",
" 7: 1.3644e+05 -5.7620e+13 6e+13 7e-17 6e-06\n",
" 8: 1.3644e+05 -5.7620e+11 6e+11 2e-16 2e-08\n",
" 9: 1.3641e+05 -5.7623e+09 6e+09 3e-16 8e-10\n",
"10: 1.3322e+05 -5.7863e+07 6e+07 1e-16 6e-12\n",
"11: 4.6192e+04 -6.4513e+05 7e+05 2e-16 8e-14\n",
"12: 6.8276e+03 -1.3217e+04 2e+04 1e-16 1e-14\n",
"13: 9.3751e+02 -1.1228e+03 2e+03 9e-17 8e-15\n",
"14: 1.1830e+02 -1.8208e+02 3e+02 2e-16 2e-15\n",
"15: 9.3142e+00 -3.2915e+01 4e+01 1e-16 1e-15\n",
"16: -3.3769e+00 -8.7522e+00 5e+00 5e-17 5e-16\n",
"17: -4.5507e+00 -5.1288e+00 6e-01 1e-16 2e-16\n",
"18: -4.6612e+00 -4.7190e+00 6e-02 3e-16 2e-16\n",
"19: -4.6638e+00 -4.6648e+00 1e-03 1e-16 1e-16\n",
"20: -4.6638e+00 -4.6638e+00 1e-05 2e-16 5e-17\n",
"21: -4.6638e+00 -4.6638e+00 1e-07 1e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 5.5289e+01 -7.9259e+05 2e+02 1e+00 1e+00\n",
" 2: 1.1138e+01 -3.2083e+06 7e+02 1e+00 1e+00\n",
" 3: 1.7449e+01 -1.1260e+07 2e+03 1e+00 1e+00\n",
" 4: 2.7894e+01 -1.5082e+08 3e+04 1e+00 1e+00\n",
" 5: 5.9579e+01 -1.0765e+11 2e+07 1e+00 1e+00\n",
" 6: 6.5281e+06 -2.0370e+18 2e+18 7e-13 4e-02\n",
" 7: 6.5281e+06 -2.0370e+16 2e+16 7e-15 2e-03\n",
" 8: 6.5281e+06 -2.0370e+14 2e+14 2e-16 9e-06\n",
" 9: 6.5281e+06 -2.0370e+12 2e+12 1e-16 5e-08\n",
"10: 6.5246e+06 -2.0387e+10 2e+10 3e-16 1e-09\n",
"11: 6.1969e+06 -2.2033e+08 2e+08 1e-16 1e-11\n",
"12: 1.5545e+06 -4.8413e+06 6e+06 2e-16 5e-10\n",
"13: 2.3194e+05 -2.7329e+05 5e+05 1e-16 5e-12\n",
"14: 3.3063e+04 -3.6869e+04 7e+04 4e-16 7e-14\n",
"15: 4.6714e+03 -5.3716e+03 1e+04 9e-17 1e-14\n",
"16: 6.4223e+02 -7.9533e+02 1e+03 3e-16 3e-15\n",
"17: 8.0628e+01 -1.2471e+02 2e+02 9e-17 2e-15\n",
"18: 6.0362e+00 -2.2764e+01 3e+01 1e-16 6e-16\n",
"19: -2.2068e+00 -9.6521e+00 7e+00 1e-16 4e-16\n",
"20: -4.4822e+00 -6.2134e+00 2e+00 1e-16 1e-16\n",
"21: -4.6972e+00 -4.8466e+00 1e-01 2e-16 1e-16\n",
"22: -4.7080e+00 -4.7125e+00 5e-03 2e-16 4e-17\n",
"23: -4.7080e+00 -4.7080e+00 5e-05 1e-16 1e-16\n",
"24: -4.7080e+00 -4.7080e+00 5e-07 1e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 6.5119e+01 -1.0847e+06 2e+02 1e+00 1e+00\n",
" 2: 5.6421e+01 -1.9915e+06 4e+02 1e+00 1e+00\n",
" 3: 4.6092e+01 -2.8147e+07 6e+03 1e+00 1e+00\n",
" 4: 9.0772e+01 -1.5411e+09 3e+05 1e+00 1e+00\n",
" 5: 1.4583e+08 -3.7350e+16 4e+16 5e-13 3e-05\n",
" 6: 1.4583e+08 -3.7350e+14 4e+14 5e-15 2e-05\n",
" 7: 1.4583e+08 -3.7363e+12 4e+12 2e-16 2e-07\n",
" 8: 1.4552e+08 -3.8663e+10 4e+10 1e-16 4e-09\n",
" 9: 1.2032e+08 -1.4481e+09 2e+09 6e-17 2e-10\n",
"10: 2.0984e+07 -3.7825e+07 6e+07 2e-16 2e-12\n",
"11: 3.0586e+06 -3.3624e+06 6e+06 2e-16 4e-13\n",
"12: 4.3920e+05 -4.9471e+05 9e+05 2e-16 2e-13\n",
"13: 6.2677e+04 -7.0331e+04 1e+05 2e-16 7e-14\n",
"14: 8.8559e+03 -1.0188e+04 2e+04 2e-16 1e-14\n",
"15: 1.2184e+03 -1.5087e+03 3e+03 2e-16 1e-14\n",
"16: 1.5381e+02 -2.3618e+02 4e+02 3e-16 3e-15\n",
"17: 1.2558e+01 -4.2574e+01 6e+01 3e-16 2e-15\n",
"18: -3.5883e+00 -1.0781e+01 7e+00 1e-16 3e-16\n",
"19: -4.7191e+00 -5.3200e+00 6e-01 3e-16 2e-16\n",
"20: -4.7411e+00 -4.7499e+00 9e-03 3e-16 1e-16\n",
"21: -4.7412e+00 -4.7412e+00 9e-05 1e-16 8e-17\n",
"22: -4.7412e+00 -4.7412e+00 9e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 7.4037e+01 -1.4170e+06 2e+02 1e+00 1e+00\n",
" 2: 1.0608e+02 -2.4136e+06 5e+02 1e+00 1e+00\n",
" 3: 1.6691e+01 -1.3659e+07 3e+03 1e+00 1e+00\n",
" 4: 5.1415e+01 -1.2544e+08 3e+04 1e+00 1e+00\n",
" 5: 5.9165e+01 -1.9440e+10 4e+06 1e+00 1e+00\n",
" 6: 4.1920e+08 -4.5308e+17 5e+17 6e-13 2e-04\n",
" 7: 4.1920e+08 -4.5308e+15 5e+15 6e-15 2e-04\n",
" 8: 4.1920e+08 -4.5313e+13 5e+13 2e-16 2e-06\n",
" 9: 4.1912e+08 -4.5828e+11 5e+11 2e-16 2e-08\n",
"10: 4.1127e+08 -9.6285e+09 1e+10 2e-16 4e-10\n",
"11: 1.3050e+08 -5.4823e+08 7e+08 2e-16 9e-10\n",
"12: 2.0877e+07 -2.7691e+07 5e+07 2e-16 2e-12\n",
"13: 3.0292e+06 -3.4225e+06 6e+06 2e-16 3e-13\n",
"14: 4.3467e+05 -4.8717e+05 9e+05 1e-16 1e-13\n",
"15: 6.2019e+04 -6.9601e+04 1e+05 2e-16 6e-14\n",
"16: 8.7606e+03 -1.0082e+04 2e+04 2e-16 3e-14\n",
"17: 1.2046e+03 -1.4938e+03 3e+03 2e-16 6e-15\n",
"18: 1.5180e+02 -2.3408e+02 4e+02 2e-16 3e-15\n",
"19: 1.2248e+01 -4.2293e+01 5e+01 3e-16 1e-15\n",
"20: -3.6545e+00 -1.0760e+01 7e+00 1e-16 4e-16\n",
"21: -4.7504e+00 -5.2885e+00 5e-01 1e-16 3e-16\n",
"22: -4.7686e+00 -4.8014e+00 3e-02 3e-16 2e-16\n",
"23: -4.7692e+00 -4.7697e+00 5e-04 3e-16 6e-17\n",
"24: -4.7692e+00 -4.7692e+00 5e-06 1e-16 7e-17\n",
"25: -4.7692e+00 -4.7692e+00 5e-08 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 8.3127e+01 -1.7901e+06 3e+02 1e+00 1e+00\n",
" 2: 1.2668e+02 -2.7107e+06 5e+02 1e+00 1e+00\n",
" 3: 1.0039e+02 -7.2745e+06 1e+03 1e+00 1e+00\n",
" 4: 1.2673e+02 -7.4297e+07 1e+04 1e+00 1e+00\n",
" 5: 1.4861e+01 -2.5962e+10 6e+06 1e+00 1e+00\n",
" 6: 1.8225e+09 -5.6192e+17 6e+17 3e-13 2e-04\n",
" 7: 1.8225e+09 -5.6193e+15 6e+15 3e-15 2e-04\n",
" 8: 1.8225e+09 -5.6217e+13 6e+13 1e-16 2e-06\n",
" 9: 1.8221e+09 -5.8651e+11 6e+11 2e-16 2e-08\n",
"10: 1.7863e+09 -2.9853e+10 3e+10 2e-16 1e-09\n",
"11: 4.3861e+08 -2.5603e+10 3e+10 1e-16 7e-10\n",
"12: 2.8928e+08 -1.0781e+09 1e+09 9e-17 4e-11\n",
"13: 5.0956e+07 -6.8027e+07 1e+08 1e-16 1e-12\n",
"14: 7.3718e+06 -8.2473e+06 2e+07 2e-16 8e-13\n",
"15: 1.0584e+06 -1.1807e+06 2e+06 2e-16 3e-13\n",
"16: 1.5132e+05 -1.6859e+05 3e+05 2e-16 2e-13\n",
"17: 2.1500e+04 -2.4310e+04 5e+04 2e-16 4e-14\n",
"18: 3.0068e+03 -3.5549e+03 7e+03 2e-16 1e-14\n",
"19: 4.0126e+02 -5.3819e+02 9e+02 2e-16 5e-15\n",
"20: 4.4824e+01 -8.9077e+01 1e+02 2e-16 1e-15\n",
"21: 4.5255e-02 -1.8445e+01 2e+01 2e-16 5e-16\n",
"22: -4.2738e+00 -6.3238e+00 2e+00 1e-16 3e-16\n",
"23: -4.7539e+00 -5.7463e+00 1e+00 3e-16 1e-16\n",
"24: -4.7900e+00 -4.8467e+00 6e-02 1e-16 1e-16\n",
"25: -4.7922e+00 -4.7936e+00 1e-03 2e-16 9e-17\n",
"26: -4.7922e+00 -4.7922e+00 1e-05 3e-16 1e-16\n",
"27: -4.7922e+00 -4.7922e+00 1e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 8.8389e+01 -2.1211e+06 3e+02 1e+00 1e+00\n",
" 2: 1.5165e+02 -3.2340e+06 6e+02 1e+00 1e+00\n",
" 3: 1.3755e+02 -8.2761e+06 2e+03 1e+00 1e+00\n",
" 4: 8.1011e+01 -1.5451e+08 3e+04 1e+00 1e+00\n",
" 5: 1.7200e+02 -9.6334e+09 2e+06 1e+00 1e+00\n",
" 6: 3.5476e+08 -2.3216e+17 2e+17 7e-13 1e-04\n",
" 7: 3.5476e+08 -2.3216e+15 2e+15 7e-15 4e-05\n",
" 8: 3.5476e+08 -2.3217e+13 2e+13 2e-16 7e-07\n",
" 9: 3.5453e+08 -2.3315e+11 2e+11 2e-16 9e-09\n",
"10: 3.3263e+08 -3.2385e+09 4e+09 1e-16 2e-10\n",
"11: 8.4563e+07 -1.5443e+08 2e+08 2e-16 7e-12\n",
"12: 1.2438e+07 -1.3535e+07 3e+07 2e-16 9e-13\n",
"13: 1.7870e+06 -2.0012e+06 4e+06 2e-16 4e-13\n",
"14: 2.5571e+05 -2.8416e+05 5e+05 2e-16 1e-13\n",
"15: 3.6412e+04 -4.0909e+04 8e+04 1e-16 3e-14\n",
"16: 5.1237e+03 -5.9517e+03 1e+04 3e-16 1e-14\n",
"17: 6.9691e+02 -8.8925e+02 2e+03 2e-16 8e-15\n",
"18: 8.4300e+01 -1.4226e+02 2e+02 2e-16 2e-15\n",
"19: 4.6591e+00 -2.7100e+01 3e+01 2e-16 2e-15\n",
"20: -3.9200e+00 -7.8220e+00 4e+00 1e-16 3e-16\n",
"21: -4.4710e+00 -5.9323e+00 1e+00 1e-16 2e-16\n",
"22: -4.7830e+00 -5.3124e+00 5e-01 2e-16 1e-16\n",
"23: -4.7989e+00 -4.8239e+00 3e-02 2e-16 6e-17\n",
"24: -4.7992e+00 -4.7996e+00 3e-04 2e-16 2e-16\n",
"25: -4.7992e+00 -4.7993e+00 3e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 9.2201e+01 -2.4686e+06 4e+02 1e+00 1e+00\n",
" 2: 1.8674e+02 -4.0050e+06 7e+02 1e+00 1e+00\n",
" 3: 1.8538e+02 -1.0075e+07 2e+03 1e+00 1e+00\n",
" 4: 3.5909e+01 -1.4153e+08 3e+04 1e+00 1e+00\n",
" 5: 1.2266e+02 -4.1588e+09 8e+05 1e+00 1e+00\n",
" 6: 5.3764e+01 -2.2181e+13 9e+09 1e+00 1e+00\n",
" 7: 7.3706e+08 -1.2559e+20 1e+20 2e-13 6e-02\n",
" 8: 7.3706e+08 -1.2559e+18 1e+18 2e-15 4e-02\n",
" 9: 7.3706e+08 -1.2559e+16 1e+16 2e-16 3e-04\n",
"10: 7.3706e+08 -1.2561e+14 1e+14 2e-16 4e-06\n",
"11: 7.3698e+08 -1.2725e+12 1e+12 2e-16 6e-08\n",
"12: 7.2852e+08 -2.8913e+10 3e+10 2e-16 2e-09\n",
"13: 3.3581e+08 -2.9171e+09 3e+09 2e-16 2e-10\n",
"14: 7.2535e+07 -1.3681e+08 2e+08 2e-16 6e-12\n",
"15: 1.0596e+07 -1.1681e+07 2e+07 2e-16 1e-12\n",
"16: 1.5237e+06 -1.7134e+06 3e+06 2e-16 3e-13\n",
"17: 2.1801e+05 -2.4291e+05 5e+05 2e-16 1e-13\n",
"18: 3.1016e+04 -3.4966e+04 7e+04 2e-16 5e-14\n",
"19: 4.3529e+03 -5.0969e+03 9e+03 2e-16 3e-14\n",
"20: 5.8729e+02 -7.6588e+02 1e+03 2e-16 5e-15\n",
"21: 6.8783e+01 -1.2435e+02 2e+02 1e-16 3e-15\n",
"22: 2.3692e+00 -2.4558e+01 3e+01 2e-16 9e-16\n",
"23: -4.4303e+00 -7.6214e+00 3e+00 1e-16 3e-16\n",
"24: -4.7881e+00 -5.0732e+00 3e-01 2e-16 9e-17\n",
"25: -4.8066e+00 -4.8297e+00 2e-02 2e-16 1e-16\n",
"26: -4.8073e+00 -4.8078e+00 5e-04 3e-16 9e-17\n",
"27: -4.8073e+00 -4.8073e+00 5e-06 2e-16 5e-17\n",
"28: -4.8073e+00 -4.8073e+00 5e-08 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 9.1449e+01 -2.7836e+06 4e+02 1e+00 1e+00\n",
" 2: 2.1337e+02 -4.7908e+06 8e+02 1e+00 1e+00\n",
" 3: 2.9012e+02 -8.6269e+06 2e+03 1e+00 1e+00\n",
" 4: 2.0254e+01 -6.8034e+07 1e+04 1e+00 1e+00\n",
" 5: 1.2364e+02 -6.4875e+08 1e+05 1e+00 1e+00\n",
" 6: 1.8706e+02 -1.3098e+11 3e+07 1e+00 1e+00\n",
" 7: 8.4665e+08 -2.9924e+18 3e+18 5e-13 8e-04\n",
" 8: 8.4665e+08 -2.9924e+16 3e+16 5e-15 8e-04\n",
" 9: 8.4665e+08 -2.9926e+14 3e+14 2e-16 1e-05\n",
"10: 8.4658e+08 -3.0188e+12 3e+12 2e-16 1e-07\n",
"11: 8.4022e+08 -5.6153e+10 6e+10 2e-16 3e-09\n",
"12: 5.1068e+08 -5.7991e+09 6e+09 2e-16 2e-10\n",
"13: 1.1255e+08 -3.1134e+08 4e+08 2e-16 2e-12\n",
"14: 1.8227e+07 -2.2712e+07 4e+07 2e-16 1e-12\n",
"15: 2.6202e+06 -2.9087e+06 6e+06 1e-16 5e-13\n",
"16: 3.7527e+05 -4.1791e+05 8e+05 2e-16 2e-13\n",
"17: 5.3491e+04 -5.9959e+04 1e+05 1e-16 6e-14\n",
"18: 7.5470e+03 -8.7024e+03 2e+04 2e-16 2e-14\n",
"19: 1.0347e+03 -1.2926e+03 2e+03 2e-16 8e-15\n",
"20: 1.2902e+02 -2.0370e+02 3e+02 2e-16 2e-15\n",
"21: 9.5857e+00 -3.7339e+01 5e+01 2e-16 1e-15\n",
"22: -3.8323e+00 -9.8493e+00 6e+00 2e-16 4e-16\n",
"23: -4.7663e+00 -5.1916e+00 4e-01 2e-16 2e-16\n",
"24: -4.8116e+00 -4.8498e+00 4e-02 2e-16 8e-17\n",
"25: -4.8145e+00 -4.8173e+00 3e-03 3e-16 1e-16\n",
"26: -4.8146e+00 -4.8146e+00 4e-05 3e-16 1e-16\n",
"27: -4.8146e+00 -4.8146e+00 4e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 9.2070e+01 -3.1269e+06 4e+02 1e+00 1e+00\n",
" 2: 2.3901e+02 -5.6213e+06 1e+03 1e+00 1e+00\n",
" 3: 3.4336e+02 -8.8062e+06 2e+03 1e+00 1e+00\n",
" 4: 2.2474e+02 -2.5756e+07 5e+03 1e+00 1e+00\n",
" 5: 3.8542e+02 -6.2848e+08 1e+05 1e+00 1e+00\n",
" 6: 1.3407e+02 -2.9958e+11 7e+07 1e+00 1e+00\n",
" 7: 2.3987e+09 -6.1438e+18 6e+18 5e-13 1e-03\n",
" 8: 2.3987e+09 -6.1438e+16 6e+16 5e-15 2e-03\n",
" 9: 2.3987e+09 -6.1441e+14 6e+14 2e-16 2e-05\n",
"10: 2.3985e+09 -6.1757e+12 6e+12 2e-16 3e-07\n",
"11: 2.3855e+09 -9.3211e+10 1e+11 2e-16 4e-09\n",
"12: 2.0258e+09 -2.7954e+10 3e+10 2e-16 1e-09\n",
"13: 7.5997e+08 -2.8896e+10 3e+10 2e-16 1e-09\n",
"14: 3.5576e+08 -1.8779e+09 2e+09 2e-16 8e-11\n",
"15: 6.3296e+07 -9.4790e+07 2e+08 2e-16 3e-12\n",
"16: 9.1456e+06 -1.0077e+07 2e+07 3e-16 8e-13\n",
"17: 1.3129e+06 -1.4656e+06 3e+06 2e-16 3e-13\n",
"18: 1.8774e+05 -2.0889e+05 4e+05 2e-16 1e-13\n",
"19: 2.6695e+04 -3.0104e+04 6e+04 2e-16 4e-14\n",
"20: 3.7425e+03 -4.3935e+03 8e+03 1e-16 2e-14\n",
"21: 5.0331e+02 -6.6169e+02 1e+03 2e-16 6e-15\n",
"22: 5.8129e+01 -1.0807e+02 2e+02 2e-16 2e-15\n",
"23: 1.4090e+00 -2.1675e+01 2e+01 1e-16 8e-16\n",
"24: -4.3402e+00 -7.0025e+00 3e+00 2e-16 3e-16\n",
"25: -4.7127e+00 -5.2922e+00 6e-01 2e-16 9e-17\n",
"26: -4.8138e+00 -4.9050e+00 9e-02 1e-16 9e-17\n",
"27: -4.8210e+00 -4.8293e+00 8e-03 2e-16 8e-17\n",
"28: -4.8212e+00 -4.8214e+00 2e-04 1e-16 2e-16\n",
"29: -4.8212e+00 -4.8212e+00 2e-06 1e-16 1e-16\n",
"Optimal solution found.\n",
"processing MCQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.9334e+02 -3.0492e+06 6e+02 1e+00 1e+00\n",
" 2: 4.1891e+00 -6.7749e+06 2e+03 1e+00 1e+00\n",
" 3: 1.3324e+02 -1.5397e+08 3e+04 1e+00 1e+00\n",
" 4: 2.9212e+02 -2.0266e+10 4e+06 1e+00 1e+00\n",
" 5: 1.6543e+06 -4.7054e+17 5e+17 8e-14 2e-05\n",
" 6: 1.6543e+06 -4.7054e+15 5e+15 8e-16 8e-05\n",
" 7: 1.6543e+06 -4.7054e+13 5e+13 1e-16 1e-06\n",
" 8: 1.6543e+06 -4.7054e+11 5e+11 1e-16 1e-08\n",
" 9: 1.6498e+06 -4.7082e+09 5e+09 1e-16 1e-10\n",
"10: 1.3039e+06 -4.9213e+07 5e+07 2e-16 1e-12\n",
"11: 2.1944e+05 -7.1979e+05 9e+05 3e-16 4e-14\n",
"12: 3.1375e+04 -3.8543e+04 7e+04 1e-16 2e-14\n",
"13: 4.2206e+03 -5.5132e+03 1e+04 5e-17 5e-15\n",
"14: 4.9020e+02 -9.0241e+02 1e+03 2e-16 3e-15\n",
"15: 1.4237e+01 -1.7966e+02 2e+02 1e-16 1e-15\n",
"16: -3.3698e+01 -5.6520e+01 2e+01 1e-16 2e-16\n",
"17: -3.5856e+01 -3.6786e+01 9e-01 1e-16 9e-17\n",
"18: -3.5865e+01 -3.5876e+01 1e-02 1e-16 3e-17\n",
"19: -3.5865e+01 -3.5865e+01 1e-04 2e-17 9e-17\n",
"20: -3.5865e+01 -3.5865e+01 1e-06 3e-17 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.9723e+02 -5.5283e+06 1e+03 1e+00 1e+00\n",
" 2: 2.5185e+02 -7.1843e+06 1e+03 1e+00 1e+00\n",
" 3: 1.8723e+02 -2.7488e+07 5e+03 1e+00 1e+00\n",
" 4: 4.6119e+02 -2.6388e+08 5e+04 1e+00 1e+00\n",
" 5: 7.7976e+01 -8.1181e+10 2e+07 1e+00 1e+00\n",
" 6: 5.0515e+09 -1.7565e+18 2e+18 4e-13 2e-04\n",
" 7: 5.0515e+09 -1.7565e+16 2e+16 4e-15 8e-05\n",
" 8: 5.0515e+09 -1.7568e+14 2e+14 2e-16 1e-06\n",
" 9: 5.0513e+09 -1.7906e+12 2e+12 9e-17 2e-08\n",
"10: 5.0352e+09 -5.1600e+10 6e+10 1e-16 7e-10\n",
"11: 9.2353e+08 -1.9780e+10 2e+10 2e-16 1e-08\n",
"12: 3.7321e+08 -7.4055e+08 1e+09 2e-16 5e-10\n",
"13: 5.6264e+07 -6.0445e+07 1e+08 6e-17 1e-12\n",
"14: 8.0952e+06 -9.1628e+06 2e+07 2e-16 2e-13\n",
"15: 1.1580e+06 -1.2922e+06 2e+06 2e-16 8e-14\n",
"16: 1.6453e+05 -1.8634e+05 4e+05 2e-16 5e-14\n",
"17: 2.2996e+04 -2.7249e+04 5e+04 4e-16 1e-14\n",
"18: 3.0624e+03 -4.1307e+03 7e+03 7e-17 2e-15\n",
"19: 3.3885e+02 -6.8611e+02 1e+03 2e-16 7e-16\n",
"20: -2.0232e+00 -1.4330e+02 1e+02 2e-16 9e-16\n",
"21: -3.4540e+01 -4.9987e+01 2e+01 6e-17 4e-16\n",
"22: -3.6425e+01 -3.8445e+01 2e+00 3e-17 6e-17\n",
"23: -3.6623e+01 -3.6791e+01 2e-01 2e-16 1e-16\n",
"24: -3.6629e+01 -3.6631e+01 2e-03 3e-16 7e-17\n",
"25: -3.6629e+01 -3.6629e+01 2e-05 1e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 4.8658e+02 -8.1041e+06 1e+03 1e+00 1e+00\n",
" 2: 4.4448e+02 -1.0737e+07 2e+03 1e+00 1e+00\n",
" 3: 4.4801e+02 -1.3291e+07 2e+03 1e+00 1e+00\n",
" 4: 5.7931e+02 -1.0213e+08 2e+04 1e+00 1e+00\n",
" 5: -6.8505e+00 -1.2409e+10 3e+06 1e+00 1e+00\n",
" 6: 7.2579e+00 -8.5911e+12 2e+09 1e+00 1e+00\n",
" 7: 1.5619e+10 -1.5276e+20 2e+20 4e-13 2e-02\n",
" 8: 1.5619e+10 -1.5276e+18 2e+18 4e-15 6e-03\n",
" 9: 1.5619e+10 -1.5276e+16 2e+16 2e-16 1e-04\n",
"10: 1.5618e+10 -1.5283e+14 2e+14 2e-16 1e-06\n",
"11: 1.5616e+10 -1.5957e+12 2e+12 3e-16 2e-08\n",
"12: 1.5363e+10 -8.2728e+10 1e+11 1e-16 1e-09\n",
"13: 2.3103e+09 -8.6689e+10 9e+10 3e-16 2e-09\n",
"14: 1.3878e+09 -8.1910e+09 1e+10 8e-17 2e-10\n",
"15: 2.3687e+08 -3.9170e+08 6e+08 7e-17 1e-12\n",
"16: 3.5343e+07 -3.9354e+07 7e+07 2e-16 3e-13\n",
"17: 5.0774e+06 -5.7107e+06 1e+07 2e-16 2e-13\n",
"18: 7.2540e+05 -8.1169e+05 2e+06 1e-16 1e-13\n",
"19: 1.0279e+05 -1.1727e+05 2e+05 2e-16 3e-14\n",
"20: 1.4261e+04 -1.7252e+04 3e+04 1e-16 1e-14\n",
"21: 1.8536e+03 -2.6557e+03 5e+03 2e-16 3e-15\n",
"22: 1.8160e+02 -4.5875e+02 6e+02 2e-16 2e-15\n",
"23: -1.9063e+01 -1.0527e+02 9e+01 2e-16 9e-16\n",
"24: -3.5778e+01 -4.3841e+01 8e+00 2e-16 2e-16\n",
"25: -3.6702e+01 -3.7840e+01 1e+00 2e-16 2e-16\n",
"26: -3.6749e+01 -3.6792e+01 4e-02 2e-16 2e-16\n",
"27: -3.6751e+01 -3.6751e+01 8e-04 3e-16 9e-17\n",
"28: -3.6751e+01 -3.6751e+01 8e-06 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.0317e+02 -1.0337e+07 2e+03 1e+00 1e+00\n",
" 2: 5.8503e+02 -1.2237e+07 2e+03 1e+00 1e+00\n",
" 3: 8.9525e+02 -1.7977e+07 3e+03 1e+00 1e+00\n",
" 4: 9.7142e+02 -2.9782e+07 6e+03 1e+00 1e+00\n",
" 5: 1.2018e+02 -1.6440e+08 3e+04 1e+00 1e+00\n",
" 6: 3.1214e+02 -1.0158e+09 2e+05 1e+00 1e+00\n",
" 7: 4.0750e+02 -4.8310e+10 1e+07 1e+00 1e+00\n",
" 8: 1.3025e+02 -4.2380e+14 2e+11 1e+00 1e+00\n",
" 9: 4.8048e+09 -1.2971e+21 1e+21 2e-13 4e-02\n",
"10: 4.8048e+09 -1.2971e+19 1e+19 2e-15 4e-02\n",
"11: 4.8048e+09 -1.2971e+17 1e+17 3e-16 1e-03\n",
"12: 4.8048e+09 -1.2971e+15 1e+15 2e-16 1e-05\n",
"13: 4.8047e+09 -1.3025e+13 1e+13 3e-16 1e-07\n",
"14: 4.7911e+09 -1.8392e+11 2e+11 2e-16 2e-09\n",
"15: 4.0165e+09 -4.4229e+10 5e+10 1e-16 5e-08\n",
"16: 6.2057e+08 -2.1293e+10 2e+10 1e-16 8e-09\n",
"17: 1.9411e+08 -5.5915e+08 8e+08 3e-16 2e-10\n",
"18: 2.9326e+07 -3.3628e+07 6e+07 2e-16 3e-12\n",
"19: 4.2006e+06 -4.6654e+06 9e+06 2e-16 2e-13\n",
"20: 5.9948e+05 -6.7032e+05 1e+06 3e-16 4e-14\n",
"21: 8.4818e+04 -9.7025e+04 2e+05 1e-16 3e-14\n",
"22: 1.1724e+04 -1.4323e+04 3e+04 1e-16 1e-14\n",
"23: 1.5051e+03 -2.2213e+03 4e+03 1e-16 2e-15\n",
"24: 1.3729e+02 -3.9093e+02 5e+02 3e-16 1e-15\n",
"25: -2.3510e+01 -9.3692e+01 7e+01 2e-16 5e-16\n",
"26: -3.6072e+01 -4.2073e+01 6e+00 2e-16 1e-16\n",
"27: -3.6769e+01 -3.8042e+01 1e+00 1e-16 7e-17\n",
"28: -3.6940e+01 -3.7157e+01 2e-01 7e-17 1e-16\n",
"29: -3.6945e+01 -3.6950e+01 4e-03 2e-16 1e-16\n",
"30: -3.6945e+01 -3.6945e+01 4e-05 1e-16 5e-17\n",
"31: -3.6945e+01 -3.6945e+01 4e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.8579e+02 -1.3436e+07 2e+03 1e+00 1e+00\n",
" 2: 9.3519e+02 -1.8504e+07 3e+03 1e+00 1e+00\n",
" 3: 1.1101e+03 -2.8196e+07 5e+03 1e+00 1e+00\n",
" 4: 1.0119e+03 -4.1968e+07 8e+03 1e+00 1e+00\n",
" 5: 2.2741e+01 -9.7823e+08 2e+05 1e+00 1e+00\n",
" 6: 2.5083e+02 -1.8657e+10 4e+06 1e+00 1e+00\n",
" 7: 3.1247e+02 -8.0464e+12 2e+09 1e+00 1e+00\n",
" 8: 1.1659e+10 -1.6322e+20 2e+20 6e-13 1e-02\n",
" 9: 1.1659e+10 -1.6322e+18 2e+18 6e-15 5e-03\n",
"10: 1.1659e+10 -1.6322e+16 2e+16 1e-16 7e-05\n",
"11: 1.1659e+10 -1.6333e+14 2e+14 9e-17 5e-07\n",
"12: 1.1653e+10 -1.7445e+12 2e+12 1e-16 4e-09\n",
"13: 1.1152e+10 -1.2553e+11 1e+11 2e-16 2e-10\n",
"14: 3.1662e+09 -1.1650e+11 1e+11 3e-16 5e-10\n",
"15: 1.6492e+09 -1.1928e+10 1e+10 2e-16 5e-11\n",
"16: 3.0213e+08 -4.8836e+08 8e+08 1e-16 3e-12\n",
"17: 4.3945e+07 -4.8309e+07 9e+07 2e-16 5e-13\n",
"18: 6.3112e+06 -7.0793e+06 1e+07 2e-16 2e-13\n",
"19: 9.0188e+05 -1.0068e+06 2e+06 2e-16 1e-13\n",
"20: 1.2796e+05 -1.4534e+05 3e+05 3e-16 3e-14\n",
"21: 1.7822e+04 -2.1319e+04 4e+04 2e-16 2e-14\n",
"22: 2.3473e+03 -3.2552e+03 6e+03 2e-16 4e-15\n",
"23: 2.4647e+02 -5.5068e+02 8e+02 2e-16 2e-15\n",
"24: -1.1396e+01 -1.2018e+02 1e+02 2e-16 3e-16\n",
"25: -3.4329e+01 -4.6545e+01 1e+01 2e-16 2e-16\n",
"26: -3.6747e+01 -4.4791e+01 8e+00 4e-16 1e-16\n",
"27: -3.6985e+01 -3.7964e+01 1e+00 2e-16 1e-16\n",
"28: -3.7005e+01 -3.7030e+01 3e-02 2e-16 1e-16\n",
"29: -3.7005e+01 -3.7005e+01 3e-04 9e-17 8e-17\n",
"30: -3.7005e+01 -3.7005e+01 3e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.8397e+02 -1.5661e+07 2e+03 1e+00 1e+00\n",
" 2: 7.1725e+02 -1.7914e+07 3e+03 1e+00 1e+00\n",
" 3: 1.0417e+03 -2.3005e+07 4e+03 1e+00 1e+00\n",
" 4: 1.6644e+03 -3.8167e+07 7e+03 1e+00 1e+00\n",
" 5: 1.3623e+03 -4.9861e+07 9e+03 1e+00 1e+00\n",
" 6: 2.2052e+02 -4.3973e+08 9e+04 1e+00 1e+00\n",
" 7: 1.0070e+03 -5.3450e+09 1e+06 1e+00 1e+00\n",
" 8: 1.0363e+03 -4.0670e+12 1e+09 1e+00 1e+00\n",
" 9: 4.8225e+09 -7.3917e+19 7e+19 3e-13 4e-03\n",
"10: 4.8225e+09 -7.3917e+17 7e+17 3e-15 2e-03\n",
"11: 4.8225e+09 -7.3917e+15 7e+15 2e-16 3e-05\n",
"12: 4.8225e+09 -7.3997e+13 7e+13 1e-16 4e-07\n",
"13: 4.8197e+09 -8.1913e+11 8e+11 1e-16 5e-09\n",
"14: 4.6007e+09 -8.3715e+10 9e+10 1e-16 5e-10\n",
"15: 9.5866e+08 -6.7073e+10 7e+10 3e-16 3e-10\n",
"16: 4.1420e+08 -1.6328e+09 2e+09 1e-16 8e-12\n",
"17: 6.5429e+07 -8.2138e+07 1e+08 1e-16 1e-12\n",
"18: 9.3763e+06 -1.0319e+07 2e+07 2e-16 2e-13\n",
"19: 1.3408e+06 -1.4943e+06 3e+06 2e-16 1e-13\n",
"20: 1.9056e+05 -2.1514e+05 4e+05 2e-16 3e-14\n",
"21: 2.6680e+04 -3.1438e+04 6e+04 2e-16 1e-14\n",
"22: 3.5736e+03 -4.7480e+03 8e+03 2e-16 5e-15\n",
"23: 4.0579e+02 -7.8087e+02 1e+03 3e-16 2e-15\n",
"24: 5.2480e+00 -1.5916e+02 2e+02 1e-16 6e-16\n",
"25: -3.4165e+01 -5.2797e+01 2e+01 3e-16 2e-16\n",
"26: -3.6400e+01 -3.9295e+01 3e+00 2e-16 1e-16\n",
"27: -3.7011e+01 -3.7547e+01 5e-01 2e-16 1e-16\n",
"28: -3.7077e+01 -3.7130e+01 5e-02 2e-16 9e-17\n",
"29: -3.7082e+01 -3.7084e+01 2e-03 3e-16 1e-16\n",
"30: -3.7082e+01 -3.7082e+01 3e-05 2e-16 2e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.7138e+02 -1.7623e+07 3e+03 1e+00 1e+00\n",
" 2: 6.6068e+02 -1.9344e+07 3e+03 1e+00 1e+00\n",
" 3: 8.8530e+02 -2.3334e+07 4e+03 1e+00 1e+00\n",
" 4: 1.3313e+03 -3.0351e+07 5e+03 1e+00 1e+00\n",
" 5: 1.8109e+03 -4.1194e+07 8e+03 1e+00 1e+00\n",
" 6: 2.2910e+03 -6.6790e+07 1e+04 1e+00 1e+00\n",
" 7: 7.7056e+02 -1.4075e+08 3e+04 1e+00 1e+00\n",
" 8: 1.3300e+03 -6.1946e+08 1e+05 1e+00 1e+00\n",
" 9: 1.5164e+03 -7.6578e+10 2e+07 1e+00 1e+00\n",
"10: 5.8980e+09 -1.7768e+18 2e+18 6e-13 9e-05\n",
"11: 5.8980e+09 -1.7768e+16 2e+16 6e-15 2e-05\n",
"12: 5.8980e+09 -1.7779e+14 2e+14 2e-16 5e-07\n",
"13: 5.8949e+09 -1.8853e+12 2e+12 2e-16 9e-09\n",
"14: 5.6325e+09 -1.2253e+11 1e+11 2e-16 1e-09\n",
"15: 1.6717e+09 -8.3860e+10 9e+10 1e-16 4e-09\n",
"16: 6.5768e+08 -3.1747e+09 4e+09 2e-16 2e-10\n",
"17: 1.0568e+08 -1.3587e+08 2e+08 2e-16 3e-12\n",
"18: 1.5156e+07 -1.6668e+07 3e+07 1e-16 5e-13\n",
"19: 2.1691e+06 -2.4148e+06 5e+06 3e-16 1e-13\n",
"20: 3.0883e+05 -3.4695e+05 7e+05 2e-16 3e-14\n",
"21: 4.3453e+04 -5.0490e+04 9e+04 2e-16 2e-14\n",
"22: 5.9092e+03 -7.5449e+03 1e+04 2e-16 7e-15\n",
"23: 7.1469e+02 -1.2074e+03 2e+03 1e-16 3e-15\n",
"24: 3.9848e+01 -2.2985e+02 3e+02 2e-16 7e-16\n",
"25: -3.2309e+01 -6.5713e+01 3e+01 3e-16 4e-16\n",
"26: -3.6410e+01 -4.0461e+01 4e+00 1e-16 1e-16\n",
"27: -3.7039e+01 -3.7795e+01 8e-01 2e-16 2e-16\n",
"28: -3.7097e+01 -3.7199e+01 1e-01 1e-16 1e-16\n",
"29: -3.7099e+01 -3.7102e+01 3e-03 2e-16 1e-16\n",
"30: -3.7099e+01 -3.7099e+01 4e-05 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 6.6278e+02 -2.1693e+07 3e+03 1e+00 1e+00\n",
" 2: 1.4864e+03 -3.5486e+07 6e+03 1e+00 1e+00\n",
" 3: 2.1221e+03 -4.7273e+07 9e+03 1e+00 1e+00\n",
" 4: 2.6904e+03 -6.7780e+07 1e+04 1e+00 1e+00\n",
" 5: 1.4601e+03 -1.3130e+08 3e+04 1e+00 1e+00\n",
" 6: 2.6369e+03 -1.1045e+09 2e+05 1e+00 1e+00\n",
" 7: 2.8149e+02 -1.5483e+11 3e+07 1e+00 1e+00\n",
" 8: 1.6356e+02 -2.0886e+14 6e+10 1e+00 1e+00\n",
" 9: 3.1034e+10 -2.9224e+21 3e+21 2e-13 1e-01\n",
"10: 3.1034e+10 -2.9224e+19 3e+19 2e-15 4e-02\n",
"11: 3.1034e+10 -2.9224e+17 3e+17 2e-16 6e-04\n",
"12: 3.1034e+10 -2.9226e+15 3e+15 1e-16 8e-06\n",
"13: 3.1031e+10 -2.9484e+13 3e+13 2e-16 6e-08\n",
"14: 3.0785e+10 -5.5126e+11 6e+11 2e-16 1e-09\n",
"15: 2.1839e+10 -1.6616e+11 2e+11 2e-16 1e-08\n",
"16: 8.7751e+09 -1.2303e+11 1e+11 3e-16 6e-09\n",
"17: 2.9096e+09 -9.3254e+09 1e+10 2e-16 4e-10\n",
"18: 4.7018e+08 -5.7899e+08 1e+09 2e-16 7e-12\n",
"19: 6.7786e+07 -7.5889e+07 1e+08 1e-16 4e-13\n",
"20: 9.7243e+06 -1.0814e+07 2e+07 1e-16 3e-13\n",
"21: 1.3902e+06 -1.5469e+06 3e+06 2e-16 1e-13\n",
"22: 1.9759e+05 -2.2301e+05 4e+05 2e-16 5e-14\n",
"23: 2.7673e+04 -3.2578e+04 6e+04 2e-16 9e-15\n",
"24: 3.7103e+03 -4.9170e+03 9e+03 2e-16 6e-15\n",
"25: 4.2333e+02 -8.0719e+02 1e+03 2e-16 2e-15\n",
"26: 7.0641e+00 -1.6368e+02 2e+02 2e-16 1e-15\n",
"27: -3.3908e+01 -5.3502e+01 2e+01 2e-16 3e-16\n",
"28: -3.5685e+01 -4.2845e+01 7e+00 2e-16 1e-16\n",
"29: -3.6990e+01 -4.0887e+01 4e+00 2e-16 1e-16\n",
"30: -3.7095e+01 -3.7532e+01 4e-01 1e-16 7e-17\n",
"31: -3.7118e+01 -3.7141e+01 2e-02 2e-16 1e-16\n",
"32: -3.7119e+01 -3.7119e+01 5e-04 2e-16 1e-16\n",
"33: -3.7119e+01 -3.7119e+01 5e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 6.6381e+02 -2.3942e+07 3e+03 1e+00 1e+00\n",
" 2: 1.7472e+03 -4.3131e+07 7e+03 1e+00 1e+00\n",
" 3: 2.0730e+03 -4.9228e+07 8e+03 1e+00 1e+00\n",
" 4: 2.6954e+03 -6.3410e+07 1e+04 1e+00 1e+00\n",
" 5: 3.1217e+03 -9.4460e+07 2e+04 1e+00 1e+00\n",
" 6: 1.3894e+03 -5.7115e+08 1e+05 1e+00 1e+00\n",
" 7: 1.8944e+03 -3.7908e+09 8e+05 1e+00 1e+00\n",
" 8: 3.0065e+03 -1.0847e+12 2e+08 1e+00 1e+00\n",
" 9: 2.6431e+09 -2.3516e+19 2e+19 4e-13 9e-04\n",
"10: 2.6431e+09 -2.3516e+17 2e+17 4e-15 6e-04\n",
"11: 2.6431e+09 -2.3516e+15 2e+15 2e-16 8e-06\n",
"12: 2.6429e+09 -2.3538e+13 2e+13 2e-16 7e-08\n",
"13: 2.6191e+09 -2.5707e+11 3e+11 2e-16 1e-09\n",
"14: 1.5247e+09 -1.3874e+10 2e+10 2e-16 6e-11\n",
"15: 2.8710e+08 -5.3431e+08 8e+08 2e-16 2e-12\n",
"16: 4.1899e+07 -4.6038e+07 9e+07 2e-16 6e-13\n",
"17: 6.0099e+06 -6.7080e+06 1e+07 1e-16 3e-13\n",
"18: 8.5837e+05 -9.5758e+05 2e+06 2e-16 1e-13\n",
"19: 1.2172e+05 -1.3836e+05 3e+05 2e-16 2e-14\n",
"20: 1.6932e+04 -2.0319e+04 4e+04 2e-16 1e-14\n",
"21: 2.2215e+03 -3.1103e+03 5e+03 2e-16 4e-15\n",
"22: 2.2885e+02 -5.2944e+02 8e+02 3e-16 2e-15\n",
"23: -1.4077e+01 -1.1722e+02 1e+02 1e-16 5e-16\n",
"24: -3.5195e+01 -4.5523e+01 1e+01 1e-16 2e-16\n",
"25: -3.6383e+01 -4.0201e+01 4e+00 1e-16 1e-16\n",
"26: -3.7043e+01 -3.7807e+01 8e-01 2e-16 1e-16\n",
"27: -3.7122e+01 -3.7256e+01 1e-01 1e-16 9e-17\n",
"28: -3.7127e+01 -3.7133e+01 6e-03 2e-16 1e-16\n",
"29: -3.7127e+01 -3.7127e+01 1e-04 2e-16 1e-16\n",
"30: -3.7127e+01 -3.7127e+01 1e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
"processing DPQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.2674e+01 -2.7903e+05 6e+01 1e+00 1e+00\n",
" 2: 5.7096e-01 -2.3136e+06 5e+02 1e+00 1e+00\n",
" 3: 7.0606e+00 -2.0216e+08 4e+04 1e+00 1e+00\n",
" 4: 2.2251e+01 -2.6670e+11 7e+07 1e+00 1e+00\n",
" 5: 1.2531e+05 -3.9977e+18 4e+18 6e-13 5e-03\n",
" 6: 1.2531e+05 -3.9977e+16 4e+16 6e-15 5e-03\n",
" 7: 1.2531e+05 -3.9977e+14 4e+14 5e-16 1e-05\n",
" 8: 1.2531e+05 -3.9977e+12 4e+12 3e-17 2e-07\n",
" 9: 1.2530e+05 -3.9977e+10 4e+10 2e-16 5e-09\n",
"10: 1.2495e+05 -4.0009e+08 4e+08 4e-17 7e-11\n",
"11: 9.7905e+04 -4.2400e+06 4e+06 1e-16 2e-12\n",
"12: 1.6568e+04 -6.0663e+04 8e+04 1e-16 5e-14\n",
"13: 2.3857e+03 -2.9468e+03 5e+03 2e-16 2e-14\n",
"14: 3.2624e+02 -4.0537e+02 7e+02 2e-16 5e-15\n",
"15: 3.9944e+01 -6.4772e+01 1e+02 3e-16 4e-16\n",
"16: 1.9446e+00 -1.2563e+01 1e+01 1e-16 5e-16\n",
"17: -2.6742e+00 -4.4705e+00 2e+00 1e-16 2e-16\n",
"18: -3.1977e+00 -3.4370e+00 2e-01 2e-16 2e-16\n",
"19: -3.2361e+00 -3.2556e+00 2e-02 1e-16 1e-16\n",
"20: -3.2367e+00 -3.2370e+00 3e-04 2e-16 4e-17\n",
"21: -3.2367e+00 -3.2367e+00 3e-06 3e-16 2e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.0204e+01 -4.6675e+05 9e+01 1e+00 1e+00\n",
" 2: 2.9850e+01 -1.8522e+06 4e+02 1e+00 1e+00\n",
" 3: 4.0470e+01 -2.2032e+07 4e+03 1e+00 1e+00\n",
" 4: 2.1025e+02 -2.1387e+11 1e+08 1e+00 1e+00\n",
" 5: 1.2242e+09 -6.0924e+17 6e+17 2e-13 8e-04\n",
" 6: 1.2242e+09 -6.0924e+15 6e+15 2e-15 4e-04\n",
" 7: 1.2242e+09 -6.0928e+13 6e+13 3e-16 3e-06\n",
" 8: 1.2242e+09 -6.1286e+11 6e+11 1e-16 8e-08\n",
" 9: 1.2195e+09 -9.7089e+09 1e+10 1e-16 2e-09\n",
"10: 9.5919e+08 -3.1116e+09 4e+09 2e-16 6e-10\n",
"11: 2.0471e+08 -4.2735e+09 4e+09 1e-15 4e-10\n",
"12: 1.0202e+08 -4.5168e+08 6e+08 2e-16 5e-11\n",
"13: 1.7808e+07 -2.8121e+07 5e+07 7e-17 2e-12\n",
"14: 2.5973e+06 -2.8810e+06 5e+06 2e-16 3e-13\n",
"15: 3.7311e+05 -4.1919e+05 8e+05 1e-16 6e-14\n",
"16: 5.3293e+04 -5.9659e+04 1e+05 3e-17 2e-14\n",
"17: 7.5459e+03 -8.6271e+03 2e+04 3e-16 4e-14\n",
"18: 1.0445e+03 -1.2716e+03 2e+03 2e-16 1e-14\n",
"19: 1.3464e+02 -1.9670e+02 3e+02 4e-16 8e-15\n",
"20: 1.2507e+01 -3.4455e+01 5e+01 3e-16 4e-16\n",
"21: -2.0049e+00 -8.2416e+00 6e+00 2e-16 4e-16\n",
"22: -3.2122e+00 -3.7694e+00 6e-01 2e-16 1e-16\n",
"23: -3.2681e+00 -3.2991e+00 3e-02 2e-16 2e-16\n",
"24: -3.2694e+00 -3.2700e+00 6e-04 2e-16 2e-16\n",
"25: -3.2694e+00 -3.2694e+00 6e-06 2e-16 6e-17\n",
"26: -3.2694e+00 -3.2694e+00 6e-08 3e-16 2e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 3.8611e+01 -6.7805e+05 1e+02 1e+00 1e+00\n",
" 2: 4.8726e+01 -1.3065e+06 3e+02 1e+00 1e+00\n",
" 3: 3.5054e+00 -1.6103e+07 3e+03 1e+00 1e+00\n",
" 4: 7.4754e+00 -1.5986e+08 3e+04 1e+00 1e+00\n",
" 5: 1.0994e+01 -1.6376e+10 3e+06 1e+00 1e+00\n",
" 6: 6.5834e+08 -3.8889e+17 4e+17 3e-13 8e-04\n",
" 7: 6.5834e+08 -3.8889e+15 4e+15 3e-15 2e-04\n",
" 8: 6.5833e+08 -3.8892e+13 4e+13 2e-16 3e-06\n",
" 9: 6.5829e+08 -3.9221e+11 4e+11 2e-16 6e-08\n",
"10: 6.5364e+08 -7.1941e+09 8e+09 1e-16 1e-09\n",
"11: 4.2257e+08 -1.9695e+09 2e+09 1e-16 4e-09\n",
"12: 7.6926e+07 -5.1423e+08 6e+08 3e-16 2e-12\n",
"13: 1.7095e+07 -2.4647e+07 4e+07 9e-17 1e-12\n",
"14: 2.4814e+06 -2.7145e+06 5e+06 1e-16 6e-13\n",
"15: 3.5607e+05 -3.9815e+05 8e+05 2e-16 2e-13\n",
"16: 5.0851e+04 -5.6789e+04 1e+05 2e-16 1e-13\n",
"17: 7.2050e+03 -8.2118e+03 2e+04 2e-16 2e-14\n",
"18: 9.9969e+02 -1.2084e+03 2e+03 2e-16 8e-15\n",
"19: 1.2993e+02 -1.8598e+02 3e+02 3e-16 1e-15\n",
"20: 1.2649e+01 -3.2155e+01 4e+01 2e-16 2e-15\n",
"21: -1.5342e+00 -7.4849e+00 6e+00 2e-16 6e-16\n",
"22: -2.9197e+00 -4.1737e+00 1e+00 1e-16 3e-16\n",
"23: -3.2572e+00 -3.4533e+00 2e-01 1e-16 7e-17\n",
"24: -3.2835e+00 -3.2978e+00 1e-02 1e-16 8e-17\n",
"25: -3.2842e+00 -3.2846e+00 3e-04 1e-16 7e-17\n",
"26: -3.2842e+00 -3.2842e+00 3e-06 7e-17 7e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.8135e+01 -7.6184e+05 1e+02 1e+00 1e+00\n",
" 2: 5.7785e+01 -1.4981e+06 3e+02 1e+00 1e+00\n",
" 3: 5.3667e+00 -1.4384e+07 3e+03 1e+00 1e+00\n",
" 4: 2.2025e+01 -1.3973e+08 3e+04 1e+00 1e+00\n",
" 5: 2.9944e+01 -2.2277e+10 5e+06 1e+00 1e+00\n",
" 6: 4.4276e+08 -5.1809e+17 5e+17 3e-13 5e-04\n",
" 7: 4.4276e+08 -5.1809e+15 5e+15 3e-15 3e-04\n",
" 8: 4.4276e+08 -5.1813e+13 5e+13 2e-16 4e-06\n",
" 9: 4.4274e+08 -5.2171e+11 5e+11 1e-16 4e-08\n",
"10: 4.4022e+08 -8.7832e+09 9e+09 2e-16 6e-10\n",
"11: 2.9543e+08 -2.2298e+09 3e+09 2e-16 1e-09\n",
"12: 5.9030e+07 -3.9007e+08 4e+08 8e-17 2e-12\n",
"13: 1.2449e+07 -1.9367e+07 3e+07 1e-16 1e-12\n",
"14: 1.8039e+06 -1.9576e+06 4e+06 2e-16 5e-13\n",
"15: 2.5879e+05 -2.8957e+05 5e+05 2e-16 1e-13\n",
"16: 3.6942e+04 -4.1288e+04 8e+04 2e-16 6e-14\n",
"17: 5.2292e+03 -5.9757e+03 1e+04 2e-16 1e-14\n",
"18: 7.2346e+02 -8.8125e+02 2e+03 3e-16 9e-15\n",
"19: 9.2984e+01 -1.3648e+02 2e+02 3e-16 2e-15\n",
"20: 8.3436e+00 -2.4068e+01 3e+01 4e-16 1e-15\n",
"21: -1.8618e+00 -6.0340e+00 4e+00 1e-16 3e-16\n",
"22: -3.1263e+00 -3.8427e+00 7e-01 1e-16 1e-16\n",
"23: -3.2773e+00 -3.3493e+00 7e-02 1e-16 8e-17\n",
"24: -3.2888e+00 -3.2945e+00 6e-03 1e-16 1e-16\n",
"25: -3.2891e+00 -3.2892e+00 1e-04 2e-16 6e-17\n",
"26: -3.2891e+00 -3.2891e+00 1e-06 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.8933e+01 -9.3834e+05 2e+02 1e+00 1e+00\n",
" 2: 8.9754e+01 -1.9445e+06 4e+02 1e+00 1e+00\n",
" 3: 1.6530e+01 -5.9736e+06 1e+03 1e+00 1e+00\n",
" 4: 3.8129e+01 -2.6856e+07 5e+03 1e+00 1e+00\n",
" 5: 4.4108e+01 -8.4876e+08 2e+05 1e+00 1e+00\n",
" 6: 3.7928e+01 -1.7965e+12 5e+08 1e+00 1e+00\n",
" 7: 3.0560e+08 -2.1682e+19 2e+19 4e-13 2e-02\n",
" 8: 3.0560e+08 -2.1682e+17 2e+17 5e-15 9e-03\n",
" 9: 3.0560e+08 -2.1682e+15 2e+15 1e-16 1e-04\n",
"10: 3.0560e+08 -2.1685e+13 2e+13 1e-16 1e-06\n",
"11: 3.0554e+08 -2.1979e+11 2e+11 2e-16 2e-08\n",
"12: 2.9923e+08 -5.0753e+09 5e+09 2e-16 7e-10\n",
"13: 9.5227e+07 -3.8390e+08 5e+08 2e-16 3e-08\n",
"14: 1.5868e+07 -2.1217e+07 4e+07 3e-16 3e-10\n",
"15: 2.2988e+06 -2.5981e+06 5e+06 2e-16 6e-13\n",
"16: 3.2999e+05 -3.6919e+05 7e+05 1e-16 2e-13\n",
"17: 4.7134e+04 -5.2713e+04 1e+05 2e-16 8e-14\n",
"18: 6.6782e+03 -7.6157e+03 1e+04 2e-16 6e-14\n",
"19: 9.2640e+02 -1.1207e+03 2e+03 2e-16 7e-15\n",
"20: 1.2028e+02 -1.7257e+02 3e+02 2e-16 5e-15\n",
"21: 1.1619e+01 -2.9897e+01 4e+01 2e-16 3e-15\n",
"22: -1.5067e+00 -7.0078e+00 6e+00 2e-16 5e-16\n",
"23: -2.8656e+00 -4.3674e+00 2e+00 9e-17 1e-16\n",
"24: -3.2568e+00 -3.5015e+00 2e-01 2e-16 1e-16\n",
"25: -3.2961e+00 -3.3215e+00 3e-02 3e-16 2e-16\n",
"26: -3.2990e+00 -3.3011e+00 2e-03 2e-16 7e-17\n",
"27: -3.2991e+00 -3.2991e+00 3e-05 3e-16 1e-16\n",
"28: -3.2991e+00 -3.2991e+00 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.7323e+01 -1.2066e+06 2e+02 1e+00 1e+00\n",
" 2: 1.1161e+02 -2.4024e+06 5e+02 1e+00 1e+00\n",
" 3: 5.4666e+00 -8.1062e+06 2e+03 1e+00 1e+00\n",
" 4: 3.3531e+01 -3.1864e+07 6e+03 1e+00 1e+00\n",
" 5: 6.1766e+01 -6.3488e+08 1e+05 1e+00 1e+00\n",
" 6: 5.2420e+01 -1.0447e+12 3e+08 1e+00 1e+00\n",
" 7: 3.5126e+08 -1.4557e+19 1e+19 7e-13 1e-02\n",
" 8: 3.5126e+08 -1.4557e+17 1e+17 7e-15 8e-03\n",
" 9: 3.5126e+08 -1.4557e+15 1e+15 2e-16 6e-05\n",
"10: 3.5126e+08 -1.4561e+13 1e+13 2e-16 6e-07\n",
"11: 3.5114e+08 -1.4869e+11 1e+11 2e-16 6e-09\n",
"12: 3.4046e+08 -4.4781e+09 5e+09 1e-16 2e-10\n",
"13: 9.6942e+07 -5.5655e+08 7e+08 2e-16 6e-09\n",
"14: 1.9800e+07 -3.3935e+07 5e+07 2e-16 2e-10\n",
"15: 2.8711e+06 -3.1458e+06 6e+06 3e-16 6e-13\n",
"16: 4.1221e+05 -4.6247e+05 9e+05 3e-16 9e-14\n",
"17: 5.8869e+04 -6.5821e+04 1e+05 2e-16 8e-14\n",
"18: 8.3395e+03 -9.5151e+03 2e+04 3e-16 3e-14\n",
"19: 1.1564e+03 -1.4007e+03 3e+03 2e-16 2e-14\n",
"20: 1.5002e+02 -2.1585e+02 4e+02 2e-16 8e-15\n",
"21: 1.4462e+01 -3.7445e+01 5e+01 2e-16 8e-16\n",
"22: -1.8108e+00 -8.7486e+00 7e+00 2e-16 7e-16\n",
"23: -3.2117e+00 -3.8465e+00 6e-01 2e-16 3e-16\n",
"24: -3.2949e+00 -3.3406e+00 5e-02 1e-16 8e-17\n",
"25: -3.3021e+00 -3.3058e+00 4e-03 3e-16 2e-16\n",
"26: -3.3025e+00 -3.3027e+00 2e-04 2e-16 1e-16\n",
"27: -3.3025e+00 -3.3025e+00 3e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 7.5257e+01 -1.7158e+06 3e+02 1e+00 1e+00\n",
" 2: 1.1166e+02 -3.0867e+06 6e+02 1e+00 1e+00\n",
" 3: 2.1473e+01 -1.0647e+07 2e+03 1e+00 1e+00\n",
" 4: 4.4545e+01 -4.6404e+07 9e+03 1e+00 1e+00\n",
" 5: 7.1063e+01 -1.1817e+09 2e+05 1e+00 1e+00\n",
" 6: 4.8493e+01 -3.5358e+12 1e+09 1e+00 1e+00\n",
" 7: 3.7043e+08 -3.3872e+19 3e+19 4e-13 1e-02\n",
" 8: 3.7043e+08 -3.3872e+17 3e+17 4e-15 1e-02\n",
" 9: 3.7043e+08 -3.3872e+15 3e+15 1e-16 1e-04\n",
"10: 3.7043e+08 -3.3876e+13 3e+13 2e-16 2e-06\n",
"11: 3.7035e+08 -3.4276e+11 3e+11 2e-16 2e-08\n",
"12: 3.6289e+08 -7.3432e+09 8e+09 2e-16 5e-10\n",
"13: 1.4344e+08 -6.2673e+08 8e+08 2e-16 2e-08\n",
"14: 2.3923e+07 -3.3427e+07 6e+07 2e-16 1e-10\n",
"15: 3.4710e+06 -3.9031e+06 7e+06 2e-16 6e-13\n",
"16: 4.9842e+05 -5.5793e+05 1e+06 2e-16 2e-13\n",
"17: 7.1234e+04 -7.9542e+04 2e+05 3e-16 5e-14\n",
"18: 1.0108e+04 -1.1477e+04 2e+04 2e-16 3e-14\n",
"19: 1.4083e+03 -1.6831e+03 3e+03 2e-16 1e-14\n",
"20: 1.8551e+02 -2.5691e+02 4e+02 2e-16 5e-15\n",
"21: 1.9326e+01 -4.3547e+01 6e+01 2e-16 2e-15\n",
"22: -1.1887e+00 -9.6932e+00 9e+00 2e-16 6e-16\n",
"23: -3.1419e+00 -3.9915e+00 8e-01 2e-16 2e-16\n",
"24: -3.2859e+00 -3.3830e+00 1e-01 3e-16 2e-16\n",
"25: -3.3036e+00 -3.3130e+00 9e-03 2e-16 2e-16\n",
"26: -3.3050e+00 -3.3058e+00 8e-04 2e-16 1e-16\n",
"27: -3.3051e+00 -3.3051e+00 4e-05 1e-16 1e-16\n",
"28: -3.3051e+00 -3.3051e+00 5e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 7.5967e+01 -1.9461e+06 3e+02 1e+00 1e+00\n",
" 2: 1.4402e+02 -3.6239e+06 7e+02 1e+00 1e+00\n",
" 3: 1.6132e+01 -1.8292e+07 4e+03 1e+00 1e+00\n",
" 4: 4.4374e+01 -8.7427e+07 2e+04 1e+00 1e+00\n",
" 5: 8.4887e+01 -2.1353e+09 4e+05 1e+00 1e+00\n",
" 6: 8.4929e+01 -5.0020e+12 1e+09 1e+00 1e+00\n",
" 7: 3.7079e+08 -5.6788e+19 6e+19 4e-13 4e-02\n",
" 8: 3.7079e+08 -5.6788e+17 6e+17 4e-15 3e-02\n",
" 9: 3.7079e+08 -5.6788e+15 6e+15 1e-16 4e-04\n",
"10: 3.7079e+08 -5.6793e+13 6e+13 1e-16 3e-06\n",
"11: 3.7074e+08 -5.7354e+11 6e+11 2e-16 4e-08\n",
"12: 3.6609e+08 -1.1269e+10 1e+10 2e-16 8e-10\n",
"13: 1.9435e+08 -2.0272e+09 2e+09 2e-16 1e-09\n",
"14: 3.8633e+07 -8.9330e+07 1e+08 1e-16 9e-13\n",
"15: 6.0846e+06 -7.3317e+06 1e+07 2e-16 6e-13\n",
"16: 8.7434e+05 -9.7580e+05 2e+06 3e-16 2e-13\n",
"17: 1.2511e+05 -1.3963e+05 3e+05 2e-16 8e-14\n",
"18: 1.7793e+04 -2.0082e+04 4e+04 2e-16 6e-14\n",
"19: 2.4947e+03 -2.9297e+03 5e+03 2e-16 1e-14\n",
"20: 3.3546e+02 -4.4120e+02 8e+02 3e-16 5e-15\n",
"21: 3.8666e+01 -7.2103e+01 1e+02 2e-16 2e-15\n",
"22: 8.2517e-01 -1.4534e+01 2e+01 2e-16 1e-15\n",
"23: -3.0351e+00 -4.7944e+00 2e+00 2e-16 3e-16\n",
"24: -3.2838e+00 -3.4093e+00 1e-01 2e-16 2e-16\n",
"25: -3.3064e+00 -3.3200e+00 1e-02 2e-16 1e-16\n",
"26: -3.3080e+00 -3.3088e+00 9e-04 2e-16 1e-16\n",
"27: -3.3080e+00 -3.3081e+00 5e-05 1e-16 1e-16\n",
"28: -3.3080e+00 -3.3080e+00 7e-07 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 7.7277e+01 -2.1670e+06 3e+02 1e+00 1e+00\n",
" 2: 1.8457e+02 -4.2708e+06 8e+02 1e+00 1e+00\n",
" 3: 1.2602e+01 -1.6224e+07 3e+03 1e+00 1e+00\n",
" 4: 6.1339e+01 -6.2316e+07 1e+04 1e+00 1e+00\n",
" 5: 9.7103e+01 -1.0176e+09 2e+05 1e+00 1e+00\n",
" 6: 1.1061e+02 -6.9473e+11 2e+08 1e+00 1e+00\n",
" 7: 6.1601e+08 -1.3274e+19 1e+19 3e-13 6e-03\n",
" 8: 6.1601e+08 -1.3274e+17 1e+17 4e-15 3e-03\n",
" 9: 6.1601e+08 -1.3274e+15 1e+15 1e-16 4e-05\n",
"10: 6.1600e+08 -1.3282e+13 1e+13 2e-16 5e-07\n",
"11: 6.1562e+08 -1.4025e+11 1e+11 1e-16 6e-09\n",
"12: 5.8296e+08 -8.5396e+09 9e+09 2e-16 4e-10\n",
"13: 2.0157e+08 -3.2823e+09 3e+09 2e-16 3e-10\n",
"14: 5.1727e+07 -1.3543e+08 2e+08 2e-16 1e-11\n",
"15: 7.7943e+06 -8.7128e+06 2e+07 3e-16 7e-13\n",
"16: 1.1189e+06 -1.2464e+06 2e+06 2e-16 3e-13\n",
"17: 1.6012e+05 -1.7777e+05 3e+05 2e-16 1e-13\n",
"18: 2.2812e+04 -2.5575e+04 5e+04 2e-16 4e-14\n",
"19: 3.2153e+03 -3.7159e+03 7e+03 2e-16 2e-14\n",
"20: 4.3939e+02 -5.5325e+02 1e+03 3e-16 7e-15\n",
"21: 5.3953e+01 -8.7804e+01 1e+02 3e-16 2e-15\n",
"22: 3.3120e+00 -1.6520e+01 2e+01 2e-16 5e-16\n",
"23: -2.4471e+00 -4.9454e+00 2e+00 2e-16 3e-16\n",
"24: -3.2148e+00 -3.8445e+00 6e-01 3e-16 1e-16\n",
"25: -3.2996e+00 -3.3603e+00 6e-02 3e-16 1e-16\n",
"26: -3.3085e+00 -3.3140e+00 5e-03 2e-16 9e-17\n",
"27: -3.3090e+00 -3.3094e+00 3e-04 3e-16 1e-16\n",
"28: -3.3090e+00 -3.3090e+00 7e-06 2e-16 2e-16\n",
"29: -3.3090e+00 -3.3090e+00 7e-08 2e-16 2e-16\n",
"Optimal solution found.\n",
"processing OCQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.1314e+01 -2.9872e+05 6e+01 1e+00 1e+00\n",
" 2: 4.0126e+00 -2.2500e+06 5e+02 1e+00 1e+00\n",
" 3: 1.4069e+01 -2.9308e+08 6e+04 1e+00 1e+00\n",
" 4: 8.6406e+01 -7.6949e+13 9e+11 1e+00 1e+00\n",
" 5: 1.1428e+06 -5.9457e+17 6e+17 4e-15 1e-03\n",
" 6: 1.1428e+06 -5.9457e+15 6e+15 1e-16 6e-04\n",
" 7: 1.1428e+06 -5.9457e+13 6e+13 9e-17 1e-05\n",
" 8: 1.1428e+06 -5.9457e+11 6e+11 2e-16 2e-07\n",
" 9: 1.1421e+06 -5.9491e+09 6e+09 1e-16 2e-09\n",
"10: 1.0707e+06 -6.2670e+07 6e+07 1e-16 1e-11\n",
"11: 2.4488e+05 -1.0565e+06 1e+06 2e-16 3e-13\n",
"12: 3.6215e+04 -4.5665e+04 8e+04 1e-16 1e-13\n",
"13: 5.1676e+03 -5.7407e+03 1e+04 2e-16 9e-15\n",
"14: 7.2694e+02 -8.4789e+02 2e+03 1e-16 3e-14\n",
"15: 9.8062e+01 -1.2733e+02 2e+02 2e-16 1e-15\n",
"16: 1.1143e+01 -2.0948e+01 3e+01 2e-16 1e-16\n",
"17: -1.6854e-01 -4.6055e+00 4e+00 2e-16 1e-16\n",
"18: -1.4413e+00 -2.0115e+00 6e-01 5e-17 5e-16\n",
"19: -1.5297e+00 -1.5743e+00 4e-02 4e-16 2e-16\n",
"20: -1.5308e+00 -1.5314e+00 6e-04 3e-16 1e-16\n",
"21: -1.5308e+00 -1.5309e+00 6e-06 3e-16 3e-17\n",
"22: -1.5308e+00 -1.5308e+00 6e-08 4e-17 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.4110e+01 -5.4779e+05 1e+02 1e+00 1e+00\n",
" 2: 3.5511e+00 -3.5618e+06 8e+02 1e+00 1e+00\n",
" 3: 6.1153e+00 -1.5060e+07 3e+03 1e+00 1e+00\n",
" 4: 5.6284e+00 -2.1166e+08 4e+04 1e+00 1e+00\n",
" 5: 5.1202e+00 -4.2609e+10 9e+06 1e+00 1e+00\n",
" 6: 8.7963e+08 -9.7342e+17 1e+18 4e-13 1e-03\n",
" 7: 8.7963e+08 -9.7342e+15 1e+16 4e-15 5e-04\n",
" 8: 8.7963e+08 -9.7344e+13 1e+14 1e-16 6e-06\n",
" 9: 8.7961e+08 -9.7493e+11 1e+12 1e-16 2e-07\n",
"10: 8.7787e+08 -1.1237e+10 1e+10 2e-16 2e-09\n",
"11: 7.4350e+08 -1.3946e+09 2e+09 2e-16 8e-08\n",
"12: 5.4732e+07 -1.0444e+09 1e+09 1e-16 5e-11\n",
"13: 1.9100e+07 -3.5901e+07 6e+07 2e-16 3e-12\n",
"14: 2.9365e+06 -3.2321e+06 6e+06 2e-16 4e-13\n",
"15: 4.2187e+05 -4.7224e+05 9e+05 1e-16 5e-13\n",
"16: 6.0338e+04 -6.7190e+04 1e+05 3e-16 8e-14\n",
"17: 8.5781e+03 -9.6855e+03 2e+04 1e-16 7e-14\n",
"18: 1.2015e+03 -1.4145e+03 3e+03 2e-16 1e-14\n",
"19: 1.6106e+02 -2.1350e+02 4e+02 4e-16 5e-15\n",
"20: 1.8318e+01 -3.5085e+01 5e+01 2e-16 7e-16\n",
"21: 2.2480e-01 -7.1669e+00 7e+00 4e-17 8e-16\n",
"22: -1.5797e+00 -2.4213e+00 8e-01 2e-16 3e-16\n",
"23: -1.6742e+00 -1.7279e+00 5e-02 1e-16 1e-16\n",
"24: -1.6762e+00 -1.6772e+00 1e-03 1e-16 8e-17\n",
"25: -1.6762e+00 -1.6762e+00 1e-05 2e-16 1e-16\n",
"26: -1.6762e+00 -1.6762e+00 1e-07 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 4.8478e+01 -8.4194e+05 2e+02 1e+00 1e+00\n",
" 2: 1.2702e+01 -4.3874e+06 9e+02 1e+00 1e+00\n",
" 3: 2.6312e+01 -2.6689e+07 5e+03 1e+00 1e+00\n",
" 4: 3.7310e+01 -1.0214e+09 2e+05 1e+00 1e+00\n",
" 5: 2.2587e+07 -2.4990e+16 2e+16 6e-13 4e-05\n",
" 6: 2.2587e+07 -2.4990e+14 2e+14 6e-15 2e-05\n",
" 7: 2.2586e+07 -2.4991e+12 2e+12 1e-16 3e-07\n",
" 8: 2.2566e+07 -2.5064e+10 3e+10 2e-16 4e-09\n",
" 9: 2.0725e+07 -3.1556e+08 3e+08 2e-16 6e-11\n",
"10: 4.5499e+06 -1.0468e+07 2e+07 2e-16 3e-12\n",
"11: 6.6682e+05 -7.3305e+05 1e+06 3e-16 9e-14\n",
"12: 9.5493e+04 -1.0657e+05 2e+05 1e-16 6e-14\n",
"13: 1.3604e+04 -1.5277e+04 3e+04 2e-16 7e-14\n",
"14: 1.9157e+03 -2.2213e+03 4e+03 1e-16 3e-14\n",
"15: 2.6100e+02 -3.3142e+02 6e+02 8e-17 6e-15\n",
"16: 3.1718e+01 -5.2884e+01 8e+01 2e-16 3e-15\n",
"17: 1.8000e+00 -1.0048e+01 1e+01 1e-16 1e-15\n",
"18: -1.4830e+00 -2.9337e+00 1e+00 3e-16 2e-16\n",
"19: -1.7677e+00 -1.9863e+00 2e-01 2e-16 2e-16\n",
"20: -1.7834e+00 -1.7937e+00 1e-02 2e-16 1e-16\n",
"21: -1.7835e+00 -1.7836e+00 1e-04 4e-16 6e-17\n",
"22: -1.7835e+00 -1.7835e+00 1e-06 1e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.6724e+01 -1.0677e+06 2e+02 1e+00 1e+00\n",
" 2: 4.9223e+01 -2.2371e+06 4e+02 1e+00 1e+00\n",
" 3: 2.0382e+01 -6.4115e+07 1e+04 1e+00 1e+00\n",
" 4: 3.7075e+01 -3.5204e+09 7e+05 1e+00 1e+00\n",
" 5: 4.9762e+08 -8.4845e+16 8e+16 4e-13 7e-05\n",
" 6: 4.9762e+08 -8.4845e+14 8e+14 4e-15 6e-05\n",
" 7: 4.9762e+08 -8.4888e+12 8e+12 2e-16 6e-07\n",
" 8: 4.9742e+08 -8.9189e+10 9e+10 2e-16 6e-09\n",
" 9: 4.7895e+08 -5.0361e+09 6e+09 2e-16 3e-10\n",
"10: 7.6780e+07 -1.9815e+09 2e+09 2e-16 6e-11\n",
"11: 2.1797e+07 -7.8287e+07 1e+08 2e-16 4e-12\n",
"12: 3.3527e+06 -3.9609e+06 7e+06 3e-16 8e-13\n",
"13: 4.8084e+05 -5.3335e+05 1e+06 2e-16 2e-13\n",
"14: 6.8761e+04 -7.6600e+04 1e+05 3e-16 1e-13\n",
"15: 9.7736e+03 -1.1036e+04 2e+04 2e-16 7e-14\n",
"16: 1.3685e+03 -1.6124e+03 3e+03 2e-16 2e-14\n",
"17: 1.8335e+02 -2.4349e+02 4e+02 3e-16 3e-15\n",
"18: 2.0842e+01 -4.0031e+01 6e+01 2e-16 3e-15\n",
"19: 2.8611e-01 -8.1520e+00 8e+00 2e-16 1e-15\n",
"20: -1.7327e+00 -2.6955e+00 1e+00 2e-16 2e-16\n",
"21: -1.8233e+00 -1.8962e+00 7e-02 3e-16 7e-17\n",
"22: -1.8253e+00 -1.8266e+00 1e-03 2e-16 2e-16\n",
"23: -1.8253e+00 -1.8253e+00 1e-05 1e-16 8e-17\n",
"24: -1.8253e+00 -1.8253e+00 1e-07 1e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 6.2555e+01 -1.3195e+06 2e+02 1e+00 1e+00\n",
" 2: 8.6506e+01 -2.3383e+06 5e+02 1e+00 1e+00\n",
" 3: 1.6205e+01 -1.1121e+07 2e+03 1e+00 1e+00\n",
" 4: 3.9043e+01 -7.1702e+07 1e+04 1e+00 1e+00\n",
" 5: 4.6942e+01 -4.7536e+09 1e+06 1e+00 1e+00\n",
" 6: 3.6152e+08 -1.1498e+17 1e+17 3e-13 7e-05\n",
" 7: 3.6152e+08 -1.1498e+15 1e+15 3e-15 6e-05\n",
" 8: 3.6151e+08 -1.1501e+13 1e+13 2e-16 8e-07\n",
" 9: 3.6131e+08 -1.1816e+11 1e+11 2e-16 1e-08\n",
"10: 3.4201e+08 -4.1661e+09 5e+09 1e-16 5e-10\n",
"11: 8.1490e+07 -4.1083e+08 5e+08 2e-16 7e-10\n",
"12: 1.5944e+07 -2.4732e+07 4e+07 1e-16 3e-11\n",
"13: 2.3064e+06 -2.5340e+06 5e+06 2e-16 4e-13\n",
"14: 3.3108e+05 -3.7013e+05 7e+05 2e-16 3e-13\n",
"15: 4.7318e+04 -5.2740e+04 1e+05 1e-16 8e-14\n",
"16: 6.7187e+03 -7.6103e+03 1e+04 1e-16 4e-14\n",
"17: 9.3791e+02 -1.1144e+03 2e+03 2e-16 1e-14\n",
"18: 1.2439e+02 -1.6938e+02 3e+02 2e-16 4e-15\n",
"19: 1.3461e+01 -2.8347e+01 4e+01 2e-16 2e-15\n",
"20: -3.5999e-01 -6.0691e+00 6e+00 2e-16 2e-16\n",
"21: -1.6616e+00 -2.6615e+00 1e+00 2e-16 2e-16\n",
"22: -1.8539e+00 -1.9904e+00 1e-01 2e-16 5e-17\n",
"23: -1.8663e+00 -1.8739e+00 8e-03 2e-16 5e-17\n",
"24: -1.8665e+00 -1.8666e+00 1e-04 1e-16 1e-16\n",
"25: -1.8665e+00 -1.8665e+00 1e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 6.9548e+01 -1.6153e+06 3e+02 1e+00 1e+00\n",
" 2: 1.2085e+02 -2.8108e+06 5e+02 1e+00 1e+00\n",
" 3: 6.1567e+00 -1.1690e+07 2e+03 1e+00 1e+00\n",
" 4: 2.4417e+01 -5.0891e+07 1e+04 1e+00 1e+00\n",
" 5: 4.4403e+01 -1.0694e+09 2e+05 1e+00 1e+00\n",
" 6: 5.6071e+01 -8.6970e+11 2e+08 1e+00 1e+00\n",
" 7: 5.7291e+08 -1.5836e+19 2e+19 3e-13 1e-02\n",
" 8: 5.7291e+08 -1.5836e+17 2e+17 3e-15 6e-03\n",
" 9: 5.7291e+08 -1.5836e+15 2e+15 1e-16 9e-05\n",
"10: 5.7291e+08 -1.5841e+13 2e+13 1e-16 1e-06\n",
"11: 5.7266e+08 -1.6337e+11 2e+11 2e-16 2e-08\n",
"12: 5.4913e+08 -6.4203e+09 7e+09 1e-16 7e-10\n",
"13: 1.4216e+08 -1.2480e+09 1e+09 1e-16 5e-09\n",
"14: 3.2833e+07 -6.1242e+07 9e+07 1e-16 2e-10\n",
"15: 4.8234e+06 -5.2236e+06 1e+07 2e-16 2e-12\n",
"16: 6.9289e+05 -7.7583e+05 1e+06 2e-16 3e-13\n",
"17: 9.9128e+04 -1.1018e+05 2e+05 2e-16 1e-13\n",
"18: 1.4112e+04 -1.5864e+04 3e+04 2e-16 5e-14\n",
"19: 1.9844e+03 -2.3093e+03 4e+03 2e-16 2e-14\n",
"20: 2.6938e+02 -3.4553e+02 6e+02 2e-16 5e-15\n",
"21: 3.2329e+01 -5.5483e+01 9e+01 2e-16 4e-15\n",
"22: 1.6182e+00 -1.0670e+01 1e+01 2e-16 1e-15\n",
"23: -1.6596e+00 -3.1520e+00 1e+00 2e-16 2e-16\n",
"24: -1.8886e+00 -2.1162e+00 2e-01 2e-16 1e-16\n",
"25: -1.9113e+00 -1.9325e+00 2e-02 2e-16 8e-17\n",
"26: -1.9118e+00 -1.9122e+00 4e-04 2e-16 1e-16\n",
"27: -1.9118e+00 -1.9118e+00 4e-06 2e-16 9e-17\n",
"28: -1.9118e+00 -1.9118e+00 4e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 8.6089e+01 -2.0373e+06 3e+02 1e+00 1e+00\n",
" 2: 1.5102e+02 -3.5155e+06 7e+02 1e+00 1e+00\n",
" 3: 1.1257e+01 -1.2337e+07 2e+03 1e+00 1e+00\n",
" 4: 5.2953e+01 -5.5804e+07 1e+04 1e+00 1e+00\n",
" 5: 7.8717e+01 -1.5433e+09 3e+05 1e+00 1e+00\n",
" 6: 6.4383e+01 -3.0662e+12 9e+08 1e+00 1e+00\n",
" 7: 5.1730e+08 -3.8431e+19 4e+19 3e-13 3e-02\n",
" 8: 5.1730e+08 -3.8431e+17 4e+17 3e-15 1e-02\n",
" 9: 5.1730e+08 -3.8431e+15 4e+15 2e-16 2e-04\n",
"10: 5.1730e+08 -3.8436e+13 4e+13 2e-16 2e-06\n",
"11: 5.1718e+08 -3.8938e+11 4e+11 2e-16 3e-08\n",
"12: 5.0559e+08 -8.8235e+09 9e+09 2e-16 6e-10\n",
"13: 1.8457e+08 -6.3547e+08 8e+08 2e-16 1e-09\n",
"14: 2.9564e+07 -3.7144e+07 7e+07 2e-16 1e-12\n",
"15: 4.2896e+06 -4.8733e+06 9e+06 1e-16 8e-13\n",
"16: 6.1615e+05 -6.8789e+05 1e+06 2e-16 4e-13\n",
"17: 8.8155e+04 -9.8119e+04 2e+05 1e-16 1e-13\n",
"18: 1.2546e+04 -1.4120e+04 3e+04 2e-16 3e-14\n",
"19: 1.7627e+03 -2.0567e+03 4e+03 1e-16 2e-14\n",
"20: 2.3863e+02 -3.0831e+02 5e+02 2e-16 5e-15\n",
"21: 2.8307e+01 -4.9766e+01 8e+01 2e-16 2e-15\n",
"22: 1.1860e+00 -9.7089e+00 1e+01 2e-16 5e-16\n",
"23: -1.6807e+00 -2.9791e+00 1e+00 2e-16 3e-16\n",
"24: -1.9116e+00 -2.1622e+00 3e-01 1e-16 1e-16\n",
"25: -1.9294e+00 -1.9483e+00 2e-02 2e-16 1e-16\n",
"26: -1.9297e+00 -1.9300e+00 3e-04 1e-16 8e-17\n",
"27: -1.9297e+00 -1.9297e+00 3e-06 1e-16 7e-17\n",
"28: -1.9297e+00 -1.9297e+00 3e-08 2e-16 9e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 9.0501e+01 -2.3276e+06 4e+02 1e+00 1e+00\n",
" 2: 1.8723e+02 -4.1118e+06 8e+02 1e+00 1e+00\n",
" 3: 1.0458e+01 -1.2716e+07 3e+03 1e+00 1e+00\n",
" 4: 6.6930e+01 -4.9471e+07 1e+04 1e+00 1e+00\n",
" 5: 1.0893e+02 -1.2249e+09 2e+05 1e+00 1e+00\n",
" 6: 5.5579e+08 -3.0157e+16 3e+16 4e-13 2e-05\n",
" 7: 5.5579e+08 -3.0158e+14 3e+14 4e-15 1e-05\n",
" 8: 5.5575e+08 -3.0200e+12 3e+12 1e-16 2e-07\n",
" 9: 5.5218e+08 -3.4371e+10 3e+10 2e-16 3e-09\n",
"10: 3.5858e+08 -2.9592e+09 3e+09 2e-16 4e-10\n",
"11: 7.1257e+07 -1.4833e+08 2e+08 2e-16 8e-12\n",
"12: 1.0821e+07 -1.2474e+07 2e+07 2e-16 1e-12\n",
"13: 1.5562e+06 -1.7397e+06 3e+06 3e-16 3e-13\n",
"14: 2.2302e+05 -2.4758e+05 5e+05 2e-16 2e-13\n",
"15: 3.1846e+04 -3.5517e+04 7e+04 2e-16 6e-14\n",
"16: 4.5133e+03 -5.1359e+03 1e+04 1e-16 3e-14\n",
"17: 6.2668e+02 -7.5559e+02 1e+03 1e-16 1e-14\n",
"18: 8.1556e+01 -1.1620e+02 2e+02 2e-16 4e-15\n",
"19: 7.9273e+00 -2.0106e+01 3e+01 2e-16 7e-16\n",
"20: -1.0292e+00 -4.7634e+00 4e+00 2e-16 7e-16\n",
"21: -1.8993e+00 -2.4879e+00 6e-01 1e-16 2e-16\n",
"22: -1.9476e+00 -1.9765e+00 3e-02 1e-16 1e-16\n",
"23: -1.9483e+00 -1.9489e+00 6e-04 2e-16 1e-16\n",
"24: -1.9483e+00 -1.9483e+00 6e-06 2e-16 1e-16\n",
"25: -1.9483e+00 -1.9483e+00 6e-08 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.0853e+02 -2.7680e+06 5e+02 1e+00 1e+00\n",
" 2: 1.9103e+02 -4.6646e+06 9e+02 1e+00 1e+00\n",
" 3: 2.3255e+01 -1.7392e+07 4e+03 1e+00 1e+00\n",
" 4: 8.0818e+01 -8.2899e+07 2e+04 1e+00 1e+00\n",
" 5: 1.1206e+02 -2.1410e+09 4e+05 1e+00 1e+00\n",
" 6: 1.1048e+02 -3.6960e+12 1e+09 1e+00 1e+00\n",
" 7: 5.0930e+08 -5.0026e+19 5e+19 5e-13 3e-02\n",
" 8: 5.0930e+08 -5.0026e+17 5e+17 5e-15 2e-02\n",
" 9: 5.0930e+08 -5.0026e+15 5e+15 2e-16 3e-04\n",
"10: 5.0929e+08 -5.0032e+13 5e+13 2e-16 4e-06\n",
"11: 5.0916e+08 -5.0609e+11 5e+11 2e-16 5e-08\n",
"12: 4.9622e+08 -1.0702e+10 1e+10 2e-16 1e-09\n",
"13: 1.9755e+08 -1.0037e+09 1e+09 2e-16 6e-08\n",
"14: 3.3566e+07 -4.9058e+07 8e+07 2e-16 5e-10\n",
"15: 4.8685e+06 -5.4502e+06 1e+07 2e-16 9e-13\n",
"16: 6.9942e+05 -7.8230e+05 1e+06 1e-16 3e-13\n",
"17: 1.0007e+05 -1.1136e+05 2e+05 2e-16 9e-14\n",
"18: 1.4243e+04 -1.6026e+04 3e+04 2e-16 5e-14\n",
"19: 2.0018e+03 -2.3337e+03 4e+03 2e-16 2e-14\n",
"20: 2.7126e+02 -3.4960e+02 6e+02 2e-16 7e-15\n",
"21: 3.2337e+01 -5.6315e+01 9e+01 3e-16 2e-15\n",
"22: 1.4902e+00 -1.0908e+01 1e+01 2e-16 1e-15\n",
"23: -1.7511e+00 -3.2521e+00 2e+00 2e-16 5e-16\n",
"24: -1.9390e+00 -2.1791e+00 2e-01 2e-16 1e-16\n",
"25: -1.9612e+00 -1.9796e+00 2e-02 2e-16 1e-16\n",
"26: -1.9615e+00 -1.9618e+00 3e-04 2e-16 2e-16\n",
"27: -1.9615e+00 -1.9616e+00 3e-06 1e-16 2e-16\n",
"28: -1.9615e+00 -1.9615e+00 3e-08 2e-16 7e-17\n",
"Optimal solution found.\n",
"processing OHQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.5954e+02 -1.7427e+06 3e+02 1e+00 1e+00\n",
" 2: 8.6414e+00 -4.1077e+06 1e+03 1e+00 1e+00\n",
" 3: 1.0741e+02 -1.3809e+08 3e+04 1e+00 1e+00\n",
" 4: 1.5808e+02 -8.3913e+11 4e+08 1e+00 1e+00\n",
" 5: 3.1951e+09 -4.1479e+18 4e+18 6e-14 8e-04\n",
" 6: 3.1951e+09 -4.1479e+16 4e+16 8e-16 5e-04\n",
" 7: 3.1951e+09 -4.1480e+14 4e+14 1e-16 7e-06\n",
" 8: 3.1951e+09 -4.1562e+12 4e+12 3e-16 1e-07\n",
" 9: 3.1929e+09 -4.9840e+10 5e+10 2e-16 2e-09\n",
"10: 3.0593e+09 -8.6054e+09 1e+10 2e-16 4e-10\n",
"11: 9.1505e+07 -1.6141e+10 2e+10 2e-16 4e-10\n",
"12: 5.8925e+07 -4.1722e+08 5e+08 4e-16 1e-11\n",
"13: 9.6561e+06 -1.6322e+07 3e+07 1e-16 0e+00\n",
"14: 1.3856e+06 -1.5108e+06 3e+06 1e-16 1e-13\n",
"15: 1.9793e+05 -2.2270e+05 4e+05 2e-16 2e-14\n",
"16: 2.7987e+04 -3.2112e+04 6e+04 5e-16 1e-14\n",
"17: 3.8583e+03 -4.7487e+03 9e+03 2e-17 0e+00\n",
"18: 4.9008e+02 -7.4039e+02 1e+03 2e-16 3e-15\n",
"19: 4.1323e+01 -1.3244e+02 2e+02 1e-16 3e-16\n",
"20: -1.1128e+01 -3.3525e+01 2e+01 2e-16 7e-16\n",
"21: -1.6656e+01 -1.9973e+01 3e+00 2e-16 1e-16\n",
"22: -1.7154e+01 -1.7447e+01 3e-01 1e-16 6e-17\n",
"23: -1.7162e+01 -1.7166e+01 5e-03 1e-16 1e-16\n",
"24: -1.7162e+01 -1.7162e+01 5e-05 2e-16 1e-16\n",
"25: -1.7162e+01 -1.7162e+01 5e-07 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.7652e+02 -2.6088e+06 5e+02 1e+00 1e+00\n",
" 2: 1.4051e+02 -4.0646e+06 8e+02 1e+00 1e+00\n",
" 3: 6.2108e+01 -2.2124e+07 4e+03 1e+00 1e+00\n",
" 4: 1.8205e+02 -1.8907e+08 4e+04 1e+00 1e+00\n",
" 5: 3.3934e+01 -1.9988e+11 5e+07 1e+00 1e+00\n",
" 6: 2.7011e+09 -3.3465e+18 3e+18 3e-13 5e-04\n",
" 7: 2.7011e+09 -3.3465e+16 3e+16 3e-15 3e-04\n",
" 8: 2.7011e+09 -3.3467e+14 3e+14 2e-16 5e-06\n",
" 9: 2.7011e+09 -3.3659e+12 3e+12 2e-16 8e-08\n",
"10: 2.7002e+09 -5.2828e+10 6e+10 4e-16 2e-09\n",
"11: 2.5057e+09 -1.6934e+10 2e+10 1e-16 5e-10\n",
"12: 5.1982e+07 -2.1338e+10 2e+10 2e-16 3e-10\n",
"13: 3.8274e+07 -3.1553e+08 4e+08 2e-16 7e-12\n",
"14: 6.4619e+06 -1.0237e+07 2e+07 1e-16 4e-13\n",
"15: 9.2431e+05 -9.9923e+05 2e+06 4e-16 0e+00\n",
"16: 1.3168e+05 -1.4869e+05 3e+05 3e-16 4e-14\n",
"17: 1.8515e+04 -2.1562e+04 4e+04 2e-16 2e-14\n",
"18: 2.5121e+03 -3.2278e+03 6e+03 2e-16 5e-15\n",
"19: 3.0097e+02 -5.1872e+02 8e+02 3e-16 0e+00\n",
"20: 1.4913e+01 -9.9856e+01 1e+02 2e-16 7e-16\n",
"21: -1.5312e+01 -2.9308e+01 1e+01 2e-16 3e-16\n",
"22: -1.7155e+01 -2.0397e+01 3e+00 3e-16 1e-16\n",
"23: -1.7679e+01 -1.8255e+01 6e-01 2e-16 2e-16\n",
"24: -1.7689e+01 -1.7701e+01 1e-02 2e-16 5e-17\n",
"25: -1.7689e+01 -1.7690e+01 1e-04 2e-16 1e-16\n",
"26: -1.7689e+01 -1.7689e+01 1e-06 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.9682e+02 -3.6392e+06 6e+02 1e+00 1e+00\n",
" 2: 2.7348e+02 -5.1924e+06 9e+02 1e+00 1e+00\n",
" 3: 2.3997e+02 -8.8712e+06 2e+03 1e+00 1e+00\n",
" 4: 1.2431e+02 -7.8979e+07 2e+04 1e+00 1e+00\n",
" 5: 3.0080e+02 -1.9619e+09 4e+05 1e+00 1e+00\n",
" 6: 4.3224e+01 -6.6612e+12 2e+09 1e+00 1e+00\n",
" 7: 2.9085e+09 -5.7154e+19 6e+19 3e-13 1e-02\n",
" 8: 2.9085e+09 -5.7154e+17 6e+17 3e-15 5e-03\n",
" 9: 2.9085e+09 -5.7155e+15 6e+15 2e-16 8e-05\n",
"10: 2.9085e+09 -5.7187e+13 6e+13 2e-16 7e-07\n",
"11: 2.9084e+09 -6.0473e+11 6e+11 3e-16 1e-08\n",
"12: 2.8950e+09 -3.8740e+10 4e+10 7e-17 7e-10\n",
"13: 1.1818e+08 -4.1438e+10 4e+10 2e-16 5e-10\n",
"14: 8.8511e+07 -7.1051e+08 8e+08 2e-16 1e-11\n",
"15: 1.5453e+07 -2.5593e+07 4e+07 1e-16 7e-13\n",
"16: 2.2150e+06 -2.3832e+06 5e+06 2e-16 2e-13\n",
"17: 3.1649e+05 -3.5536e+05 7e+05 2e-16 7e-14\n",
"18: 4.4816e+04 -5.1159e+04 1e+05 3e-16 4e-14\n",
"19: 6.2083e+03 -7.5404e+03 1e+04 3e-16 1e-14\n",
"20: 8.0282e+02 -1.1642e+03 2e+03 2e-16 4e-15\n",
"21: 7.6375e+01 -2.0271e+02 3e+02 2e-16 1e-15\n",
"22: -1.0115e+01 -4.7451e+01 4e+01 1e-16 7e-16\n",
"23: -1.7136e+01 -2.1394e+01 4e+00 1e-16 2e-16\n",
"24: -1.7836e+01 -1.9409e+01 2e+00 2e-16 8e-17\n",
"25: -1.7856e+01 -1.7885e+01 3e-02 1e-16 7e-17\n",
"26: -1.7856e+01 -1.7856e+01 3e-04 7e-17 1e-16\n",
"27: -1.7856e+01 -1.7856e+01 3e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.0448e+02 -4.6426e+06 7e+02 1e+00 1e+00\n",
" 2: 4.2957e+02 -7.9576e+06 1e+03 1e+00 1e+00\n",
" 3: 3.8730e+02 -1.0400e+07 2e+03 1e+00 1e+00\n",
" 4: 4.7253e+02 -2.2876e+07 4e+03 1e+00 1e+00\n",
" 5: -1.2559e+00 -7.3645e+08 1e+05 1e+00 1e+00\n",
" 6: 6.5484e+01 -2.3508e+10 5e+06 1e+00 1e+00\n",
" 7: 5.5083e+01 -2.4592e+13 6e+09 1e+00 1e+00\n",
" 8: 7.3635e+09 -4.0305e+20 4e+20 1e-13 7e-02\n",
" 9: 7.3635e+09 -4.0305e+18 4e+18 2e-15 5e-02\n",
"10: 7.3635e+09 -4.0305e+16 4e+16 2e-16 5e-04\n",
"11: 7.3635e+09 -4.0308e+14 4e+14 2e-16 4e-06\n",
"12: 7.3630e+09 -4.0584e+12 4e+12 1e-16 8e-08\n",
"13: 7.3152e+09 -6.8079e+10 8e+10 2e-16 2e-09\n",
"14: 5.6983e+09 -2.3787e+10 3e+10 2e-16 1e-09\n",
"15: 1.5434e+09 -2.3909e+10 3e+10 2e-16 7e-10\n",
"16: 5.4654e+08 -1.7996e+09 2e+09 2e-16 5e-11\n",
"17: 8.4809e+07 -1.0114e+08 2e+08 6e-17 1e-12\n",
"18: 1.2225e+07 -1.3779e+07 3e+07 2e-16 4e-13\n",
"19: 1.7526e+06 -1.9530e+06 4e+06 2e-16 3e-13\n",
"20: 2.5007e+05 -2.7998e+05 5e+05 2e-16 3e-14\n",
"21: 3.5352e+04 -4.0550e+04 8e+04 2e-16 3e-14\n",
"22: 4.8739e+03 -5.9971e+03 1e+04 5e-17 9e-15\n",
"23: 6.1998e+02 -9.3482e+02 2e+03 1e-16 2e-15\n",
"24: 5.3326e+01 -1.6670e+02 2e+02 1e-16 2e-15\n",
"25: -1.2316e+01 -4.1222e+01 3e+01 1e-16 5e-16\n",
"26: -1.7132e+01 -2.1623e+01 4e+00 9e-17 2e-16\n",
"27: -1.7860e+01 -1.9017e+01 1e+00 2e-16 1e-16\n",
"28: -1.7935e+01 -1.8006e+01 7e-02 2e-16 9e-17\n",
"29: -1.7937e+01 -1.7938e+01 1e-03 9e-17 1e-16\n",
"30: -1.7937e+01 -1.7937e+01 1e-05 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.5526e+02 -7.7426e+06 1e+03 1e+00 1e+00\n",
" 2: 4.4483e+02 -9.6126e+06 2e+03 1e+00 1e+00\n",
" 3: 4.7928e+02 -1.3292e+07 2e+03 1e+00 1e+00\n",
" 4: 6.2381e+02 -4.7239e+07 9e+03 1e+00 1e+00\n",
" 5: 2.3556e+02 -1.1682e+08 2e+04 1e+00 1e+00\n",
" 6: 3.8084e+02 -1.6348e+09 3e+05 1e+00 1e+00\n",
" 7: 4.7695e+02 -1.2108e+12 3e+08 1e+00 1e+00\n",
" 8: 1.2720e+09 -2.2430e+19 2e+19 4e-13 3e-03\n",
" 9: 1.2720e+09 -2.2430e+17 2e+17 3e-15 2e-03\n",
"10: 1.2720e+09 -2.2430e+15 2e+15 2e-16 2e-05\n",
"11: 1.2719e+09 -2.2474e+13 2e+13 1e-16 3e-07\n",
"12: 1.2667e+09 -2.6794e+11 3e+11 2e-16 5e-09\n",
"13: 9.2543e+08 -3.1538e+10 3e+10 1e-16 7e-10\n",
"14: 1.8823e+08 -1.7572e+09 2e+09 1e-16 5e-11\n",
"15: 3.5969e+07 -7.3597e+07 1e+08 2e-16 2e-12\n",
"16: 5.2072e+06 -5.6233e+06 1e+07 1e-16 1e-13\n",
"17: 7.4562e+05 -8.3593e+05 2e+06 1e-16 6e-14\n",
"18: 1.0604e+05 -1.1968e+05 2e+05 1e-16 5e-14\n",
"19: 1.4866e+04 -1.7466e+04 3e+04 3e-16 2e-14\n",
"20: 1.9988e+03 -2.6303e+03 5e+03 2e-16 6e-15\n",
"21: 2.3076e+02 -4.2967e+02 7e+02 3e-16 2e-15\n",
"22: 5.7319e+00 -8.6108e+01 9e+01 2e-16 8e-16\n",
"23: -1.6789e+01 -2.7487e+01 1e+01 2e-16 3e-16\n",
"24: -1.7881e+01 -1.9053e+01 1e+00 2e-16 1e-16\n",
"25: -1.7999e+01 -1.8137e+01 1e-01 2e-16 1e-16\n",
"26: -1.8002e+01 -1.8005e+01 3e-03 2e-16 6e-17\n",
"27: -1.8002e+01 -1.8002e+01 3e-05 2e-16 1e-16\n",
"28: -1.8002e+01 -1.8002e+01 3e-07 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.6506e+02 -9.1779e+06 1e+03 1e+00 1e+00\n",
" 2: 5.2913e+02 -1.1878e+07 2e+03 1e+00 1e+00\n",
" 3: 6.8650e+02 -1.6947e+07 3e+03 1e+00 1e+00\n",
" 4: 7.2628e+02 -4.3917e+07 9e+03 1e+00 1e+00\n",
" 5: 7.9003e+02 -2.2279e+08 4e+04 1e+00 1e+00\n",
" 6: 1.5776e+02 -2.4775e+10 5e+06 1e+00 1e+00\n",
" 7: 2.0252e+02 -5.3932e+12 1e+09 1e+00 1e+00\n",
" 8: 9.0179e+09 -1.1626e+20 1e+20 4e-13 1e-02\n",
" 9: 9.0179e+09 -1.1626e+18 1e+18 4e-15 1e-02\n",
"10: 9.0179e+09 -1.1626e+16 1e+16 2e-16 2e-04\n",
"11: 9.0178e+09 -1.1631e+14 1e+14 1e-16 2e-06\n",
"12: 9.0133e+09 -1.2152e+12 1e+12 2e-16 2e-08\n",
"13: 8.6278e+09 -6.3355e+10 7e+10 2e-16 1e-09\n",
"14: 3.2279e+09 -5.2629e+10 6e+10 2e-16 6e-10\n",
"15: 1.1946e+09 -3.2616e+09 4e+09 2e-16 4e-11\n",
"16: 1.9075e+08 -2.3006e+08 4e+08 2e-16 1e-12\n",
"17: 2.7496e+07 -3.0852e+07 6e+07 2e-16 7e-13\n",
"18: 3.9441e+06 -4.3856e+06 8e+06 2e-16 2e-13\n",
"19: 5.6366e+05 -6.2783e+05 1e+06 9e-17 6e-14\n",
"20: 8.0044e+04 -9.0587e+04 2e+05 2e-16 2e-14\n",
"21: 1.1181e+04 -1.3261e+04 2e+04 3e-16 1e-14\n",
"22: 1.4867e+03 -2.0127e+03 3e+03 1e-16 4e-15\n",
"23: 1.6344e+02 -3.3515e+02 5e+02 3e-16 1e-15\n",
"24: -1.7012e+00 -7.0379e+01 7e+01 2e-16 9e-16\n",
"25: -1.7203e+01 -2.4697e+01 7e+00 2e-16 3e-16\n",
"26: -1.7885e+01 -1.9064e+01 1e+00 1e-16 2e-16\n",
"27: -1.8048e+01 -1.8203e+01 2e-01 1e-16 1e-16\n",
"28: -1.8054e+01 -1.8059e+01 5e-03 2e-16 1e-16\n",
"29: -1.8054e+01 -1.8054e+01 5e-05 2e-16 1e-16\n",
"30: -1.8054e+01 -1.8054e+01 5e-07 2e-16 9e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.6392e+02 -8.3465e+06 1e+03 1e+00 1e+00\n",
" 2: 3.4292e+02 -9.8945e+06 1e+03 1e+00 1e+00\n",
" 3: 6.7720e+02 -1.5227e+07 3e+03 1e+00 1e+00\n",
" 4: 8.8281e+02 -1.9844e+07 4e+03 1e+00 1e+00\n",
" 5: 4.8386e+02 -5.8181e+07 1e+04 1e+00 1e+00\n",
" 6: 5.2691e+02 -7.0954e+07 1e+04 1e+00 1e+00\n",
" 7: 5.3550e+02 -8.9735e+07 2e+04 1e+00 1e+00\n",
" 8: 5.5366e+02 -1.5640e+08 3e+04 1e+00 1e+00\n",
" 9: 5.9637e+02 -6.4097e+08 1e+05 1e+00 1e+00\n",
"10: 9.9981e+02 -7.5437e+10 2e+07 1e+00 1e+00\n",
"11: 1.8080e+09 -1.7748e+18 2e+18 5e-13 2e-04\n",
"12: 1.8080e+09 -1.7748e+16 2e+16 5e-15 5e-05\n",
"13: 1.8080e+09 -1.7748e+14 2e+14 2e-16 1e-06\n",
"14: 1.8072e+09 -1.7812e+12 2e+12 2e-16 2e-08\n",
"15: 1.7307e+09 -2.3888e+10 3e+10 2e-16 2e-10\n",
"16: 5.0244e+08 -1.3647e+09 2e+09 1e-16 3e-09\n",
"17: 7.7206e+07 -9.0725e+07 2e+08 2e-16 4e-11\n",
"18: 1.1095e+07 -1.2393e+07 2e+07 2e-16 4e-13\n",
"19: 1.5891e+06 -1.7671e+06 3e+06 2e-16 2e-13\n",
"20: 2.2658e+05 -2.5373e+05 5e+05 1e-16 6e-14\n",
"21: 3.1995e+04 -3.6798e+04 7e+04 2e-16 3e-14\n",
"22: 4.3977e+03 -5.4556e+03 1e+04 1e-16 5e-15\n",
"23: 5.5352e+02 -8.5549e+02 1e+03 2e-16 3e-15\n",
"24: 4.4270e+01 -1.5481e+02 2e+02 2e-16 7e-16\n",
"25: -1.3675e+01 -3.9556e+01 3e+01 2e-16 2e-16\n",
"26: -1.7667e+01 -2.0081e+01 2e+00 2e-16 1e-16\n",
"27: -1.7843e+01 -2.0749e+01 3e+00 3e-16 2e-16\n",
"28: -1.8042e+01 -1.8499e+01 5e-01 2e-16 1e-16\n",
"29: -1.8072e+01 -1.8105e+01 3e-02 2e-16 1e-16\n",
"30: -1.8073e+01 -1.8073e+01 4e-04 2e-16 1e-16\n",
"31: -1.8073e+01 -1.8073e+01 4e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.6130e+02 -9.3131e+06 1e+03 1e+00 1e+00\n",
" 2: 3.8112e+02 -1.1864e+07 2e+03 1e+00 1e+00\n",
" 3: 9.2410e+02 -2.0422e+07 4e+03 1e+00 1e+00\n",
" 4: 1.1141e+03 -2.5468e+07 5e+03 1e+00 1e+00\n",
" 5: 3.9869e+02 -8.0273e+07 2e+04 1e+00 1e+00\n",
" 6: 5.2478e+02 -2.1756e+08 4e+04 1e+00 1e+00\n",
" 7: 5.5010e+02 -5.5310e+08 1e+05 1e+00 1e+00\n",
" 8: 5.8493e+02 -3.8594e+09 8e+05 1e+00 1e+00\n",
" 9: 6.1940e+02 -2.2135e+11 5e+07 1e+00 1e+00\n",
"10: 1.6842e+03 -4.0029e+15 4e+12 1e+00 1e+00\n",
"11: 6.8653e+09 -4.3748e+21 4e+21 2e-13 1e+04\n",
"12: 6.8653e+09 -4.3748e+19 4e+19 2e-15 1e+02\n",
"13: 6.8653e+09 -4.3748e+17 4e+17 3e-16 1e+00\n",
"14: 6.8653e+09 -4.3748e+15 4e+15 2e-16 1e-02\n",
"15: 6.8652e+09 -4.3795e+13 4e+13 2e-16 1e-04\n",
"16: 6.8540e+09 -4.8488e+11 5e+11 2e-16 3e-06\n",
"17: 6.0212e+09 -4.7057e+10 5e+10 2e-16 1e-06\n",
"18: 1.0328e+09 -1.5813e+10 2e+10 2e-16 1e-08\n",
"19: 2.4212e+08 -5.9186e+08 8e+08 2e-16 4e-10\n",
"20: 3.6279e+07 -4.0926e+07 8e+07 2e-16 4e-12\n",
"21: 5.2045e+06 -5.7926e+06 1e+07 2e-16 4e-13\n",
"22: 7.4418e+05 -8.2808e+05 2e+06 1e-16 1e-13\n",
"23: 1.0581e+05 -1.1933e+05 2e+05 1e-16 4e-14\n",
"24: 1.4831e+04 -1.7420e+04 3e+04 2e-16 1e-14\n",
"25: 1.9935e+03 -2.6246e+03 5e+03 1e-16 6e-15\n",
"26: 2.2990e+02 -4.2897e+02 7e+02 3e-16 2e-15\n",
"27: 5.5148e+00 -8.6084e+01 9e+01 1e-16 7e-16\n",
"28: -1.6934e+01 -2.7588e+01 1e+01 2e-16 3e-16\n",
"29: -1.8008e+01 -1.8841e+01 8e-01 2e-16 1e-16\n",
"30: -1.8086e+01 -1.8180e+01 9e-02 1e-16 1e-16\n",
"31: -1.8087e+01 -1.8088e+01 1e-03 3e-16 1e-16\n",
"32: -1.8087e+01 -1.8087e+01 1e-05 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 2.8073e+02 -1.0815e+07 1e+03 1e+00 1e+00\n",
" 2: 1.1357e+03 -2.5032e+07 4e+03 1e+00 1e+00\n",
" 3: 1.2361e+03 -2.8629e+07 5e+03 1e+00 1e+00\n",
" 4: 1.2712e+03 -4.1485e+07 8e+03 1e+00 1e+00\n",
" 5: 1.1683e+03 -1.6911e+08 3e+04 1e+00 1e+00\n",
" 6: 5.9633e+02 -7.6958e+08 2e+05 1e+00 1e+00\n",
" 7: 1.1220e+03 -3.2085e+10 7e+06 1e+00 1e+00\n",
" 8: 5.1614e+09 -7.7735e+17 8e+17 5e-13 6e-05\n",
" 9: 5.1614e+09 -7.7738e+15 8e+15 5e-15 2e-05\n",
"10: 5.1613e+09 -7.8080e+13 8e+13 2e-16 2e-07\n",
"11: 5.1524e+09 -1.1219e+12 1e+12 2e-16 4e-09\n",
"12: 4.4428e+09 -1.7204e+11 2e+11 2e-16 5e-10\n",
"13: 1.9937e+09 -1.1306e+11 1e+11 2e-16 3e-10\n",
"14: 9.9895e+08 -3.0434e+09 4e+09 3e-16 9e-12\n",
"15: 1.6054e+08 -1.8723e+08 3e+08 1e-16 2e-12\n",
"16: 2.3074e+07 -2.5643e+07 5e+07 2e-16 6e-13\n",
"17: 3.3062e+06 -3.6664e+06 7e+06 2e-16 1e-13\n",
"18: 4.7219e+05 -5.2587e+05 1e+06 2e-16 9e-14\n",
"19: 6.6984e+04 -7.5983e+04 1e+05 2e-16 3e-14\n",
"20: 9.3320e+03 -1.1149e+04 2e+04 2e-16 1e-14\n",
"21: 1.2304e+03 -1.7015e+03 3e+03 2e-16 5e-15\n",
"22: 1.2996e+02 -2.8733e+02 4e+02 1e-16 2e-15\n",
"23: -5.3646e+00 -6.2405e+01 6e+01 3e-16 5e-16\n",
"24: -1.7449e+01 -2.3366e+01 6e+00 1e-16 2e-16\n",
"25: -1.7851e+01 -1.9680e+01 2e+00 2e-16 1e-16\n",
"26: -1.8072e+01 -1.9186e+01 1e+00 3e-16 1e-16\n",
"27: -1.8099e+01 -1.8172e+01 7e-02 2e-16 1e-16\n",
"28: -1.8101e+01 -1.8103e+01 2e-03 2e-16 7e-17\n",
"29: -1.8101e+01 -1.8101e+01 2e-05 2e-16 6e-17\n",
"30: -1.8101e+01 -1.8101e+01 2e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
"processing OSQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 3.0903e+02 -3.1667e+06 6e+02 1e+00 1e+00\n",
" 2: -3.3848e+00 -6.9817e+06 2e+03 1e+00 1e+00\n",
" 3: 6.8964e+01 -7.5644e+07 2e+04 1e+00 1e+00\n",
" 4: 1.4086e+02 -1.8932e+09 4e+05 1e+00 1e+00\n",
" 5: 3.1179e+02 -5.4206e+12 2e+09 1e+00 1e+00\n",
" 6: 3.7370e+04 -5.2677e+19 5e+19 1e-13 2e-02\n",
" 7: 3.7370e+04 -5.2677e+17 5e+17 1e-15 4e-03\n",
" 8: 3.7370e+04 -5.2677e+15 5e+15 2e-16 9e-05\n",
" 9: 3.7370e+04 -5.2677e+13 5e+13 2e-16 1e-06\n",
"10: 3.7370e+04 -5.2677e+11 5e+11 2e-16 1e-08\n",
"11: 3.7355e+04 -5.2678e+09 5e+09 2e-16 1e-10\n",
"12: 3.5907e+04 -5.2789e+07 5e+07 2e-16 2e-12\n",
"13: 9.6425e+03 -5.4924e+05 6e+05 1e-16 2e-14\n",
"14: 1.2922e+03 -7.1557e+03 8e+03 1e-17 3e-15\n",
"15: 1.2663e+02 -3.6216e+02 5e+02 2e-16 2e-15\n",
"16: -1.5931e+01 -7.6142e+01 6e+01 3e-16 4e-16\n",
"17: -3.4830e+00 -1.7490e+02 2e+02 1e-16 8e-16\n",
"18: -4.1140e+01 -5.9420e+01 2e+01 2e-16 8e-17\n",
"19: -4.2424e+01 -4.5168e+01 3e+00 2e-16 1e-17\n",
"20: -4.0765e+01 -4.6333e+01 6e+00 5e-16 1e-16\n",
"21: -4.2324e+01 -4.3021e+01 7e-01 2e-16 2e-16\n",
"22: -4.2500e+01 -4.2585e+01 8e-02 2e-16 1e-16\n",
"23: -4.2510e+01 -4.2514e+01 5e-03 2e-16 1e-16\n",
"24: -4.2510e+01 -4.2510e+01 5e-05 3e-16 1e-16\n",
"25: -4.2510e+01 -4.2510e+01 5e-07 4e-17 1e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.9254e+02 -5.4215e+06 1e+03 1e+00 1e+00\n",
" 2: 3.6415e+02 -6.0523e+06 1e+03 1e+00 1e+00\n",
" 3: 4.5287e+02 -1.0228e+07 2e+03 1e+00 1e+00\n",
" 4: 1.1564e+01 -1.7148e+08 4e+04 1e+00 1e+00\n",
" 5: -1.6327e+01 -3.4420e+09 7e+05 1e+00 1e+00\n",
" 6: 5.0384e-01 -9.1674e+11 2e+08 1e+00 1e+00\n",
" 7: 7.8838e+09 -1.9960e+19 2e+19 5e-13 9e-04\n",
" 8: 7.8838e+09 -1.9960e+17 2e+17 5e-15 8e-04\n",
" 9: 7.8838e+09 -1.9960e+15 2e+15 2e-16 9e-06\n",
"10: 7.8836e+09 -1.9991e+13 2e+13 3e-16 1e-07\n",
"11: 7.8690e+09 -2.3043e+11 2e+11 1e-16 2e-09\n",
"12: 6.7812e+09 -2.8472e+10 4e+10 1e-16 3e-10\n",
"13: 7.2841e+08 -1.3655e+10 1e+10 1e-16 6e-11\n",
"14: 2.2421e+08 -8.8574e+08 1e+09 5e-17 4e-12\n",
"15: 3.3901e+07 -4.1631e+07 8e+07 2e-16 3e-13\n",
"16: 4.8701e+06 -5.4553e+06 1e+07 2e-16 1e-13\n",
"17: 6.9626e+05 -7.8033e+05 1e+06 2e-16 9e-14\n",
"18: 9.8711e+04 -1.1251e+05 2e+05 1e-16 2e-14\n",
"19: 1.3710e+04 -1.6536e+04 3e+04 2e-16 8e-15\n",
"20: 1.7874e+03 -2.5396e+03 4e+03 2e-16 6e-15\n",
"21: 1.7743e+02 -4.3674e+02 6e+02 3e-16 1e-15\n",
"22: -1.7453e+01 -9.9776e+01 8e+01 2e-16 5e-16\n",
"23: -3.4265e+01 -5.4494e+01 2e+01 2e-16 1e-16\n",
"24: -4.1698e+01 -5.0591e+01 9e+00 8e-17 1e-16\n",
"25: -4.2430e+01 -4.3094e+01 7e-01 1e-16 5e-17\n",
"26: -4.2549e+01 -4.2608e+01 6e-02 9e-17 4e-17\n",
"27: -4.2554e+01 -4.2557e+01 2e-03 2e-16 1e-16\n",
"28: -4.2554e+01 -4.2554e+01 2e-05 3e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 5.5027e+02 -8.8652e+06 2e+03 1e+00 1e+00\n",
" 2: 5.1017e+02 -1.0343e+07 2e+03 1e+00 1e+00\n",
" 3: 5.8354e+02 -1.7083e+07 3e+03 1e+00 1e+00\n",
" 4: 8.9868e+01 -7.8095e+07 2e+04 1e+00 1e+00\n",
" 5: 2.6714e+02 -5.6347e+08 1e+05 1e+00 1e+00\n",
" 6: 3.0796e+02 -4.7122e+10 1e+07 1e+00 1e+00\n",
" 7: 3.0034e+09 -1.1090e+18 1e+18 1e-12 1e-04\n",
" 8: 3.0034e+09 -1.1090e+16 1e+16 1e-14 5e-05\n",
" 9: 3.0034e+09 -1.1093e+14 1e+14 1e-16 4e-07\n",
"10: 3.0025e+09 -1.1396e+12 1e+12 2e-16 9e-09\n",
"11: 2.9198e+09 -4.0835e+10 4e+10 2e-16 4e-10\n",
"12: 4.4863e+08 -8.3204e+09 9e+09 2e-16 5e-09\n",
"13: 1.3140e+08 -3.0275e+08 4e+08 9e-17 2e-10\n",
"14: 1.9872e+07 -2.2414e+07 4e+07 2e-16 2e-12\n",
"15: 2.8488e+06 -3.1903e+06 6e+06 2e-16 8e-14\n",
"16: 4.0605e+05 -4.5666e+05 9e+05 8e-17 7e-14\n",
"17: 5.7212e+04 -6.6307e+04 1e+05 3e-16 2e-14\n",
"18: 7.8093e+03 -9.8786e+03 2e+04 2e-16 1e-14\n",
"19: 9.5777e+02 -1.5700e+03 3e+03 1e-16 4e-15\n",
"20: 6.1749e+01 -2.9385e+02 4e+02 1e-16 3e-16\n",
"21: -3.6123e+01 -8.0948e+01 4e+01 2e-16 3e-16\n",
"22: -4.2137e+01 -4.4871e+01 3e+00 2e-16 1e-16\n",
"23: -4.2540e+01 -4.2827e+01 3e-01 1e-16 1e-16\n",
"24: -4.2585e+01 -4.2608e+01 2e-02 3e-16 2e-16\n",
"25: -4.2585e+01 -4.2586e+01 3e-04 1e-16 6e-17\n",
"26: -4.2585e+01 -4.2585e+01 3e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.8041e+02 -9.8476e+06 2e+03 1e+00 1e+00\n",
" 2: 5.7568e+02 -1.1735e+07 2e+03 1e+00 1e+00\n",
" 3: 7.7388e+02 -1.5753e+07 3e+03 1e+00 1e+00\n",
" 4: 9.7927e+02 -2.7369e+07 5e+03 1e+00 1e+00\n",
" 5: 2.5923e+02 -1.7071e+08 3e+04 1e+00 1e+00\n",
" 6: 3.9682e+02 -1.7200e+09 3e+05 1e+00 1e+00\n",
" 7: 4.9387e+02 -2.7948e+11 6e+07 1e+00 1e+00\n",
" 8: 3.5226e+09 -6.3769e+18 6e+18 4e-13 7e-04\n",
" 9: 3.5226e+09 -6.3769e+16 6e+16 4e-15 1e-04\n",
"10: 3.5226e+09 -6.3778e+14 6e+14 3e-16 2e-06\n",
"11: 3.5221e+09 -6.4702e+12 6e+12 2e-16 4e-08\n",
"12: 3.4710e+09 -1.5567e+11 2e+11 2e-16 1e-09\n",
"13: 9.8722e+08 -1.5875e+10 2e+10 1e-16 2e-08\n",
"14: 2.9247e+08 -8.5635e+08 1e+09 2e-16 1e-09\n",
"15: 4.4567e+07 -5.1300e+07 1e+08 1e-16 9e-12\n",
"16: 6.4010e+06 -7.1760e+06 1e+07 2e-16 2e-13\n",
"17: 9.1469e+05 -1.0235e+06 2e+06 3e-16 5e-14\n",
"18: 1.2967e+05 -1.4773e+05 3e+05 2e-16 4e-14\n",
"19: 1.8016e+04 -2.1711e+04 4e+04 2e-16 7e-15\n",
"20: 2.3530e+03 -3.3324e+03 6e+03 2e-16 5e-15\n",
"21: 2.3676e+02 -5.7133e+02 8e+02 3e-16 9e-16\n",
"22: -1.9332e+01 -1.2872e+02 1e+02 1e-16 4e-16\n",
"23: -4.1200e+01 -5.1777e+01 1e+01 9e-17 3e-16\n",
"24: -4.2338e+01 -4.3319e+01 1e+00 2e-16 2e-16\n",
"25: -4.2577e+01 -4.2695e+01 1e-01 8e-17 2e-16\n",
"26: -4.2592e+01 -4.2599e+01 7e-03 2e-16 9e-17\n",
"27: -4.2593e+01 -4.2593e+01 3e-04 2e-16 1e-16\n",
"28: -4.2593e+01 -4.2593e+01 3e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.6383e+02 -1.1587e+07 2e+03 1e+00 1e+00\n",
" 2: 6.3061e+02 -1.4362e+07 2e+03 1e+00 1e+00\n",
" 3: 9.3861e+02 -1.9574e+07 3e+03 1e+00 1e+00\n",
" 4: 1.1688e+03 -2.7523e+07 5e+03 1e+00 1e+00\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 5: 1.4741e+03 -7.0405e+07 1e+04 1e+00 1e+00\n",
" 6: 6.4464e+02 -1.4487e+08 3e+04 1e+00 1e+00\n",
" 7: 7.0310e+02 -1.0328e+09 2e+05 1e+00 1e+00\n",
" 8: 7.5117e+02 -7.6947e+10 2e+07 1e+00 1e+00\n",
" 9: 4.3541e+09 -1.8232e+18 2e+18 4e-13 7e-05\n",
"10: 4.3541e+09 -1.8232e+16 2e+16 4e-15 3e-05\n",
"11: 4.3541e+09 -1.8243e+14 2e+14 2e-16 6e-07\n",
"12: 4.3527e+09 -1.9297e+12 2e+12 1e-16 7e-09\n",
"13: 4.2203e+09 -1.2119e+11 1e+11 2e-16 1e-08\n",
"14: 6.7829e+08 -8.2559e+10 8e+10 1e-16 7e-09\n",
"15: 3.7202e+08 -1.8442e+09 2e+09 2e-16 2e-10\n",
"16: 6.1241e+07 -8.1002e+07 1e+08 1e-16 3e-12\n",
"17: 8.7746e+06 -9.5907e+06 2e+07 1e-16 2e-13\n",
"18: 1.2545e+06 -1.3998e+06 3e+06 1e-16 9e-14\n",
"19: 1.7817e+05 -2.0154e+05 4e+05 2e-16 4e-14\n",
"20: 2.4899e+04 -2.9500e+04 5e+04 2e-16 1e-14\n",
"21: 3.3147e+03 -4.4733e+03 8e+03 1e-16 6e-15\n",
"22: 3.6623e+02 -7.4345e+02 1e+03 1e-16 2e-15\n",
"23: -2.7033e+00 -1.5553e+02 2e+02 2e-16 6e-16\n",
"24: -3.8118e+01 -5.4636e+01 2e+01 1e-16 2e-16\n",
"25: -4.1455e+01 -4.5099e+01 4e+00 2e-16 1e-16\n",
"26: -4.2504e+01 -4.3073e+01 6e-01 2e-16 1e-16\n",
"27: -4.2599e+01 -4.2695e+01 1e-01 1e-16 2e-16\n",
"28: -4.2611e+01 -4.2623e+01 1e-02 2e-16 2e-16\n",
"29: -4.2612e+01 -4.2612e+01 3e-04 1e-16 2e-16\n",
"30: -4.2612e+01 -4.2612e+01 3e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.3987e+02 -1.3098e+07 2e+03 1e+00 1e+00\n",
" 2: 5.1790e+02 -1.4577e+07 2e+03 1e+00 1e+00\n",
" 3: 6.2625e+02 -1.6527e+07 2e+03 1e+00 1e+00\n",
" 4: 7.2760e+02 -1.8301e+07 3e+03 1e+00 1e+00\n",
" 5: 8.6525e+02 -2.0798e+07 3e+03 1e+00 1e+00\n",
" 6: 1.2126e+03 -2.7438e+07 5e+03 1e+00 1e+00\n",
" 7: 1.7054e+03 -4.3805e+07 8e+03 1e+00 1e+00\n",
" 8: 1.6339e+03 -1.1139e+08 2e+04 1e+00 1e+00\n",
" 9: 3.7579e+02 -1.0698e+09 2e+05 1e+00 1e+00\n",
"10: 6.2507e+02 -1.4535e+10 3e+06 1e+00 1e+00\n",
"11: 7.2634e+02 -3.6646e+12 8e+08 1e+00 1e+00\n",
"12: 9.8318e+09 -8.0552e+19 8e+19 4e-13 4e-03\n",
"13: 9.8318e+09 -8.0552e+17 8e+17 4e-15 1e-03\n",
"14: 9.8318e+09 -8.0555e+15 8e+15 2e-16 3e-05\n",
"15: 9.8317e+09 -8.0774e+13 8e+13 1e-16 3e-07\n",
"16: 9.8164e+09 -1.0272e+12 1e+12 2e-16 5e-09\n",
"17: 8.9128e+09 -1.9672e+11 2e+11 1e-16 2e-08\n",
"18: 2.6331e+09 -1.8817e+11 2e+11 2e-16 2e-08\n",
"19: 1.4725e+09 -1.1136e+10 1e+10 1e-16 1e-09\n",
"20: 2.6036e+08 -4.7621e+08 7e+08 1e-16 2e-11\n",
"21: 3.7823e+07 -4.1464e+07 8e+07 2e-16 5e-13\n",
"22: 5.4269e+06 -6.0734e+06 1e+07 1e-16 2e-13\n",
"23: 7.7482e+05 -8.6607e+05 2e+06 2e-16 8e-14\n",
"24: 1.0973e+05 -1.2526e+05 2e+05 2e-16 1e-14\n",
"25: 1.5204e+04 -1.8452e+04 3e+04 2e-16 1e-14\n",
"26: 1.9683e+03 -2.8476e+03 5e+03 2e-16 4e-15\n",
"27: 1.8868e+02 -4.9490e+02 7e+02 2e-16 2e-15\n",
"28: -2.3511e+01 -1.1517e+02 9e+01 1e-16 4e-16\n",
"29: -4.0920e+01 -4.9199e+01 8e+00 1e-16 1e-16\n",
"30: -4.2281e+01 -4.3502e+01 1e+00 2e-16 1e-16\n",
"31: -4.2591e+01 -4.2746e+01 2e-01 2e-16 1e-16\n",
"32: -4.2616e+01 -4.2640e+01 2e-02 1e-16 8e-17\n",
"33: -4.2620e+01 -4.2622e+01 2e-03 2e-16 1e-16\n",
"34: -4.2620e+01 -4.2620e+01 7e-05 2e-16 2e-16\n",
"35: -4.2620e+01 -4.2620e+01 8e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 4.3712e+02 -1.4892e+07 2e+03 1e+00 1e+00\n",
" 2: 9.5168e+02 -2.4329e+07 4e+03 1e+00 1e+00\n",
" 3: 1.3277e+03 -3.0605e+07 5e+03 1e+00 1e+00\n",
" 4: 1.7796e+03 -4.0270e+07 7e+03 1e+00 1e+00\n",
" 5: 1.9889e+03 -6.2159e+07 1e+04 1e+00 1e+00\n",
" 6: 1.9650e+03 -1.5481e+08 3e+04 1e+00 1e+00\n",
" 7: 6.5887e+02 -1.6382e+09 3e+05 1e+00 1e+00\n",
" 8: 9.4044e+02 -3.0768e+10 6e+06 1e+00 1e+00\n",
" 9: 1.0162e+03 -1.9416e+13 4e+09 1e+00 1e+00\n",
"10: 9.8682e+09 -3.6954e+20 4e+20 6e-13 2e-02\n",
"11: 9.8682e+09 -3.6954e+18 4e+18 6e-15 9e-03\n",
"12: 9.8682e+09 -3.6954e+16 4e+16 2e-16 1e-04\n",
"13: 9.8682e+09 -3.6979e+14 4e+14 3e-16 1e-06\n",
"14: 9.8643e+09 -3.9477e+12 4e+12 2e-16 1e-08\n",
"15: 9.5403e+09 -2.8215e+11 3e+11 2e-16 8e-10\n",
"16: 3.0414e+09 -2.6141e+11 3e+11 2e-16 7e-10\n",
"17: 1.7603e+09 -1.1589e+10 1e+10 1e-16 4e-11\n",
"18: 3.1046e+08 -4.6000e+08 8e+08 1e-16 2e-12\n",
"19: 4.4752e+07 -4.9218e+07 9e+07 1e-16 6e-13\n",
"20: 6.4195e+06 -7.1657e+06 1e+07 3e-16 2e-13\n",
"21: 9.1680e+05 -1.0232e+06 2e+06 2e-16 9e-14\n",
"22: 1.2996e+05 -1.4788e+05 3e+05 2e-16 2e-14\n",
"23: 1.8062e+04 -2.1736e+04 4e+04 2e-16 4e-15\n",
"24: 2.3620e+03 -3.3339e+03 6e+03 3e-16 5e-15\n",
"25: 2.3930e+02 -5.7043e+02 8e+02 1e-16 1e-15\n",
"26: -1.8092e+01 -1.2786e+02 1e+02 2e-16 6e-16\n",
"27: -4.0188e+01 -5.0892e+01 1e+01 2e-16 2e-16\n",
"28: -4.1871e+01 -4.4412e+01 3e+00 2e-16 1e-16\n",
"29: -4.2563e+01 -4.2979e+01 4e-01 2e-16 1e-16\n",
"30: -4.2622e+01 -4.2679e+01 6e-02 2e-16 1e-16\n",
"31: -4.2629e+01 -4.2635e+01 6e-03 1e-16 2e-16\n",
"32: -4.2629e+01 -4.2629e+01 2e-04 2e-16 9e-17\n",
"33: -4.2629e+01 -4.2629e+01 3e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 4.0329e+02 -1.5922e+07 2e+03 1e+00 1e+00\n",
" 2: 1.2095e+03 -3.1979e+07 5e+03 1e+00 1e+00\n",
" 3: 1.3139e+03 -3.3942e+07 5e+03 1e+00 1e+00\n",
" 4: 1.9438e+03 -4.6123e+07 8e+03 1e+00 1e+00\n",
" 5: 2.1961e+03 -6.0476e+07 1e+04 1e+00 1e+00\n",
" 6: 2.5305e+03 -2.3515e+08 5e+04 1e+00 1e+00\n",
" 7: 2.5450e+03 -1.5539e+09 3e+05 1e+00 1e+00\n",
" 8: 9.4990e+02 -1.3736e+11 3e+07 1e+00 1e+00\n",
" 9: 1.2931e+03 -5.3349e+13 1e+10 1e+00 1e+00\n",
"10: 1.2897e+10 -1.0798e+21 1e+21 4e-13 4e-02\n",
"11: 1.2897e+10 -1.0798e+19 1e+19 4e-15 2e-02\n",
"12: 1.2897e+10 -1.0798e+17 1e+17 3e-16 4e-04\n",
"13: 1.2897e+10 -1.0801e+15 1e+15 1e-16 6e-06\n",
"14: 1.2895e+10 -1.1038e+13 1e+13 2e-16 9e-08\n",
"15: 1.2727e+10 -3.4601e+11 4e+11 2e-16 3e-09\n",
"16: 8.8995e+09 -1.1310e+11 1e+11 2e-16 2e-10\n",
"17: 2.7242e+09 -7.0748e+09 1e+10 2e-16 1e-11\n",
"18: 4.2296e+08 -4.8190e+08 9e+08 3e-16 2e-12\n",
"19: 6.0893e+07 -6.8348e+07 1e+08 1e-16 7e-13\n",
"20: 8.7298e+06 -9.6891e+06 2e+07 1e-16 2e-13\n",
"21: 1.2474e+06 -1.3889e+06 3e+06 2e-16 1e-13\n",
"22: 1.7710e+05 -2.0046e+05 4e+05 2e-16 4e-14\n",
"23: 2.4731e+04 -2.9356e+04 5e+04 2e-16 2e-14\n",
"24: 3.2854e+03 -4.4583e+03 8e+03 2e-16 6e-15\n",
"25: 3.5965e+02 -7.4358e+02 1e+03 2e-16 1e-15\n",
"26: -4.9314e+00 -1.5675e+02 2e+02 2e-16 6e-16\n",
"27: -3.9100e+01 -5.5511e+01 2e+01 3e-16 2e-16\n",
"28: -4.1134e+01 -4.5664e+01 5e+00 2e-16 1e-16\n",
"29: -4.2482e+01 -4.3594e+01 1e+00 1e-16 1e-16\n",
"30: -4.2623e+01 -4.2714e+01 9e-02 1e-16 1e-16\n",
"31: -4.2633e+01 -4.2646e+01 1e-02 9e-17 1e-16\n",
"32: -4.2634e+01 -4.2635e+01 7e-04 1e-16 2e-16\n",
"33: -4.2634e+01 -4.2634e+01 4e-05 1e-16 2e-16\n",
"34: -4.2634e+01 -4.2634e+01 8e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 3.9978e+02 -1.7620e+07 2e+03 1e+00 1e+00\n",
" 2: 1.2188e+03 -3.6005e+07 5e+03 1e+00 1e+00\n",
" 3: 1.3205e+03 -3.7902e+07 6e+03 1e+00 1e+00\n",
" 4: 1.4940e+03 -4.1132e+07 6e+03 1e+00 1e+00\n",
" 5: 2.0484e+03 -5.1754e+07 9e+03 1e+00 1e+00\n",
" 6: 2.4526e+03 -6.3150e+07 1e+04 1e+00 1e+00\n",
" 7: 2.7024e+03 -9.4352e+07 2e+04 1e+00 1e+00\n",
" 8: 3.0020e+03 -2.7386e+08 5e+04 1e+00 1e+00\n",
" 9: 3.1140e+03 -2.4752e+09 5e+05 1e+00 1e+00\n",
"10: 1.2182e+03 -1.5150e+11 3e+07 1e+00 1e+00\n",
"11: 1.0898e+03 -3.1871e+14 9e+10 1e+00 1e+00\n",
"12: 1.3575e+10 -3.7122e+21 4e+21 3e-13 2e-01\n",
"13: 1.3575e+10 -3.7122e+19 4e+19 3e-15 7e-02\n",
"14: 1.3575e+10 -3.7123e+17 4e+17 3e-16 8e-04\n",
"15: 1.3575e+10 -3.7157e+15 4e+15 2e-16 7e-06\n",
"16: 1.3571e+10 -4.0597e+13 4e+13 2e-16 1e-07\n",
"17: 1.3111e+10 -3.1099e+12 3e+12 1e-16 3e-08\n",
"18: 4.6993e+09 -2.9422e+12 3e+12 2e-16 3e-08\n",
"19: 4.2981e+09 -6.7558e+10 7e+10 2e-16 8e-10\n",
"20: 1.1313e+09 -3.5495e+09 5e+09 2e-16 3e-11\n",
"21: 1.7188e+08 -2.0302e+08 4e+08 2e-16 1e-12\n",
"22: 2.4710e+07 -2.7654e+07 5e+07 2e-16 5e-13\n",
"23: 3.5393e+06 -3.9380e+06 7e+06 2e-16 2e-13\n",
"24: 5.0470e+05 -5.6519e+05 1e+06 2e-16 8e-14\n",
"25: 7.1280e+04 -8.1948e+04 2e+05 2e-16 3e-14\n",
"26: 9.8020e+03 -1.2144e+04 2e+04 2e-16 1e-14\n",
"27: 1.2357e+03 -1.9026e+03 3e+03 1e-16 3e-15\n",
"28: 9.9829e+01 -3.4360e+02 4e+02 2e-16 1e-15\n",
"29: -2.9938e+01 -8.7532e+01 6e+01 2e-16 3e-16\n",
"30: -3.9279e+01 -4.8121e+01 9e+00 2e-16 1e-16\n",
"31: -4.2307e+01 -4.7273e+01 5e+00 3e-16 2e-16\n",
"32: -4.2585e+01 -4.2943e+01 4e-01 3e-16 1e-16\n",
"33: -4.2631e+01 -4.2674e+01 4e-02 2e-16 1e-16\n",
"34: -4.2638e+01 -4.2645e+01 7e-03 2e-16 1e-16\n",
"35: -4.2639e+01 -4.2639e+01 4e-04 2e-16 1e-16\n",
"36: -4.2639e+01 -4.2639e+01 1e-05 3e-16 2e-16\n",
"Optimal solution found.\n",
"processing PAQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.9497e+02 -3.0883e+06 6e+02 1e+00 1e+00\n",
" 2: 5.1013e+00 -6.8405e+06 2e+03 1e+00 1e+00\n",
" 3: 9.7325e+01 -1.0497e+08 2e+04 1e+00 1e+00\n",
" 4: 2.9240e+02 -7.0562e+09 1e+06 1e+00 1e+00\n",
" 5: 1.1471e+07 -1.6839e+17 2e+17 4e-13 4e-05\n",
" 6: 1.1471e+07 -1.6839e+15 2e+15 5e-15 1e-05\n",
" 7: 1.1471e+07 -1.6839e+13 2e+13 1e-16 1e-07\n",
" 8: 1.1468e+07 -1.6842e+11 2e+11 3e-16 2e-09\n",
" 9: 1.1231e+07 -1.7179e+09 2e+09 1e-16 8e-12\n",
"10: 4.1332e+06 -2.7318e+07 3e+07 1e-16 2e-13\n",
"11: 6.2378e+05 -9.1249e+05 2e+06 1e-16 8e-14\n",
"12: 8.8211e+04 -9.7699e+04 2e+05 4e-16 9e-15\n",
"13: 1.2316e+04 -1.4682e+04 3e+04 1e-16 2e-14\n",
"14: 1.6299e+03 -2.2271e+03 4e+03 2e-16 2e-15\n",
"15: 1.7394e+02 -3.7396e+02 5e+02 9e-17 0e+00\n",
"16: -8.2792e+00 -8.1699e+01 7e+01 3e-16 1e-15\n",
"17: -3.3571e+01 -7.6017e+01 4e+01 8e-17 2e-16\n",
"18: -3.8150e+01 -4.0290e+01 2e+00 2e-16 1e-16\n",
"19: -3.8376e+01 -3.8521e+01 1e-01 2e-16 3e-17\n",
"20: -3.8383e+01 -3.8385e+01 3e-03 1e-16 4e-17\n",
"21: -3.8383e+01 -3.8383e+01 3e-05 3e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.6989e+02 -5.1737e+06 9e+02 1e+00 1e+00\n",
" 2: 3.2998e+02 -6.0284e+06 1e+03 1e+00 1e+00\n",
" 3: 3.8312e+02 -9.8110e+06 2e+03 1e+00 1e+00\n",
" 4: 5.8317e+00 -1.7785e+08 4e+04 1e+00 1e+00\n",
" 5: 9.5169e+01 -2.4320e+09 5e+05 1e+00 1e+00\n",
" 6: 1.0897e+02 -5.4501e+11 1e+08 1e+00 1e+00\n",
" 7: 4.9486e+09 -1.2093e+19 1e+19 1e-12 9e-04\n",
" 8: 4.9486e+09 -1.2093e+17 1e+17 1e-14 9e-04\n",
" 9: 4.9486e+09 -1.2093e+15 1e+15 2e-16 1e-05\n",
"10: 4.9486e+09 -1.2115e+13 1e+13 1e-16 2e-07\n",
"11: 4.9453e+09 -1.4249e+11 1e+11 6e-17 2e-09\n",
"12: 4.7013e+09 -2.1859e+10 3e+10 9e-17 3e-10\n",
"13: 2.1475e+08 -2.8856e+10 3e+10 2e-16 2e-10\n",
"14: 1.1977e+08 -7.1097e+08 8e+08 2e-16 6e-12\n",
"15: 1.9356e+07 -2.9609e+07 5e+07 3e-16 6e-13\n",
"16: 2.7691e+06 -3.0176e+06 6e+06 9e-17 2e-13\n",
"17: 3.9524e+05 -4.4471e+05 8e+05 2e-16 4e-14\n",
"18: 5.5816e+04 -6.4243e+04 1e+05 2e-16 2e-14\n",
"19: 7.6684e+03 -9.5263e+03 2e+04 3e-16 4e-15\n",
"20: 9.6202e+02 -1.4955e+03 2e+03 2e-16 5e-15\n",
"21: 7.3819e+01 -2.7238e+02 3e+02 7e-17 8e-16\n",
"22: -2.8130e+01 -7.2056e+01 4e+01 2e-16 2e-16\n",
"23: -3.7355e+01 -4.2826e+01 5e+00 2e-16 1e-16\n",
"24: -3.8883e+01 -3.9649e+01 8e-01 2e-16 4e-17\n",
"25: -3.8991e+01 -3.9047e+01 6e-02 4e-17 8e-17\n",
"26: -3.8993e+01 -3.8993e+01 7e-04 6e-17 5e-17\n",
"27: -3.8993e+01 -3.8993e+01 7e-06 1e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 4.5958e+02 -7.8593e+06 1e+03 1e+00 1e+00\n",
" 2: 4.7285e+02 -9.0686e+06 2e+03 1e+00 1e+00\n",
" 3: 6.7146e+02 -1.3782e+07 3e+03 1e+00 1e+00\n",
" 4: -3.1448e+00 -8.3846e+07 2e+04 1e+00 1e+00\n",
" 5: 1.0367e+02 -5.4655e+08 1e+05 1e+00 1e+00\n",
" 6: 2.9001e+02 -2.6159e+10 5e+06 1e+00 1e+00\n",
" 7: 1.2594e+03 -1.3479e+15 3e+12 1e+00 1e+00\n",
" 8: 7.0528e+08 -2.4134e+20 2e+20 5e-14 4e-02\n",
" 9: 7.0528e+08 -2.4134e+18 2e+18 7e-16 1e-02\n",
"10: 7.0528e+08 -2.4134e+16 2e+16 2e-16 2e-04\n",
"11: 7.0527e+08 -2.4135e+14 2e+14 1e-16 3e-06\n",
"12: 7.0509e+08 -2.4227e+12 2e+12 2e-16 2e-08\n",
"13: 6.8707e+08 -3.3176e+10 3e+10 2e-16 3e-10\n",
"14: 2.3626e+08 -2.3957e+09 3e+09 2e-16 9e-11\n",
"15: 3.5596e+07 -5.8885e+07 9e+07 1e-16 9e-13\n",
"16: 5.0939e+06 -5.5941e+06 1e+07 1e-16 3e-13\n",
"17: 7.2838e+05 -8.1997e+05 2e+06 3e-16 9e-14\n",
"18: 1.0318e+05 -1.1794e+05 2e+05 1e-16 4e-14\n",
"19: 1.4296e+04 -1.7369e+04 3e+04 2e-16 8e-15\n",
"20: 1.8493e+03 -2.6807e+03 5e+03 2e-16 3e-15\n",
"21: 1.7645e+02 -4.6641e+02 6e+02 2e-16 8e-16\n",
"22: -2.2611e+01 -1.0879e+02 9e+01 2e-16 6e-16\n",
"23: -3.8536e+01 -4.6382e+01 8e+00 6e-17 1e-16\n",
"24: -3.9284e+01 -4.0642e+01 1e+00 1e-16 1e-16\n",
"25: -3.9306e+01 -3.9329e+01 2e-02 2e-16 1e-16\n",
"26: -3.9306e+01 -3.9306e+01 2e-04 1e-16 8e-17\n",
"27: -3.9306e+01 -3.9306e+01 2e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.7170e+02 -9.9931e+06 2e+03 1e+00 1e+00\n",
" 2: 5.9379e+02 -1.2466e+07 2e+03 1e+00 1e+00\n",
" 3: 9.0961e+02 -1.8378e+07 3e+03 1e+00 1e+00\n",
" 4: 9.5729e+02 -3.0096e+07 6e+03 1e+00 1e+00\n",
" 5: 4.3275e+00 -2.1952e+08 4e+04 1e+00 1e+00\n",
" 6: 4.0696e+02 -2.0489e+09 4e+05 1e+00 1e+00\n",
" 7: 4.7242e+02 -2.7451e+11 6e+07 1e+00 1e+00\n",
" 8: 4.9007e+09 -6.3325e+18 6e+18 6e-13 2e-04\n",
" 9: 4.9007e+09 -6.3325e+16 6e+16 6e-15 2e-04\n",
"10: 4.9007e+09 -6.3331e+14 6e+14 2e-16 3e-06\n",
"11: 4.9004e+09 -6.3868e+12 6e+12 9e-17 5e-08\n",
"12: 4.8775e+09 -1.1738e+11 1e+11 2e-16 1e-09\n",
"13: 3.6262e+09 -3.2919e+10 4e+10 1e-16 3e-09\n",
"14: 6.5301e+08 -7.5246e+09 8e+09 3e-16 2e-12\n",
"15: 1.4363e+08 -2.3803e+08 4e+08 2e-16 1e-12\n",
"16: 2.1029e+07 -2.2727e+07 4e+07 2e-16 6e-13\n",
"17: 3.0131e+06 -3.3654e+06 6e+06 1e-16 2e-13\n",
"18: 4.2945e+05 -4.8139e+05 9e+05 2e-16 8e-14\n",
"19: 6.0572e+04 -6.9912e+04 1e+05 2e-16 2e-14\n",
"20: 8.2971e+03 -1.0391e+04 2e+04 1e-16 9e-15\n",
"21: 1.0313e+03 -1.6404e+03 3e+03 1e-16 3e-15\n",
"22: 7.4807e+01 -3.0188e+02 4e+02 2e-16 7e-16\n",
"23: -3.1920e+01 -8.0138e+01 5e+01 3e-16 2e-16\n",
"24: -3.9016e+01 -4.2276e+01 3e+00 4e-16 1e-16\n",
"25: -3.9447e+01 -3.9731e+01 3e-01 2e-16 2e-16\n",
"26: -3.9464e+01 -3.9476e+01 1e-02 2e-16 1e-16\n",
"27: -3.9464e+01 -3.9464e+01 1e-04 1e-16 9e-17\n",
"28: -3.9464e+01 -3.9464e+01 1e-06 7e-17 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 6.7153e+02 -1.4799e+07 2e+03 1e+00 1e+00\n",
" 2: 9.5981e+02 -2.0908e+07 4e+03 1e+00 1e+00\n",
" 3: 1.0846e+03 -2.6790e+07 5e+03 1e+00 1e+00\n",
" 4: 1.3362e+03 -4.7883e+07 9e+03 1e+00 1e+00\n",
" 5: 1.3206e+02 -4.6824e+08 9e+04 1e+00 1e+00\n",
" 6: 3.7209e+02 -4.8954e+09 1e+06 1e+00 1e+00\n",
" 7: 5.0708e+02 -7.0500e+11 1e+08 1e+00 1e+00\n",
" 8: 8.2457e+09 -1.6096e+19 2e+19 4e-13 8e-04\n",
" 9: 8.2457e+09 -1.6096e+17 2e+17 4e-15 3e-04\n",
"10: 8.2457e+09 -1.6097e+15 2e+15 2e-16 8e-06\n",
"11: 8.2454e+09 -1.6194e+13 2e+13 9e-17 1e-07\n",
"12: 8.2120e+09 -2.5806e+11 3e+11 1e-16 2e-09\n",
"13: 6.8433e+09 -7.4396e+10 8e+10 2e-16 2e-09\n",
"14: 1.8101e+09 -5.0705e+10 5e+10 2e-16 6e-10\n",
"15: 6.6915e+08 -2.0301e+09 3e+09 2e-16 3e-11\n",
"16: 1.0455e+08 -1.2338e+08 2e+08 1e-16 1e-12\n",
"17: 1.5017e+07 -1.6733e+07 3e+07 2e-16 6e-13\n",
"18: 2.1496e+06 -2.3925e+06 5e+06 2e-16 1e-13\n",
"19: 3.0615e+05 -3.4392e+05 7e+05 2e-16 6e-14\n",
"20: 4.3095e+04 -5.0016e+04 9e+04 2e-16 2e-14\n",
"21: 5.8675e+03 -7.4671e+03 1e+04 2e-16 6e-15\n",
"22: 7.1240e+02 -1.1924e+03 2e+03 2e-16 3e-15\n",
"23: 4.1051e+01 -2.2609e+02 3e+02 3e-16 8e-16\n",
"24: -3.1688e+01 -6.4588e+01 3e+01 2e-16 3e-16\n",
"25: -3.6473e+01 -4.7629e+01 1e+01 3e-16 7e-17\n",
"26: -3.9293e+01 -4.4738e+01 5e+00 1e-16 1e-16\n",
"27: -3.9498e+01 -3.9853e+01 4e-01 2e-16 2e-16\n",
"28: -3.9518e+01 -3.9530e+01 1e-02 1e-16 2e-16\n",
"29: -3.9518e+01 -3.9518e+01 2e-04 2e-16 1e-16\n",
"30: -3.9518e+01 -3.9518e+01 2e-06 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 6.8604e+02 -1.7496e+07 3e+03 1e+00 1e+00\n",
" 2: 7.6982e+02 -1.9096e+07 3e+03 1e+00 1e+00\n",
" 3: 1.5485e+03 -3.0932e+07 6e+03 1e+00 1e+00\n",
" 4: 1.6835e+03 -4.4869e+07 9e+03 1e+00 1e+00\n",
" 5: 2.1177e+02 -9.7280e+07 2e+04 1e+00 1e+00\n",
" 6: 4.5600e+02 -2.8665e+08 6e+04 1e+00 1e+00\n",
" 7: 5.8818e+02 -2.3234e+09 5e+05 1e+00 1e+00\n",
" 8: 6.8360e+02 -1.6614e+11 3e+07 1e+00 1e+00\n",
" 9: 9.2998e+09 -3.9169e+18 4e+18 5e-13 1e-04\n",
"10: 9.2998e+09 -3.9169e+16 4e+16 5e-15 7e-05\n",
"11: 9.2997e+09 -3.9177e+14 4e+14 2e-16 2e-06\n",
"12: 9.2971e+09 -3.9934e+12 4e+12 1e-16 2e-08\n",
"13: 9.0425e+09 -1.1393e+11 1e+11 2e-16 9e-10\n",
"14: 2.4234e+09 -1.6566e+10 2e+10 1e-16 2e-08\n",
"15: 5.3845e+08 -1.0330e+09 2e+09 2e-16 9e-10\n",
"16: 7.8354e+07 -8.5344e+07 2e+08 1e-16 8e-13\n",
"17: 1.1261e+07 -1.2646e+07 2e+07 2e-16 4e-13\n",
"18: 1.6105e+06 -1.7940e+06 3e+06 1e-16 1e-13\n",
"19: 2.2900e+05 -2.5849e+05 5e+05 2e-16 6e-14\n",
"20: 3.2092e+04 -3.7729e+04 7e+04 3e-16 1e-14\n",
"21: 4.3104e+03 -5.6871e+03 1e+04 1e-16 6e-15\n",
"22: 4.9554e+02 -9.3074e+02 1e+03 1e-16 1e-15\n",
"23: 1.0923e+01 -1.8731e+02 2e+02 2e-16 4e-16\n",
"24: -3.7232e+01 -6.0237e+01 2e+01 2e-16 2e-16\n",
"25: -3.9423e+01 -4.0877e+01 1e+00 1e-16 2e-16\n",
"26: -3.9626e+01 -3.9812e+01 2e-01 2e-16 1e-16\n",
"27: -3.9636e+01 -3.9642e+01 6e-03 3e-16 6e-17\n",
"28: -3.9636e+01 -3.9636e+01 7e-05 3e-16 1e-16\n",
"29: -3.9636e+01 -3.9636e+01 7e-07 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 6.9189e+02 -2.0101e+07 3e+03 1e+00 1e+00\n",
" 2: 8.8095e+02 -2.3567e+07 4e+03 1e+00 1e+00\n",
" 3: 9.9101e+02 -2.5542e+07 4e+03 1e+00 1e+00\n",
" 4: 1.5998e+03 -3.5422e+07 6e+03 1e+00 1e+00\n",
" 5: 2.1251e+03 -4.7181e+07 9e+03 1e+00 1e+00\n",
" 6: 2.5817e+03 -7.9215e+07 2e+04 1e+00 1e+00\n",
" 7: 1.6844e+02 -3.2017e+08 6e+04 1e+00 1e+00\n",
" 8: 4.1403e+02 -1.3934e+09 3e+05 1e+00 1e+00\n",
" 9: 6.8915e+02 -2.4778e+10 5e+06 1e+00 1e+00\n",
"10: 9.7168e+02 -1.2119e+13 3e+09 1e+00 1e+00\n",
"11: 1.1411e+10 -2.4185e+20 2e+20 5e-13 9e-03\n",
"12: 1.1411e+10 -2.4185e+18 2e+18 5e-15 9e-03\n",
"13: 1.1411e+10 -2.4185e+16 2e+16 2e-16 1e-04\n",
"14: 1.1411e+10 -2.4198e+14 2e+14 1e-16 1e-06\n",
"15: 1.1402e+10 -2.5495e+12 3e+12 2e-16 1e-08\n",
"16: 1.0685e+10 -1.5003e+11 2e+11 1e-16 3e-08\n",
"17: 3.5300e+09 -1.0087e+11 1e+11 2e-16 1e-08\n",
"18: 1.2899e+09 -6.5684e+09 8e+09 2e-16 7e-10\n",
"19: 2.1126e+08 -2.7993e+08 5e+08 2e-16 9e-12\n",
"20: 3.0374e+07 -3.3622e+07 6e+07 1e-16 3e-13\n",
"21: 4.3531e+06 -4.8490e+06 9e+06 2e-16 1e-13\n",
"22: 6.2111e+05 -6.9451e+05 1e+06 2e-16 7e-14\n",
"23: 8.7849e+04 -1.0058e+05 2e+05 2e-16 3e-14\n",
"24: 1.2132e+04 -1.4857e+04 3e+04 2e-16 1e-14\n",
"25: 1.5529e+03 -2.3081e+03 4e+03 2e-16 3e-15\n",
"26: 1.3918e+02 -4.0792e+02 5e+02 2e-16 1e-15\n",
"27: -2.6142e+01 -9.8660e+01 7e+01 2e-16 6e-16\n",
"28: -3.8687e+01 -4.4800e+01 6e+00 8e-17 2e-16\n",
"29: -3.9583e+01 -4.0752e+01 1e+00 2e-16 9e-17\n",
"30: -3.9676e+01 -3.9798e+01 1e-01 1e-16 1e-16\n",
"31: -3.9680e+01 -3.9682e+01 2e-03 2e-16 1e-16\n",
"32: -3.9680e+01 -3.9680e+01 2e-05 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 6.9132e+02 -2.2617e+07 3e+03 1e+00 1e+00\n",
" 2: 9.9642e+02 -2.8485e+07 4e+03 1e+00 1e+00\n",
" 3: 1.0776e+03 -3.0005e+07 5e+03 1e+00 1e+00\n",
" 4: 1.3202e+03 -3.4341e+07 6e+03 1e+00 1e+00\n",
" 5: 2.2317e+03 -4.8980e+07 9e+03 1e+00 1e+00\n",
" 6: 2.6535e+03 -6.8641e+07 1e+04 1e+00 1e+00\n",
" 7: 2.0724e+03 -9.2920e+07 2e+04 1e+00 1e+00\n",
" 8: 6.0449e+02 -2.5216e+09 5e+05 1e+00 1e+00\n",
" 9: 1.6317e+03 -9.2332e+10 2e+07 1e+00 1e+00\n",
"10: 8.0949e+09 -2.1903e+18 2e+18 5e-13 1e-04\n",
"11: 8.0949e+09 -2.1903e+16 2e+16 5e-15 5e-05\n",
"12: 8.0948e+09 -2.1918e+14 2e+14 2e-16 6e-07\n",
"13: 8.0905e+09 -2.3370e+12 2e+12 2e-16 6e-09\n",
"14: 7.7434e+09 -1.6454e+11 2e+11 2e-16 3e-09\n",
"15: 2.7231e+09 -1.4199e+11 1e+11 1e-16 5e-10\n",
"16: 1.1672e+09 -5.1917e+09 6e+09 2e-16 2e-11\n",
"17: 1.9101e+08 -2.5155e+08 4e+08 2e-16 1e-12\n",
"18: 2.7413e+07 -3.0079e+07 6e+07 2e-16 3e-13\n",
"19: 3.9262e+06 -4.3660e+06 8e+06 2e-16 3e-13\n",
"20: 5.5995e+05 -6.2605e+05 1e+06 1e-16 7e-14\n",
"21: 7.9141e+04 -9.0759e+04 2e+05 2e-16 3e-14\n",
"22: 1.0908e+04 -1.3428e+04 2e+04 2e-16 1e-14\n",
"23: 1.3868e+03 -2.0942e+03 3e+03 2e-16 3e-15\n",
"24: 1.1890e+02 -3.7376e+02 5e+02 2e-16 1e-15\n",
"25: -2.7776e+01 -9.2528e+01 6e+01 2e-16 5e-16\n",
"26: -3.8677e+01 -4.3829e+01 5e+00 2e-16 1e-16\n",
"27: -3.9658e+01 -4.1113e+01 1e+00 2e-16 1e-16\n",
"28: -3.9719e+01 -3.9844e+01 1e-01 1e-16 1e-16\n",
"29: -3.9724e+01 -3.9727e+01 4e-03 2e-16 1e-16\n",
"30: -3.9724e+01 -3.9724e+01 4e-05 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 7.4600e+02 -2.6300e+07 4e+03 1e+00 1e+00\n",
" 2: 1.0552e+03 -3.2621e+07 5e+03 1e+00 1e+00\n",
" 3: 1.2111e+03 -3.5583e+07 5e+03 1e+00 1e+00\n",
" 4: 1.4027e+03 -3.9117e+07 6e+03 1e+00 1e+00\n",
" 5: 2.1139e+03 -5.1019e+07 9e+03 1e+00 1e+00\n",
" 6: 2.8637e+03 -6.5108e+07 1e+04 1e+00 1e+00\n",
" 7: 4.0091e+03 -1.0145e+08 2e+04 1e+00 1e+00\n",
" 8: 1.0138e+03 -1.8712e+08 4e+04 1e+00 1e+00\n",
" 9: 1.9595e+03 -6.4784e+08 1e+05 1e+00 1e+00\n",
"10: 2.6605e+03 -3.1899e+10 7e+06 1e+00 1e+00\n",
"11: 1.0484e+03 -1.3148e+14 5e+10 1e+00 1e+00\n",
"12: 9.1298e+09 -9.1998e+20 9e+20 2e-13 5e-02\n",
"13: 9.1298e+09 -9.1998e+18 9e+18 2e-15 1e-02\n",
"14: 9.1298e+09 -9.1998e+16 9e+16 1e-16 3e-04\n",
"15: 9.1298e+09 -9.2012e+14 9e+14 3e-16 3e-06\n",
"16: 9.1285e+09 -9.3382e+12 9e+12 2e-16 4e-08\n",
"17: 9.0111e+09 -2.2955e+11 2e+11 2e-16 6e-09\n",
"18: 8.9594e+09 -1.0221e+11 1e+11 2e-16 2e-07\n",
"19: 3.2625e+09 -4.4968e+10 5e+10 2e-16 4e-08\n",
"20: 7.6686e+08 -1.6106e+09 2e+09 1e-16 1e-09\n",
"21: 1.1402e+08 -1.2455e+08 2e+08 1e-16 9e-12\n",
"22: 1.6360e+07 -1.8208e+07 3e+07 2e-16 3e-13\n",
"23: 2.3400e+06 -2.5972e+06 5e+06 1e-16 1e-13\n",
"24: 3.3316e+05 -3.7407e+05 7e+05 2e-16 4e-14\n",
"25: 4.6883e+04 -5.4432e+04 1e+05 1e-16 2e-14\n",
"26: 6.3796e+03 -8.1314e+03 1e+04 2e-16 7e-15\n",
"27: 7.7339e+02 -1.2998e+03 2e+03 2e-16 3e-15\n",
"28: 4.4241e+01 -2.4676e+02 3e+02 2e-16 5e-16\n",
"29: -3.4037e+01 -7.0159e+01 4e+01 2e-16 4e-16\n",
"30: -3.8511e+01 -4.4180e+01 6e+00 2e-16 1e-16\n",
"31: -3.9263e+01 -4.6296e+01 7e+00 5e-16 9e-17\n",
"32: -3.9597e+01 -4.1276e+01 2e+00 2e-16 1e-16\n",
"33: -3.9698e+01 -4.0779e+01 1e+00 1e-16 2e-16\n",
"34: -3.9739e+01 -3.9838e+01 1e-01 2e-16 1e-16\n",
"35: -3.9742e+01 -3.9745e+01 3e-03 2e-16 1e-16\n",
"36: -3.9742e+01 -3.9742e+01 3e-05 2e-16 2e-16\n",
"Optimal solution found.\n",
"processing PFQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 8.4030e+01 -9.5096e+05 2e+02 1e+00 1e+00\n",
" 2: 5.4918e+00 -2.6153e+06 7e+02 1e+00 1e+00\n",
" 3: 3.9829e+01 -8.4739e+07 2e+04 1e+00 1e+00\n",
" 4: 8.2552e+01 -1.7054e+10 4e+06 1e+00 1e+00\n",
" 5: 1.0149e+06 -3.8809e+17 4e+17 6e-13 2e-04\n",
" 6: 1.0149e+06 -3.8809e+15 4e+15 6e-15 2e-04\n",
" 7: 1.0148e+06 -3.8809e+13 4e+13 2e-16 2e-06\n",
" 8: 1.0148e+06 -3.8809e+11 4e+11 9e-17 2e-08\n",
" 9: 1.0132e+06 -3.8835e+09 4e+09 2e-16 6e-11\n",
"10: 8.7591e+05 -4.1096e+07 4e+07 3e-16 6e-13\n",
"11: 1.6200e+05 -6.1076e+05 8e+05 2e-16 7e-14\n",
"12: 2.3570e+04 -2.8857e+04 5e+04 1e-17 4e-14\n",
"13: 3.2886e+03 -3.8685e+03 7e+03 1e-16 1e-14\n",
"14: 4.3631e+02 -5.9200e+02 1e+03 5e-17 6e-15\n",
"15: 4.6182e+01 -9.9544e+01 1e+02 2e-16 2e-15\n",
"16: -3.3860e+00 -2.2830e+01 2e+01 3e-16 5e-16\n",
"17: -9.1612e+00 -1.1823e+01 3e+00 1e-16 2e-16\n",
"18: -9.7855e+00 -1.0103e+01 3e-01 2e-16 4e-17\n",
"19: -9.8106e+00 -9.8211e+00 1e-02 2e-16 4e-17\n",
"20: -9.8107e+00 -9.8108e+00 1e-04 1e-16 3e-17\n",
"21: -9.8107e+00 -9.8107e+00 1e-06 1e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 9.6086e+01 -1.4641e+06 3e+02 1e+00 1e+00\n",
" 2: 1.0198e+02 -2.3197e+06 4e+02 1e+00 1e+00\n",
" 3: 2.6503e+01 -9.7554e+06 2e+03 1e+00 1e+00\n",
" 4: 3.4823e+01 -4.0551e+07 8e+03 1e+00 1e+00\n",
" 5: 3.7949e+01 -5.9687e+08 1e+05 1e+00 1e+00\n",
" 6: 4.4110e+01 -1.3821e+11 3e+07 1e+00 1e+00\n",
" 7: 1.0774e+09 -3.1120e+18 3e+18 4e-13 8e-04\n",
" 8: 1.0774e+09 -3.1120e+16 3e+16 5e-15 5e-04\n",
" 9: 1.0774e+09 -3.1120e+14 3e+14 2e-16 1e-05\n",
"10: 1.0774e+09 -3.1189e+12 3e+12 2e-16 2e-07\n",
"11: 1.0743e+09 -3.8050e+10 4e+10 1e-16 3e-09\n",
"12: 8.5089e+08 -5.6714e+09 7e+09 1e-16 2e-07\n",
"13: 1.0987e+08 -1.2011e+09 1e+09 1e-16 1e-11\n",
"14: 2.7618e+07 -5.0597e+07 8e+07 2e-16 7e-13\n",
"15: 4.0113e+06 -4.2878e+06 8e+06 3e-16 4e-13\n",
"16: 5.7516e+05 -6.4713e+05 1e+06 6e-17 1e-13\n",
"17: 8.1912e+04 -9.2212e+04 2e+05 1e-16 6e-14\n",
"18: 1.1520e+04 -1.3421e+04 2e+04 2e-16 1e-14\n",
"19: 1.5636e+03 -2.0077e+03 4e+03 2e-16 8e-15\n",
"20: 1.8756e+02 -3.2248e+02 5e+02 1e-16 3e-15\n",
"21: 9.4581e+00 -6.1987e+01 7e+01 2e-16 7e-16\n",
"22: -9.3720e+00 -1.8117e+01 9e+00 3e-16 3e-16\n",
"23: -1.0440e+01 -1.1561e+01 1e+00 1e-16 1e-16\n",
"24: -1.0536e+01 -1.0609e+01 7e-02 1e-16 8e-17\n",
"25: -1.0536e+01 -1.0537e+01 8e-04 3e-16 7e-17\n",
"26: -1.0536e+01 -1.0536e+01 8e-06 2e-16 2e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.5311e+02 -2.4895e+06 4e+02 1e+00 1e+00\n",
" 2: 1.5619e+02 -3.8297e+06 7e+02 1e+00 1e+00\n",
" 3: 2.8692e+01 -3.6925e+07 8e+03 1e+00 1e+00\n",
" 4: 1.7722e+01 -3.1091e+08 6e+04 1e+00 1e+00\n",
" 5: 5.5610e+01 -2.3214e+10 5e+06 1e+00 1e+00\n",
" 6: 1.0706e+09 -5.5587e+17 6e+17 2e-13 2e-04\n",
" 7: 1.0706e+09 -5.5587e+15 6e+15 2e-15 1e-04\n",
" 8: 1.0706e+09 -5.5592e+13 6e+13 2e-16 1e-06\n",
" 9: 1.0703e+09 -5.6093e+11 6e+11 1e-16 2e-08\n",
"10: 1.0379e+09 -1.0481e+10 1e+10 2e-16 3e-10\n",
"11: 3.2071e+08 -8.6951e+08 1e+09 2e-16 1e-08\n",
"12: 4.8574e+07 -6.1864e+07 1e+08 2e-16 1e-12\n",
"13: 7.0425e+06 -7.9406e+06 1e+07 2e-16 3e-13\n",
"14: 1.0109e+06 -1.1296e+06 2e+06 3e-16 1e-13\n",
"15: 1.4439e+05 -1.6141e+05 3e+05 2e-16 7e-14\n",
"16: 2.0459e+04 -2.3324e+04 4e+04 2e-16 3e-14\n",
"17: 2.8376e+03 -3.4325e+03 6e+03 2e-16 1e-14\n",
"18: 3.6763e+02 -5.2906e+02 9e+02 1e-16 1e-15\n",
"19: 3.4555e+01 -9.2272e+01 1e+02 2e-16 1e-15\n",
"20: -5.8924e+00 -2.2509e+01 2e+01 1e-16 3e-16\n",
"21: -9.9587e+00 -1.2843e+01 3e+00 2e-16 3e-17\n",
"22: -1.0492e+01 -1.0965e+01 5e-01 2e-16 1e-16\n",
"23: -1.0583e+01 -1.0639e+01 6e-02 2e-16 9e-17\n",
"24: -1.0588e+01 -1.0591e+01 3e-03 2e-16 8e-17\n",
"25: -1.0588e+01 -1.0588e+01 3e-05 3e-16 1e-16\n",
"26: -1.0588e+01 -1.0588e+01 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.3324e+02 -2.7678e+06 4e+02 1e+00 1e+00\n",
" 2: 2.2782e+02 -4.3986e+06 8e+02 1e+00 1e+00\n",
" 3: 1.7907e+02 -7.6072e+06 1e+03 1e+00 1e+00\n",
" 4: 2.1064e+02 -5.7041e+07 1e+04 1e+00 1e+00\n",
" 5: 3.0538e+01 -1.5365e+10 3e+06 1e+00 1e+00\n",
" 6: 1.0894e+02 -6.5563e+13 3e+10 1e+00 1e+00\n",
" 7: 2.7610e+09 -4.0286e+20 4e+20 2e-13 2e-01\n",
" 8: 2.7610e+09 -4.0286e+18 4e+18 2e-15 7e-02\n",
" 9: 2.7610e+09 -4.0286e+16 4e+16 1e-16 6e-04\n",
"10: 2.7610e+09 -4.0287e+14 4e+14 2e-16 7e-06\n",
"11: 2.7609e+09 -4.0438e+12 4e+12 1e-16 7e-08\n",
"12: 2.7510e+09 -5.5510e+10 6e+10 2e-16 1e-09\n",
"13: 2.3658e+09 -1.4651e+10 2e+10 9e-17 3e-10\n",
"14: 4.3939e+08 -1.7772e+10 2e+10 2e-16 2e-10\n",
"15: 1.7523e+08 -1.1501e+09 1e+09 3e-16 2e-11\n",
"16: 2.9595e+07 -4.4529e+07 7e+07 2e-16 1e-12\n",
"17: 4.2507e+06 -4.6504e+06 9e+06 8e-17 3e-13\n",
"18: 6.0894e+05 -6.8058e+05 1e+06 1e-16 2e-13\n",
"19: 8.6729e+04 -9.7496e+04 2e+05 1e-16 7e-14\n",
"20: 1.2206e+04 -1.4182e+04 3e+04 8e-17 3e-14\n",
"21: 1.6608e+03 -2.1182e+03 4e+03 2e-16 6e-15\n",
"22: 2.0114e+02 -3.3869e+02 5e+02 3e-16 2e-15\n",
"23: 1.1254e+01 -6.4444e+01 8e+01 2e-16 8e-16\n",
"24: -9.2208e+00 -1.8554e+01 9e+00 3e-16 3e-16\n",
"25: -1.0528e+01 -1.1419e+01 9e-01 2e-16 5e-17\n",
"26: -1.0607e+01 -1.0677e+01 7e-02 2e-16 8e-17\n",
"27: -1.0611e+01 -1.0614e+01 3e-03 1e-16 9e-17\n",
"28: -1.0611e+01 -1.0611e+01 3e-05 2e-16 1e-16\n",
"29: -1.0611e+01 -1.0611e+01 3e-07 4e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.2909e+02 -3.1815e+06 5e+02 1e+00 1e+00\n",
" 2: 3.1992e+02 -6.1023e+06 1e+03 1e+00 1e+00\n",
" 3: 2.0582e+02 -9.4314e+06 2e+03 1e+00 1e+00\n",
" 4: 3.0625e+02 -5.9622e+07 1e+04 1e+00 1e+00\n",
" 5: 6.9232e+00 -1.1320e+10 2e+06 1e+00 1e+00\n",
" 6: 7.9802e+01 -1.6249e+13 4e+09 1e+00 1e+00\n",
" 7: 3.1586e+09 -2.2133e+20 2e+20 2e-13 5e-02\n",
" 8: 3.1586e+09 -2.2133e+18 2e+18 2e-15 3e-02\n",
" 9: 3.1586e+09 -2.2133e+16 2e+16 2e-16 6e-04\n",
"10: 3.1586e+09 -2.2135e+14 2e+14 2e-16 8e-06\n",
"11: 3.1583e+09 -2.2329e+12 2e+12 2e-16 8e-08\n",
"12: 3.1303e+09 -4.1674e+10 4e+10 8e-17 2e-09\n",
"13: 2.4831e+09 -1.6036e+10 2e+10 2e-16 6e-10\n",
"14: 6.5588e+08 -1.2894e+10 1e+10 2e-16 2e-10\n",
"15: 2.0844e+08 -5.6966e+08 8e+08 2e-16 1e-11\n",
"16: 3.1923e+07 -3.6659e+07 7e+07 2e-16 1e-12\n",
"17: 4.5862e+06 -5.1228e+06 1e+07 2e-16 4e-13\n",
"18: 6.5662e+05 -7.3005e+05 1e+06 3e-16 2e-13\n",
"19: 9.3568e+04 -1.0495e+05 2e+05 2e-16 9e-14\n",
"20: 1.3190e+04 -1.5244e+04 3e+04 2e-16 2e-14\n",
"21: 1.8037e+03 -2.2687e+03 4e+03 2e-16 1e-14\n",
"22: 2.2240e+02 -3.5948e+02 6e+02 3e-16 3e-15\n",
"23: 1.4633e+01 -6.7087e+01 8e+01 3e-16 1e-15\n",
"24: -8.6340e+00 -1.8842e+01 1e+01 2e-16 4e-16\n",
"25: -1.0441e+01 -1.1641e+01 1e+00 1e-16 2e-16\n",
"26: -1.0614e+01 -1.0712e+01 1e-01 1e-16 1e-16\n",
"27: -1.0620e+01 -1.0626e+01 6e-03 1e-16 2e-16\n",
"28: -1.0620e+01 -1.0621e+01 9e-05 3e-16 1e-16\n",
"29: -1.0620e+01 -1.0620e+01 9e-07 1e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.3374e+02 -3.7662e+06 6e+02 1e+00 1e+00\n",
" 2: 4.2517e+02 -8.1231e+06 2e+03 1e+00 1e+00\n",
" 3: 3.1919e+02 -1.0689e+07 2e+03 1e+00 1e+00\n",
" 4: 1.7557e+02 -5.2014e+07 1e+04 1e+00 1e+00\n",
" 5: 2.2381e+02 -4.5275e+08 9e+04 1e+00 1e+00\n",
" 6: 2.2819e+02 -4.0408e+10 8e+06 1e+00 1e+00\n",
" 7: 1.7673e+09 -9.6417e+17 1e+18 6e-13 2e-04\n",
" 8: 1.7673e+09 -9.6418e+15 1e+16 6e-15 1e-04\n",
" 9: 1.7673e+09 -9.6441e+13 1e+14 2e-16 3e-06\n",
"10: 1.7668e+09 -9.8747e+11 1e+12 2e-16 3e-08\n",
"11: 1.7171e+09 -3.2347e+10 3e+10 3e-16 1e-09\n",
"12: 5.3970e+08 -5.2751e+09 6e+09 1e-16 5e-09\n",
"13: 1.3093e+08 -2.5197e+08 4e+08 2e-16 2e-10\n",
"14: 1.9233e+07 -2.0631e+07 4e+07 1e-16 8e-13\n",
"15: 2.7634e+06 -3.1009e+06 6e+06 2e-16 4e-13\n",
"16: 3.9529e+05 -4.3963e+05 8e+05 1e-16 2e-13\n",
"17: 5.6246e+04 -6.3331e+04 1e+05 2e-16 4e-14\n",
"18: 7.8983e+03 -9.2288e+03 2e+04 1e-16 8e-15\n",
"19: 1.0672e+03 -1.3852e+03 2e+03 3e-16 3e-15\n",
"20: 1.2523e+02 -2.2453e+02 3e+02 1e-16 2e-15\n",
"21: 3.8697e+00 -4.4615e+01 5e+01 2e-16 1e-15\n",
"22: -9.0028e+00 -1.5964e+01 7e+00 9e-17 2e-16\n",
"23: -1.0501e+01 -1.1638e+01 1e+00 1e-16 2e-16\n",
"24: -1.0608e+01 -1.0791e+01 2e-01 2e-16 6e-17\n",
"25: -1.0625e+01 -1.0636e+01 1e-02 2e-16 2e-16\n",
"26: -1.0625e+01 -1.0626e+01 4e-04 2e-16 2e-16\n",
"27: -1.0625e+01 -1.0625e+01 4e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.2721e+02 -4.1659e+06 6e+02 1e+00 1e+00\n",
" 2: 5.2652e+02 -1.0280e+07 2e+03 1e+00 1e+00\n",
" 3: 4.6005e+02 -1.2760e+07 2e+03 1e+00 1e+00\n",
" 4: 9.0688e+01 -6.3098e+07 1e+04 1e+00 1e+00\n",
" 5: 3.2345e+02 -4.6835e+08 9e+04 1e+00 1e+00\n",
" 6: 3.0775e+02 -3.8942e+10 8e+06 1e+00 1e+00\n",
" 7: 1.9360e+09 -9.3203e+17 9e+17 3e-13 2e-04\n",
" 8: 1.9360e+09 -9.3204e+15 9e+15 3e-15 8e-05\n",
" 9: 1.9360e+09 -9.3232e+13 9e+13 3e-16 1e-06\n",
"10: 1.9351e+09 -9.6038e+11 1e+12 1e-16 2e-08\n",
"11: 1.8533e+09 -3.6580e+10 4e+10 2e-16 6e-10\n",
"12: 6.0726e+08 -5.4025e+09 6e+09 2e-16 1e-09\n",
"13: 1.3483e+08 -2.4007e+08 4e+08 2e-16 4e-11\n",
"14: 1.9669e+07 -2.1134e+07 4e+07 2e-16 4e-13\n",
"15: 2.8245e+06 -3.1594e+06 6e+06 2e-16 3e-13\n",
"16: 4.0402e+05 -4.4886e+05 9e+05 2e-16 1e-13\n",
"17: 5.7508e+04 -6.4656e+04 1e+05 1e-16 4e-14\n",
"18: 8.0841e+03 -9.4146e+03 2e+04 2e-16 1e-14\n",
"19: 1.0958e+03 -1.4098e+03 3e+03 2e-16 9e-15\n",
"20: 1.3014e+02 -2.2726e+02 4e+02 2e-16 3e-15\n",
"21: 4.8828e+00 -4.4689e+01 5e+01 2e-16 1e-15\n",
"22: -8.5519e+00 -1.6849e+01 8e+00 2e-16 4e-16\n",
"23: -1.0467e+01 -1.1759e+01 1e+00 2e-16 1e-16\n",
"24: -1.0604e+01 -1.0831e+01 2e-01 2e-16 1e-16\n",
"25: -1.0630e+01 -1.0653e+01 2e-02 1e-16 2e-16\n",
"26: -1.0631e+01 -1.0632e+01 7e-04 2e-16 2e-16\n",
"27: -1.0631e+01 -1.0631e+01 7e-06 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.3075e+02 -4.6486e+06 6e+02 1e+00 1e+00\n",
" 2: 5.4700e+02 -1.1470e+07 2e+03 1e+00 1e+00\n",
" 3: 6.0337e+02 -1.5127e+07 3e+03 1e+00 1e+00\n",
" 4: 1.7738e+02 -3.9682e+07 8e+03 1e+00 1e+00\n",
" 5: 4.3250e+02 -1.9524e+08 4e+04 1e+00 1e+00\n",
" 6: 1.9551e+02 -8.6079e+10 2e+07 1e+00 1e+00\n",
" 7: 3.9632e+09 -1.7992e+18 2e+18 4e-13 4e-04\n",
" 8: 3.9632e+09 -1.7992e+16 2e+16 4e-15 1e-04\n",
" 9: 3.9632e+09 -1.7998e+14 2e+14 2e-16 2e-06\n",
"10: 3.9624e+09 -1.8621e+12 2e+12 2e-16 2e-08\n",
"11: 3.8929e+09 -8.0342e+10 8e+10 2e-16 9e-10\n",
"12: 1.7497e+09 -5.7033e+10 6e+10 1e-16 5e-10\n",
"13: 8.4154e+08 -5.0742e+09 6e+09 3e-16 5e-11\n",
"14: 1.5473e+08 -2.3138e+08 4e+08 2e-16 2e-12\n",
"15: 2.2401e+07 -2.4705e+07 5e+07 2e-16 9e-13\n",
"16: 3.2175e+06 -3.5909e+06 7e+06 1e-16 4e-13\n",
"17: 4.6049e+05 -5.1121e+05 1e+06 2e-16 2e-13\n",
"18: 6.5624e+04 -7.3524e+04 1e+05 3e-16 6e-14\n",
"19: 9.2548e+03 -1.0677e+04 2e+04 2e-16 1e-14\n",
"20: 1.2664e+03 -1.5877e+03 3e+03 2e-16 7e-15\n",
"21: 1.5576e+02 -2.5159e+02 4e+02 3e-16 2e-15\n",
"22: 9.0161e+00 -4.7747e+01 6e+01 2e-16 1e-15\n",
"23: -7.9819e+00 -1.6520e+01 9e+00 2e-16 3e-16\n",
"24: -1.0363e+01 -1.3453e+01 3e+00 3e-16 1e-16\n",
"25: -1.0620e+01 -1.0783e+01 2e-01 2e-16 1e-16\n",
"26: -1.0632e+01 -1.0644e+01 1e-02 9e-17 1e-16\n",
"27: -1.0633e+01 -1.0633e+01 5e-04 1e-16 1e-16\n",
"28: -1.0633e+01 -1.0633e+01 7e-06 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.3053e+02 -5.1663e+06 7e+02 1e+00 1e+00\n",
" 2: 6.7028e+02 -1.4336e+07 3e+03 1e+00 1e+00\n",
" 3: 7.7765e+02 -1.8730e+07 4e+03 1e+00 1e+00\n",
" 4: 2.3040e+02 -4.0642e+07 8e+03 1e+00 1e+00\n",
" 5: 5.0766e+02 -1.6140e+08 3e+04 1e+00 1e+00\n",
" 6: 3.7550e+02 -2.0480e+10 4e+06 1e+00 1e+00\n",
" 7: 2.5747e+02 -1.8232e+14 1e+11 1e+00 1e+00\n",
" 8: 1.5268e+09 -5.3512e+20 5e+20 3e-13 8e-02\n",
" 9: 1.5268e+09 -5.3512e+18 5e+18 3e-15 5e-02\n",
"10: 1.5268e+09 -5.3512e+16 5e+16 2e-16 7e-04\n",
"11: 1.5268e+09 -5.3514e+14 5e+14 2e-16 1e-05\n",
"12: 1.5267e+09 -5.3725e+12 5e+12 2e-16 1e-07\n",
"13: 1.5166e+09 -7.4683e+10 8e+10 1e-16 2e-09\n",
"14: 1.0704e+09 -1.4909e+10 2e+10 2e-16 3e-09\n",
"15: 2.7276e+08 -1.6380e+09 2e+09 2e-16 6e-12\n",
"16: 4.9066e+07 -8.0368e+07 1e+08 2e-16 2e-12\n",
"17: 7.0570e+06 -7.6166e+06 1e+07 2e-16 8e-13\n",
"18: 1.0120e+06 -1.1288e+06 2e+06 1e-16 1e-13\n",
"19: 1.4453e+05 -1.6108e+05 3e+05 2e-16 9e-14\n",
"20: 2.0496e+04 -2.3281e+04 4e+04 1e-16 4e-14\n",
"21: 2.8510e+03 -3.4189e+03 6e+03 1e-16 1e-14\n",
"22: 3.7295e+02 -5.2382e+02 9e+02 3e-16 6e-15\n",
"23: 3.6631e+01 -9.0209e+01 1e+02 2e-16 1e-15\n",
"24: -5.3769e+00 -2.2058e+01 2e+01 2e-16 4e-16\n",
"25: -1.0019e+01 -1.2808e+01 3e+00 2e-16 1e-16\n",
"26: -1.0609e+01 -1.0974e+01 4e-01 2e-16 1e-16\n",
"27: -1.0634e+01 -1.0662e+01 3e-02 3e-16 1e-16\n",
"28: -1.0636e+01 -1.0638e+01 2e-03 3e-16 7e-17\n",
"29: -1.0636e+01 -1.0636e+01 3e-05 2e-16 9e-17\n",
"30: -1.0636e+01 -1.0636e+01 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"processing RXQASA_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.7419e+01 -2.2019e+05 4e+01 1e+00 1e+00\n",
" 2: 8.7435e-02 -2.7388e+06 6e+02 1e+00 1e+00\n",
" 3: 6.9708e+00 -4.4816e+08 9e+04 1e+00 1e+00\n",
" 4: 1.6067e+01 -7.0751e+12 6e+09 1e+00 1e+00\n",
" 5: 7.0865e+04 -9.0905e+18 9e+18 2e-13 2e-02\n",
" 6: 7.0865e+04 -9.0905e+16 9e+16 2e-15 9e-03\n",
" 7: 7.0865e+04 -9.0905e+14 9e+14 7e-17 3e-04\n",
" 8: 7.0865e+04 -9.0905e+12 9e+12 1e-16 2e-06\n",
" 9: 7.0865e+04 -9.0905e+10 9e+10 2e-16 3e-08\n",
"10: 7.0805e+04 -9.0925e+08 9e+08 2e-16 4e-10\n",
"11: 6.5314e+04 -9.2801e+06 9e+06 5e-17 5e-12\n",
"12: 1.3889e+04 -1.1449e+05 1e+05 2e-16 6e-14\n",
"13: 2.0177e+03 -3.1514e+03 5e+03 4e-17 1e-15\n",
"14: 2.7564e+02 -3.3337e+02 6e+02 2e-16 3e-15\n",
"15: 3.4281e+01 -5.4008e+01 9e+01 1e-16 2e-15\n",
"16: 2.1275e+00 -1.0147e+01 1e+01 3e-17 2e-16\n",
"17: -1.8419e+00 -3.5296e+00 2e+00 6e-17 5e-16\n",
"18: -2.2618e+00 -2.4794e+00 2e-01 1e-16 9e-17\n",
"19: -2.2820e+00 -2.2912e+00 9e-03 2e-16 9e-17\n",
"20: -2.2821e+00 -2.2821e+00 9e-05 1e-16 9e-17\n",
"21: -2.2821e+00 -2.2821e+00 9e-07 1e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 2.9114e+01 -4.3598e+05 8e+01 1e+00 1e+00\n",
" 2: 5.7888e-02 -2.2054e+06 5e+02 1e+00 1e+00\n",
" 3: 9.3363e+00 -1.2805e+07 3e+03 1e+00 1e+00\n",
" 4: 1.0768e+01 -5.5847e+08 1e+05 1e+00 1e+00\n",
" 5: 9.6222e+00 -2.8194e+12 1e+09 1e+00 1e+00\n",
" 6: 7.5745e+07 -1.6863e+19 2e+19 4e-13 3e-02\n",
" 7: 7.5745e+07 -1.6863e+17 2e+17 3e-15 2e-02\n",
" 8: 7.5745e+07 -1.6863e+15 2e+15 3e-16 2e-04\n",
" 9: 7.5745e+07 -1.6864e+13 2e+13 3e-16 3e-06\n",
"10: 7.5735e+07 -1.6905e+11 2e+11 1e-16 2e-08\n",
"11: 7.4746e+07 -2.0962e+09 2e+09 2e-16 3e-10\n",
"12: 3.5233e+07 -1.8741e+08 2e+08 1e-16 9e-09\n",
"13: 5.2722e+06 -7.4175e+06 1e+07 2e-16 9e-12\n",
"14: 7.6351e+05 -8.5372e+05 2e+06 2e-16 4e-13\n",
"15: 1.0953e+05 -1.2274e+05 2e+05 2e-16 9e-14\n",
"16: 1.5621e+04 -1.7538e+04 3e+04 9e-17 4e-14\n",
"17: 2.2041e+03 -2.5434e+03 5e+03 2e-16 8e-15\n",
"18: 3.0195e+02 -3.7776e+02 7e+02 7e-17 9e-15\n",
"19: 3.7443e+01 -5.9628e+01 1e+02 2e-16 1e-15\n",
"20: 2.5615e+00 -1.1040e+01 1e+01 6e-17 7e-16\n",
"21: -1.2405e+00 -4.0304e+00 3e+00 2e-16 7e-17\n",
"22: -2.1565e+00 -2.8388e+00 7e-01 1e-16 8e-17\n",
"23: -2.2741e+00 -2.3459e+00 7e-02 1e-16 9e-17\n",
"24: -2.2888e+00 -2.2961e+00 7e-03 2e-16 1e-16\n",
"25: -2.2896e+00 -2.2900e+00 4e-04 2e-16 3e-17\n",
"26: -2.2896e+00 -2.2896e+00 4e-06 1e-16 8e-17\n",
"27: -2.2896e+00 -2.2896e+00 4e-08 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 2.3699e+01 -4.4829e+05 8e+01 1e+00 1e+00\n",
" 2: 3.3321e+01 -9.1999e+05 2e+02 1e+00 1e+00\n",
" 3: 3.2653e-01 -9.4409e+06 2e+03 1e+00 1e+00\n",
" 4: 3.8417e+00 -9.7389e+07 2e+04 1e+00 1e+00\n",
" 5: 8.0080e+00 -1.2521e+10 3e+06 1e+00 1e+00\n",
" 6: 3.5265e+08 -2.9468e+17 3e+17 6e-13 5e-04\n",
" 7: 3.5265e+08 -2.9468e+15 3e+15 6e-15 2e-04\n",
" 8: 3.5265e+08 -2.9471e+13 3e+13 1e-16 3e-06\n",
" 9: 3.5263e+08 -2.9692e+11 3e+11 1e-16 4e-08\n",
"10: 3.5091e+08 -5.1755e+09 6e+09 1e-16 8e-10\n",
"11: 2.4424e+08 -1.4406e+09 2e+09 2e-16 2e-08\n",
"12: 4.0921e+07 -3.8632e+08 4e+08 3e-16 3e-12\n",
"13: 9.8946e+06 -1.5444e+07 3e+07 1e-16 9e-13\n",
"14: 1.4382e+06 -1.5513e+06 3e+06 1e-16 4e-13\n",
"15: 2.0630e+05 -2.3118e+05 4e+05 1e-16 3e-13\n",
"16: 2.9433e+04 -3.2951e+04 6e+04 3e-16 6e-14\n",
"17: 4.1600e+03 -4.7761e+03 9e+03 1e-16 3e-14\n",
"18: 5.7309e+02 -7.0674e+02 1e+03 1e-16 1e-14\n",
"19: 7.2673e+01 -1.1036e+02 2e+02 6e-17 5e-15\n",
"20: 6.0793e+00 -1.9791e+01 3e+01 1e-16 1e-15\n",
"21: -1.6321e+00 -4.9994e+00 3e+00 2e-16 3e-16\n",
"22: -2.2442e+00 -2.5109e+00 3e-01 2e-16 7e-17\n",
"23: -2.2874e+00 -2.3096e+00 2e-02 1e-16 5e-17\n",
"24: -2.2916e+00 -2.2937e+00 2e-03 1e-16 1e-16\n",
"25: -2.2918e+00 -2.2919e+00 9e-05 3e-16 1e-16\n",
"26: -2.2918e+00 -2.2918e+00 1e-06 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.7533e+01 -6.0280e+05 1e+02 1e+00 1e+00\n",
" 2: 4.9606e+01 -1.1746e+06 2e+02 1e+00 1e+00\n",
" 3: 1.0284e+00 -7.7637e+06 2e+03 1e+00 1e+00\n",
" 4: 6.9370e+00 -4.5144e+07 9e+03 1e+00 1e+00\n",
" 5: 1.5032e+01 -1.6524e+09 3e+05 1e+00 1e+00\n",
" 6: 1.5850e+01 -6.2701e+12 2e+09 1e+00 1e+00\n",
" 7: 3.0155e+08 -4.9185e+19 5e+19 2e-13 4e-02\n",
" 8: 3.0155e+08 -4.9185e+17 5e+17 2e-15 2e-02\n",
" 9: 3.0155e+08 -4.9185e+15 5e+15 2e-16 3e-04\n",
"10: 3.0155e+08 -4.9187e+13 5e+13 2e-16 5e-06\n",
"11: 3.0154e+08 -4.9417e+11 5e+11 1e-16 7e-08\n",
"12: 3.0009e+08 -7.2284e+09 8e+09 2e-16 1e-09\n",
"13: 2.1955e+08 -1.6707e+09 2e+09 2e-16 1e-09\n",
"14: 4.2313e+07 -3.4381e+08 4e+08 3e-16 7e-12\n",
"15: 9.3316e+06 -1.5549e+07 2e+07 2e-16 7e-13\n",
"16: 1.3530e+06 -1.4551e+06 3e+06 2e-16 3e-13\n",
"17: 1.9412e+05 -2.1740e+05 4e+05 2e-16 1e-13\n",
"18: 2.7708e+04 -3.0967e+04 6e+04 2e-16 8e-14\n",
"19: 3.9219e+03 -4.4826e+03 8e+03 2e-16 3e-14\n",
"20: 5.4250e+02 -6.6116e+02 1e+03 3e-16 8e-15\n",
"21: 6.9684e+01 -1.0243e+02 2e+02 2e-16 6e-15\n",
"22: 6.2291e+00 -1.8083e+01 2e+01 3e-16 2e-15\n",
"23: -1.3815e+00 -4.5282e+00 3e+00 2e-16 3e-16\n",
"24: -2.1510e+00 -2.5592e+00 4e-01 2e-16 1e-16\n",
"25: -2.2719e+00 -2.3400e+00 7e-02 1e-16 1e-16\n",
"26: -2.2905e+00 -2.2990e+00 8e-03 3e-16 9e-17\n",
"27: -2.2923e+00 -2.2931e+00 8e-04 3e-16 5e-17\n",
"28: -2.2924e+00 -2.2924e+00 6e-05 1e-16 9e-17\n",
"29: -2.2924e+00 -2.2924e+00 7e-07 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.3428e+01 -1.0026e+06 2e+02 1e+00 1e+00\n",
" 2: 3.6590e+01 -2.4191e+06 5e+02 1e+00 1e+00\n",
" 3: 4.4530e+01 -2.1666e+07 4e+03 1e+00 1e+00\n",
" 4: 1.4143e+01 -7.5993e+09 2e+06 1e+00 1e+00\n",
" 5: 4.4704e+08 -1.6475e+17 2e+17 5e-13 3e-04\n",
" 6: 4.4704e+08 -1.6475e+15 2e+15 5e-15 1e-04\n",
" 7: 4.4704e+08 -1.6480e+13 2e+13 3e-16 1e-06\n",
" 8: 4.4699e+08 -1.6968e+11 2e+11 1e-16 9e-09\n",
" 9: 4.4303e+08 -6.5531e+09 7e+09 2e-16 4e-10\n",
"10: 1.1010e+08 -3.7977e+09 4e+09 2e-16 4e-09\n",
"11: 4.5929e+07 -1.4632e+08 2e+08 2e-16 2e-10\n",
"12: 7.2916e+06 -8.7674e+06 2e+07 1e-16 3e-12\n",
"13: 1.0473e+06 -1.1635e+06 2e+06 2e-16 4e-13\n",
"14: 1.5004e+05 -1.6664e+05 3e+05 1e-16 1e-13\n",
"15: 2.1409e+04 -2.3915e+04 5e+04 9e-17 5e-14\n",
"16: 3.0286e+03 -3.4635e+03 6e+03 2e-16 2e-14\n",
"17: 4.1843e+02 -5.1140e+02 9e+02 1e-16 7e-15\n",
"18: 5.3522e+01 -7.9410e+01 1e+02 2e-16 2e-15\n",
"19: 4.6395e+00 -1.4103e+01 2e+01 1e-16 9e-16\n",
"20: -7.9502e-01 -4.9685e+00 4e+00 2e-16 3e-16\n",
"21: -2.1125e+00 -3.2260e+00 1e+00 2e-16 3e-16\n",
"22: -2.2681e+00 -2.3652e+00 1e-01 2e-16 2e-16\n",
"23: -2.2904e+00 -2.3013e+00 1e-02 2e-16 7e-17\n",
"24: -2.2924e+00 -2.2934e+00 1e-03 1e-16 2e-16\n",
"25: -2.2925e+00 -2.2925e+00 8e-05 2e-16 2e-16\n",
"26: -2.2925e+00 -2.2925e+00 2e-06 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 6.3020e+01 -1.2807e+06 2e+02 1e+00 1e+00\n",
" 2: 6.3790e+01 -2.5604e+06 5e+02 1e+00 1e+00\n",
" 3: 1.1018e+01 -5.3008e+07 1e+04 1e+00 1e+00\n",
" 4: 1.4160e+01 -9.1325e+08 2e+05 1e+00 1e+00\n",
" 5: 2.2297e+01 -3.5600e+11 8e+07 1e+00 1e+00\n",
" 6: 9.1155e+08 -7.5173e+18 8e+18 4e-13 6e-03\n",
" 7: 9.1155e+08 -7.5173e+16 8e+16 4e-15 3e-03\n",
" 8: 9.1155e+08 -7.5174e+14 8e+14 2e-16 3e-05\n",
" 9: 9.1155e+08 -7.5229e+12 8e+12 2e-16 4e-07\n",
"10: 9.1080e+08 -8.0759e+10 8e+10 2e-16 3e-09\n",
"11: 8.4927e+08 -6.1597e+09 7e+09 2e-16 4e-10\n",
"12: 2.6280e+08 -5.5054e+09 6e+09 2e-16 4e-10\n",
"13: 1.0809e+08 -5.1115e+08 6e+08 2e-16 4e-11\n",
"14: 1.8585e+07 -2.6017e+07 4e+07 2e-16 2e-12\n",
"15: 2.6880e+06 -2.9971e+06 6e+06 2e-16 7e-13\n",
"16: 3.8594e+05 -4.3081e+05 8e+05 2e-16 3e-13\n",
"17: 5.5187e+04 -6.1451e+04 1e+05 2e-16 9e-14\n",
"18: 7.8449e+03 -8.8565e+03 2e+04 2e-16 3e-14\n",
"19: 1.0986e+03 -1.2936e+03 2e+03 1e-16 1e-14\n",
"20: 1.4710e+02 -1.9532e+02 3e+02 2e-16 5e-15\n",
"21: 1.6559e+01 -3.2184e+01 5e+01 2e-16 2e-15\n",
"22: -6.7071e-02 -6.7144e+00 7e+00 1e-16 8e-16\n",
"23: -1.8552e+00 -3.2891e+00 1e+00 1e-16 3e-16\n",
"24: -2.2470e+00 -2.4554e+00 2e-01 2e-16 1e-16\n",
"25: -2.2870e+00 -2.3077e+00 2e-02 2e-16 2e-16\n",
"26: -2.2921e+00 -2.2945e+00 2e-03 2e-16 2e-16\n",
"27: -2.2925e+00 -2.2927e+00 2e-04 3e-16 1e-16\n",
"28: -2.2925e+00 -2.2926e+00 2e-05 2e-16 3e-16\n",
"29: -2.2925e+00 -2.2925e+00 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 6.3247e+01 -1.4565e+06 3e+02 1e+00 1e+00\n",
" 2: 9.9740e+01 -2.6806e+06 5e+02 1e+00 1e+00\n",
" 3: 7.6467e+00 -1.3991e+07 3e+03 1e+00 1e+00\n",
" 4: 3.2330e+01 -8.6356e+07 2e+04 1e+00 1e+00\n",
" 5: 5.8400e+01 -5.3893e+09 1e+06 1e+00 1e+00\n",
" 6: 3.5768e+08 -1.3059e+17 1e+17 3e-13 1e-04\n",
" 7: 3.5768e+08 -1.3059e+15 1e+15 3e-15 6e-05\n",
" 8: 3.5768e+08 -1.3064e+13 1e+13 2e-16 7e-07\n",
" 9: 3.5755e+08 -1.3493e+11 1e+11 3e-16 1e-08\n",
"10: 3.4547e+08 -5.5165e+09 6e+09 1e-16 6e-10\n",
"11: 1.0130e+08 -1.2815e+09 1e+09 2e-16 7e-10\n",
"12: 2.4532e+07 -4.3928e+07 7e+07 2e-16 2e-11\n",
"13: 3.6923e+06 -4.0840e+06 8e+06 2e-16 1e-12\n",
"14: 5.2976e+05 -5.8954e+05 1e+06 2e-16 2e-13\n",
"15: 7.5741e+04 -8.4229e+04 2e+05 9e-17 1e-13\n",
"16: 1.0769e+04 -1.2143e+04 2e+04 3e-16 3e-14\n",
"17: 1.5093e+03 -1.7729e+03 3e+03 2e-16 2e-14\n",
"18: 2.0277e+02 -2.6718e+02 5e+02 2e-16 5e-15\n",
"19: 2.3261e+01 -4.3738e+01 7e+01 2e-16 1e-15\n",
"20: 3.8038e-01 -8.8752e+00 9e+00 2e-16 4e-16\n",
"21: -2.0130e+00 -3.0429e+00 1e+00 1e-16 4e-16\n",
"22: -2.2537e+00 -2.3854e+00 1e-01 2e-16 9e-17\n",
"23: -2.2890e+00 -2.3062e+00 2e-02 2e-16 1e-16\n",
"24: -2.2924e+00 -2.2945e+00 2e-03 1e-16 7e-17\n",
"25: -2.2927e+00 -2.2928e+00 2e-04 1e-16 1e-16\n",
"26: -2.2927e+00 -2.2927e+00 4e-06 1e-16 1e-16\n",
"27: -2.2927e+00 -2.2927e+00 4e-08 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 6.1808e+01 -1.6378e+06 3e+02 1e+00 1e+00\n",
" 2: 1.3411e+02 -3.1292e+06 6e+02 1e+00 1e+00\n",
" 3: 8.9188e+00 -1.1541e+07 2e+03 1e+00 1e+00\n",
" 4: 5.2337e+01 -5.7307e+07 1e+04 1e+00 1e+00\n",
" 5: 8.4580e+01 -2.4187e+09 5e+05 1e+00 1e+00\n",
" 6: 3.9909e+08 -5.9147e+16 6e+16 5e-13 5e-05\n",
" 7: 3.9909e+08 -5.9147e+14 6e+14 5e-15 2e-05\n",
" 8: 3.9908e+08 -5.9190e+12 6e+12 2e-16 4e-07\n",
" 9: 3.9850e+08 -6.3486e+10 6e+10 2e-16 4e-09\n",
"10: 3.5225e+08 -4.5171e+09 5e+09 2e-16 3e-10\n",
"11: 9.3522e+07 -7.5379e+08 8e+08 1e-16 4e-10\n",
"12: 1.8775e+07 -3.1577e+07 5e+07 1e-16 1e-11\n",
"13: 2.7345e+06 -2.9600e+06 6e+06 1e-16 7e-13\n",
"14: 3.9226e+05 -4.3739e+05 8e+05 2e-16 2e-13\n",
"15: 5.6048e+04 -6.2389e+04 1e+05 1e-16 1e-13\n",
"16: 7.9587e+03 -9.0074e+03 2e+04 2e-16 2e-14\n",
"17: 1.1116e+03 -1.3188e+03 2e+03 2e-16 1e-14\n",
"18: 1.4772e+02 -2.0021e+02 3e+02 1e-16 4e-15\n",
"19: 1.6165e+01 -3.3382e+01 5e+01 2e-16 1e-15\n",
"20: -2.7358e-01 -7.0621e+00 7e+00 2e-16 4e-16\n",
"21: -1.7918e+00 -3.3123e+00 2e+00 1e-16 1e-16\n",
"22: -2.2162e+00 -2.6024e+00 4e-01 2e-16 1e-16\n",
"23: -2.2835e+00 -2.3343e+00 5e-02 1e-16 8e-17\n",
"24: -2.2919e+00 -2.2966e+00 5e-03 2e-16 2e-16\n",
"25: -2.2926e+00 -2.2931e+00 5e-04 2e-16 1e-16\n",
"26: -2.2927e+00 -2.2927e+00 4e-05 2e-16 1e-16\n",
"27: -2.2927e+00 -2.2927e+00 7e-07 1e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 9.0395e+01 -2.1848e+06 4e+02 1e+00 1e+00\n",
" 2: 1.3308e+02 -3.8863e+06 7e+02 1e+00 1e+00\n",
" 3: 1.7625e+01 -1.7541e+07 3e+03 1e+00 1e+00\n",
" 4: 4.8073e+01 -8.9718e+07 2e+04 1e+00 1e+00\n",
" 5: 7.1444e+01 -3.1215e+09 6e+05 1e+00 1e+00\n",
" 6: 6.9279e+01 -1.2393e+13 5e+09 1e+00 1e+00\n",
" 7: 2.9527e+08 -9.3522e+19 9e+19 3e-13 7e-02\n",
" 8: 2.9527e+08 -9.3522e+17 9e+17 3e-15 3e-02\n",
" 9: 2.9527e+08 -9.3523e+15 9e+15 2e-16 5e-04\n",
"10: 2.9527e+08 -9.3527e+13 9e+13 1e-16 8e-06\n",
"11: 2.9525e+08 -9.3991e+11 9e+11 2e-16 1e-07\n",
"12: 2.9311e+08 -1.4004e+10 1e+10 2e-16 2e-09\n",
"13: 2.0047e+08 -2.9730e+09 3e+09 2e-16 2e-08\n",
"14: 5.0497e+07 -2.6659e+08 3e+08 2e-16 4e-12\n",
"15: 8.9078e+06 -1.3952e+07 2e+07 1e-16 1e-12\n",
"16: 1.2809e+06 -1.3914e+06 3e+06 2e-16 4e-13\n",
"17: 1.8361e+05 -2.0495e+05 4e+05 3e-16 1e-13\n",
"18: 2.6196e+04 -2.9289e+04 6e+04 2e-16 4e-14\n",
"19: 3.7049e+03 -4.2427e+03 8e+03 2e-16 2e-14\n",
"20: 5.1150e+02 -6.2681e+02 1e+03 3e-16 1e-14\n",
"21: 6.5346e+01 -9.7456e+01 2e+02 2e-16 3e-15\n",
"22: 5.7207e+00 -1.7301e+01 2e+01 2e-16 6e-16\n",
"23: -1.3090e+00 -4.3024e+00 3e+00 2e-16 4e-16\n",
"24: -2.0937e+00 -2.7973e+00 7e-01 1e-16 2e-16\n",
"25: -2.2470e+00 -2.4122e+00 2e-01 2e-16 2e-16\n",
"26: -2.2878e+00 -2.3097e+00 2e-02 2e-16 1e-16\n",
"27: -2.2923e+00 -2.2943e+00 2e-03 2e-16 1e-16\n",
"28: -2.2927e+00 -2.2930e+00 3e-04 1e-16 1e-16\n",
"29: -2.2927e+00 -2.2928e+00 5e-05 1e-16 1e-16\n",
"30: -2.2927e+00 -2.2927e+00 6e-06 2e-16 2e-16\n",
"31: -2.2927e+00 -2.2927e+00 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing RHQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.3208e+02 -1.4655e+06 3e+02 1e+00 1e+00\n",
" 2: 8.4084e+00 -3.5609e+06 1e+03 1e+00 1e+00\n",
" 3: 7.0701e+01 -1.0685e+08 2e+04 1e+00 1e+00\n",
" 4: 1.2930e+02 -4.1754e+10 9e+06 1e+00 1e+00\n",
" 5: 1.3114e+06 -8.8268e+17 9e+17 3e-13 4e-04\n",
" 6: 1.3114e+06 -8.8268e+15 9e+15 3e-15 3e-04\n",
" 7: 1.3114e+06 -8.8268e+13 9e+13 9e-17 4e-06\n",
" 8: 1.3114e+06 -8.8268e+11 9e+11 3e-16 3e-08\n",
" 9: 1.3102e+06 -8.8302e+09 9e+09 7e-17 5e-10\n",
"10: 1.2003e+06 -9.1361e+07 9e+07 2e-16 5e-12\n",
"11: 2.4927e+05 -1.2662e+06 2e+06 1e-16 8e-14\n",
"12: 3.6366e+04 -4.8238e+04 8e+04 3e-16 5e-14\n",
"13: 5.0438e+03 -5.9776e+03 1e+04 6e-17 1e-14\n",
"14: 6.6061e+02 -9.2949e+02 2e+03 1e-16 5e-15\n",
"15: 6.6930e+01 -1.5864e+02 2e+02 1e-16 3e-15\n",
"16: -5.6346e+00 -3.5896e+01 3e+01 2e-16 1e-16\n",
"17: -1.2604e+01 -1.7749e+01 5e+00 6e-17 9e-17\n",
"18: -1.3773e+01 -1.4510e+01 7e-01 7e-17 6e-17\n",
"19: -1.3817e+01 -1.3842e+01 2e-02 7e-17 7e-17\n",
"20: -1.3817e+01 -1.3818e+01 3e-04 1e-16 5e-17\n",
"21: -1.3817e+01 -1.3817e+01 3e-06 1e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.9025e+02 -2.6731e+06 5e+02 1e+00 1e+00\n",
" 2: 1.6744e+02 -3.3714e+06 6e+02 1e+00 1e+00\n",
" 3: 3.6061e+01 -4.2755e+07 9e+03 1e+00 1e+00\n",
" 4: 2.4028e+02 -8.7694e+08 2e+05 1e+00 1e+00\n",
" 5: 5.7927e+08 -2.1434e+16 2e+16 6e-13 1e-06\n",
" 6: 5.7927e+08 -2.1434e+14 2e+14 6e-15 3e-06\n",
" 7: 5.7922e+08 -2.1459e+12 2e+12 1e-16 5e-08\n",
" 8: 5.7462e+08 -2.3908e+10 2e+10 2e-16 6e-10\n",
" 9: 3.3660e+08 -1.5988e+09 2e+09 1e-16 4e-11\n",
"10: 5.4664e+07 -7.9234e+07 1e+08 1e-16 2e-12\n",
"11: 7.9271e+06 -8.8454e+06 2e+07 2e-16 5e-13\n",
"12: 1.1375e+06 -1.2758e+06 2e+06 9e-17 4e-13\n",
"13: 1.6224e+05 -1.8218e+05 3e+05 1e-16 2e-14\n",
"14: 2.2897e+04 -2.6417e+04 5e+04 3e-16 1e-14\n",
"15: 3.1398e+03 -3.9220e+03 7e+03 1e-16 9e-15\n",
"16: 3.9163e+02 -6.1786e+02 1e+03 2e-17 2e-15\n",
"17: 2.9199e+01 -1.1318e+02 1e+02 1e-16 1e-15\n",
"18: -1.1475e+01 -2.9759e+01 2e+01 3e-16 7e-16\n",
"19: -1.4162e+01 -1.7215e+01 3e+00 8e-17 7e-17\n",
"20: -1.4434e+01 -1.4736e+01 3e-01 2e-16 6e-17\n",
"21: -1.4436e+01 -1.4439e+01 3e-03 1e-16 6e-17\n",
"22: -1.4436e+01 -1.4436e+01 3e-05 1e-16 5e-17\n",
"23: -1.4436e+01 -1.4436e+01 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 2.4797e+02 -4.0017e+06 7e+02 1e+00 1e+00\n",
" 2: 2.4967e+02 -5.0122e+06 9e+02 1e+00 1e+00\n",
" 3: 6.5212e+01 -1.6193e+07 3e+03 1e+00 1e+00\n",
" 4: 1.2834e+02 -5.9578e+07 1e+04 1e+00 1e+00\n",
" 5: 1.3644e+02 -8.5033e+08 2e+05 1e+00 1e+00\n",
" 6: 1.4209e+02 -2.0380e+11 4e+07 1e+00 1e+00\n",
" 7: 1.7837e+09 -4.5536e+18 5e+18 2e-13 6e-04\n",
" 8: 1.7837e+09 -4.5536e+16 5e+16 1e-15 6e-04\n",
" 9: 1.7837e+09 -4.5538e+14 5e+14 2e-16 1e-05\n",
"10: 1.7836e+09 -4.5648e+12 5e+12 2e-16 9e-08\n",
"11: 1.7805e+09 -5.6657e+10 6e+10 1e-16 1e-09\n",
"12: 1.5512e+09 -1.0082e+10 1e+10 1e-16 5e-08\n",
"13: 1.3784e+08 -4.6025e+09 5e+09 5e-16 1e-11\n",
"14: 3.6203e+07 -1.1218e+08 1e+08 8e-17 9e-13\n",
"15: 5.4479e+06 -6.2902e+06 1e+07 2e-16 2e-13\n",
"16: 7.7920e+05 -8.6438e+05 2e+06 3e-16 5e-14\n",
"17: 1.1094e+05 -1.2479e+05 2e+05 1e-16 3e-14\n",
"18: 1.5600e+04 -1.8160e+04 3e+04 2e-16 2e-14\n",
"19: 2.1173e+03 -2.7175e+03 5e+03 1e-16 4e-15\n",
"20: 2.5399e+02 -4.3649e+02 7e+02 2e-16 5e-15\n",
"21: 1.2723e+01 -8.3945e+01 1e+02 2e-16 8e-16\n",
"22: -1.2899e+01 -2.4674e+01 1e+01 2e-16 3e-16\n",
"23: -1.4514e+01 -1.5664e+01 1e+00 3e-16 8e-17\n",
"24: -1.4649e+01 -1.4733e+01 8e-02 1e-16 8e-17\n",
"25: -1.4651e+01 -1.4653e+01 1e-03 2e-16 3e-17\n",
"26: -1.4651e+01 -1.4651e+01 1e-05 2e-16 1e-16\n",
"27: -1.4651e+01 -1.4651e+01 1e-07 1e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.8871e+02 -5.3384e+06 9e+02 1e+00 1e+00\n",
" 2: 3.2340e+02 -6.7922e+06 1e+03 1e+00 1e+00\n",
" 3: 2.9861e+02 -1.2395e+07 2e+03 1e+00 1e+00\n",
" 4: 1.4016e+02 -1.4058e+08 3e+04 1e+00 1e+00\n",
" 5: 3.3103e+02 -4.6436e+09 9e+05 1e+00 1e+00\n",
" 6: 2.2371e+09 -1.1274e+17 1e+17 5e-13 2e-05\n",
" 7: 2.2371e+09 -1.1274e+15 1e+15 5e-15 1e-05\n",
" 8: 2.2370e+09 -1.1304e+13 1e+13 1e-16 1e-07\n",
" 9: 2.2325e+09 -1.4306e+11 1e+11 2e-16 1e-09\n",
"10: 1.9193e+09 -2.6204e+10 3e+10 1e-16 2e-10\n",
"11: 2.9095e+08 -1.2417e+10 1e+10 4e-16 4e-11\n",
"12: 1.0839e+08 -3.9640e+08 5e+08 2e-16 1e-12\n",
"13: 1.6842e+07 -2.0420e+07 4e+07 2e-16 5e-13\n",
"14: 2.4137e+06 -2.6730e+06 5e+06 6e-17 2e-13\n",
"15: 3.4492e+05 -3.8517e+05 7e+05 2e-16 8e-14\n",
"16: 4.8928e+04 -5.5569e+04 1e+05 3e-16 4e-14\n",
"17: 6.8126e+03 -8.1555e+03 1e+04 8e-17 2e-14\n",
"18: 8.9616e+02 -1.2462e+03 2e+03 2e-16 5e-15\n",
"19: 9.3442e+01 -2.1126e+02 3e+02 3e-16 7e-16\n",
"20: -4.9741e+00 -4.6428e+01 4e+01 2e-16 5e-16\n",
"21: -1.3826e+01 -1.8542e+01 5e+00 2e-16 2e-16\n",
"22: -1.4741e+01 -1.7053e+01 2e+00 2e-16 1e-16\n",
"23: -1.4816e+01 -1.4926e+01 1e-01 2e-16 1e-16\n",
"24: -1.4817e+01 -1.4818e+01 1e-03 2e-16 1e-16\n",
"25: -1.4817e+01 -1.4817e+01 1e-05 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.2424e+02 -6.8599e+06 1e+03 1e+00 1e+00\n",
" 2: 4.0689e+02 -8.7463e+06 2e+03 1e+00 1e+00\n",
" 3: 5.2612e+02 -1.4071e+07 3e+03 1e+00 1e+00\n",
" 4: 6.9023e+01 -1.2550e+08 3e+04 1e+00 1e+00\n",
" 5: 1.1342e+02 -4.8909e+08 1e+05 1e+00 1e+00\n",
" 6: 1.4604e+02 -6.7160e+09 1e+06 1e+00 1e+00\n",
" 7: 1.6896e+02 -1.4970e+12 3e+08 1e+00 1e+00\n",
" 8: 5.0611e+09 -3.3520e+19 3e+19 6e-13 3e-03\n",
" 9: 5.0611e+09 -3.3520e+17 3e+17 6e-15 2e-03\n",
"10: 5.0611e+09 -3.3520e+15 3e+15 2e-16 2e-05\n",
"11: 5.0610e+09 -3.3557e+13 3e+13 2e-16 6e-07\n",
"12: 5.0557e+09 -3.7230e+11 4e+11 1e-16 1e-08\n",
"13: 4.6755e+09 -3.8960e+10 4e+10 1e-16 2e-07\n",
"14: 1.2581e+09 -4.0476e+10 4e+10 1e-16 1e-07\n",
"15: 5.7273e+08 -2.7861e+09 3e+09 2e-16 8e-09\n",
"16: 1.0001e+08 -1.4005e+08 2e+08 2e-16 2e-10\n",
"17: 1.4421e+07 -1.5957e+07 3e+07 2e-16 4e-13\n",
"18: 2.0685e+06 -2.3078e+06 4e+06 2e-16 3e-13\n",
"19: 2.9539e+05 -3.2982e+05 6e+05 2e-16 5e-14\n",
"20: 4.1858e+04 -4.7681e+04 9e+04 2e-16 8e-15\n",
"21: 5.8110e+03 -7.0140e+03 1e+04 1e-16 1e-14\n",
"22: 7.5700e+02 -1.0783e+03 2e+03 1e-16 3e-15\n",
"23: 7.5047e+01 -1.8563e+02 3e+02 1e-16 1e-15\n",
"24: -7.1753e+00 -4.2301e+01 4e+01 2e-16 4e-16\n",
"25: -1.4248e+01 -1.7641e+01 3e+00 2e-16 2e-16\n",
"26: -1.4873e+01 -1.5650e+01 8e-01 2e-16 1e-16\n",
"27: -1.4907e+01 -1.4943e+01 4e-02 2e-16 1e-16\n",
"28: -1.4907e+01 -1.4907e+01 4e-04 1e-16 1e-16\n",
"29: -1.4907e+01 -1.4907e+01 4e-06 1e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 3.2506e+02 -7.9965e+06 1e+03 1e+00 1e+00\n",
" 2: 4.9174e+02 -1.0865e+07 2e+03 1e+00 1e+00\n",
" 3: 6.7260e+02 -1.6039e+07 3e+03 1e+00 1e+00\n",
" 4: 5.1190e+02 -2.9661e+07 6e+03 1e+00 1e+00\n",
" 5: 3.8449e+02 -6.3784e+08 1e+05 1e+00 1e+00\n",
" 6: 7.0843e+02 -7.1716e+10 1e+07 1e+00 1e+00\n",
" 7: 8.6144e+08 -1.6780e+18 2e+18 4e-13 2e-04\n",
" 8: 8.6144e+08 -1.6780e+16 2e+16 4e-15 1e-04\n",
" 9: 8.6144e+08 -1.6780e+14 2e+14 2e-16 2e-06\n",
"10: 8.6119e+08 -1.6801e+12 2e+12 3e-16 2e-08\n",
"11: 8.3654e+08 -1.8847e+10 2e+10 2e-16 3e-10\n",
"12: 2.7739e+08 -6.1153e+08 9e+08 2e-16 1e-11\n",
"13: 4.2337e+07 -4.7375e+07 9e+07 2e-16 5e-13\n",
"14: 6.0766e+06 -6.7671e+06 1e+07 2e-16 3e-13\n",
"15: 8.6942e+05 -9.6582e+05 2e+06 2e-16 1e-13\n",
"16: 1.2380e+05 -1.3903e+05 3e+05 2e-16 7e-14\n",
"17: 1.7422e+04 -2.0227e+04 4e+04 1e-16 2e-14\n",
"18: 2.3710e+03 -3.0212e+03 5e+03 2e-16 7e-15\n",
"19: 2.8748e+02 -4.8285e+02 8e+02 1e-16 3e-15\n",
"20: 1.6434e+01 -9.1662e+01 1e+02 2e-16 8e-16\n",
"21: -1.2725e+01 -2.6111e+01 1e+01 2e-16 4e-16\n",
"22: -1.4470e+01 -1.7194e+01 3e+00 3e-16 1e-16\n",
"23: -1.4926e+01 -1.6487e+01 2e+00 2e-16 1e-16\n",
"24: -1.4967e+01 -1.5035e+01 7e-02 2e-16 7e-17\n",
"25: -1.4967e+01 -1.4968e+01 8e-04 1e-16 8e-17\n",
"26: -1.4967e+01 -1.4967e+01 8e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.1536e+02 -6.7886e+06 1e+03 1e+00 1e+00\n",
" 2: 6.5425e+02 -1.3700e+07 2e+03 1e+00 1e+00\n",
" 3: 7.7635e+02 -1.7423e+07 3e+03 1e+00 1e+00\n",
" 4: 5.7509e+02 -4.0321e+07 8e+03 1e+00 1e+00\n",
" 5: 3.5568e+02 -3.5522e+08 7e+04 1e+00 1e+00\n",
" 6: 5.3097e+02 -1.1598e+10 2e+06 1e+00 1e+00\n",
" 7: 2.0140e+09 -2.8240e+17 3e+17 5e-13 2e-05\n",
" 8: 2.0140e+09 -2.8241e+15 3e+15 5e-15 2e-05\n",
" 9: 2.0139e+09 -2.8301e+13 3e+13 2e-16 3e-07\n",
"10: 2.0086e+09 -3.4356e+11 3e+11 3e-16 4e-09\n",
"11: 1.6452e+09 -4.9743e+10 5e+10 2e-16 6e-10\n",
"12: 4.4586e+08 -7.3793e+09 8e+09 1e-16 2e-11\n",
"13: 1.0151e+08 -2.0295e+08 3e+08 1e-16 9e-13\n",
"14: 1.5107e+07 -1.6606e+07 3e+07 2e-16 8e-13\n",
"15: 2.1645e+06 -2.4043e+06 5e+06 2e-16 3e-13\n",
"16: 3.0899e+05 -3.4455e+05 7e+05 1e-16 8e-14\n",
"17: 4.3778e+04 -4.9846e+04 9e+04 2e-16 4e-14\n",
"18: 6.0770e+03 -7.3348e+03 1e+04 2e-16 1e-14\n",
"19: 7.9169e+02 -1.1277e+03 2e+03 2e-16 5e-15\n",
"20: 7.8590e+01 -1.9412e+02 3e+02 2e-16 9e-16\n",
"21: -7.3308e+00 -4.4146e+01 4e+01 1e-16 6e-16\n",
"22: -1.4574e+01 -1.8073e+01 3e+00 2e-16 1e-16\n",
"23: -1.4959e+01 -1.5383e+01 4e-01 1e-16 1e-16\n",
"24: -1.4988e+01 -1.5015e+01 3e-02 1e-16 1e-16\n",
"25: -1.4989e+01 -1.4990e+01 5e-04 2e-16 9e-17\n",
"26: -1.4989e+01 -1.4989e+01 5e-06 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.1677e+02 -7.6576e+06 1e+03 1e+00 1e+00\n",
" 2: 8.6606e+02 -1.7954e+07 3e+03 1e+00 1e+00\n",
" 3: 9.7581e+02 -2.2041e+07 4e+03 1e+00 1e+00\n",
" 4: 5.3356e+02 -4.6304e+07 9e+03 1e+00 1e+00\n",
" 5: 1.0816e+03 -3.4393e+08 7e+04 1e+00 1e+00\n",
" 6: 5.5060e+02 -1.1439e+10 2e+06 1e+00 1e+00\n",
" 7: 5.4210e+02 -3.2545e+13 1e+10 1e+00 1e+00\n",
" 8: 2.5510e+09 -3.1903e+20 3e+20 3e-13 2e-02\n",
" 9: 2.5510e+09 -3.1903e+18 3e+18 4e-15 1e-02\n",
"10: 2.5510e+09 -3.1903e+16 3e+16 3e-16 3e-04\n",
"11: 2.5510e+09 -3.1914e+14 3e+14 2e-16 4e-06\n",
"12: 2.5508e+09 -3.3003e+12 3e+12 2e-16 4e-08\n",
"13: 2.5286e+09 -1.4087e+11 1e+11 2e-16 2e-09\n",
"14: 6.0699e+08 -1.0485e+11 1e+11 1e-16 1e-09\n",
"15: 3.9300e+08 -1.9127e+09 2e+09 2e-16 3e-11\n",
"16: 6.5480e+07 -8.5566e+07 2e+08 2e-16 1e-12\n",
"17: 9.3946e+06 -1.0272e+07 2e+07 1e-16 4e-13\n",
"18: 1.3452e+06 -1.4951e+06 3e+06 2e-16 9e-14\n",
"19: 1.9178e+05 -2.1451e+05 4e+05 2e-16 7e-14\n",
"20: 2.7085e+04 -3.1122e+04 6e+04 1e-16 2e-14\n",
"21: 3.7254e+03 -4.6123e+03 8e+03 2e-16 1e-14\n",
"22: 4.7009e+02 -7.2230e+02 1e+03 2e-16 4e-15\n",
"23: 3.8283e+01 -1.3026e+02 2e+02 1e-16 1e-15\n",
"24: -1.1079e+01 -3.3035e+01 2e+01 2e-16 5e-16\n",
"25: -1.4607e+01 -1.7110e+01 3e+00 2e-16 1e-16\n",
"26: -1.4975e+01 -1.5593e+01 6e-01 1e-16 1e-16\n",
"27: -1.5017e+01 -1.5054e+01 4e-02 1e-16 9e-17\n",
"28: -1.5018e+01 -1.5019e+01 7e-04 1e-16 1e-16\n",
"29: -1.5018e+01 -1.5018e+01 7e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 2.1607e+02 -8.5049e+06 1e+03 1e+00 1e+00\n",
" 2: 6.8403e+02 -1.7278e+07 3e+03 1e+00 1e+00\n",
" 3: 1.0788e+03 -2.3131e+07 4e+03 1e+00 1e+00\n",
" 4: 1.2011e+03 -3.1997e+07 6e+03 1e+00 1e+00\n",
" 5: 8.2890e+02 -7.8524e+07 2e+04 1e+00 1e+00\n",
" 6: 8.6453e+02 -1.8598e+09 4e+05 1e+00 1e+00\n",
" 7: 9.6371e+02 -1.9050e+12 5e+08 1e+00 1e+00\n",
" 8: 1.9024e+09 -3.2042e+19 3e+19 4e-13 3e-03\n",
" 9: 1.9024e+09 -3.2042e+17 3e+17 4e-15 2e-03\n",
"10: 1.9024e+09 -3.2042e+15 3e+15 1e-16 2e-05\n",
"11: 1.9023e+09 -3.2058e+13 3e+13 2e-16 2e-07\n",
"12: 1.8955e+09 -3.3604e+11 3e+11 2e-16 3e-09\n",
"13: 1.4229e+09 -1.4409e+10 2e+10 9e-17 1e-10\n",
"14: 2.9445e+08 -5.5358e+08 8e+08 2e-16 3e-12\n",
"15: 4.3110e+07 -4.7359e+07 9e+07 2e-16 8e-13\n",
"16: 6.1911e+06 -6.9178e+06 1e+07 3e-16 3e-13\n",
"17: 8.8578e+05 -9.8429e+05 2e+06 2e-16 1e-13\n",
"18: 1.2613e+05 -1.4168e+05 3e+05 2e-16 4e-14\n",
"19: 1.7749e+04 -2.0611e+04 4e+04 2e-16 2e-14\n",
"20: 2.4150e+03 -3.0789e+03 5e+03 2e-16 9e-15\n",
"21: 2.9266e+02 -4.9222e+02 8e+02 2e-16 3e-15\n",
"22: 1.6671e+01 -9.3486e+01 1e+02 1e-16 7e-16\n",
"23: -1.2941e+01 -2.6607e+01 1e+01 3e-16 4e-16\n",
"24: -1.4632e+01 -1.7237e+01 3e+00 2e-16 1e-16\n",
"25: -1.4954e+01 -1.5821e+01 9e-01 2e-16 1e-16\n",
"26: -1.5041e+01 -1.5200e+01 2e-01 2e-16 1e-16\n",
"27: -1.5044e+01 -1.5048e+01 4e-03 2e-16 9e-17\n",
"28: -1.5044e+01 -1.5044e+01 4e-05 2e-16 8e-17\n",
"29: -1.5044e+01 -1.5044e+01 4e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
"processing SXQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 1.3414e+02 -1.5250e+06 3e+02 1e+00 1e+00\n",
" 2: 1.2489e+01 -3.6797e+06 1e+03 1e+00 1e+00\n",
" 3: 9.6922e+01 -1.3321e+08 3e+04 1e+00 1e+00\n",
" 4: 4.8061e+01 -4.4413e+11 1e+08 1e+00 1e+00\n",
" 5: 2.8067e+09 -3.8932e+18 4e+18 5e-13 2e-03\n",
" 6: 2.8067e+09 -3.8932e+16 4e+16 5e-15 1e-03\n",
" 7: 2.8067e+09 -3.8933e+14 4e+14 1e-16 1e-05\n",
" 8: 2.8067e+09 -3.9008e+12 4e+12 2e-17 1e-07\n",
" 9: 2.8054e+09 -4.6523e+10 5e+10 5e-17 7e-10\n",
"10: 2.7136e+09 -7.8412e+09 1e+10 2e-16 1e-10\n",
"11: 6.7527e+07 -1.4729e+10 1e+10 2e-16 1e-10\n",
"12: 4.4609e+07 -3.4321e+08 4e+08 4e-17 7e-12\n",
"13: 7.3642e+06 -1.2964e+07 2e+07 4e-17 6e-13\n",
"14: 1.0610e+06 -1.1579e+06 2e+06 2e-16 2e-13\n",
"15: 1.5155e+05 -1.7032e+05 3e+05 7e-17 6e-14\n",
"16: 2.1438e+04 -2.4563e+04 5e+04 9e-17 5e-15\n",
"17: 2.9589e+03 -3.6293e+03 7e+03 3e-16 9e-15\n",
"18: 3.7725e+02 -5.6464e+02 9e+02 1e-16 3e-15\n",
"19: 3.2479e+01 -1.0054e+02 1e+02 3e-16 6e-16\n",
"20: -8.2098e+00 -2.5381e+01 2e+01 6e-17 3e-16\n",
"21: -1.2445e+01 -1.4860e+01 2e+00 2e-16 6e-17\n",
"22: -1.2733e+01 -1.2890e+01 2e-01 2e-16 1e-16\n",
"23: -1.2736e+01 -1.2737e+01 2e-03 6e-17 9e-17\n",
"24: -1.2736e+01 -1.2736e+01 2e-05 6e-17 1e-16\n",
"25: -1.2736e+01 -1.2736e+01 2e-07 8e-17 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.9303e+02 -2.6491e+06 5e+02 1e+00 1e+00\n",
" 2: 1.4043e+02 -3.3198e+06 6e+02 1e+00 1e+00\n",
" 3: 1.0373e+02 -1.8094e+07 4e+03 1e+00 1e+00\n",
" 4: 2.3155e+02 -3.3301e+08 7e+04 1e+00 1e+00\n",
" 5: 1.8766e+09 -8.1711e+15 8e+15 5e-13 7e-07\n",
" 6: 1.8766e+09 -8.1718e+13 8e+13 5e-15 1e-06\n",
" 7: 1.8761e+09 -8.2391e+11 8e+11 2e-16 2e-08\n",
" 8: 1.8322e+09 -1.4829e+10 2e+10 1e-16 3e-10\n",
" 9: 6.4183e+08 -1.4776e+09 2e+09 6e-17 2e-11\n",
"10: 1.0169e+08 -1.3394e+08 2e+08 2e-16 8e-13\n",
"11: 1.4859e+07 -1.6694e+07 3e+07 6e-17 6e-13\n",
"12: 2.1348e+06 -2.3923e+06 5e+06 2e-16 2e-13\n",
"13: 3.0510e+05 -3.4096e+05 6e+05 6e-17 1e-13\n",
"14: 4.3270e+04 -4.9226e+04 9e+04 2e-16 4e-14\n",
"15: 6.0181e+03 -7.2288e+03 1e+04 3e-16 2e-14\n",
"16: 7.8864e+02 -1.1071e+03 2e+03 2e-16 2e-15\n",
"17: 8.0589e+01 -1.8888e+02 3e+02 9e-17 2e-15\n",
"18: -5.6802e+00 -4.2186e+01 4e+01 1e-16 6e-16\n",
"19: -1.3352e+01 -1.6938e+01 4e+00 3e-16 1e-16\n",
"20: -1.3796e+01 -1.4122e+01 3e-01 1e-16 6e-17\n",
"21: -1.3809e+01 -1.3816e+01 7e-03 3e-16 2e-16\n",
"22: -1.3809e+01 -1.3809e+01 7e-05 2e-16 1e-16\n",
"23: -1.3809e+01 -1.3809e+01 7e-07 2e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 2.1619e+02 -3.7184e+06 6e+02 1e+00 1e+00\n",
" 2: 2.3864e+02 -5.1847e+06 1e+03 1e+00 1e+00\n",
" 3: 2.5724e+01 -1.4223e+07 3e+03 1e+00 1e+00\n",
" 4: 1.1192e+02 -4.7647e+07 1e+04 1e+00 1e+00\n",
" 5: 1.3921e+02 -5.3443e+08 1e+05 1e+00 1e+00\n",
" 6: 1.5567e+02 -8.7877e+10 2e+07 1e+00 1e+00\n",
" 7: 1.5859e+09 -2.0266e+18 2e+18 6e-13 2e-04\n",
" 8: 1.5859e+09 -2.0266e+16 2e+16 6e-15 3e-04\n",
" 9: 1.5859e+09 -2.0267e+14 2e+14 2e-16 2e-06\n",
"10: 1.5858e+09 -2.0366e+12 2e+12 1e-16 4e-08\n",
"11: 1.5752e+09 -3.0188e+10 3e+10 2e-16 7e-10\n",
"12: 1.0099e+09 -6.1339e+09 7e+09 2e-16 1e-07\n",
"13: 1.7300e+08 -7.3955e+08 9e+08 2e-16 3e-12\n",
"14: 3.1409e+07 -4.3962e+07 8e+07 2e-16 4e-13\n",
"15: 4.5244e+06 -4.9981e+06 1e+07 1e-16 3e-13\n",
"16: 6.4817e+05 -7.2514e+05 1e+06 8e-17 1e-13\n",
"17: 9.2292e+04 -1.0391e+05 2e+05 1e-16 7e-14\n",
"18: 1.2975e+04 -1.5122e+04 3e+04 3e-16 2e-14\n",
"19: 1.7592e+03 -2.2639e+03 4e+03 2e-16 5e-15\n",
"20: 2.0986e+02 -3.6441e+02 6e+02 2e-16 2e-15\n",
"21: 9.5024e+00 -7.0657e+01 8e+01 1e-16 8e-16\n",
"22: -1.1904e+01 -2.1469e+01 1e+01 3e-16 2e-16\n",
"23: -1.3639e+01 -1.5366e+01 2e+00 1e-16 8e-17\n",
"24: -1.3966e+01 -1.4216e+01 2e-01 2e-16 1e-16\n",
"25: -1.3992e+01 -1.4007e+01 1e-02 3e-16 1e-16\n",
"26: -1.3993e+01 -1.3993e+01 2e-04 3e-16 2e-16\n",
"27: -1.3993e+01 -1.3993e+01 2e-06 9e-17 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.0504e+02 -6.6639e+06 1e+03 1e+00 1e+00\n",
" 2: 3.5033e+02 -7.5223e+06 1e+03 1e+00 1e+00\n",
" 3: 3.6517e+02 -1.6263e+07 3e+03 1e+00 1e+00\n",
" 4: 2.0450e+01 -5.6108e+08 1e+05 1e+00 1e+00\n",
" 5: 1.9851e+01 -1.1789e+10 2e+06 1e+00 1e+00\n",
" 6: 2.5462e+01 -5.9673e+12 1e+09 1e+00 1e+00\n",
" 7: 9.9975e+09 -1.1822e+20 1e+20 5e-13 2e-02\n",
" 8: 9.9975e+09 -1.1822e+18 1e+18 5e-15 1e-02\n",
" 9: 9.9975e+09 -1.1822e+16 1e+16 2e-16 2e-04\n",
"10: 9.9975e+09 -1.1825e+14 1e+14 1e-16 2e-06\n",
"11: 9.9949e+09 -1.2070e+12 1e+12 1e-16 2e-08\n",
"12: 9.7524e+09 -3.6444e+10 5e+10 1e-16 7e-10\n",
"13: 1.8092e+09 -1.9859e+10 2e+10 2e-16 1e-08\n",
"14: 6.0739e+08 -9.8544e+08 2e+09 2e-16 6e-10\n",
"15: 9.1705e+07 -1.0136e+08 2e+08 2e-16 3e-12\n",
"16: 1.3207e+07 -1.4868e+07 3e+07 3e-16 5e-13\n",
"17: 1.8929e+06 -2.1017e+06 4e+06 2e-16 1e-13\n",
"18: 2.7024e+05 -3.0170e+05 6e+05 2e-16 8e-14\n",
"19: 3.8277e+04 -4.3636e+04 8e+04 2e-16 3e-14\n",
"20: 5.3081e+03 -6.4256e+03 1e+04 1e-16 1e-14\n",
"21: 6.8910e+02 -9.8997e+02 2e+03 2e-16 7e-15\n",
"22: 6.7080e+01 -1.7133e+02 2e+02 2e-16 2e-15\n",
"23: -7.4416e+00 -3.9489e+01 3e+01 2e-16 6e-16\n",
"24: -1.3645e+01 -1.6904e+01 3e+00 1e-16 2e-16\n",
"25: -1.4076e+01 -1.4496e+01 4e-01 9e-17 1e-16\n",
"26: -1.4088e+01 -1.4103e+01 1e-02 9e-17 1e-16\n",
"27: -1.4088e+01 -1.4088e+01 2e-04 2e-16 1e-16\n",
"28: -1.4088e+01 -1.4088e+01 2e-06 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.5683e+02 -8.4495e+06 2e+03 1e+00 1e+00\n",
" 2: 4.1938e+02 -1.1139e+07 2e+03 1e+00 1e+00\n",
" 3: 1.4797e+02 -2.4396e+07 5e+03 1e+00 1e+00\n",
" 4: 5.0970e+02 -1.0929e+08 2e+04 1e+00 1e+00\n",
" 5: 4.0758e+01 -1.1980e+10 2e+06 1e+00 1e+00\n",
" 6: 6.3975e+01 -1.0110e+13 2e+09 1e+00 1e+00\n",
" 7: 7.9144e+09 -1.7269e+20 2e+20 5e-13 2e-02\n",
" 8: 7.9144e+09 -1.7269e+18 2e+18 5e-15 2e-02\n",
" 9: 7.9144e+09 -1.7269e+16 2e+16 2e-16 2e-04\n",
"10: 7.9144e+09 -1.7274e+14 2e+14 7e-17 2e-06\n",
"11: 7.9128e+09 -1.7733e+12 2e+12 3e-16 2e-08\n",
"12: 7.7601e+09 -6.3303e+10 7e+10 2e-16 7e-10\n",
"13: 1.6977e+09 -3.1925e+10 3e+10 1e-16 3e-08\n",
"14: 6.3550e+08 -2.1615e+09 3e+09 2e-16 2e-09\n",
"15: 1.0013e+08 -1.1950e+08 2e+08 1e-16 2e-11\n",
"16: 1.4424e+07 -1.6208e+07 3e+07 1e-16 5e-13\n",
"17: 2.0682e+06 -2.3011e+06 4e+06 2e-16 2e-13\n",
"18: 2.9533e+05 -3.2974e+05 6e+05 2e-16 6e-14\n",
"19: 4.1848e+04 -4.7668e+04 9e+04 2e-16 3e-14\n",
"20: 5.8092e+03 -7.0132e+03 1e+04 1e-16 2e-14\n",
"21: 7.5672e+02 -1.0783e+03 2e+03 2e-16 5e-15\n",
"22: 7.5063e+01 -1.8565e+02 3e+02 2e-16 1e-15\n",
"23: -7.0383e+00 -4.2240e+01 4e+01 1e-16 7e-16\n",
"24: -1.3898e+01 -1.7266e+01 3e+00 2e-16 2e-16\n",
"25: -1.4122e+01 -1.4627e+01 5e-01 2e-16 8e-17\n",
"26: -1.4138e+01 -1.4154e+01 2e-02 2e-16 8e-17\n",
"27: -1.4138e+01 -1.4138e+01 2e-04 2e-16 6e-17\n",
"28: -1.4138e+01 -1.4138e+01 2e-06 3e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 4.5778e+02 -9.8957e+06 2e+03 1e+00 1e+00\n",
" 2: 5.9130e+02 -1.4021e+07 3e+03 1e+00 1e+00\n",
" 3: 3.7465e+02 -2.1744e+07 4e+03 1e+00 1e+00\n",
" 4: 6.4904e+02 -1.0645e+08 2e+04 1e+00 1e+00\n",
" 5: 1.6188e+02 -4.3462e+09 9e+05 1e+00 1e+00\n",
" 6: 3.6774e+02 -1.4675e+12 3e+08 1e+00 1e+00\n",
" 7: 3.7196e+09 -3.1092e+19 3e+19 6e-13 4e-03\n",
" 8: 3.7196e+09 -3.1092e+17 3e+17 6e-15 1e-03\n",
" 9: 3.7196e+09 -3.1092e+15 3e+15 1e-16 4e-05\n",
"10: 3.7196e+09 -3.1168e+13 3e+13 2e-16 4e-07\n",
"11: 3.7158e+09 -3.8781e+11 4e+11 1e-16 6e-09\n",
"12: 3.4829e+09 -7.3121e+10 8e+10 2e-16 1e-09\n",
"13: 6.0570e+08 -7.3720e+10 7e+10 3e-16 9e-10\n",
"14: 3.7819e+08 -2.2993e+09 3e+09 2e-16 3e-11\n",
"15: 6.5701e+07 -1.0142e+08 2e+08 2e-16 1e-12\n",
"16: 9.4369e+06 -1.0247e+07 2e+07 3e-16 3e-13\n",
"17: 1.3524e+06 -1.5087e+06 3e+06 2e-16 2e-13\n",
"18: 1.9288e+05 -2.1580e+05 4e+05 1e-16 5e-14\n",
"19: 2.7255e+04 -3.1288e+04 6e+04 2e-16 2e-14\n",
"20: 3.7536e+03 -4.6315e+03 8e+03 2e-16 1e-14\n",
"21: 4.7580e+02 -7.2345e+02 1e+03 2e-16 3e-15\n",
"22: 3.9970e+01 -1.2966e+02 2e+02 1e-16 2e-15\n",
"23: -1.0221e+01 -3.2429e+01 2e+01 2e-16 7e-16\n",
"24: -1.3926e+01 -1.5669e+01 2e+00 2e-16 1e-16\n",
"25: -1.4168e+01 -1.4508e+01 3e-01 1e-16 9e-17\n",
"26: -1.4203e+01 -1.4229e+01 3e-02 2e-16 1e-16\n",
"27: -1.4204e+01 -1.4204e+01 5e-04 2e-16 2e-16\n",
"28: -1.4204e+01 -1.4204e+01 5e-06 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 4.4110e+02 -1.1024e+07 2e+03 1e+00 1e+00\n",
" 2: 6.1265e+02 -1.4315e+07 2e+03 1e+00 1e+00\n",
" 3: 7.9487e+02 -1.8757e+07 3e+03 1e+00 1e+00\n",
" 4: 8.6049e+02 -3.2914e+07 6e+03 1e+00 1e+00\n",
" 5: 3.9361e+02 -1.1368e+08 2e+04 1e+00 1e+00\n",
" 6: 5.7155e+02 -9.8385e+08 2e+05 1e+00 1e+00\n",
" 7: 5.9986e+02 -4.4586e+11 1e+08 1e+00 1e+00\n",
" 8: 2.5295e+09 -9.1777e+18 9e+18 5e-13 1e-03\n",
" 9: 2.5295e+09 -9.1777e+16 9e+16 5e-15 4e-04\n",
"10: 2.5295e+09 -9.1784e+14 9e+14 3e-16 6e-06\n",
"11: 2.5293e+09 -9.2430e+12 9e+12 2e-16 1e-07\n",
"12: 2.5062e+09 -1.5651e+11 2e+11 2e-16 2e-09\n",
"13: 1.5122e+09 -2.3351e+10 2e+10 1e-16 5e-09\n",
"14: 3.4831e+08 -1.2342e+09 2e+09 1e-16 2e-12\n",
"15: 5.7808e+07 -7.7351e+07 1e+08 1e-16 1e-12\n",
"16: 8.3067e+06 -9.1577e+06 2e+07 1e-16 4e-13\n",
"17: 1.1900e+06 -1.3260e+06 3e+06 2e-16 1e-13\n",
"18: 1.6965e+05 -1.9005e+05 4e+05 2e-16 4e-14\n",
"19: 2.3950e+04 -2.7571e+04 5e+04 2e-16 2e-14\n",
"20: 3.2889e+03 -4.0901e+03 7e+03 2e-16 9e-15\n",
"21: 4.1260e+02 -6.4248e+02 1e+03 2e-16 4e-15\n",
"22: 3.2192e+01 -1.1679e+02 1e+02 2e-16 1e-15\n",
"23: -1.0891e+01 -3.0161e+01 2e+01 9e-17 4e-16\n",
"24: -1.3875e+01 -1.6287e+01 2e+00 2e-16 1e-16\n",
"25: -1.4245e+01 -1.4601e+01 4e-01 1e-16 9e-17\n",
"26: -1.4265e+01 -1.4284e+01 2e-02 2e-16 8e-17\n",
"27: -1.4265e+01 -1.4266e+01 3e-04 2e-16 9e-17\n",
"28: -1.4265e+01 -1.4265e+01 3e-06 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 5.2676e+02 -1.3624e+07 2e+03 1e+00 1e+00\n",
" 2: 7.5889e+02 -1.7551e+07 3e+03 1e+00 1e+00\n",
" 3: 9.2255e+02 -2.2002e+07 4e+03 1e+00 1e+00\n",
" 4: 9.2734e+02 -3.7982e+07 7e+03 1e+00 1e+00\n",
" 5: 3.3164e+02 -4.1034e+08 8e+04 1e+00 1e+00\n",
" 6: 5.6550e+02 -3.8659e+09 8e+05 1e+00 1e+00\n",
" 7: 6.0511e+02 -5.8473e+11 1e+08 1e+00 1e+00\n",
" 8: 4.8863e+09 -1.3439e+19 1e+19 5e-13 7e-04\n",
" 9: 4.8863e+09 -1.3439e+17 1e+17 5e-15 8e-04\n",
"10: 4.8863e+09 -1.3440e+15 1e+15 1e-16 9e-06\n",
"11: 4.8861e+09 -1.3520e+13 1e+13 2e-16 1e-07\n",
"12: 4.8663e+09 -2.1468e+11 2e+11 3e-16 2e-09\n",
"13: 4.3840e+09 -6.7491e+10 7e+10 2e-16 2e-09\n",
"14: 1.7441e+09 -5.8711e+10 6e+10 3e-16 9e-10\n",
"15: 6.8508e+08 -1.8900e+09 3e+09 2e-16 4e-11\n",
"16: 1.0794e+08 -1.2566e+08 2e+08 2e-16 1e-12\n",
"17: 1.5505e+07 -1.7218e+07 3e+07 3e-16 3e-13\n",
"18: 2.2211e+06 -2.4629e+06 5e+06 2e-16 1e-13\n",
"19: 3.1712e+05 -3.5343e+05 7e+05 1e-16 9e-14\n",
"20: 4.4949e+04 -5.1107e+04 1e+05 2e-16 2e-14\n",
"21: 6.2476e+03 -7.5130e+03 1e+04 3e-16 1e-14\n",
"22: 8.1742e+02 -1.1521e+03 2e+03 2e-16 4e-15\n",
"23: 8.3017e+01 -1.9697e+02 3e+02 2e-16 2e-15\n",
"24: -6.1153e+00 -4.4080e+01 4e+01 2e-16 1e-15\n",
"25: -1.3798e+01 -1.7515e+01 4e+00 2e-16 1e-16\n",
"26: -1.4250e+01 -1.5959e+01 2e+00 3e-16 9e-17\n",
"27: -1.4297e+01 -1.4499e+01 2e-01 2e-16 1e-16\n",
"28: -1.4302e+01 -1.4306e+01 4e-03 2e-16 6e-17\n",
"29: -1.4302e+01 -1.4302e+01 4e-05 1e-16 1e-16\n",
"30: -1.4302e+01 -1.4302e+01 4e-07 3e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 6.7092e+02 -1.7329e+07 3e+03 1e+00 1e+00\n",
" 2: 9.5214e+02 -2.2675e+07 4e+03 1e+00 1e+00\n",
" 3: 1.1119e+03 -2.9955e+07 6e+03 1e+00 1e+00\n",
" 4: 1.2321e+03 -5.2895e+07 1e+04 1e+00 1e+00\n",
" 5: 2.0791e+02 -4.5943e+08 9e+04 1e+00 1e+00\n",
" 6: 5.6911e+02 -5.4044e+09 1e+06 1e+00 1e+00\n",
" 7: 8.2847e+02 -1.5052e+12 3e+08 1e+00 1e+00\n",
" 8: 4.2804e+09 -3.2854e+19 3e+19 4e-13 3e-03\n",
" 9: 4.2804e+09 -3.2854e+17 3e+17 4e-15 2e-03\n",
"10: 4.2804e+09 -3.2855e+15 3e+15 2e-16 2e-05\n",
"11: 4.2802e+09 -3.3038e+13 3e+13 2e-16 4e-07\n",
"12: 4.2588e+09 -5.1160e+11 5e+11 2e-16 7e-09\n",
"13: 3.1025e+09 -7.1406e+10 7e+10 1e-16 5e-09\n",
"14: 9.9524e+08 -7.0427e+09 8e+09 2e-16 6e-12\n",
"15: 1.8861e+08 -2.9708e+08 5e+08 2e-16 2e-12\n",
"16: 2.7205e+07 -2.9405e+07 6e+07 2e-16 6e-13\n",
"17: 3.9032e+06 -4.3512e+06 8e+06 9e-17 3e-13\n",
"18: 5.5792e+05 -6.2034e+05 1e+06 2e-16 1e-13\n",
"19: 7.9305e+04 -8.9478e+04 2e+05 3e-16 4e-14\n",
"20: 1.1109e+04 -1.3069e+04 2e+04 2e-16 1e-14\n",
"21: 1.4904e+03 -1.9717e+03 3e+03 2e-16 5e-15\n",
"22: 1.7052e+02 -3.2332e+02 5e+02 3e-16 2e-15\n",
"23: 3.1446e+00 -6.5404e+01 7e+01 2e-16 8e-16\n",
"24: -1.3428e+01 -2.1310e+01 8e+00 1e-16 2e-16\n",
"25: -1.4223e+01 -1.5489e+01 1e+00 1e-16 1e-16\n",
"26: -1.4320e+01 -1.4447e+01 1e-01 1e-16 1e-16\n",
"27: -1.4321e+01 -1.4323e+01 2e-03 2e-16 8e-17\n",
"28: -1.4321e+01 -1.4321e+01 2e-05 2e-16 9e-17\n",
"29: -1.4321e+01 -1.4321e+01 2e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing SLQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 7.2440e+00 -1.2395e+05 2e+01 1e+00 1e+00\n",
" 2: 6.0971e-01 -5.7042e+06 1e+03 1e+00 1e+00\n",
" 3: 3.2330e+00 -6.4743e+09 2e+06 1e+00 1e+00\n",
" 4: 1.7688e+07 -1.0566e+17 1e+17 7e-13 1e-03\n",
" 5: 1.7688e+07 -1.0566e+15 1e+15 7e-15 2e-04\n",
" 6: 1.7688e+07 -1.0566e+13 1e+13 1e-16 4e-06\n",
" 7: 1.7687e+07 -1.0571e+11 1e+11 2e-16 5e-08\n",
" 8: 1.7598e+07 -1.1088e+09 1e+09 1e-16 4e-10\n",
" 9: 1.1870e+07 -4.4966e+07 6e+07 9e-17 2e-11\n",
"10: 1.8400e+06 -2.2660e+06 4e+06 3e-16 2e-12\n",
"11: 2.6592e+05 -3.0154e+05 6e+05 2e-16 3e-13\n",
"12: 3.8133e+04 -4.2662e+04 8e+04 2e-16 1e-13\n",
"13: 5.4328e+03 -6.1218e+03 1e+04 1e-16 3e-14\n",
"14: 7.6408e+02 -8.9050e+02 2e+03 2e-16 1e-14\n",
"15: 1.0364e+02 -1.3329e+02 2e+02 1e-16 3e-15\n",
"16: 1.2387e+01 -2.1444e+01 3e+01 3e-16 2e-15\n",
"17: 5.8503e-01 -4.1464e+00 5e+00 2e-16 1e-15\n",
"18: -6.6397e-01 -1.2387e+00 6e-01 2e-16 2e-16\n",
"19: -7.3766e-01 -7.8512e-01 5e-02 3e-16 2e-16\n",
"20: -7.3876e-01 -7.3927e-01 5e-04 7e-17 1e-16\n",
"21: -7.3876e-01 -7.3876e-01 5e-06 1e-16 8e-17\n",
"22: -7.3876e-01 -7.3876e-01 5e-08 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.0412e+01 -1.9232e+05 4e+01 1e+00 1e+00\n",
" 2: 1.4076e+00 -1.6332e+06 3e+02 1e+00 1e+00\n",
" 3: 3.1170e+00 -2.3696e+07 5e+03 1e+00 1e+00\n",
" 4: 3.7531e+00 -1.0708e+10 2e+06 1e+00 1e+00\n",
" 5: 7.1719e+07 -2.2291e+17 2e+17 3e-13 9e-04\n",
" 6: 7.1719e+07 -2.2291e+15 2e+15 3e-15 6e-04\n",
" 7: 7.1719e+07 -2.2291e+13 2e+13 1e-16 9e-06\n",
" 8: 7.1717e+07 -2.2323e+11 2e+11 2e-16 8e-08\n",
" 9: 7.1496e+07 -2.5458e+09 3e+09 3e-16 3e-10\n",
"10: 5.5565e+07 -2.6608e+08 3e+08 1e-16 1e-10\n",
"11: 8.3621e+06 -3.8625e+07 5e+07 2e-16 2e-11\n",
"12: 1.5865e+06 -2.2389e+06 4e+06 2e-16 2e-12\n",
"13: 2.2879e+05 -2.5331e+05 5e+05 9e-17 4e-13\n",
"14: 3.2778e+04 -3.6730e+04 7e+04 8e-17 7e-14\n",
"15: 4.6642e+03 -5.2652e+03 1e+04 3e-16 4e-14\n",
"16: 6.5434e+02 -7.6771e+02 1e+03 3e-16 9e-15\n",
"17: 8.8107e+01 -1.1550e+02 2e+02 2e-16 4e-15\n",
"18: 1.0220e+01 -1.8827e+01 3e+01 2e-16 4e-16\n",
"19: 2.7676e-01 -3.7614e+00 4e+00 4e-16 1e-15\n",
"20: -7.3530e-01 -1.2068e+00 5e-01 3e-16 2e-16\n",
"21: -7.9080e-01 -8.2696e-01 4e-02 2e-16 2e-16\n",
"22: -7.9170e-01 -7.9208e-01 4e-04 2e-17 1e-16\n",
"23: -7.9170e-01 -7.9170e-01 4e-06 1e-16 8e-17\n",
"24: -7.9170e-01 -7.9170e-01 4e-08 1e-16 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.5479e+01 -3.0128e+05 6e+01 1e+00 1e+00\n",
" 2: 1.8918e+00 -2.0012e+06 4e+02 1e+00 1e+00\n",
" 3: 2.6521e+00 -1.5042e+07 3e+03 1e+00 1e+00\n",
" 4: 2.5470e+00 -8.1591e+08 2e+05 1e+00 1e+00\n",
" 5: 1.4099e+01 -9.8144e+12 7e+09 1e+00 1e+00\n",
" 6: 1.1126e+08 -2.0168e+19 2e+19 1e-13 7e-02\n",
" 7: 1.1126e+08 -2.0168e+17 2e+17 1e-15 4e-02\n",
" 8: 1.1126e+08 -2.0168e+15 2e+15 2e-16 5e-04\n",
" 9: 1.1126e+08 -2.0168e+13 2e+13 2e-16 7e-06\n",
"10: 1.1125e+08 -2.0198e+11 2e+11 2e-16 5e-08\n",
"11: 1.1025e+08 -2.3161e+09 2e+09 2e-16 9e-10\n",
"12: 6.0901e+07 -1.7733e+08 2e+08 2e-16 5e-08\n",
"13: 9.1187e+06 -1.3138e+07 2e+07 2e-16 7e-12\n",
"14: 1.3309e+06 -1.4810e+06 3e+06 1e-16 8e-13\n",
"15: 1.9124e+05 -2.1424e+05 4e+05 2e-16 6e-13\n",
"16: 2.7355e+04 -3.0484e+04 6e+04 8e-17 1e-13\n",
"17: 3.8885e+03 -4.3938e+03 8e+03 2e-16 2e-14\n",
"18: 5.4432e+02 -6.4200e+02 1e+03 2e-16 8e-15\n",
"19: 7.2813e+01 -9.7031e+01 2e+02 3e-16 6e-15\n",
"20: 8.2090e+00 -1.5998e+01 2e+01 1e-16 1e-15\n",
"21: 5.2529e-02 -3.2899e+00 3e+00 1e-16 3e-16\n",
"22: -7.4457e-01 -1.2190e+00 5e-01 3e-16 3e-16\n",
"23: -8.1483e-01 -8.6305e-01 5e-02 2e-16 1e-16\n",
"24: -8.1741e-01 -8.1956e-01 2e-03 2e-16 1e-16\n",
"25: -8.1743e-01 -8.1746e-01 2e-05 1e-16 7e-17\n",
"26: -8.1743e-01 -8.1743e-01 2e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.0442e+01 -4.3433e+05 8e+01 1e+00 1e+00\n",
" 2: 7.5915e-01 -4.2250e+06 9e+02 1e+00 1e+00\n",
" 3: 9.3045e+00 -3.6596e+07 7e+03 1e+00 1e+00\n",
" 4: 1.0475e+01 -4.3904e+09 9e+05 1e+00 1e+00\n",
" 5: 1.3239e+08 -1.0378e+17 1e+17 8e-13 4e-04\n",
" 6: 1.3239e+08 -1.0378e+15 1e+15 8e-15 1e-04\n",
" 7: 1.3239e+08 -1.0379e+13 1e+13 1e-16 3e-06\n",
" 8: 1.3239e+08 -1.0478e+11 1e+11 3e-16 4e-08\n",
" 9: 1.3181e+08 -2.0268e+09 2e+09 1e-16 7e-10\n",
"10: 9.5910e+07 -6.5467e+08 8e+08 3e-16 2e-10\n",
"11: 1.6909e+07 -1.4728e+08 2e+08 4e-16 2e-12\n",
"12: 3.6647e+06 -6.2074e+06 1e+07 2e-16 1e-12\n",
"13: 5.3044e+05 -5.6804e+05 1e+06 2e-16 5e-13\n",
"14: 7.6065e+04 -8.5187e+04 2e+05 2e-16 1e-13\n",
"15: 1.0850e+04 -1.2145e+04 2e+04 2e-16 5e-14\n",
"16: 1.5330e+03 -1.7609e+03 3e+03 3e-16 2e-14\n",
"17: 2.1106e+02 -2.6069e+02 5e+02 1e-16 1e-14\n",
"18: 2.6716e+01 -4.0749e+01 7e+01 1e-16 3e-15\n",
"19: 2.2174e+00 -7.3202e+00 1e+01 2e-16 1e-15\n",
"20: -6.0228e-01 -1.8460e+00 1e+00 1e-16 3e-16\n",
"21: -8.1364e-01 -9.5908e-01 1e-01 2e-16 2e-16\n",
"22: -8.3197e-01 -8.4575e-01 1e-02 1e-16 1e-16\n",
"23: -8.3228e-01 -8.3273e-01 5e-04 2e-16 1e-16\n",
"24: -8.3228e-01 -8.3228e-01 5e-06 2e-16 1e-16\n",
"25: -8.3228e-01 -8.3228e-01 5e-08 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.2320e+01 -5.2138e+05 9e+01 1e+00 1e+00\n",
" 2: 2.9451e+01 -2.1799e+06 4e+02 1e+00 1e+00\n",
" 3: 3.0120e+00 -1.1700e+08 2e+04 1e+00 1e+00\n",
" 4: 1.0480e+01 -1.4818e+10 3e+06 1e+00 1e+00\n",
" 5: 2.8418e+08 -3.4382e+17 3e+17 4e-13 8e-04\n",
" 6: 2.8418e+08 -3.4382e+15 3e+15 4e-15 4e-04\n",
" 7: 2.8418e+08 -3.4384e+13 3e+13 1e-16 5e-06\n",
" 8: 2.8416e+08 -3.4566e+11 3e+11 2e-16 9e-08\n",
" 9: 2.8278e+08 -5.2755e+09 6e+09 1e-16 1e-09\n",
"10: 2.3752e+08 -1.6560e+09 2e+09 2e-16 4e-10\n",
"11: 7.0980e+07 -1.7616e+09 2e+09 3e-16 2e-10\n",
"12: 2.8647e+07 -9.8002e+07 1e+08 1e-16 2e-11\n",
"13: 4.5560e+06 -5.4818e+06 1e+07 2e-16 1e-12\n",
"14: 6.5601e+05 -7.3657e+05 1e+06 9e-17 2e-13\n",
"15: 9.4042e+04 -1.0469e+05 2e+05 2e-16 1e-13\n",
"16: 1.3422e+04 -1.5008e+04 3e+04 2e-16 8e-14\n",
"17: 1.8992e+03 -2.1723e+03 4e+03 2e-16 2e-14\n",
"18: 2.6259e+02 -3.2059e+02 6e+02 1e-16 8e-15\n",
"19: 3.3738e+01 -4.9694e+01 8e+01 2e-16 1e-15\n",
"20: 3.0880e+00 -8.7374e+00 1e+01 3e-16 2e-15\n",
"21: -5.2476e-01 -2.0944e+00 2e+00 2e-16 4e-16\n",
"22: -8.1509e-01 -9.5058e-01 1e-01 2e-16 2e-16\n",
"23: -8.3175e-01 -8.5670e-01 2e-02 2e-16 1e-16\n",
"24: -8.3525e-01 -8.3989e-01 5e-03 1e-16 1e-16\n",
"25: -8.3602e-01 -8.3640e-01 4e-04 1e-16 9e-17\n",
"26: -8.3609e-01 -8.3613e-01 4e-05 1e-16 9e-17\n",
"27: -8.3610e-01 -8.3610e-01 2e-06 2e-16 1e-16\n",
"28: -8.3610e-01 -8.3610e-01 3e-08 1e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.6314e+01 -6.5638e+05 1e+02 1e+00 1e+00\n",
" 2: 4.3496e+01 -1.6553e+06 3e+02 1e+00 1e+00\n",
" 3: 1.2985e+01 -3.8071e+07 8e+03 1e+00 1e+00\n",
" 4: 1.8828e+01 -1.7616e+09 4e+05 1e+00 1e+00\n",
" 5: 4.7916e+01 -1.6542e+13 1e+10 1e+00 1e+00\n",
" 6: 3.4989e+08 -4.7528e+19 5e+19 2e-13 2e-01\n",
" 7: 3.4989e+08 -4.7528e+17 5e+17 2e-15 5e-02\n",
" 8: 3.4989e+08 -4.7528e+15 5e+15 2e-16 1e-03\n",
" 9: 3.4989e+08 -4.7530e+13 5e+13 2e-16 1e-05\n",
"10: 3.4988e+08 -4.7767e+11 5e+11 2e-16 1e-07\n",
"11: 3.4828e+08 -7.1345e+09 7e+09 2e-16 2e-09\n",
"12: 2.6504e+08 -1.8633e+09 2e+09 8e-17 8e-09\n",
"13: 6.0167e+07 -7.7324e+08 8e+08 7e-16 2e-10\n",
"14: 1.5947e+07 -4.3787e+07 6e+07 2e-16 1e-11\n",
"15: 2.4116e+06 -2.7502e+06 5e+06 2e-16 6e-13\n",
"16: 3.4664e+05 -3.8821e+05 7e+05 2e-16 4e-13\n",
"17: 4.9626e+04 -5.5214e+04 1e+05 1e-16 1e-13\n",
"18: 7.0700e+03 -7.9372e+03 2e+04 1e-16 7e-14\n",
"19: 9.9595e+02 -1.1535e+03 2e+03 1e-16 2e-14\n",
"20: 1.3590e+02 -1.7193e+02 3e+02 1e-16 8e-15\n",
"21: 1.6627e+01 -2.7349e+01 4e+01 2e-16 3e-15\n",
"22: 1.0264e+00 -5.1457e+00 6e+00 2e-16 1e-15\n",
"23: -6.9101e-01 -1.4565e+00 8e-01 1e-16 4e-16\n",
"24: -8.1781e-01 -9.2043e-01 1e-01 1e-16 1e-16\n",
"25: -8.3663e-01 -8.4795e-01 1e-02 2e-16 1e-16\n",
"26: -8.3748e-01 -8.3812e-01 6e-04 2e-16 2e-16\n",
"27: -8.3749e-01 -8.3750e-01 1e-05 2e-16 1e-16\n",
"28: -8.3749e-01 -8.3749e-01 1e-07 3e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.9838e+01 -7.9698e+05 1e+02 1e+00 1e+00\n",
" 2: 5.7943e+01 -1.7661e+06 3e+02 1e+00 1e+00\n",
" 3: 2.0236e+01 -2.6441e+07 5e+03 1e+00 1e+00\n",
" 4: 3.0043e+01 -9.4651e+08 2e+05 1e+00 1e+00\n",
" 5: 2.3199e+01 -3.2283e+12 1e+09 1e+00 1e+00\n",
" 6: 1.6550e+08 -2.7658e+19 3e+19 2e-13 7e-02\n",
" 7: 1.6550e+08 -2.7658e+17 3e+17 2e-15 2e-02\n",
" 8: 1.6550e+08 -2.7658e+15 3e+15 2e-16 4e-04\n",
" 9: 1.6550e+08 -2.7660e+13 3e+13 2e-16 4e-06\n",
"10: 1.6549e+08 -2.7858e+11 3e+11 1e-16 5e-08\n",
"11: 1.6452e+08 -4.7589e+09 5e+09 2e-16 8e-10\n",
"12: 1.2629e+08 -1.3825e+09 2e+09 2e-16 2e-10\n",
"13: 3.8069e+07 -2.9390e+08 3e+08 2e-16 6e-12\n",
"14: 7.7368e+06 -1.2341e+07 2e+07 2e-16 2e-12\n",
"15: 1.1185e+06 -1.2056e+06 2e+06 2e-16 8e-13\n",
"16: 1.6047e+05 -1.7917e+05 3e+05 1e-16 3e-13\n",
"17: 2.2928e+04 -2.5534e+04 5e+04 2e-16 1e-13\n",
"18: 3.2546e+03 -3.6874e+03 7e+03 2e-16 2e-14\n",
"19: 4.5415e+02 -5.4025e+02 1e+03 2e-16 1e-14\n",
"20: 6.0174e+01 -8.2179e+01 1e+02 2e-16 5e-15\n",
"21: 6.4981e+00 -1.3770e+01 2e+01 1e-16 2e-15\n",
"22: -1.6625e-01 -2.9436e+00 3e+00 2e-16 4e-16\n",
"23: -7.9079e-01 -1.0838e+00 3e-01 2e-16 2e-16\n",
"24: -8.3159e-01 -8.7293e-01 4e-02 1e-16 1e-16\n",
"25: -8.3754e-01 -8.4331e-01 6e-03 2e-16 1e-16\n",
"26: -8.3805e-01 -8.3846e-01 4e-04 2e-16 9e-17\n",
"27: -8.3807e-01 -8.3808e-01 1e-05 2e-16 1e-16\n",
"28: -8.3807e-01 -8.3807e-01 1e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 4.0850e+01 -1.0602e+06 2e+02 1e+00 1e+00\n",
" 2: 7.0984e+01 -2.2538e+06 4e+02 1e+00 1e+00\n",
" 3: 1.8470e+01 -2.0224e+07 4e+03 1e+00 1e+00\n",
" 4: 3.7151e+01 -4.5963e+08 9e+04 1e+00 1e+00\n",
" 5: 3.0719e+01 -1.0800e+12 3e+08 1e+00 1e+00\n",
" 6: 1.7335e+08 -1.2260e+19 1e+19 3e-13 1e-02\n",
" 7: 1.7335e+08 -1.2260e+17 1e+17 3e-15 1e-02\n",
" 8: 1.7335e+08 -1.2260e+15 1e+15 3e-16 2e-04\n",
" 9: 1.7335e+08 -1.2262e+13 1e+13 1e-16 3e-06\n",
"10: 1.7333e+08 -1.2491e+11 1e+11 2e-16 2e-08\n",
"11: 1.7169e+08 -3.5234e+09 4e+09 2e-16 6e-10\n",
"12: 1.1525e+08 -7.7398e+08 9e+08 2e-16 4e-10\n",
"13: 2.3405e+07 -3.7312e+07 6e+07 2e-16 7e-12\n",
"14: 3.4224e+06 -3.8038e+06 7e+06 3e-16 7e-13\n",
"15: 4.9221e+05 -5.5213e+05 1e+06 2e-16 3e-13\n",
"16: 7.0484e+04 -7.8324e+04 1e+05 2e-16 1e-13\n",
"17: 1.0050e+04 -1.1252e+04 2e+04 2e-16 7e-14\n",
"18: 1.4194e+03 -1.6317e+03 3e+03 2e-16 2e-14\n",
"19: 1.9519e+02 -2.4182e+02 4e+02 1e-16 1e-14\n",
"20: 2.4602e+01 -3.7888e+01 6e+01 2e-16 3e-15\n",
"21: 1.9815e+00 -6.8459e+00 9e+00 1e-16 8e-16\n",
"22: -6.0618e-01 -1.7504e+00 1e+00 2e-16 3e-16\n",
"23: -7.9795e-01 -9.7237e-01 2e-01 2e-16 7e-17\n",
"24: -8.3153e-01 -8.7179e-01 4e-02 2e-16 1e-16\n",
"25: -8.3752e-01 -8.4244e-01 5e-03 2e-16 9e-17\n",
"26: -8.3821e-01 -8.3864e-01 4e-04 2e-16 6e-17\n",
"27: -8.3825e-01 -8.3827e-01 2e-05 2e-16 6e-17\n",
"28: -8.3825e-01 -8.3825e-01 3e-07 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 4.1384e+01 -1.1407e+06 2e+02 1e+00 1e+00\n",
" 2: 8.1963e+01 -2.4047e+06 5e+02 1e+00 1e+00\n",
" 3: 1.1859e+01 -2.6036e+07 5e+03 1e+00 1e+00\n",
" 4: 4.1987e+01 -4.8076e+08 1e+05 1e+00 1e+00\n",
" 5: 4.0942e+01 -9.9339e+11 3e+08 1e+00 1e+00\n",
" 6: 2.5812e+08 -1.2222e+19 1e+19 2e-13 2e-02\n",
" 7: 2.5812e+08 -1.2222e+17 1e+17 2e-15 1e-02\n",
" 8: 2.5812e+08 -1.2222e+15 1e+15 2e-16 2e-04\n",
" 9: 2.5812e+08 -1.2225e+13 1e+13 2e-16 2e-06\n",
"10: 2.5810e+08 -1.2470e+11 1e+11 2e-16 2e-08\n",
"11: 2.5602e+08 -3.6774e+09 4e+09 2e-16 6e-10\n",
"12: 9.0264e+07 -9.3882e+08 1e+09 2e-16 2e-10\n",
"13: 2.3784e+07 -5.2896e+07 8e+07 2e-16 1e-11\n",
"14: 3.5399e+06 -3.8730e+06 7e+06 2e-16 1e-12\n",
"15: 5.0919e+05 -5.7232e+05 1e+06 2e-16 4e-13\n",
"16: 7.2918e+04 -8.1007e+04 2e+05 2e-16 1e-13\n",
"17: 1.0399e+04 -1.1639e+04 2e+04 1e-16 5e-14\n",
"18: 1.4691e+03 -1.6873e+03 3e+03 1e-16 2e-14\n",
"19: 2.0220e+02 -2.4990e+02 5e+02 2e-16 7e-15\n",
"20: 2.5562e+01 -3.9088e+01 6e+01 2e-16 3e-15\n",
"21: 2.1003e+00 -7.0354e+00 9e+00 2e-16 9e-16\n",
"22: -5.9877e-01 -1.7857e+00 1e+00 2e-16 2e-16\n",
"23: -8.0079e-01 -1.0186e+00 2e-01 2e-16 1e-16\n",
"24: -8.3245e-01 -8.7591e-01 4e-02 1e-16 1e-16\n",
"25: -8.3765e-01 -8.4366e-01 6e-03 2e-16 1e-16\n",
"26: -8.3826e-01 -8.3874e-01 5e-04 2e-16 1e-16\n",
"27: -8.3829e-01 -8.3831e-01 2e-05 2e-16 8e-17\n",
"28: -8.3829e-01 -8.3829e-01 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing SMQFAM_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 5.6985e+00 -1.0579e+05 2e+01 1e+00 1e+00\n",
" 2: 1.7328e-01 -7.8820e+06 2e+03 1e+00 1e+00\n",
" 3: 8.4157e-01 -1.1603e+10 3e+06 1e+00 1e+00\n",
" 4: 4.5214e+07 -1.6738e+17 2e+17 2e-13 3e-04\n",
" 5: 4.5214e+07 -1.6738e+15 2e+15 2e-15 3e-04\n",
" 6: 4.5214e+07 -1.6738e+13 2e+13 1e-16 6e-06\n",
" 7: 4.5213e+07 -1.6752e+11 2e+11 1e-16 2e-08\n",
" 8: 4.5054e+07 -1.8089e+09 2e+09 9e-17 7e-10\n",
" 9: 3.3786e+07 -1.1692e+08 2e+08 2e-16 5e-11\n",
"10: 5.1320e+06 -1.1738e+07 2e+07 4e-17 9e-13\n",
"11: 8.2115e+05 -9.3493e+05 2e+06 5e-17 1e-12\n",
"12: 1.1819e+05 -1.3358e+05 3e+05 6e-17 1e-13\n",
"13: 1.6894e+04 -1.8961e+04 4e+04 3e-16 7e-14\n",
"14: 2.3916e+03 -2.7419e+03 5e+03 3e-16 1e-14\n",
"15: 3.3055e+02 -4.0468e+02 7e+02 1e-16 9e-15\n",
"16: 4.2377e+01 -6.2811e+01 1e+02 3e-16 4e-15\n",
"17: 3.8234e+00 -1.1082e+01 1e+01 2e-16 1e-15\n",
"18: -7.0335e-01 -2.6786e+00 2e+00 9e-17 1e-15\n",
"19: -1.0543e+00 -1.2242e+00 2e-01 3e-16 1e-16\n",
"20: -1.0635e+00 -1.0676e+00 4e-03 2e-16 6e-17\n",
"21: -1.0637e+00 -1.0637e+00 7e-05 1e-16 8e-17\n",
"22: -1.0637e+00 -1.0637e+00 7e-07 2e-16 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 8.3358e+00 -1.6915e+05 3e+01 1e+00 1e+00\n",
" 2: 1.2842e+00 -2.1105e+06 4e+02 1e+00 1e+00\n",
" 3: 6.7799e+00 -7.3749e+08 2e+05 1e+00 1e+00\n",
" 4: 7.1779e+06 -1.6085e+16 2e+16 4e-13 9e-05\n",
" 5: 7.1779e+06 -1.6085e+14 2e+14 4e-15 3e-05\n",
" 6: 7.1779e+06 -1.6085e+12 2e+12 3e-16 4e-07\n",
" 7: 7.1757e+06 -1.6108e+10 2e+10 1e-16 4e-09\n",
" 8: 6.9609e+06 -1.8303e+08 2e+08 3e-16 5e-11\n",
" 9: 2.2563e+06 -6.1786e+06 8e+06 1e-16 1e-12\n",
"10: 3.4470e+05 -3.9740e+05 7e+05 1e-16 1e-13\n",
"11: 4.9401e+04 -5.5057e+04 1e+05 2e-16 8e-14\n",
"12: 7.0467e+03 -7.9062e+03 1e+04 5e-17 7e-14\n",
"13: 9.9459e+02 -1.1466e+03 2e+03 2e-16 2e-14\n",
"14: 1.3627e+02 -1.7036e+02 3e+02 2e-16 8e-15\n",
"15: 1.6793e+01 -2.6981e+01 4e+01 2e-16 4e-15\n",
"16: 9.7899e-01 -5.1320e+00 6e+00 1e-16 1e-15\n",
"17: -8.6579e-01 -1.6137e+00 7e-01 2e-16 5e-16\n",
"18: -1.0514e+00 -1.1265e+00 8e-02 2e-16 1e-16\n",
"19: -1.0689e+00 -1.0773e+00 8e-03 2e-16 2e-17\n",
"20: -1.0696e+00 -1.0699e+00 3e-04 2e-17 7e-17\n",
"21: -1.0696e+00 -1.0696e+00 3e-06 1e-16 1e-16\n",
"22: -1.0696e+00 -1.0696e+00 3e-08 1e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.3446e+01 -2.7764e+05 5e+01 1e+00 1e+00\n",
" 2: -3.4984e-02 -1.9116e+06 4e+02 1e+00 1e+00\n",
" 3: 3.7248e+00 -1.2907e+07 3e+03 1e+00 1e+00\n",
" 4: 4.4777e+00 -6.0936e+08 1e+05 1e+00 1e+00\n",
" 5: 3.2033e+00 -3.0554e+12 1e+09 1e+00 1e+00\n",
" 6: 1.1003e+08 -1.8349e+19 2e+19 1e-13 7e-02\n",
" 7: 1.1003e+08 -1.8349e+17 2e+17 1e-15 3e-02\n",
" 8: 1.1003e+08 -1.8349e+15 2e+15 2e-16 6e-04\n",
" 9: 1.1003e+08 -1.8349e+13 2e+13 4e-16 9e-06\n",
"10: 1.1002e+08 -1.8411e+11 2e+11 1e-16 1e-07\n",
"11: 1.0965e+08 -2.4571e+09 3e+09 1e-16 2e-09\n",
"12: 8.5129e+07 -4.9516e+08 6e+08 2e-16 7e-08\n",
"13: 1.2450e+07 -1.2913e+08 1e+08 1e-16 7e-12\n",
"14: 3.0215e+06 -5.3151e+06 8e+06 1e-16 5e-13\n",
"15: 4.4008e+05 -4.7114e+05 9e+05 2e-16 3e-13\n",
"16: 6.3127e+04 -7.0816e+04 1e+05 2e-16 3e-13\n",
"17: 9.0048e+03 -1.0084e+04 2e+04 2e-16 4e-14\n",
"18: 1.2722e+03 -1.4621e+03 3e+03 1e-16 2e-14\n",
"19: 1.7502e+02 -2.1654e+02 4e+02 3e-16 3e-15\n",
"20: 2.2038e+01 -3.3916e+01 6e+01 2e-16 3e-15\n",
"21: 1.6993e+00 -6.1653e+00 8e+00 2e-16 1e-15\n",
"22: -7.1167e-01 -1.6864e+00 1e+00 2e-16 3e-16\n",
"23: -1.0354e+00 -1.2256e+00 2e-01 2e-16 1e-16\n",
"24: -1.0711e+00 -1.0905e+00 2e-02 3e-16 1e-16\n",
"25: -1.0736e+00 -1.0752e+00 2e-03 2e-16 2e-16\n",
"26: -1.0736e+00 -1.0737e+00 4e-05 2e-16 3e-17\n",
"27: -1.0736e+00 -1.0736e+00 4e-07 9e-17 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.6966e+01 -3.6571e+05 7e+01 1e+00 1e+00\n",
" 2: 1.1344e+00 -2.7449e+06 6e+02 1e+00 1e+00\n",
" 3: 2.7830e+00 -2.0962e+07 4e+03 1e+00 1e+00\n",
" 4: 3.9735e+00 -8.4382e+08 2e+05 1e+00 1e+00\n",
" 5: 3.3225e+00 -2.6684e+12 9e+08 1e+00 1e+00\n",
" 6: 1.3684e+08 -2.4269e+19 2e+19 3e-13 7e-02\n",
" 7: 1.3684e+08 -2.4269e+17 2e+17 3e-15 3e-02\n",
" 8: 1.3684e+08 -2.4269e+15 2e+15 1e-16 9e-04\n",
" 9: 1.3684e+08 -2.4270e+13 2e+13 3e-16 9e-06\n",
"10: 1.3683e+08 -2.4353e+11 2e+11 2e-16 1e-07\n",
"11: 1.3611e+08 -3.2585e+09 3e+09 2e-16 2e-09\n",
"12: 9.7183e+07 -6.1065e+08 7e+08 1e-16 6e-08\n",
"13: 1.9140e+07 -1.0275e+08 1e+08 2e-16 8e-12\n",
"14: 3.8227e+06 -5.6245e+06 9e+06 2e-16 1e-12\n",
"15: 5.5310e+05 -6.0566e+05 1e+06 1e-16 4e-13\n",
"16: 7.9350e+04 -8.8671e+04 2e+05 1e-16 2e-13\n",
"17: 1.1331e+04 -1.2654e+04 2e+04 3e-16 7e-14\n",
"18: 1.6052e+03 -1.8299e+03 3e+03 1e-16 3e-14\n",
"19: 2.2261e+02 -2.6935e+02 5e+02 1e-16 8e-15\n",
"20: 2.8822e+01 -4.1521e+01 7e+01 2e-16 2e-15\n",
"21: 2.6731e+00 -7.2565e+00 1e+01 1e-16 2e-15\n",
"22: -5.1822e-01 -1.9364e+00 1e+00 3e-16 5e-16\n",
"23: -1.0111e+00 -1.3284e+00 3e-01 2e-16 6e-17\n",
"24: -1.0695e+00 -1.1027e+00 3e-02 3e-16 1e-16\n",
"25: -1.0742e+00 -1.0767e+00 2e-03 2e-16 1e-16\n",
"26: -1.0743e+00 -1.0744e+00 5e-05 2e-16 1e-16\n",
"27: -1.0743e+00 -1.0743e+00 5e-07 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.7501e+01 -4.1559e+05 8e+01 1e+00 1e+00\n",
" 2: 2.0578e+00 -3.3970e+06 7e+02 1e+00 1e+00\n",
" 3: 6.6086e+00 -2.6102e+07 5e+03 1e+00 1e+00\n",
" 4: 1.0342e+01 -2.0066e+09 4e+05 1e+00 1e+00\n",
" 5: 1.0693e+08 -4.8327e+16 5e+16 4e-13 1e-04\n",
" 6: 1.0693e+08 -4.8327e+14 5e+14 4e-15 7e-05\n",
" 7: 1.0693e+08 -4.8337e+12 5e+12 3e-16 7e-07\n",
" 8: 1.0690e+08 -4.9263e+10 5e+10 2e-16 8e-09\n",
" 9: 1.0427e+08 -1.3966e+09 2e+09 2e-16 2e-10\n",
"10: 2.9068e+07 -1.8384e+08 2e+08 2e-16 3e-11\n",
"11: 6.4107e+06 -1.1482e+07 2e+07 3e-16 2e-12\n",
"12: 9.3429e+05 -1.0228e+06 2e+06 1e-16 4e-13\n",
"13: 1.3431e+05 -1.5071e+05 3e+05 2e-16 2e-13\n",
"14: 1.9218e+04 -2.1382e+04 4e+04 2e-16 5e-14\n",
"15: 2.7356e+03 -3.0776e+03 6e+03 9e-17 3e-14\n",
"16: 3.8436e+02 -4.4816e+02 8e+02 2e-16 6e-15\n",
"17: 5.1885e+01 -6.7236e+01 1e+02 3e-16 2e-15\n",
"18: 5.9210e+00 -1.0985e+01 2e+01 2e-16 3e-15\n",
"19: -1.4048e-01 -2.4058e+00 2e+00 3e-16 4e-16\n",
"20: -9.6054e-01 -1.3554e+00 4e-01 2e-16 2e-16\n",
"21: -1.0645e+00 -1.1098e+00 5e-02 2e-16 1e-16\n",
"22: -1.0740e+00 -1.0793e+00 5e-03 3e-16 1e-16\n",
"23: -1.0747e+00 -1.0753e+00 6e-04 1e-16 5e-17\n",
"24: -1.0747e+00 -1.0747e+00 2e-05 1e-16 1e-16\n",
"25: -1.0747e+00 -1.0747e+00 2e-07 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.2337e+01 -5.4161e+05 1e+02 1e+00 1e+00\n",
" 2: 1.1074e+00 -4.2567e+06 9e+02 1e+00 1e+00\n",
" 3: 9.6468e+00 -3.2735e+07 7e+03 1e+00 1e+00\n",
" 4: 1.1549e+01 -2.2296e+09 5e+05 1e+00 1e+00\n",
" 5: 1.2745e+08 -5.3883e+16 5e+16 5e-13 1e-04\n",
" 6: 1.2745e+08 -5.3883e+14 5e+14 5e-15 1e-04\n",
" 7: 1.2745e+08 -5.3894e+12 5e+12 2e-16 1e-06\n",
" 8: 1.2741e+08 -5.4968e+10 6e+10 2e-16 2e-08\n",
" 9: 1.2391e+08 -1.5986e+09 2e+09 2e-16 6e-10\n",
"10: 3.9707e+07 -2.1500e+08 3e+08 2e-16 3e-10\n",
"11: 8.6427e+06 -1.4581e+07 2e+07 1e-16 1e-11\n",
"12: 1.2610e+06 -1.3902e+06 3e+06 3e-16 4e-13\n",
"13: 1.8129e+05 -2.0338e+05 4e+05 2e-16 4e-13\n",
"14: 2.5947e+04 -2.8861e+04 5e+04 2e-16 1e-13\n",
"15: 3.6951e+03 -4.1519e+03 8e+03 2e-16 2e-14\n",
"16: 5.1993e+02 -6.0387e+02 1e+03 1e-16 1e-14\n",
"17: 7.0594e+01 -9.0272e+01 2e+02 2e-16 5e-15\n",
"18: 8.3526e+00 -1.4550e+01 2e+01 3e-16 3e-15\n",
"19: 1.7317e-01 -2.9533e+00 3e+00 1e-16 9e-16\n",
"20: -9.1339e-01 -1.5039e+00 6e-01 2e-16 3e-16\n",
"21: -1.0611e+00 -1.1288e+00 7e-02 1e-16 1e-16\n",
"22: -1.0745e+00 -1.0812e+00 7e-03 2e-16 1e-16\n",
"23: -1.0751e+00 -1.0755e+00 4e-04 2e-16 7e-17\n",
"24: -1.0751e+00 -1.0751e+00 7e-06 1e-16 7e-17\n",
"25: -1.0751e+00 -1.0751e+00 7e-08 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.0646e+01 -5.6013e+05 1e+02 1e+00 1e+00\n",
" 2: 1.7993e+01 -1.8988e+06 4e+02 1e+00 1e+00\n",
" 3: 1.7370e+01 -4.3482e+07 9e+03 1e+00 1e+00\n",
" 4: 1.4472e+01 -2.3456e+10 5e+06 1e+00 1e+00\n",
" 5: 7.5085e+07 -4.7183e+17 5e+17 4e-13 2e-03\n",
" 6: 7.5085e+07 -4.7183e+15 5e+15 4e-15 6e-04\n",
" 7: 7.5085e+07 -4.7183e+13 5e+13 1e-16 6e-06\n",
" 8: 7.5080e+07 -4.7218e+11 5e+11 1e-16 1e-07\n",
" 9: 7.4586e+07 -5.0619e+09 5e+09 2e-16 2e-09\n",
"10: 4.6771e+07 -2.3577e+08 3e+08 2e-16 9e-11\n",
"11: 8.2106e+06 -1.1974e+07 2e+07 1e-16 2e-12\n",
"12: 1.1838e+06 -1.3119e+06 2e+06 2e-16 7e-13\n",
"13: 1.6993e+05 -1.8951e+05 4e+05 2e-16 3e-13\n",
"14: 2.4297e+04 -2.7048e+04 5e+04 2e-16 9e-14\n",
"15: 3.4534e+03 -3.9001e+03 7e+03 2e-16 4e-14\n",
"16: 4.8342e+02 -5.6994e+02 1e+03 3e-16 8e-15\n",
"17: 6.4600e+01 -8.6174e+01 2e+02 2e-16 6e-15\n",
"18: 7.1445e+00 -1.4295e+01 2e+01 2e-16 2e-15\n",
"19: -1.7123e-01 -3.0833e+00 3e+00 2e-16 8e-16\n",
"20: -9.7493e-01 -1.2890e+00 3e-01 2e-16 4e-16\n",
"21: -1.0669e+00 -1.1092e+00 4e-02 1e-16 1e-16\n",
"22: -1.0743e+00 -1.0816e+00 7e-03 2e-16 1e-16\n",
"23: -1.0751e+00 -1.0759e+00 8e-04 1e-16 2e-16\n",
"24: -1.0752e+00 -1.0752e+00 4e-05 2e-16 7e-17\n",
"25: -1.0752e+00 -1.0752e+00 5e-07 1e-16 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.2286e+01 -6.4901e+05 1e+02 1e+00 1e+00\n",
" 2: 2.8926e+01 -1.6319e+06 3e+02 1e+00 1e+00\n",
" 3: 6.9491e+00 -3.9457e+07 8e+03 1e+00 1e+00\n",
" 4: 1.1024e+01 -1.5302e+09 3e+05 1e+00 1e+00\n",
" 5: 1.1652e+01 -4.7787e+12 2e+09 1e+00 1e+00\n",
" 6: 2.0768e+08 -4.3618e+19 4e+19 3e-13 1e-01\n",
" 7: 2.0768e+08 -4.3618e+17 4e+17 3e-15 5e-02\n",
" 8: 2.0768e+08 -4.3618e+15 4e+15 2e-16 1e-03\n",
" 9: 2.0768e+08 -4.3620e+13 4e+13 2e-16 1e-05\n",
"10: 2.0767e+08 -4.3854e+11 4e+11 2e-16 1e-07\n",
"11: 2.0699e+08 -6.7159e+09 7e+09 2e-16 2e-09\n",
"12: 1.7990e+08 -2.0709e+09 2e+09 2e-16 7e-10\n",
"13: 7.6245e+07 -1.5090e+09 2e+09 5e-16 2e-10\n",
"14: 2.5511e+07 -7.7941e+07 1e+08 2e-16 1e-11\n",
"15: 4.0529e+06 -4.8787e+06 9e+06 1e-16 2e-12\n",
"16: 5.8267e+05 -6.4797e+05 1e+06 2e-16 4e-13\n",
"17: 8.3520e+04 -9.2695e+04 2e+05 3e-16 1e-13\n",
"18: 1.1932e+04 -1.3285e+04 3e+04 2e-16 7e-14\n",
"19: 1.6933e+03 -1.9188e+03 4e+03 3e-16 3e-14\n",
"20: 2.3598e+02 -2.8139e+02 5e+02 1e-16 1e-14\n",
"21: 3.0952e+01 -4.3016e+01 7e+01 2e-16 4e-15\n",
"22: 2.9821e+00 -7.4508e+00 1e+01 2e-16 2e-15\n",
"23: -5.8099e-01 -1.9395e+00 1e+00 2e-16 5e-16\n",
"24: -1.0129e+00 -1.2153e+00 2e-01 2e-16 2e-16\n",
"25: -1.0705e+00 -1.0963e+00 3e-02 2e-16 9e-17\n",
"26: -1.0750e+00 -1.0773e+00 2e-03 1e-16 5e-17\n",
"27: -1.0752e+00 -1.0754e+00 2e-04 1e-16 6e-17\n",
"28: -1.0753e+00 -1.0753e+00 6e-06 2e-16 8e-17\n",
"29: -1.0753e+00 -1.0753e+00 6e-08 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 2.9120e+01 -8.1097e+05 1e+02 1e+00 1e+00\n",
" 2: 3.4112e+01 -1.8669e+06 4e+02 1e+00 1e+00\n",
" 3: 3.7073e-01 -4.3523e+07 9e+03 1e+00 1e+00\n",
" 4: 2.8082e+00 -8.9930e+08 2e+05 1e+00 1e+00\n",
" 5: 9.4487e+00 -6.0732e+11 1e+08 1e+00 1e+00\n",
" 6: 3.6630e+08 -1.1537e+19 1e+19 5e-13 3e-02\n",
" 7: 3.6630e+08 -1.1537e+17 1e+17 5e-15 1e-02\n",
" 8: 3.6630e+08 -1.1537e+15 1e+15 1e-16 1e-04\n",
" 9: 3.6629e+08 -1.1540e+13 1e+13 1e-16 2e-06\n",
"10: 3.6618e+08 -1.1835e+11 1e+11 1e-16 2e-08\n",
"11: 3.5570e+08 -4.1024e+09 4e+09 1e-16 9e-10\n",
"12: 1.4178e+08 -1.4046e+09 2e+09 2e-16 6e-09\n",
"13: 3.9946e+07 -6.7967e+07 1e+08 1e-16 3e-10\n",
"14: 6.1207e+06 -6.8383e+06 1e+07 2e-16 3e-12\n",
"15: 8.8061e+05 -9.8391e+05 2e+06 2e-16 5e-13\n",
"16: 1.2624e+05 -1.3978e+05 3e+05 2e-16 2e-13\n",
"17: 1.8051e+04 -2.0039e+04 4e+04 1e-16 1e-13\n",
"18: 2.5683e+03 -2.8876e+03 5e+03 2e-16 3e-14\n",
"19: 3.6063e+02 -4.2092e+02 8e+02 3e-16 1e-14\n",
"20: 4.8567e+01 -6.3263e+01 1e+02 1e-16 5e-15\n",
"21: 5.4512e+00 -1.0412e+01 2e+01 3e-16 2e-15\n",
"22: -2.1392e-01 -2.3375e+00 2e+00 2e-16 7e-16\n",
"23: -9.6786e-01 -1.3196e+00 4e-01 2e-16 2e-16\n",
"24: -1.0651e+00 -1.1075e+00 4e-02 2e-16 1e-16\n",
"25: -1.0745e+00 -1.0794e+00 5e-03 1e-16 2e-16\n",
"26: -1.0752e+00 -1.0757e+00 5e-04 2e-16 9e-17\n",
"27: -1.0753e+00 -1.0753e+00 3e-05 2e-16 7e-17\n",
"28: -1.0753e+00 -1.0753e+00 9e-07 2e-16 2e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"processing SMQRTU_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 9.3656e+01 -9.9035e+05 2e+02 1e+00 1e+00\n",
" 2: -1.2199e+00 -2.6603e+06 7e+02 1e+00 1e+00\n",
" 3: 1.6548e+01 -4.0946e+07 8e+03 1e+00 1e+00\n",
" 4: 5.0994e+01 -2.1804e+09 4e+05 1e+00 1e+00\n",
" 5: 8.1493e+07 -5.2849e+16 5e+16 5e-13 8e-06\n",
" 6: 8.1493e+07 -5.2849e+14 5e+14 5e-15 6e-06\n",
" 7: 8.1492e+07 -5.2851e+12 5e+12 7e-17 9e-09\n",
" 8: 8.1429e+07 -5.3095e+10 5e+10 1e-16 2e-09\n",
" 9: 7.5605e+07 -7.5726e+08 8e+08 9e-17 3e-11\n",
"10: 1.6892e+07 -3.6474e+07 5e+07 1e-16 2e-12\n",
"11: 2.4575e+06 -2.7308e+06 5e+06 7e-17 1e-13\n",
"12: 3.5191e+05 -3.9630e+05 7e+05 2e-16 6e-14\n",
"13: 4.9984e+04 -5.6793e+04 1e+05 3e-16 1e-14\n",
"14: 6.9730e+03 -8.3168e+03 2e+04 2e-16 2e-14\n",
"15: 9.2246e+02 -1.2659e+03 2e+03 1e-16 7e-15\n",
"16: 9.8955e+01 -2.1262e+02 3e+02 5e-17 1e-15\n",
"17: -2.8696e+00 -4.5590e+01 4e+01 2e-16 1e-15\n",
"18: -1.2110e+01 -1.6638e+01 5e+00 5e-17 1e-16\n",
"19: -1.2416e+01 -1.2989e+01 6e-01 7e-17 7e-17\n",
"20: -1.2429e+01 -1.2439e+01 1e-02 7e-17 2e-17\n",
"21: -1.2429e+01 -1.2429e+01 1e-04 2e-16 5e-17\n",
"22: -1.2429e+01 -1.2429e+01 1e-06 5e-17 4e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.3068e+02 -1.8085e+06 3e+02 1e+00 1e+00\n",
" 2: 1.2689e+02 -2.5310e+06 5e+02 1e+00 1e+00\n",
" 3: -2.6766e+00 -9.0483e+07 2e+04 1e+00 1e+00\n",
" 4: 5.0424e+01 -3.1414e+09 6e+05 1e+00 1e+00\n",
" 5: 3.5600e+01 -9.0840e+12 3e+09 1e+00 1e+00\n",
" 6: 1.2311e+09 -8.6858e+19 9e+19 4e-13 3e-02\n",
" 7: 1.2311e+09 -8.6858e+17 9e+17 4e-15 1e-02\n",
" 8: 1.2311e+09 -8.6858e+15 9e+15 2e-16 1e-04\n",
" 9: 1.2311e+09 -8.6863e+13 9e+13 1e-16 2e-06\n",
"10: 1.2310e+09 -8.7380e+11 9e+11 3e-16 2e-08\n",
"11: 1.2286e+09 -1.3899e+10 2e+10 2e-16 3e-10\n",
"12: 1.0323e+09 -4.3589e+09 5e+09 2e-16 2e-10\n",
"13: 5.5472e+07 -3.1195e+09 3e+09 3e-16 1e-11\n",
"14: 1.6723e+07 -7.5923e+07 9e+07 5e-16 1e-12\n",
"15: 2.5228e+06 -3.2217e+06 6e+06 4e-16 3e-13\n",
"16: 3.5987e+05 -3.9719e+05 8e+05 1e-16 9e-14\n",
"17: 5.1113e+04 -5.8012e+04 1e+05 3e-16 6e-14\n",
"18: 7.1340e+03 -8.4846e+03 2e+04 8e-17 1e-14\n",
"19: 9.4593e+02 -1.2901e+03 2e+03 1e-16 5e-15\n",
"20: 1.0261e+02 -2.1585e+02 3e+02 3e-17 8e-16\n",
"21: -2.1226e+00 -4.5865e+01 4e+01 2e-16 1e-15\n",
"22: -1.1827e+01 -1.6500e+01 5e+00 1e-16 3e-16\n",
"23: -1.2334e+01 -1.2765e+01 4e-01 2e-16 1e-16\n",
"24: -1.2447e+01 -1.2502e+01 6e-02 3e-16 6e-17\n",
"25: -1.2456e+01 -1.2461e+01 5e-03 9e-17 9e-17\n",
"26: -1.2456e+01 -1.2456e+01 7e-05 2e-16 1e-16\n",
"27: -1.2456e+01 -1.2456e+01 7e-07 2e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.5777e+02 -2.6112e+06 5e+02 1e+00 1e+00\n",
" 2: 1.9216e+02 -3.6329e+06 7e+02 1e+00 1e+00\n",
" 3: 1.9590e+00 -1.6488e+07 3e+03 1e+00 1e+00\n",
" 4: 2.0637e+01 -6.6863e+07 1e+04 1e+00 1e+00\n",
" 5: 4.9029e+01 -9.2335e+08 2e+05 1e+00 1e+00\n",
" 6: 9.4760e+01 -2.5525e+11 5e+07 1e+00 1e+00\n",
" 7: 1.2229e+09 -5.6406e+18 6e+18 5e-13 2e-03\n",
" 8: 1.2229e+09 -5.6406e+16 6e+16 5e-15 2e-03\n",
" 9: 1.2229e+09 -5.6407e+14 6e+14 1e-16 2e-05\n",
"10: 1.2229e+09 -5.6479e+12 6e+12 2e-16 1e-07\n",
"11: 1.2214e+09 -6.3716e+10 6e+10 2e-16 1e-09\n",
"12: 1.1059e+09 -7.2592e+09 8e+09 1e-16 7e-08\n",
"13: 9.4958e+07 -4.2163e+09 4e+09 3e-16 7e-09\n",
"14: 2.8228e+07 -1.2058e+08 1e+08 7e-17 2e-10\n",
"15: 4.2946e+06 -5.3958e+06 1e+07 2e-16 2e-12\n",
"16: 6.1358e+05 -6.7708e+05 1e+06 2e-16 1e-13\n",
"17: 8.7357e+04 -9.8478e+04 2e+05 9e-17 4e-14\n",
"18: 1.2275e+04 -1.4324e+04 3e+04 3e-16 2e-14\n",
"19: 1.6621e+03 -2.1471e+03 4e+03 2e-16 7e-15\n",
"20: 1.9754e+02 -3.4636e+02 5e+02 3e-16 2e-15\n",
"21: 8.7295e+00 -6.7304e+01 8e+01 2e-16 9e-16\n",
"22: -1.1025e+01 -2.0188e+01 9e+00 5e-17 3e-16\n",
"23: -1.2234e+01 -1.2996e+01 8e-01 2e-16 6e-17\n",
"24: -1.2425e+01 -1.2566e+01 1e-01 1e-16 2e-16\n",
"25: -1.2458e+01 -1.2476e+01 2e-02 1e-16 7e-17\n",
"26: -1.2460e+01 -1.2461e+01 1e-03 1e-16 2e-16\n",
"27: -1.2460e+01 -1.2460e+01 3e-05 2e-16 6e-17\n",
"28: -1.2460e+01 -1.2460e+01 3e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.1543e+02 -3.9148e+06 7e+02 1e+00 1e+00\n",
" 2: 2.7028e+02 -5.2167e+06 1e+03 1e+00 1e+00\n",
" 3: 1.7887e+02 -1.2102e+07 2e+03 1e+00 1e+00\n",
" 4: 3.4292e+02 -1.4448e+08 3e+04 1e+00 1e+00\n",
" 5: 2.9863e+01 -8.7583e+10 2e+07 1e+00 1e+00\n",
" 6: 3.8405e+09 -1.7153e+18 2e+18 4e-13 5e-04\n",
" 7: 3.8405e+09 -1.7153e+16 2e+16 4e-15 8e-05\n",
" 8: 3.8404e+09 -1.7154e+14 2e+14 1e-16 2e-06\n",
" 9: 3.8401e+09 -1.7336e+12 2e+12 2e-16 3e-08\n",
"10: 3.8049e+09 -3.5458e+10 4e+10 3e-16 6e-10\n",
"11: 2.7626e+09 -1.2800e+10 2e+10 1e-16 2e-10\n",
"12: 5.8460e+08 -8.3556e+09 9e+09 2e-16 3e-11\n",
"13: 1.7145e+08 -5.0466e+08 7e+08 2e-16 4e-12\n",
"14: 2.6284e+07 -3.0587e+07 6e+07 2e-16 1e-12\n",
"15: 3.7790e+06 -4.2372e+06 8e+06 2e-16 1e-13\n",
"16: 5.4094e+05 -6.0300e+05 1e+06 1e-16 8e-14\n",
"17: 7.6993e+04 -8.6718e+04 2e+05 1e-16 4e-14\n",
"18: 1.0816e+04 -1.2630e+04 2e+04 3e-16 6e-15\n",
"19: 1.4635e+03 -1.8938e+03 3e+03 2e-16 5e-15\n",
"20: 1.7327e+02 -3.0594e+02 5e+02 3e-16 2e-15\n",
"21: 7.0670e+00 -5.9772e+01 7e+01 1e-16 7e-16\n",
"22: -1.0448e+01 -1.8344e+01 8e+00 1e-16 4e-16\n",
"23: -1.1933e+01 -1.3665e+01 2e+00 2e-16 5e-17\n",
"24: -1.2409e+01 -1.2690e+01 3e-01 2e-16 1e-16\n",
"25: -1.2456e+01 -1.2490e+01 3e-02 1e-16 1e-16\n",
"26: -1.2462e+01 -1.2466e+01 4e-03 1e-16 9e-17\n",
"27: -1.2463e+01 -1.2463e+01 3e-04 1e-16 2e-16\n",
"28: -1.2463e+01 -1.2463e+01 5e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.4157e+02 -4.9583e+06 8e+02 1e+00 1e+00\n",
" 2: 3.2200e+02 -6.7051e+06 1e+03 1e+00 1e+00\n",
" 3: 3.6561e+02 -1.2731e+07 2e+03 1e+00 1e+00\n",
" 4: -1.4249e+00 -1.5905e+08 3e+04 1e+00 1e+00\n",
" 5: 2.7598e+01 -2.2464e+09 5e+05 1e+00 1e+00\n",
" 6: 9.8969e+01 -5.2406e+11 1e+08 1e+00 1e+00\n",
" 7: 3.3718e+09 -1.1722e+19 1e+19 3e-13 2e-03\n",
" 8: 3.3718e+09 -1.1722e+17 1e+17 3e-15 1e-03\n",
" 9: 3.3718e+09 -1.1722e+15 1e+15 2e-16 3e-05\n",
"10: 3.3717e+09 -1.1747e+13 1e+13 2e-16 3e-07\n",
"11: 3.3623e+09 -1.4199e+11 1e+11 1e-16 4e-09\n",
"12: 2.7733e+09 -2.2817e+10 3e+10 1e-16 7e-10\n",
"13: 6.8167e+08 -1.7699e+10 2e+10 2e-16 3e-10\n",
"14: 2.4393e+08 -1.2994e+09 2e+09 1e-16 2e-11\n",
"15: 4.0145e+07 -5.5331e+07 1e+08 3e-16 9e-13\n",
"16: 5.7743e+06 -6.3854e+06 1e+07 1e-16 4e-13\n",
"17: 8.2752e+05 -9.2345e+05 2e+06 1e-16 1e-13\n",
"18: 1.1799e+05 -1.3225e+05 3e+05 1e-16 3e-14\n",
"19: 1.6656e+04 -1.9183e+04 4e+04 2e-16 3e-14\n",
"20: 2.2864e+03 -2.8462e+03 5e+03 1e-16 3e-15\n",
"21: 2.8628e+02 -4.4742e+02 7e+02 2e-16 4e-15\n",
"22: 2.1888e+01 -8.1573e+01 1e+02 2e-16 1e-15\n",
"23: -8.1821e+00 -2.1378e+01 1e+01 1e-16 6e-16\n",
"24: -1.1200e+01 -1.5648e+01 4e+00 2e-16 2e-16\n",
"25: -1.2345e+01 -1.3318e+01 1e+00 1e-16 9e-17\n",
"26: -1.2457e+01 -1.2532e+01 8e-02 2e-16 1e-16\n",
"27: -1.2464e+01 -1.2470e+01 6e-03 2e-16 1e-16\n",
"28: -1.2465e+01 -1.2465e+01 2e-04 2e-16 2e-16\n",
"29: -1.2465e+01 -1.2465e+01 2e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 2.7292e+02 -6.2127e+06 1e+03 1e+00 1e+00\n",
" 2: 4.0849e+02 -8.7607e+06 2e+03 1e+00 1e+00\n",
" 3: 4.6945e+02 -1.3794e+07 3e+03 1e+00 1e+00\n",
" 4: 6.9146e+01 -9.0497e+07 2e+04 1e+00 1e+00\n",
" 5: 2.0298e+02 -6.9685e+08 1e+05 1e+00 1e+00\n",
" 6: 3.1349e+02 -8.2920e+10 2e+07 1e+00 1e+00\n",
" 7: 1.5898e+09 -1.9479e+18 2e+18 4e-13 3e-04\n",
" 8: 1.5898e+09 -1.9479e+16 2e+16 4e-15 2e-04\n",
" 9: 1.5897e+09 -1.9483e+14 2e+14 1e-16 2e-06\n",
"10: 1.5895e+09 -1.9869e+12 2e+12 2e-16 3e-08\n",
"11: 1.5644e+09 -5.7853e+10 6e+10 2e-16 9e-10\n",
"12: 4.8693e+08 -1.0136e+10 1e+10 2e-16 2e-08\n",
"13: 1.4232e+08 -3.2149e+08 5e+08 2e-16 8e-10\n",
"14: 2.1744e+07 -2.4382e+07 5e+07 2e-16 1e-11\n",
"15: 3.1198e+06 -3.4698e+06 7e+06 1e-16 3e-13\n",
"16: 4.4606e+05 -4.9632e+05 9e+05 2e-16 1e-13\n",
"17: 6.3409e+04 -7.1547e+04 1e+05 3e-16 4e-14\n",
"18: 8.8832e+03 -1.0449e+04 2e+04 2e-16 2e-14\n",
"19: 1.1921e+03 -1.5762e+03 3e+03 9e-17 2e-15\n",
"20: 1.3645e+02 -2.5838e+02 4e+02 2e-16 2e-15\n",
"21: 2.4640e+00 -5.2282e+01 5e+01 2e-16 7e-16\n",
"22: -1.1008e+01 -1.7205e+01 6e+00 2e-16 3e-16\n",
"23: -1.2156e+01 -1.3394e+01 1e+00 1e-16 1e-16\n",
"24: -1.2447e+01 -1.2617e+01 2e-01 2e-16 1e-16\n",
"25: -1.2465e+01 -1.2479e+01 1e-02 6e-17 1e-16\n",
"26: -1.2467e+01 -1.2468e+01 9e-04 3e-16 8e-17\n",
"27: -1.2467e+01 -1.2467e+01 3e-05 2e-16 9e-17\n",
"28: -1.2467e+01 -1.2467e+01 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 3.2401e+02 -7.7674e+06 1e+03 1e+00 1e+00\n",
" 2: 4.4796e+02 -1.0200e+07 2e+03 1e+00 1e+00\n",
" 3: 5.5701e+02 -1.4894e+07 3e+03 1e+00 1e+00\n",
" 4: 3.1165e+02 -4.6655e+07 9e+03 1e+00 1e+00\n",
" 5: 4.3701e+02 -4.7762e+08 1e+05 1e+00 1e+00\n",
" 6: 7.9640e+01 -5.4120e+11 1e+08 1e+00 1e+00\n",
" 7: 5.9715e+09 -8.8225e+18 9e+18 4e-13 2e-03\n",
" 8: 5.9715e+09 -8.8225e+16 9e+16 4e-15 1e-03\n",
" 9: 5.9715e+09 -8.8243e+14 9e+14 2e-16 2e-05\n",
"10: 5.9712e+09 -9.0066e+12 9e+12 2e-16 2e-07\n",
"11: 5.9392e+09 -2.7146e+11 3e+11 2e-16 6e-09\n",
"12: 2.4114e+09 -1.8131e+11 2e+11 2e-16 3e-09\n",
"13: 1.8263e+09 -1.5261e+10 2e+10 2e-16 3e-10\n",
"14: 4.2119e+08 -1.0502e+09 1e+09 2e-16 3e-12\n",
"15: 6.9110e+07 -8.4286e+07 2e+08 2e-16 2e-12\n",
"16: 9.9470e+06 -1.1081e+07 2e+07 2e-16 5e-13\n",
"17: 1.4255e+06 -1.5858e+06 3e+06 2e-16 2e-13\n",
"18: 2.0346e+05 -2.2729e+05 4e+05 2e-16 8e-14\n",
"19: 2.8801e+04 -3.2892e+04 6e+04 1e-16 3e-14\n",
"20: 3.9873e+03 -4.8497e+03 9e+03 3e-16 1e-14\n",
"21: 5.1464e+02 -7.4975e+02 1e+03 2e-16 6e-15\n",
"22: 4.8393e+01 -1.3093e+02 2e+02 1e-16 2e-15\n",
"23: -7.0230e+00 -3.0903e+01 2e+01 2e-16 3e-16\n",
"24: -1.1754e+01 -1.4014e+01 2e+00 1e-16 2e-16\n",
"25: -1.2396e+01 -1.2780e+01 4e-01 2e-16 1e-16\n",
"26: -1.2452e+01 -1.2527e+01 7e-02 2e-16 1e-16\n",
"27: -1.2466e+01 -1.2486e+01 2e-02 2e-16 1e-16\n",
"28: -1.2467e+01 -1.2468e+01 9e-04 1e-16 2e-16\n",
"29: -1.2467e+01 -1.2467e+01 2e-05 1e-16 2e-16\n",
"30: -1.2467e+01 -1.2467e+01 2e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 3.2476e+02 -8.7684e+06 1e+03 1e+00 1e+00\n",
" 2: 3.7115e+02 -9.6279e+06 2e+03 1e+00 1e+00\n",
" 3: 5.6044e+02 -1.3211e+07 2e+03 1e+00 1e+00\n",
" 4: 7.4354e+02 -2.1363e+07 4e+03 1e+00 1e+00\n",
" 5: 5.1901e+02 -6.8735e+07 1e+04 1e+00 1e+00\n",
" 6: 3.8102e+02 -5.1665e+09 1e+06 1e+00 1e+00\n",
" 7: 6.4709e+02 -3.7481e+12 9e+08 1e+00 1e+00\n",
" 8: 8.7252e+08 -6.8143e+19 7e+19 5e-13 1e-02\n",
" 9: 8.7252e+08 -6.8143e+17 7e+17 5e-15 8e-03\n",
"10: 8.7252e+08 -6.8144e+15 7e+15 1e-16 9e-05\n",
"11: 8.7251e+08 -6.8194e+13 7e+13 2e-16 1e-06\n",
"12: 8.7116e+08 -7.3196e+11 7e+11 2e-16 1e-08\n",
"13: 7.6078e+08 -4.9667e+10 5e+10 2e-16 9e-10\n",
"14: 2.3830e+08 -3.2341e+09 3e+09 2e-16 3e-10\n",
"15: 4.8448e+07 -1.0572e+08 2e+08 2e-16 9e-12\n",
"16: 7.1085e+06 -7.7374e+06 1e+07 2e-16 4e-13\n",
"17: 1.0184e+06 -1.1347e+06 2e+06 2e-16 2e-13\n",
"18: 1.4524e+05 -1.6244e+05 3e+05 2e-16 6e-14\n",
"19: 2.0523e+04 -2.3553e+04 4e+04 2e-16 2e-14\n",
"20: 2.8270e+03 -3.4861e+03 6e+03 2e-16 1e-14\n",
"21: 3.5848e+02 -5.4438e+02 9e+02 2e-16 3e-15\n",
"22: 3.0108e+01 -9.7536e+01 1e+02 2e-16 2e-15\n",
"23: -7.8891e+00 -2.4490e+01 2e+01 9e-17 3e-16\n",
"24: -1.0901e+01 -1.5584e+01 5e+00 2e-16 2e-16\n",
"25: -1.2304e+01 -1.3696e+01 1e+00 1e-16 2e-16\n",
"26: -1.2457e+01 -1.2570e+01 1e-01 2e-16 2e-16\n",
"27: -1.2467e+01 -1.2477e+01 1e-02 2e-16 2e-16\n",
"28: -1.2468e+01 -1.2469e+01 5e-04 2e-16 1e-16\n",
"29: -1.2468e+01 -1.2468e+01 1e-05 2e-16 2e-16\n",
"30: -1.2468e+01 -1.2468e+01 1e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 3.6301e+02 -1.0358e+07 2e+03 1e+00 1e+00\n",
" 2: 4.4868e+02 -1.1866e+07 2e+03 1e+00 1e+00\n",
" 3: 6.6422e+02 -1.5855e+07 3e+03 1e+00 1e+00\n",
" 4: 9.1257e+02 -2.6888e+07 5e+03 1e+00 1e+00\n",
" 5: 4.8573e+02 -1.0555e+08 2e+04 1e+00 1e+00\n",
" 6: 5.0501e+02 -2.7128e+08 5e+04 1e+00 1e+00\n",
" 7: 5.2821e+02 -2.2095e+09 4e+05 1e+00 1e+00\n",
" 8: 5.4503e+02 -2.1469e+11 4e+07 1e+00 1e+00\n",
" 9: 3.3632e+09 -5.0810e+18 5e+18 5e-13 9e-04\n",
"10: 3.3632e+09 -5.0810e+16 5e+16 5e-15 5e-04\n",
"11: 3.3632e+09 -5.0819e+14 5e+14 2e-16 8e-06\n",
"12: 3.3629e+09 -5.1639e+12 5e+12 2e-16 6e-08\n",
"13: 3.3294e+09 -1.3321e+11 1e+11 2e-16 2e-07\n",
"14: 2.5094e+09 -2.6268e+10 3e+10 2e-16 3e-08\n",
"15: 6.8929e+08 -1.5277e+09 2e+09 2e-16 2e-09\n",
"16: 1.0472e+08 -1.1502e+08 2e+08 2e-16 1e-11\n",
"17: 1.5070e+07 -1.6924e+07 3e+07 1e-16 7e-13\n",
"18: 2.1597e+06 -2.3947e+06 5e+06 2e-16 1e-13\n",
"19: 3.0853e+05 -3.4355e+05 7e+05 2e-16 7e-14\n",
"20: 4.3793e+04 -4.9603e+04 9e+04 2e-16 4e-14\n",
"21: 6.1104e+03 -7.2690e+03 1e+04 2e-16 1e-14\n",
"22: 8.0957e+02 -1.1058e+03 2e+03 1e-16 6e-15\n",
"23: 8.7430e+01 -1.8528e+02 3e+02 2e-16 2e-15\n",
"24: -2.2381e+00 -3.9576e+01 4e+01 8e-17 5e-16\n",
"25: -1.0666e+01 -1.5834e+01 5e+00 2e-16 3e-16\n",
"26: -1.2276e+01 -1.3992e+01 2e+00 2e-16 1e-16\n",
"27: -1.2452e+01 -1.2596e+01 1e-01 3e-16 1e-16\n",
"28: -1.2467e+01 -1.2486e+01 2e-02 2e-16 1e-16\n",
"29: -1.2469e+01 -1.2471e+01 2e-03 2e-16 1e-16\n",
"30: -1.2469e+01 -1.2469e+01 5e-05 2e-16 2e-16\n",
"31: -1.2469e+01 -1.2469e+01 5e-07 2e-16 2e-16\n",
"Optimal solution found.\n",
"processing SMQSHS_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 2.9619e+01 -3.5783e+05 7e+01 1e+00 1e+00\n",
" 2: 1.5860e+00 -2.1050e+06 5e+02 1e+00 1e+00\n",
" 3: 2.0759e+01 -2.0994e+08 4e+04 1e+00 1e+00\n",
" 4: 1.9393e+07 -5.0515e+15 5e+15 1e-13 2e-06\n",
" 5: 1.9393e+07 -5.0515e+13 5e+13 1e-15 5e-06\n",
" 6: 1.9392e+07 -5.0520e+11 5e+11 2e-16 2e-08\n",
" 7: 1.9342e+07 -5.0945e+09 5e+09 2e-16 2e-10\n",
" 8: 1.5385e+07 -8.3809e+07 1e+08 2e-16 1e-11\n",
" 9: 2.7596e+06 -3.7286e+06 6e+06 1e-16 2e-13\n",
"10: 3.9658e+05 -4.3502e+05 8e+05 2e-16 6e-14\n",
"11: 5.6670e+04 -6.3604e+04 1e+05 2e-16 6e-14\n",
"12: 8.0247e+03 -9.1700e+03 2e+04 8e-17 3e-14\n",
"13: 1.1112e+03 -1.3517e+03 2e+03 2e-16 1e-14\n",
"14: 1.4347e+02 -2.0890e+02 4e+02 8e-17 3e-15\n",
"15: 1.3532e+01 -3.6462e+01 5e+01 2e-16 2e-15\n",
"16: -1.8879e+00 -8.5757e+00 7e+00 5e-17 8e-16\n",
"17: -3.1117e+00 -3.7177e+00 6e-01 2e-16 5e-16\n",
"18: -3.1380e+00 -3.1510e+00 1e-02 2e-16 4e-17\n",
"19: -3.1380e+00 -3.1381e+00 1e-04 2e-16 5e-17\n",
"20: -3.1380e+00 -3.1380e+00 1e-06 8e-17 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 3.7716e+01 -5.5376e+05 1e+02 1e+00 1e+00\n",
" 2: 1.5206e+01 -1.6518e+06 3e+02 1e+00 1e+00\n",
" 3: 4.4191e+01 -1.1621e+07 2e+03 1e+00 1e+00\n",
" 4: 1.2610e+01 -9.9338e+09 2e+06 1e+00 1e+00\n",
" 5: 6.9995e+08 -1.7993e+17 2e+17 5e-13 4e-04\n",
" 6: 6.9995e+08 -1.7993e+15 2e+15 5e-15 1e-04\n",
" 7: 6.9995e+08 -1.7996e+13 2e+13 2e-16 2e-06\n",
" 8: 6.9993e+08 -1.8255e+11 2e+11 1e-16 2e-08\n",
" 9: 6.9799e+08 -4.4116e+09 5e+09 2e-16 7e-10\n",
"10: 3.3019e+08 -1.1448e+09 1e+09 1e-16 4e-11\n",
"11: 6.0820e+07 -1.6904e+08 2e+08 2e-16 2e-12\n",
"12: 1.0993e+07 -1.3068e+07 2e+07 2e-16 1e-12\n",
"13: 1.5889e+06 -1.7935e+06 3e+06 1e-16 6e-13\n",
"14: 2.2780e+05 -2.5436e+05 5e+05 3e-16 3e-13\n",
"15: 3.2474e+04 -3.6485e+04 7e+04 2e-16 6e-14\n",
"16: 4.5778e+03 -5.2966e+03 1e+04 2e-16 1e-14\n",
"17: 6.2576e+02 -7.8835e+02 1e+03 2e-16 5e-15\n",
"18: 7.7148e+01 -1.2496e+02 2e+02 1e-16 2e-15\n",
"19: 5.2017e+00 -2.3245e+01 3e+01 2e-16 2e-15\n",
"20: -2.7367e+00 -6.3373e+00 4e+00 2e-16 1e-16\n",
"21: -3.2477e+00 -3.4855e+00 2e-01 2e-16 2e-16\n",
"22: -3.2595e+00 -3.2667e+00 7e-03 1e-16 5e-17\n",
"23: -3.2596e+00 -3.2596e+00 7e-05 1e-16 6e-17\n",
"24: -3.2596e+00 -3.2596e+00 7e-07 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 5.5731e+01 -9.1851e+05 2e+02 1e+00 1e+00\n",
" 2: 4.3533e+01 -1.6579e+06 3e+02 1e+00 1e+00\n",
" 3: 4.4370e+01 -3.6607e+07 7e+03 1e+00 1e+00\n",
" 4: 4.8288e+01 -9.7459e+09 2e+06 1e+00 1e+00\n",
" 5: 1.0793e+08 -2.1680e+17 2e+17 2e-13 2e-04\n",
" 6: 1.0793e+08 -2.1680e+15 2e+15 2e-15 2e-04\n",
" 7: 1.0793e+08 -2.1681e+13 2e+13 2e-16 2e-06\n",
" 8: 1.0791e+08 -2.1718e+11 2e+11 1e-16 3e-08\n",
" 9: 1.0551e+08 -2.5396e+09 3e+09 1e-16 3e-10\n",
"10: 3.9225e+07 -1.4011e+08 2e+08 3e-16 2e-11\n",
"11: 6.0575e+06 -7.6031e+06 1e+07 2e-16 1e-12\n",
"12: 8.7035e+05 -9.7088e+05 2e+06 2e-16 2e-13\n",
"13: 1.2468e+05 -1.3895e+05 3e+05 1e-16 8e-14\n",
"14: 1.7768e+04 -1.9945e+04 4e+04 2e-16 6e-14\n",
"15: 2.5031e+03 -2.8980e+03 5e+03 3e-16 1e-14\n",
"16: 3.4124e+02 -4.3204e+02 8e+02 8e-17 8e-15\n",
"17: 4.1359e+01 -6.8936e+01 1e+02 9e-17 4e-15\n",
"18: 2.0264e+00 -1.3281e+01 2e+01 3e-16 6e-16\n",
"19: -2.4451e+00 -5.3106e+00 3e+00 2e-16 1e-16\n",
"20: -3.2430e+00 -3.6938e+00 5e-01 2e-16 9e-17\n",
"21: -3.3068e+00 -3.3410e+00 3e-02 2e-16 1e-16\n",
"22: -3.3081e+00 -3.3087e+00 6e-04 1e-16 9e-17\n",
"23: -3.3081e+00 -3.3081e+00 6e-06 2e-16 1e-16\n",
"24: -3.3081e+00 -3.3081e+00 6e-08 2e-16 7e-17\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 5.9683e+01 -1.1707e+06 2e+02 1e+00 1e+00\n",
" 2: 9.3354e+01 -2.0207e+06 4e+02 1e+00 1e+00\n",
" 3: 2.7621e+00 -9.9313e+06 2e+03 1e+00 1e+00\n",
" 4: 7.7427e+00 -4.1783e+07 8e+03 1e+00 1e+00\n",
" 5: 1.4610e+01 -5.7938e+08 1e+05 1e+00 1e+00\n",
" 6: 2.0184e+01 -1.2228e+11 3e+07 1e+00 1e+00\n",
" 7: 1.0715e+09 -2.7827e+18 3e+18 6e-13 2e-03\n",
" 8: 1.0715e+09 -2.7827e+16 3e+16 6e-15 2e-03\n",
" 9: 1.0715e+09 -2.7828e+14 3e+14 3e-16 1e-05\n",
"10: 1.0715e+09 -2.7877e+12 3e+12 2e-16 2e-07\n",
"11: 1.0693e+09 -3.2767e+10 3e+10 1e-16 3e-09\n",
"12: 9.1769e+08 -4.7128e+09 6e+09 2e-16 2e-08\n",
"13: 1.3582e+08 -2.9154e+09 3e+09 1e-16 2e-09\n",
"14: 4.1854e+07 -1.6074e+08 2e+08 1e-16 1e-10\n",
"15: 6.5078e+06 -8.0894e+06 1e+07 3e-16 2e-12\n",
"16: 9.3427e+05 -1.0386e+06 2e+06 3e-16 3e-13\n",
"17: 1.3372e+05 -1.4913e+05 3e+05 2e-16 4e-14\n",
"18: 1.9026e+04 -2.1441e+04 4e+04 1e-16 3e-14\n",
"19: 2.6704e+03 -3.1255e+03 6e+03 2e-16 1e-14\n",
"20: 3.6028e+02 -4.6958e+02 8e+02 1e-16 3e-15\n",
"21: 4.2103e+01 -7.6280e+01 1e+02 2e-16 2e-15\n",
"22: 1.2997e+00 -1.5147e+01 2e+01 2e-16 6e-16\n",
"23: -2.9770e+00 -4.8828e+00 2e+00 2e-16 2e-16\n",
"24: -3.3176e+00 -3.5782e+00 3e-01 1e-16 1e-16\n",
"25: -3.3474e+00 -3.3654e+00 2e-02 2e-16 1e-16\n",
"26: -3.3479e+00 -3.3482e+00 3e-04 4e-16 1e-16\n",
"27: -3.3479e+00 -3.3479e+00 3e-06 7e-17 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 8.3622e+01 -1.6813e+06 3e+02 1e+00 1e+00\n",
" 2: 1.2317e+02 -2.7612e+06 5e+02 1e+00 1e+00\n",
" 3: 1.9108e+00 -1.3404e+07 3e+03 1e+00 1e+00\n",
" 4: 2.1455e+01 -5.9714e+07 1e+04 1e+00 1e+00\n",
" 5: 4.1862e+01 -1.1193e+09 2e+05 1e+00 1e+00\n",
" 6: 5.6788e+01 -6.5510e+11 1e+08 1e+00 1e+00\n",
" 7: 6.8138e+08 -1.2931e+19 1e+19 3e-13 9e-03\n",
" 8: 6.8138e+08 -1.2931e+17 1e+17 2e-15 3e-03\n",
" 9: 6.8138e+08 -1.2931e+15 1e+15 2e-16 7e-05\n",
"10: 6.8138e+08 -1.2936e+13 1e+13 2e-16 5e-07\n",
"11: 6.8104e+08 -1.3497e+11 1e+11 1e-16 1e-08\n",
"12: 6.5044e+08 -6.7520e+09 7e+09 2e-16 1e-08\n",
"13: 1.2785e+08 -2.1982e+09 2e+09 2e-16 3e-09\n",
"14: 3.2696e+07 -7.2955e+07 1e+08 2e-16 1e-10\n",
"15: 4.9851e+06 -5.5958e+06 1e+07 2e-16 1e-12\n",
"16: 7.1492e+05 -7.9402e+05 2e+06 2e-16 3e-13\n",
"17: 1.0217e+05 -1.1376e+05 2e+05 2e-16 4e-14\n",
"18: 1.4509e+04 -1.6416e+04 3e+04 3e-16 5e-14\n",
"19: 2.0271e+03 -2.4031e+03 4e+03 2e-16 1e-14\n",
"20: 2.6965e+02 -3.6460e+02 6e+02 2e-16 7e-15\n",
"21: 2.9674e+01 -6.0684e+01 9e+01 3e-16 2e-15\n",
"22: -3.1874e-01 -1.2752e+01 1e+01 2e-16 5e-16\n",
"23: -3.1776e+00 -4.5259e+00 1e+00 2e-16 2e-16\n",
"24: -3.3410e+00 -3.5425e+00 2e-01 7e-17 8e-17\n",
"25: -3.3620e+00 -3.3760e+00 1e-02 1e-16 9e-17\n",
"26: -3.3627e+00 -3.3631e+00 4e-04 2e-16 7e-17\n",
"27: -3.3627e+00 -3.3627e+00 4e-06 2e-16 1e-16\n",
"28: -3.3627e+00 -3.3627e+00 4e-08 1e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 8.8344e+01 -2.0167e+06 3e+02 1e+00 1e+00\n",
" 2: 1.6743e+02 -3.4538e+06 7e+02 1e+00 1e+00\n",
" 3: 1.1159e+01 -1.1599e+07 2e+03 1e+00 1e+00\n",
" 4: 4.7148e+01 -4.8393e+07 1e+04 1e+00 1e+00\n",
" 5: 9.1609e+01 -9.3389e+08 2e+05 1e+00 1e+00\n",
" 6: 9.0156e+01 -6.5554e+11 2e+08 1e+00 1e+00\n",
" 7: 5.5122e+08 -1.2418e+19 1e+19 3e-13 6e-03\n",
" 8: 5.5122e+08 -1.2418e+17 1e+17 3e-15 4e-03\n",
" 9: 5.5122e+08 -1.2418e+15 1e+15 2e-16 4e-05\n",
"10: 5.5121e+08 -1.2423e+13 1e+13 1e-16 5e-07\n",
"11: 5.5084e+08 -1.2936e+11 1e+11 1e-16 8e-09\n",
"12: 5.1746e+08 -6.1521e+09 7e+09 2e-16 4e-10\n",
"13: 1.2610e+08 -1.1147e+09 1e+09 2e-16 6e-10\n",
"14: 2.7780e+07 -5.0439e+07 8e+07 2e-16 2e-11\n",
"15: 4.0779e+06 -4.4350e+06 9e+06 2e-16 7e-13\n",
"16: 5.8523e+05 -6.5450e+05 1e+06 2e-16 2e-13\n",
"17: 8.3617e+04 -9.3223e+04 2e+05 1e-16 8e-14\n",
"18: 1.1866e+04 -1.3462e+04 3e+04 2e-16 4e-14\n",
"19: 1.6539e+03 -1.9739e+03 4e+03 3e-16 6e-15\n",
"20: 2.1831e+02 -3.0096e+02 5e+02 3e-16 5e-15\n",
"21: 2.3144e+01 -5.0742e+01 7e+01 2e-16 2e-15\n",
"22: -9.3747e-01 -1.1016e+01 1e+01 2e-16 7e-16\n",
"23: -3.1706e+00 -4.2957e+00 1e+00 2e-16 1e-16\n",
"24: -3.3396e+00 -3.5532e+00 2e-01 1e-16 9e-17\n",
"25: -3.3703e+00 -3.4084e+00 4e-02 2e-16 8e-17\n",
"26: -3.3717e+00 -3.3733e+00 2e-03 2e-16 1e-16\n",
"27: -3.3718e+00 -3.3718e+00 2e-05 1e-16 7e-17\n",
"28: -3.3718e+00 -3.3718e+00 2e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 9.6434e+01 -2.4433e+06 4e+02 1e+00 1e+00\n",
" 2: 2.0006e+02 -4.1824e+06 8e+02 1e+00 1e+00\n",
" 3: 9.0343e+01 -9.2444e+06 2e+03 1e+00 1e+00\n",
" 4: 1.4565e+02 -3.7456e+07 7e+03 1e+00 1e+00\n",
" 5: 4.1980e+00 -1.0713e+10 2e+06 1e+00 1e+00\n",
" 6: 3.4212e+00 -6.9679e+12 2e+09 1e+00 1e+00\n",
" 7: 5.0439e+09 -1.1956e+20 1e+20 2e-13 7e-02\n",
" 8: 5.0439e+09 -1.1956e+18 1e+18 2e-15 3e-02\n",
" 9: 5.0439e+09 -1.1956e+16 1e+16 2e-16 4e-04\n",
"10: 5.0439e+09 -1.1957e+14 1e+14 2e-16 5e-06\n",
"11: 5.0428e+09 -1.2106e+12 1e+12 1e-16 5e-08\n",
"12: 4.9440e+09 -2.6986e+10 3e+10 1e-16 1e-09\n",
"13: 2.3167e+09 -8.1845e+09 1e+10 1e-16 7e-08\n",
"14: 4.9045e+08 -2.5583e+09 3e+09 3e-16 5e-12\n",
"15: 1.0042e+08 -1.3438e+08 2e+08 1e-16 2e-12\n",
"16: 1.4562e+07 -1.6075e+07 3e+07 3e-16 1e-12\n",
"17: 2.0914e+06 -2.3289e+06 4e+06 2e-16 6e-13\n",
"18: 2.9937e+05 -3.3202e+05 6e+05 2e-16 2e-13\n",
"19: 4.2682e+04 -4.7747e+04 9e+04 2e-16 6e-14\n",
"20: 6.0282e+03 -6.9261e+03 1e+04 1e-16 1e-14\n",
"21: 8.2917e+02 -1.0265e+03 2e+03 1e-16 7e-15\n",
"22: 1.0462e+02 -1.6074e+02 3e+02 2e-16 4e-15\n",
"23: 8.4988e+00 -2.9001e+01 4e+01 2e-16 1e-15\n",
"24: -2.5076e+00 -7.3825e+00 5e+00 2e-16 4e-16\n",
"25: -3.3072e+00 -3.9398e+00 6e-01 3e-16 1e-16\n",
"26: -3.3726e+00 -3.4541e+00 8e-02 8e-17 9e-17\n",
"27: -3.3767e+00 -3.3798e+00 3e-03 2e-16 1e-16\n",
"28: -3.3767e+00 -3.3768e+00 3e-05 1e-16 1e-16\n",
"29: -3.3767e+00 -3.3767e+00 3e-07 2e-16 6e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.1822e+02 -3.0654e+06 5e+02 1e+00 1e+00\n",
" 2: 2.4137e+02 -5.0653e+06 1e+03 1e+00 1e+00\n",
" 3: 7.1625e+01 -1.4299e+07 3e+03 1e+00 1e+00\n",
" 4: 1.4331e+02 -4.9718e+07 1e+04 1e+00 1e+00\n",
" 5: 2.2561e+02 -2.8086e+09 6e+05 1e+00 1e+00\n",
" 6: 3.7955e+09 -6.8229e+16 7e+16 4e-13 4e-05\n",
" 7: 3.7955e+09 -6.8231e+14 7e+14 4e-15 1e-05\n",
" 8: 3.7953e+09 -6.8438e+12 7e+12 1e-16 3e-07\n",
" 9: 3.7784e+09 -8.9122e+10 9e+10 2e-16 5e-09\n",
"10: 2.8923e+09 -1.7266e+10 2e+10 2e-16 1e-09\n",
"11: 7.8633e+08 -7.9338e+09 9e+09 1e-16 1e-10\n",
"12: 2.1624e+08 -4.2647e+08 6e+08 2e-16 4e-12\n",
"13: 3.2374e+07 -3.6014e+07 7e+07 3e-16 1e-12\n",
"14: 4.6570e+06 -5.2171e+06 1e+07 2e-16 6e-13\n",
"15: 6.6743e+05 -7.3988e+05 1e+06 2e-16 1e-13\n",
"16: 9.5351e+04 -1.0615e+05 2e+05 2e-16 7e-14\n",
"17: 1.3535e+04 -1.5326e+04 3e+04 2e-16 4e-14\n",
"18: 1.8891e+03 -2.2456e+03 4e+03 1e-16 1e-14\n",
"19: 2.5048e+02 -3.4143e+02 6e+02 2e-16 8e-15\n",
"20: 2.7152e+01 -5.7137e+01 8e+01 2e-16 1e-15\n",
"21: -6.0818e-01 -1.2169e+01 1e+01 2e-16 6e-16\n",
"22: -3.2125e+00 -4.4437e+00 1e+00 2e-16 2e-16\n",
"23: -3.3385e+00 -3.6470e+00 3e-01 2e-16 1e-16\n",
"24: -3.3802e+00 -3.5017e+00 1e-01 2e-16 6e-17\n",
"25: -3.3818e+00 -3.3869e+00 5e-03 3e-16 1e-16\n",
"26: -3.3818e+00 -3.3818e+00 6e-05 2e-16 8e-17\n",
"27: -3.3818e+00 -3.3818e+00 6e-07 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.5075e+02 -3.8768e+06 6e+02 1e+00 1e+00\n",
" 2: 2.9136e+02 -6.1725e+06 1e+03 1e+00 1e+00\n",
" 3: 1.8304e+01 -2.5051e+07 5e+03 1e+00 1e+00\n",
" 4: 5.0496e+01 -7.8963e+07 2e+04 1e+00 1e+00\n",
" 5: 1.1527e+02 -7.6622e+08 2e+05 1e+00 1e+00\n",
" 6: 1.9836e+02 -1.7950e+11 4e+07 1e+00 1e+00\n",
" 7: 8.4504e+08 -4.0511e+18 4e+18 4e-13 2e-03\n",
" 8: 8.4504e+08 -4.0511e+16 4e+16 4e-15 8e-04\n",
" 9: 8.4504e+08 -4.0512e+14 4e+14 2e-16 1e-05\n",
"10: 8.4502e+08 -4.0603e+12 4e+12 2e-16 1e-07\n",
"11: 8.4303e+08 -4.9652e+10 5e+10 1e-16 1e-09\n",
"12: 7.3615e+08 -8.7172e+09 9e+09 2e-16 8e-09\n",
"13: 3.0865e+08 -5.5648e+09 6e+09 3e-16 2e-09\n",
"14: 8.0709e+07 -2.0841e+08 3e+08 2e-16 8e-11\n",
"15: 1.2213e+07 -1.3753e+07 3e+07 1e-16 1e-12\n",
"16: 1.7525e+06 -1.9472e+06 4e+06 2e-16 5e-13\n",
"17: 2.5082e+05 -2.7826e+05 5e+05 2e-16 2e-13\n",
"18: 3.5750e+04 -4.0017e+04 8e+04 2e-16 6e-14\n",
"19: 5.0456e+03 -5.8085e+03 1e+04 2e-16 1e-14\n",
"20: 6.9253e+02 -8.6216e+02 2e+03 2e-16 1e-14\n",
"21: 8.6667e+01 -1.3559e+02 2e+02 3e-16 2e-15\n",
"22: 6.5815e+00 -2.4753e+01 3e+01 2e-16 1e-15\n",
"23: -2.5213e+00 -6.5227e+00 4e+00 2e-16 3e-16\n",
"24: -3.3262e+00 -4.1620e+00 8e-01 2e-16 1e-16\n",
"25: -3.3830e+00 -3.4518e+00 7e-02 2e-16 1e-16\n",
"26: -3.3865e+00 -3.3902e+00 4e-03 1e-16 1e-16\n",
"27: -3.3866e+00 -3.3867e+00 1e-04 1e-16 1e-16\n",
"28: -3.3866e+00 -3.3866e+00 1e-06 2e-16 1e-16\n",
"Optimal solution found.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"processing CSQ_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 9.8161e+01 -1.0499e+06 2e+02 1e+00 1e+00\n",
" 2: 9.4513e-01 -2.7820e+06 8e+02 1e+00 1e+00\n",
" 3: 3.6194e+01 -7.3031e+07 1e+04 1e+00 1e+00\n",
" 4: 9.7247e+01 -9.6577e+09 2e+06 1e+00 1e+00\n",
" 5: 7.9313e+05 -2.2611e+17 2e+17 5e-13 5e-05\n",
" 6: 7.9313e+05 -2.2611e+15 2e+15 5e-15 1e-05\n",
" 7: 7.9313e+05 -2.2611e+13 2e+13 7e-17 5e-07\n",
" 8: 7.9311e+05 -2.2611e+11 2e+11 2e-16 1e-08\n",
" 9: 7.9127e+05 -2.2628e+09 2e+09 9e-17 1e-10\n",
"10: 6.4335e+05 -2.3941e+07 2e+07 5e-16 2e-12\n",
"11: 1.1103e+05 -3.5959e+05 5e+05 2e-16 3e-14\n",
"12: 1.5995e+04 -1.9254e+04 4e+04 2e-16 1e-14\n",
"13: 2.1947e+03 -2.7174e+03 5e+03 2e-16 6e-15\n",
"14: 2.7424e+02 -4.2919e+02 7e+02 1e-16 3e-15\n",
"15: 1.9643e+01 -7.9002e+01 1e+02 5e-17 2e-16\n",
"16: -1.0121e+01 -2.2354e+01 1e+01 5e-17 3e-16\n",
"17: -1.3255e+01 -1.4860e+01 2e+00 1e-16 1e-16\n",
"18: -1.3604e+01 -1.3783e+01 2e-01 4e-16 7e-17\n",
"19: -1.3615e+01 -1.3619e+01 4e-03 1e-16 4e-17\n",
"20: -1.3615e+01 -1.3615e+01 4e-05 2e-16 6e-17\n",
"21: -1.3615e+01 -1.3615e+01 4e-07 4e-17 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.3307e+02 -1.8528e+06 3e+02 1e+00 1e+00\n",
" 2: 1.2248e+02 -2.6205e+06 5e+02 1e+00 1e+00\n",
" 3: 9.7180e+01 -1.8737e+07 4e+03 1e+00 1e+00\n",
" 4: 1.6478e+02 -7.0410e+08 1e+05 1e+00 1e+00\n",
" 5: 1.3036e+05 -1.3603e+14 1e+12 1e+00 1e+00\n",
" 6: 2.1210e+09 -2.0297e+18 2e+18 2e-14 6e-04\n",
" 7: 2.1210e+09 -2.0297e+16 2e+16 3e-16 8e-04\n",
" 8: 2.1210e+09 -2.0298e+14 2e+14 3e-16 5e-06\n",
" 9: 2.1210e+09 -2.0403e+12 2e+12 1e-16 6e-08\n",
"10: 2.1187e+09 -3.0932e+10 3e+10 1e-16 1e-09\n",
"11: 1.9832e+09 -1.0009e+10 1e+10 2e-16 3e-10\n",
"12: 8.2544e+07 -1.4382e+10 1e+10 3e-16 2e-10\n",
"13: 5.2592e+07 -2.7499e+08 3e+08 5e-17 7e-12\n",
"14: 8.5696e+06 -1.2282e+07 2e+07 1e-16 8e-13\n",
"15: 1.2260e+06 -1.3389e+06 3e+06 3e-16 6e-14\n",
"16: 1.7516e+05 -1.9633e+05 4e+05 1e-16 7e-14\n",
"17: 2.4805e+04 -2.8311e+04 5e+04 2e-16 1e-14\n",
"18: 3.4359e+03 -4.1719e+03 8e+03 2e-16 7e-15\n",
"19: 4.4369e+02 -6.4433e+02 1e+03 7e-17 2e-15\n",
"20: 4.1367e+01 -1.1260e+02 2e+02 3e-16 9e-16\n",
"21: -7.1331e+00 -2.7218e+01 2e+01 2e-16 3e-16\n",
"22: -1.3200e+01 -1.7709e+01 5e+00 1e-16 9e-17\n",
"23: -1.3811e+01 -1.4242e+01 4e-01 1e-16 1e-16\n",
"24: -1.3847e+01 -1.3862e+01 2e-02 2e-16 1e-16\n",
"25: -1.3847e+01 -1.3847e+01 2e-04 1e-16 2e-16\n",
"26: -1.3847e+01 -1.3847e+01 2e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.5908e+02 -2.6950e+06 5e+02 1e+00 1e+00\n",
" 2: 1.9624e+02 -3.9636e+06 7e+02 1e+00 1e+00\n",
" 3: 5.5773e+00 -1.2370e+07 3e+03 1e+00 1e+00\n",
" 4: 4.7407e+01 -4.3069e+07 9e+03 1e+00 1e+00\n",
" 5: 9.3041e+01 -4.9189e+08 1e+05 1e+00 1e+00\n",
" 6: 1.1584e+02 -1.1754e+11 2e+07 1e+00 1e+00\n",
" 7: 1.0903e+09 -2.6398e+18 3e+18 8e-13 7e-04\n",
" 8: 1.0903e+09 -2.6398e+16 3e+16 8e-15 4e-04\n",
" 9: 1.0903e+09 -2.6398e+14 3e+14 2e-16 5e-06\n",
"10: 1.0903e+09 -2.6467e+12 3e+12 1e-16 4e-08\n",
"11: 1.0863e+09 -3.3275e+10 3e+10 2e-16 5e-10\n",
"12: 8.2214e+08 -5.3650e+09 6e+09 2e-16 8e-09\n",
"13: 1.3429e+08 -8.8508e+08 1e+09 2e-16 7e-12\n",
"14: 2.7399e+07 -4.4710e+07 7e+07 2e-16 2e-13\n",
"15: 3.9543e+06 -4.3015e+06 8e+06 1e-16 4e-13\n",
"16: 5.6647e+05 -6.3626e+05 1e+06 3e-16 1e-13\n",
"17: 8.0569e+04 -9.1033e+04 2e+05 2e-16 6e-14\n",
"18: 1.1292e+04 -1.3285e+04 2e+04 2e-16 1e-14\n",
"19: 1.5165e+03 -2.0023e+03 4e+03 2e-16 1e-14\n",
"20: 1.7421e+02 -3.2779e+02 5e+02 2e-16 1e-15\n",
"21: 3.7469e+00 -6.6017e+01 7e+01 2e-16 7e-16\n",
"22: -1.3173e+01 -2.1265e+01 8e+00 1e-16 2e-16\n",
"23: -1.3916e+01 -1.4225e+01 3e-01 2e-16 6e-17\n",
"24: -1.3924e+01 -1.3934e+01 9e-03 2e-16 1e-16\n",
"25: -1.3924e+01 -1.3924e+01 1e-04 2e-16 1e-16\n",
"26: -1.3924e+01 -1.3924e+01 1e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.6870e+02 -3.5130e+06 6e+02 1e+00 1e+00\n",
" 2: 3.0186e+02 -5.6361e+06 1e+03 1e+00 1e+00\n",
" 3: 2.1392e+02 -9.0753e+06 2e+03 1e+00 1e+00\n",
" 4: 2.8942e+02 -7.8040e+07 2e+04 1e+00 1e+00\n",
" 5: 4.5380e+01 -8.2915e+09 2e+06 1e+00 1e+00\n",
" 6: 8.1919e+01 -1.1692e+13 3e+09 1e+00 1e+00\n",
" 7: 2.5716e+09 -1.6659e+20 2e+20 5e-13 3e-02\n",
" 8: 2.5716e+09 -1.6659e+18 2e+18 5e-15 1e-02\n",
" 9: 2.5716e+09 -1.6659e+16 2e+16 1e-16 2e-04\n",
"10: 2.5716e+09 -1.6662e+14 2e+14 2e-16 4e-06\n",
"11: 2.5714e+09 -1.6972e+12 2e+12 2e-16 3e-08\n",
"12: 2.5535e+09 -4.7900e+10 5e+10 1e-16 1e-09\n",
"13: 7.7654e+08 -1.3644e+10 1e+10 2e-16 8e-10\n",
"14: 2.7563e+08 -5.4071e+08 8e+08 1e-16 4e-11\n",
"15: 4.1682e+07 -4.4977e+07 9e+07 2e-16 6e-13\n",
"16: 5.9963e+06 -6.7549e+06 1e+07 1e-16 3e-13\n",
"17: 8.5853e+05 -9.5443e+05 2e+06 1e-16 3e-14\n",
"18: 1.2233e+05 -1.3730e+05 3e+05 7e-17 7e-14\n",
"19: 1.7239e+04 -1.9946e+04 4e+04 2e-16 2e-14\n",
"20: 2.3548e+03 -2.9707e+03 5e+03 2e-16 9e-15\n",
"21: 2.8954e+02 -4.7145e+02 8e+02 1e-16 1e-15\n",
"22: 1.8898e+01 -8.8055e+01 1e+02 2e-16 1e-15\n",
"23: -1.1081e+01 -2.4419e+01 1e+01 2e-16 3e-16\n",
"24: -1.3511e+01 -1.5931e+01 2e+00 1e-16 1e-16\n",
"25: -1.3985e+01 -1.4282e+01 3e-01 1e-16 1e-16\n",
"26: -1.4000e+01 -1.4015e+01 1e-02 2e-16 1e-16\n",
"27: -1.4001e+01 -1.4001e+01 1e-04 1e-16 1e-16\n",
"28: -1.4001e+01 -1.4001e+01 1e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.6802e+02 -4.2276e+06 6e+02 1e+00 1e+00\n",
" 2: 3.7317e+02 -7.2389e+06 1e+03 1e+00 1e+00\n",
" 3: 3.7145e+02 -1.1998e+07 2e+03 1e+00 1e+00\n",
" 4: 1.2635e+02 -4.7857e+07 9e+03 1e+00 1e+00\n",
" 5: 2.6188e+02 -3.4549e+08 7e+04 1e+00 1e+00\n",
" 6: 3.0540e+02 -7.8625e+10 2e+07 1e+00 1e+00\n",
" 7: 1.2947e+09 -1.7759e+18 2e+18 5e-13 3e-04\n",
" 8: 1.2947e+09 -1.7759e+16 2e+16 5e-15 2e-04\n",
" 9: 1.2947e+09 -1.7761e+14 2e+14 2e-16 3e-06\n",
"10: 1.2945e+09 -1.7989e+12 2e+12 2e-16 2e-08\n",
"11: 1.2794e+09 -4.0475e+10 4e+10 1e-16 4e-10\n",
"12: 5.1556e+08 -3.8188e+09 4e+09 2e-16 5e-10\n",
"13: 9.8158e+07 -1.4988e+08 2e+08 2e-16 5e-12\n",
"14: 1.4249e+07 -1.6127e+07 3e+07 1e-16 3e-13\n",
"15: 2.0473e+06 -2.2967e+06 4e+06 1e-16 2e-13\n",
"16: 2.9260e+05 -3.2711e+05 6e+05 3e-16 9e-14\n",
"17: 4.1507e+04 -4.7193e+04 9e+04 2e-16 3e-14\n",
"18: 5.7773e+03 -6.9253e+03 1e+04 3e-16 2e-14\n",
"19: 7.5901e+02 -1.0589e+03 2e+03 2e-16 4e-15\n",
"20: 7.8611e+01 -1.7987e+02 3e+02 2e-16 9e-16\n",
"21: -4.6657e+00 -3.9741e+01 4e+01 2e-16 5e-16\n",
"22: -1.1981e+01 -1.8673e+01 7e+00 3e-16 2e-16\n",
"23: -1.3849e+01 -1.5901e+01 2e+00 2e-16 1e-16\n",
"24: -1.4004e+01 -1.4188e+01 2e-01 2e-16 2e-16\n",
"25: -1.4024e+01 -1.4041e+01 2e-02 2e-16 1e-16\n",
"26: -1.4025e+01 -1.4025e+01 6e-04 2e-16 1e-16\n",
"27: -1.4025e+01 -1.4025e+01 6e-06 1e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.8753e+02 -5.2374e+06 8e+02 1e+00 1e+00\n",
" 2: 4.7074e+02 -9.4168e+06 2e+03 1e+00 1e+00\n",
" 3: 5.1956e+02 -1.3358e+07 2e+03 1e+00 1e+00\n",
" 4: 5.2530e+02 -3.1171e+07 6e+03 1e+00 1e+00\n",
" 5: 1.3609e+02 -4.1421e+08 8e+04 1e+00 1e+00\n",
" 6: 2.1800e+02 -8.4193e+09 2e+06 1e+00 1e+00\n",
" 7: 2.4161e+02 -6.1283e+12 1e+09 1e+00 1e+00\n",
" 8: 3.2393e+09 -1.1390e+20 1e+20 5e-13 2e-02\n",
" 9: 3.2393e+09 -1.1390e+18 1e+18 5e-15 7e-03\n",
"10: 3.2393e+09 -1.1390e+16 1e+16 3e-16 2e-04\n",
"11: 3.2393e+09 -1.1395e+14 1e+14 2e-16 2e-06\n",
"12: 3.2385e+09 -1.1910e+12 1e+12 2e-16 2e-08\n",
"13: 3.1647e+09 -6.2611e+10 7e+10 2e-16 1e-09\n",
"14: 9.1633e+08 -5.0392e+10 5e+10 2e-16 2e-09\n",
"15: 4.7558e+08 -1.7278e+09 2e+09 2e-16 8e-11\n",
"16: 7.8917e+07 -9.8499e+07 2e+08 2e-16 3e-12\n",
"17: 1.1352e+07 -1.2604e+07 2e+07 2e-16 5e-13\n",
"18: 1.6268e+06 -1.8096e+06 3e+06 2e-16 1e-13\n",
"19: 2.3217e+05 -2.5937e+05 5e+05 2e-16 8e-14\n",
"20: 3.2861e+04 -3.7543e+04 7e+04 2e-16 2e-14\n",
"21: 4.5475e+03 -5.5374e+03 1e+04 3e-16 1e-14\n",
"22: 5.8613e+02 -8.5678e+02 1e+03 2e-16 5e-15\n",
"23: 5.4712e+01 -1.4991e+02 2e+02 1e-16 1e-15\n",
"24: -8.2607e+00 -3.5509e+01 3e+01 2e-16 6e-16\n",
"25: -1.3491e+01 -1.5939e+01 2e+00 3e-16 1e-16\n",
"26: -1.3971e+01 -1.4452e+01 5e-01 1e-16 1e-16\n",
"27: -1.4033e+01 -1.4141e+01 1e-01 2e-16 1e-16\n",
"28: -1.4035e+01 -1.4038e+01 3e-03 2e-16 1e-16\n",
"29: -1.4035e+01 -1.4035e+01 3e-05 3e-16 1e-16\n",
"30: -1.4035e+01 -1.4035e+01 3e-07 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.9687e+02 -6.1742e+06 9e+02 1e+00 1e+00\n",
" 2: 2.7194e+02 -7.5853e+06 1e+03 1e+00 1e+00\n",
" 3: 5.1668e+02 -1.1400e+07 2e+03 1e+00 1e+00\n",
" 4: 7.3405e+02 -1.6941e+07 3e+03 1e+00 1e+00\n",
" 5: 6.6943e+02 -3.9575e+07 8e+03 1e+00 1e+00\n",
" 6: 1.4089e+02 -4.7656e+08 1e+05 1e+00 1e+00\n",
" 7: 2.4264e+02 -7.7720e+09 2e+06 1e+00 1e+00\n",
" 8: 3.1691e+02 -3.1828e+12 7e+08 1e+00 1e+00\n",
" 9: 4.2147e+09 -6.6533e+19 7e+19 6e-13 8e-03\n",
"10: 4.2147e+09 -6.6533e+17 7e+17 6e-15 3e-03\n",
"11: 4.2147e+09 -6.6534e+15 7e+15 3e-16 7e-05\n",
"12: 4.2147e+09 -6.6601e+13 7e+13 2e-16 1e-06\n",
"13: 4.2112e+09 -7.3273e+11 7e+11 2e-16 1e-08\n",
"14: 3.9409e+09 -7.1126e+10 8e+10 2e-16 2e-09\n",
"15: 1.3186e+09 -6.7997e+10 7e+10 2e-16 2e-09\n",
"16: 6.5924e+08 -5.3166e+09 6e+09 2e-16 1e-10\n",
"17: 1.2369e+08 -2.1548e+08 3e+08 2e-16 3e-12\n",
"18: 1.7988e+07 -1.9636e+07 4e+07 2e-16 4e-13\n",
"19: 2.5813e+06 -2.8830e+06 5e+06 2e-16 4e-13\n",
"20: 3.6883e+05 -4.1102e+05 8e+05 2e-16 8e-14\n",
"21: 5.2354e+04 -5.9339e+04 1e+05 1e-16 4e-14\n",
"22: 7.3039e+03 -8.6949e+03 2e+04 2e-16 1e-14\n",
"23: 9.6712e+02 -1.3232e+03 2e+03 1e-16 6e-15\n",
"24: 1.0418e+02 -2.2191e+02 3e+02 2e-16 1e-15\n",
"25: -2.8169e+00 -4.7479e+01 4e+01 2e-16 8e-16\n",
"26: -1.2886e+01 -1.7521e+01 5e+00 2e-16 1e-16\n",
"27: -1.3905e+01 -1.4752e+01 8e-01 1e-16 1e-16\n",
"28: -1.4035e+01 -1.4216e+01 2e-01 1e-16 1e-16\n",
"29: -1.4044e+01 -1.4056e+01 1e-02 2e-16 7e-17\n",
"30: -1.4045e+01 -1.4045e+01 3e-04 3e-16 7e-17\n",
"31: -1.4045e+01 -1.4045e+01 3e-06 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.4841e+02 -7.9499e+06 1e+03 1e+00 1e+00\n",
" 2: 3.0600e+02 -9.0584e+06 1e+03 1e+00 1e+00\n",
" 3: 4.7642e+02 -1.1947e+07 2e+03 1e+00 1e+00\n",
" 4: 7.0565e+02 -1.5775e+07 3e+03 1e+00 1e+00\n",
" 5: 8.3520e+02 -2.8058e+07 5e+03 1e+00 1e+00\n",
" 6: 3.0878e+02 -1.0416e+08 2e+04 1e+00 1e+00\n",
" 7: 6.5011e+02 -8.0009e+08 2e+05 1e+00 1e+00\n",
" 8: 2.9698e+10 -1.9677e+16 2e+16 3e-13 3e-06\n",
" 9: 2.9697e+10 -1.9688e+14 2e+14 3e-15 2e-06\n",
"10: 2.9677e+10 -2.0728e+12 2e+12 2e-16 3e-08\n",
"11: 2.8011e+10 -1.2041e+11 1e+11 2e-16 5e-09\n",
"12: 1.0362e+10 -9.3092e+10 1e+11 2e-16 5e-09\n",
"13: 4.4957e+09 -1.2890e+10 2e+10 1e-16 7e-10\n",
"14: 7.5028e+08 -1.1984e+09 2e+09 2e-16 5e-12\n",
"15: 1.1243e+08 -1.2481e+08 2e+08 2e-16 2e-12\n",
"16: 1.6180e+07 -1.8172e+07 3e+07 2e-16 7e-13\n",
"17: 2.3189e+06 -2.5725e+06 5e+06 1e-16 2e-13\n",
"18: 3.3123e+05 -3.6905e+05 7e+05 2e-16 1e-13\n",
"19: 4.6993e+04 -5.3306e+04 1e+05 1e-16 3e-14\n",
"20: 6.5479e+03 -7.8202e+03 1e+04 2e-16 1e-14\n",
"21: 8.6366e+02 -1.1931e+03 2e+03 2e-16 4e-15\n",
"22: 9.1312e+01 -2.0137e+02 3e+02 2e-16 2e-15\n",
"23: -3.8131e+00 -4.3748e+01 4e+01 2e-16 5e-16\n",
"24: -1.2435e+01 -1.8207e+01 6e+00 2e-16 2e-16\n",
"25: -1.3919e+01 -1.5541e+01 2e+00 2e-16 1e-16\n",
"26: -1.4032e+01 -1.4231e+01 2e-01 7e-17 2e-16\n",
"27: -1.4047e+01 -1.4063e+01 2e-02 2e-16 1e-16\n",
"28: -1.4048e+01 -1.4048e+01 6e-04 2e-16 2e-16\n",
"29: -1.4048e+01 -1.4048e+01 7e-06 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 2.6158e+02 -9.0866e+06 1e+03 1e+00 1e+00\n",
" 2: 3.3546e+02 -1.0591e+07 2e+03 1e+00 1e+00\n",
" 3: 4.3542e+02 -1.2443e+07 2e+03 1e+00 1e+00\n",
" 4: 7.0969e+02 -1.6878e+07 3e+03 1e+00 1e+00\n",
" 5: 9.7765e+02 -2.3327e+07 4e+03 1e+00 1e+00\n",
" 6: 9.5467e+02 -5.4230e+07 1e+04 1e+00 1e+00\n",
" 7: 3.0129e+02 -2.9603e+08 6e+04 1e+00 1e+00\n",
" 8: 6.0153e+02 -3.1075e+09 6e+05 1e+00 1e+00\n",
" 9: 7.4396e+02 -1.5656e+12 3e+08 1e+00 1e+00\n",
"10: 2.7180e+09 -3.1732e+19 3e+19 7e-13 2e-03\n",
"11: 2.7180e+09 -3.1732e+17 3e+17 7e-15 2e-03\n",
"12: 2.7180e+09 -3.1732e+15 3e+15 2e-16 1e-05\n",
"13: 2.7180e+09 -3.1813e+13 3e+13 2e-16 2e-07\n",
"14: 2.7129e+09 -3.9889e+11 4e+11 2e-16 4e-09\n",
"15: 2.4291e+09 -7.2936e+10 8e+10 1e-16 9e-09\n",
"16: 1.0496e+09 -5.4516e+10 6e+10 2e-16 5e-09\n",
"17: 4.4470e+08 -1.6699e+09 2e+09 2e-16 2e-10\n",
"18: 7.1147e+07 -8.6871e+07 2e+08 2e-16 3e-12\n",
"19: 1.0214e+07 -1.1281e+07 2e+07 1e-16 4e-13\n",
"20: 1.4628e+06 -1.6241e+06 3e+06 2e-16 2e-13\n",
"21: 2.0868e+05 -2.3307e+05 4e+05 2e-16 9e-14\n",
"22: 2.9521e+04 -3.3761e+04 6e+04 2e-16 3e-14\n",
"23: 4.0800e+03 -4.9851e+03 9e+03 2e-16 9e-15\n",
"24: 5.2356e+02 -7.7334e+02 1e+03 2e-16 5e-15\n",
"25: 4.7585e+01 -1.3620e+02 2e+02 2e-16 1e-15\n",
"26: -8.4302e+00 -3.2764e+01 2e+01 2e-16 5e-16\n",
"27: -1.2922e+01 -1.7239e+01 4e+00 2e-16 2e-16\n",
"28: -1.3958e+01 -1.4865e+01 9e-01 1e-16 1e-16\n",
"29: -1.4044e+01 -1.4181e+01 1e-01 2e-16 2e-16\n",
"30: -1.4051e+01 -1.4059e+01 8e-03 2e-16 1e-16\n",
"31: -1.4052e+01 -1.4052e+01 2e-04 1e-16 1e-16\n",
"32: -1.4052e+01 -1.4052e+01 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing VTQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 6.4783e+01 -7.5308e+05 2e+02 1e+00 1e+00\n",
" 2: 5.0258e+00 -2.3003e+06 6e+02 1e+00 1e+00\n",
" 3: 2.1859e+01 -6.4412e+07 1e+04 1e+00 1e+00\n",
" 4: 6.4628e+01 -1.1860e+10 2e+06 1e+00 1e+00\n",
" 5: 1.8228e+05 -2.7222e+17 3e+17 3e-13 2e-04\n",
" 6: 1.8228e+05 -2.7222e+15 3e+15 3e-15 1e-04\n",
" 7: 1.8228e+05 -2.7222e+13 3e+13 2e-16 8e-07\n",
" 8: 1.8227e+05 -2.7222e+11 3e+11 1e-16 2e-08\n",
" 9: 1.8214e+05 -2.7225e+09 3e+09 2e-16 2e-10\n",
"10: 1.6953e+05 -2.7428e+07 3e+07 7e-17 3e-12\n",
"11: 3.7054e+04 -3.1275e+05 3e+05 1e-16 7e-14\n",
"12: 5.3430e+03 -8.4706e+03 1e+04 4e-17 2e-14\n",
"13: 7.1551e+02 -9.1518e+02 2e+03 2e-16 8e-15\n",
"14: 8.3060e+01 -1.5331e+02 2e+02 2e-16 3e-15\n",
"15: 2.2663e+00 -3.0543e+01 3e+01 1e-16 7e-16\n",
"16: -5.9716e+00 -9.7833e+00 4e+00 3e-16 2e-16\n",
"17: -6.4778e+00 -6.7804e+00 3e-01 2e-16 1e-16\n",
"18: -6.5063e+00 -6.5196e+00 1e-02 2e-16 5e-17\n",
"19: -6.5064e+00 -6.5065e+00 1e-04 1e-16 1e-16\n",
"20: -6.5064e+00 -6.5064e+00 1e-06 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 7.5993e+01 -1.1051e+06 2e+02 1e+00 1e+00\n",
" 2: 6.7949e+01 -1.8105e+06 3e+02 1e+00 1e+00\n",
" 3: 4.7475e+01 -1.2481e+07 2e+03 1e+00 1e+00\n",
" 4: 9.6447e+01 -2.9318e+08 6e+04 1e+00 1e+00\n",
" 5: 7.3656e+08 -7.2117e+15 7e+15 5e-13 7e-06\n",
" 6: 7.3656e+08 -7.2120e+13 7e+13 5e-15 3e-06\n",
" 7: 7.3647e+08 -7.2465e+11 7e+11 1e-16 2e-08\n",
" 8: 7.2778e+08 -1.0661e+10 1e+10 1e-16 3e-10\n",
" 9: 3.7350e+08 -1.5866e+09 2e+09 2e-16 4e-11\n",
"10: 6.3564e+07 -1.1812e+08 2e+08 2e-16 2e-12\n",
"11: 9.9454e+06 -1.1141e+07 2e+07 2e-16 5e-13\n",
"12: 1.4308e+06 -1.6123e+06 3e+06 3e-16 2e-13\n",
"13: 2.0467e+05 -2.2863e+05 4e+05 2e-16 1e-13\n",
"14: 2.9071e+04 -3.2956e+04 6e+04 1e-16 3e-14\n",
"15: 4.0599e+03 -4.8231e+03 9e+03 3e-16 2e-14\n",
"16: 5.3920e+02 -7.3247e+02 1e+03 2e-16 4e-15\n",
"17: 5.8944e+01 -1.2222e+02 2e+02 2e-16 2e-15\n",
"18: -8.6831e-01 -2.5797e+01 2e+01 2e-16 8e-16\n",
"19: -6.4445e+00 -9.1495e+00 3e+00 3e-16 3e-16\n",
"20: -6.6547e+00 -6.7352e+00 8e-02 2e-16 1e-16\n",
"21: -6.6571e+00 -6.6587e+00 2e-03 9e-17 3e-17\n",
"22: -6.6571e+00 -6.6571e+00 2e-05 2e-16 1e-16\n",
"23: -6.6571e+00 -6.6571e+00 2e-07 2e-16 7e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 8.7112e+01 -1.5578e+06 3e+02 1e+00 1e+00\n",
" 2: 1.2281e+02 -2.5764e+06 5e+02 1e+00 1e+00\n",
" 3: 2.6845e+01 -7.4370e+06 1e+03 1e+00 1e+00\n",
" 4: 4.6930e+01 -3.0081e+07 6e+03 1e+00 1e+00\n",
" 5: 5.2923e+01 -5.2730e+08 1e+05 1e+00 1e+00\n",
" 6: 5.9904e+01 -2.0288e+11 4e+07 1e+00 1e+00\n",
" 7: 7.2397e+08 -4.3118e+18 4e+18 8e-13 2e-03\n",
" 8: 7.2397e+08 -4.3118e+16 4e+16 8e-15 8e-04\n",
" 9: 7.2397e+08 -4.3119e+14 4e+14 8e-17 2e-05\n",
"10: 7.2396e+08 -4.3169e+12 4e+12 8e-17 2e-07\n",
"11: 7.2280e+08 -4.8147e+10 5e+10 2e-16 2e-09\n",
"12: 6.2887e+08 -4.7862e+09 5e+09 3e-17 6e-09\n",
"13: 9.3977e+07 -1.0503e+09 1e+09 1e-16 1e-10\n",
"14: 2.2944e+07 -4.2546e+07 7e+07 1e-16 5e-12\n",
"15: 3.3655e+06 -3.6375e+06 7e+06 2e-16 2e-13\n",
"16: 4.8256e+05 -5.4140e+05 1e+06 2e-16 2e-13\n",
"17: 6.8779e+04 -7.7231e+04 1e+05 2e-16 3e-14\n",
"18: 9.6955e+03 -1.1218e+04 2e+04 2e-16 3e-14\n",
"19: 1.3254e+03 -1.6695e+03 3e+03 8e-17 1e-14\n",
"20: 1.6344e+02 -2.6460e+02 4e+02 2e-16 2e-15\n",
"21: 1.1066e+01 -4.9194e+01 6e+01 2e-16 2e-15\n",
"22: -5.7341e+00 -1.3372e+01 8e+00 1e-16 4e-16\n",
"23: -6.7975e+00 -7.2938e+00 5e-01 2e-16 1e-16\n",
"24: -6.8236e+00 -6.8405e+00 2e-02 1e-16 8e-17\n",
"25: -6.8237e+00 -6.8239e+00 2e-04 2e-16 2e-16\n",
"26: -6.8237e+00 -6.8237e+00 2e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 9.0763e+01 -1.9158e+06 3e+02 1e+00 1e+00\n",
" 2: 1.6438e+02 -3.3352e+06 6e+02 1e+00 1e+00\n",
" 3: 9.5099e+01 -6.5346e+06 1e+03 1e+00 1e+00\n",
" 4: 1.9998e+02 -5.0912e+07 1e+04 1e+00 1e+00\n",
" 5: 1.7270e+01 -1.7635e+10 4e+06 1e+00 1e+00\n",
" 6: 6.3494e+01 -5.7352e+13 2e+10 1e+00 1e+00\n",
" 7: 3.1845e+09 -4.3104e+20 4e+20 3e-13 2e-01\n",
" 8: 3.1845e+09 -4.3104e+18 4e+18 3e-15 2e-01\n",
" 9: 3.1845e+09 -4.3104e+16 4e+16 2e-16 2e-03\n",
"10: 3.1845e+09 -4.3106e+14 4e+14 1e-16 3e-05\n",
"11: 3.1845e+09 -4.3231e+12 4e+12 2e-16 3e-07\n",
"12: 3.1783e+09 -5.5780e+10 6e+10 1e-16 4e-09\n",
"13: 2.8429e+09 -1.2485e+10 2e+10 2e-16 1e-09\n",
"14: 9.3479e+08 -1.5539e+10 2e+10 2e-16 9e-10\n",
"15: 4.8910e+08 -2.3754e+09 3e+09 2e-16 1e-10\n",
"16: 8.5526e+07 -1.6195e+08 2e+08 3e-16 1e-12\n",
"17: 1.3270e+07 -1.5238e+07 3e+07 2e-16 7e-13\n",
"18: 1.9092e+06 -2.1446e+06 4e+06 1e-16 3e-13\n",
"19: 2.7334e+05 -3.0465e+05 6e+05 3e-16 8e-14\n",
"20: 3.8917e+04 -4.3801e+04 8e+04 2e-16 2e-14\n",
"21: 5.4708e+03 -6.3752e+03 1e+04 2e-16 1e-14\n",
"22: 7.4137e+02 -9.5473e+02 2e+03 1e-16 4e-15\n",
"23: 8.8115e+01 -1.5388e+02 2e+02 2e-16 3e-15\n",
"24: 3.6004e+00 -3.0058e+01 3e+01 2e-16 7e-16\n",
"25: -5.5967e+00 -9.7617e+00 4e+00 1e-16 1e-16\n",
"26: -6.7664e+00 -7.6978e+00 9e-01 1e-16 7e-17\n",
"27: -6.8643e+00 -6.9367e+00 7e-02 2e-16 7e-17\n",
"28: -6.8685e+00 -6.8705e+00 2e-03 2e-16 5e-17\n",
"29: -6.8685e+00 -6.8685e+00 2e-05 1e-16 3e-17\n",
"30: -6.8685e+00 -6.8685e+00 2e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 9.3034e+01 -2.3396e+06 4e+02 1e+00 1e+00\n",
" 2: 2.4063e+02 -4.7379e+06 9e+02 1e+00 1e+00\n",
" 3: 1.7778e+02 -7.3918e+06 1e+03 1e+00 1e+00\n",
" 4: 1.8112e+02 -1.1856e+08 2e+04 1e+00 1e+00\n",
" 5: 1.9474e+01 -2.2007e+11 6e+07 1e+00 1e+00\n",
" 6: 4.3438e+09 -2.8770e+18 3e+18 2e-13 1e-03\n",
" 7: 4.3438e+09 -2.8770e+16 3e+16 2e-15 6e-04\n",
" 8: 4.3438e+09 -2.8771e+14 3e+14 1e-16 8e-06\n",
" 9: 4.3434e+09 -2.8934e+12 3e+12 2e-16 9e-08\n",
"10: 4.3011e+09 -4.5185e+10 5e+10 2e-16 2e-09\n",
"11: 3.1957e+09 -1.4872e+10 2e+10 2e-16 6e-10\n",
"12: 1.2718e+09 -1.7314e+10 2e+10 3e-16 5e-10\n",
"13: 4.6858e+08 -1.4012e+09 2e+09 2e-16 4e-11\n",
"14: 7.3727e+07 -8.6828e+07 2e+08 2e-16 1e-12\n",
"15: 1.0646e+07 -1.2041e+07 2e+07 2e-16 8e-13\n",
"16: 1.5278e+06 -1.6999e+06 3e+06 2e-16 1e-13\n",
"17: 2.1839e+05 -2.4331e+05 5e+05 2e-16 1e-13\n",
"18: 3.1022e+04 -3.5090e+04 7e+04 1e-16 3e-14\n",
"19: 4.3363e+03 -5.1339e+03 9e+03 2e-16 9e-15\n",
"20: 5.7769e+02 -7.7813e+02 1e+03 1e-16 6e-15\n",
"21: 6.4002e+01 -1.2918e+02 2e+02 2e-16 2e-15\n",
"22: -3.6465e-01 -2.6980e+01 3e+01 2e-16 3e-16\n",
"23: -6.5492e+00 -9.4576e+00 3e+00 2e-16 1e-16\n",
"24: -6.9092e+00 -7.2955e+00 4e-01 1e-16 1e-16\n",
"25: -6.9497e+00 -6.9758e+00 3e-02 2e-16 8e-17\n",
"26: -6.9502e+00 -6.9505e+00 3e-04 2e-16 9e-17\n",
"27: -6.9502e+00 -6.9502e+00 3e-06 2e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 9.4213e+01 -2.7450e+06 4e+02 1e+00 1e+00\n",
" 2: 3.3934e+02 -6.4919e+06 1e+03 1e+00 1e+00\n",
" 3: 2.4143e+02 -8.8561e+06 2e+03 1e+00 1e+00\n",
" 4: 1.9528e+02 -1.0373e+08 2e+04 1e+00 1e+00\n",
" 5: 3.7855e+02 -1.1012e+10 2e+06 1e+00 1e+00\n",
" 6: 3.7967e+08 -2.6134e+17 3e+17 5e-13 4e-05\n",
" 7: 3.7967e+08 -2.6134e+15 3e+15 5e-15 5e-05\n",
" 8: 3.7967e+08 -2.6137e+13 3e+13 1e-16 8e-07\n",
" 9: 3.7932e+08 -2.6391e+11 3e+11 2e-16 1e-08\n",
"10: 3.4769e+08 -4.9636e+09 5e+09 2e-16 2e-10\n",
"11: 8.1360e+07 -2.3575e+08 3e+08 2e-16 8e-12\n",
"12: 1.2175e+07 -1.4008e+07 3e+07 2e-16 8e-13\n",
"13: 1.7482e+06 -1.9537e+06 4e+06 1e-16 2e-13\n",
"14: 2.5002e+05 -2.7878e+05 5e+05 2e-16 9e-14\n",
"15: 3.5537e+04 -4.0157e+04 8e+04 2e-16 3e-14\n",
"16: 4.9747e+03 -5.8669e+03 1e+04 2e-16 1e-14\n",
"17: 6.6579e+02 -8.8646e+02 2e+03 2e-16 4e-15\n",
"18: 7.5340e+01 -1.4599e+02 2e+02 2e-16 2e-15\n",
"19: 7.9996e-01 -2.9851e+01 3e+01 2e-16 1e-15\n",
"20: -6.4783e+00 -9.9464e+00 3e+00 2e-16 2e-16\n",
"21: -6.8442e+00 -7.8076e+00 1e+00 2e-16 1e-16\n",
"22: -6.9863e+00 -7.2451e+00 3e-01 2e-16 1e-16\n",
"23: -6.9887e+00 -6.9957e+00 7e-03 1e-16 1e-16\n",
"24: -6.9887e+00 -6.9888e+00 7e-05 2e-16 8e-17\n",
"25: -6.9887e+00 -6.9887e+00 7e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 9.9856e+01 -3.2078e+06 5e+02 1e+00 1e+00\n",
" 2: 4.3161e+02 -8.2078e+06 2e+03 1e+00 1e+00\n",
" 3: 3.0701e+02 -1.0146e+07 2e+03 1e+00 1e+00\n",
" 4: 1.6788e+02 -1.0721e+08 2e+04 1e+00 1e+00\n",
" 5: 4.4098e+02 -2.9632e+09 6e+05 1e+00 1e+00\n",
" 6: 1.0726e+10 -7.2581e+16 7e+16 5e-13 2e-05\n",
" 7: 1.0726e+10 -7.2583e+14 7e+14 5e-15 9e-06\n",
" 8: 1.0725e+10 -7.2816e+12 7e+12 2e-16 1e-07\n",
" 9: 1.0635e+10 -9.5905e+10 1e+11 2e-16 2e-09\n",
"10: 6.5655e+09 -1.7122e+10 2e+10 2e-16 3e-10\n",
"11: 1.1374e+09 -5.0298e+09 6e+09 2e-16 6e-12\n",
"12: 2.2821e+08 -2.8926e+08 5e+08 1e-16 2e-12\n",
"13: 3.3042e+07 -3.6844e+07 7e+07 1e-16 2e-12\n",
"14: 4.7453e+06 -5.2778e+06 1e+07 2e-16 4e-13\n",
"15: 6.7935e+05 -7.5333e+05 1e+06 2e-16 2e-13\n",
"16: 9.6884e+04 -1.0829e+05 2e+05 2e-16 8e-14\n",
"17: 1.3693e+04 -1.5700e+04 3e+04 1e-16 2e-14\n",
"18: 1.8873e+03 -2.3232e+03 4e+03 2e-16 8e-15\n",
"19: 2.3991e+02 -3.6233e+02 6e+02 3e-16 5e-15\n",
"20: 2.0537e+01 -6.4685e+01 9e+01 2e-16 6e-16\n",
"21: -4.8567e+00 -1.6042e+01 1e+01 3e-16 4e-16\n",
"22: -6.7488e+00 -8.1606e+00 1e+00 3e-16 2e-16\n",
"23: -6.9929e+00 -7.5664e+00 6e-01 3e-16 1e-16\n",
"24: -7.0057e+00 -7.0323e+00 3e-02 1e-16 5e-17\n",
"25: -7.0059e+00 -7.0062e+00 3e-04 2e-16 1e-16\n",
"26: -7.0059e+00 -7.0059e+00 3e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.0298e+02 -3.6585e+06 5e+02 1e+00 1e+00\n",
" 2: 4.1771e+02 -8.8956e+06 2e+03 1e+00 1e+00\n",
" 3: 5.0614e+02 -1.2272e+07 2e+03 1e+00 1e+00\n",
" 4: 1.7956e+01 -7.5893e+07 2e+04 1e+00 1e+00\n",
" 5: 6.9054e+01 -2.9138e+08 6e+04 1e+00 1e+00\n",
" 6: 1.1461e+02 -3.0165e+09 6e+05 1e+00 1e+00\n",
" 7: 1.7172e+02 -4.1663e+11 9e+07 1e+00 1e+00\n",
" 8: 4.3307e+09 -9.7419e+18 1e+19 5e-13 2e-03\n",
" 9: 4.3307e+09 -9.7419e+16 1e+17 5e-15 9e-04\n",
"10: 4.3307e+09 -9.7422e+14 1e+15 2e-16 1e-05\n",
"11: 4.3305e+09 -9.7696e+12 1e+13 2e-16 2e-07\n",
"12: 4.3112e+09 -1.2509e+11 1e+11 2e-16 3e-09\n",
"13: 3.4299e+09 -2.5416e+10 3e+10 1e-16 3e-08\n",
"14: 1.4392e+09 -2.2951e+10 2e+10 2e-16 2e-08\n",
"15: 4.8684e+08 -1.5172e+09 2e+09 1e-16 1e-09\n",
"16: 7.7587e+07 -9.3702e+07 2e+08 2e-16 2e-11\n",
"17: 1.1172e+07 -1.2496e+07 2e+07 1e-16 6e-13\n",
"18: 1.6021e+06 -1.7801e+06 3e+06 3e-16 3e-13\n",
"19: 2.2898e+05 -2.5487e+05 5e+05 2e-16 6e-14\n",
"20: 3.2527e+04 -3.6768e+04 7e+04 2e-16 5e-14\n",
"21: 4.5481e+03 -5.3785e+03 1e+04 2e-16 2e-14\n",
"22: 6.0667e+02 -8.1456e+02 1e+03 2e-16 4e-15\n",
"23: 6.7644e+01 -1.3492e+02 2e+02 2e-16 2e-15\n",
"24: -1.9890e-02 -2.7982e+01 3e+01 2e-16 5e-16\n",
"25: -6.5331e+00 -9.6216e+00 3e+00 2e-16 2e-16\n",
"26: -6.9338e+00 -7.5874e+00 7e-01 1e-16 7e-17\n",
"27: -7.0190e+00 -7.1501e+00 1e-01 2e-16 1e-16\n",
"28: -7.0247e+00 -7.0296e+00 5e-03 2e-16 1e-16\n",
"29: -7.0247e+00 -7.0248e+00 6e-05 2e-16 1e-16\n",
"30: -7.0247e+00 -7.0247e+00 6e-07 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 1.0798e+02 -4.1076e+06 6e+02 1e+00 1e+00\n",
" 2: 4.5399e+02 -1.0110e+07 2e+03 1e+00 1e+00\n",
" 3: 5.8591e+02 -1.4036e+07 3e+03 1e+00 1e+00\n",
" 4: 3.4419e+02 -2.6918e+07 5e+03 1e+00 1e+00\n",
" 5: 5.8965e+02 -2.7065e+08 5e+04 1e+00 1e+00\n",
" 6: 1.0665e+02 -4.2005e+10 9e+06 1e+00 1e+00\n",
" 7: 8.0096e+01 -9.1296e+13 3e+10 1e+00 1e+00\n",
" 8: 4.3864e+09 -1.0110e+21 1e+21 4e-13 2e-01\n",
" 9: 4.3864e+09 -1.0110e+19 1e+19 4e-15 1e-01\n",
"10: 4.3864e+09 -1.0110e+17 1e+17 8e-17 2e-03\n",
"11: 4.3864e+09 -1.0110e+15 1e+15 2e-16 2e-05\n",
"12: 4.3862e+09 -1.0145e+13 1e+13 1e-16 2e-07\n",
"13: 4.3657e+09 -1.3581e+11 1e+11 2e-16 2e-09\n",
"14: 3.6118e+09 -3.2824e+10 4e+10 2e-16 5e-10\n",
"15: 1.4448e+09 -3.5290e+10 4e+10 2e-16 4e-10\n",
"16: 5.8667e+08 -1.8464e+09 2e+09 1e-16 3e-11\n",
"17: 9.4831e+07 -1.1653e+08 2e+08 1e-16 3e-12\n",
"18: 1.3647e+07 -1.5221e+07 3e+07 3e-16 9e-13\n",
"19: 1.9573e+06 -2.1737e+06 4e+06 2e-16 2e-13\n",
"20: 2.7982e+05 -3.1112e+05 6e+05 2e-16 1e-13\n",
"21: 3.9782e+04 -4.4854e+04 8e+04 1e-16 4e-14\n",
"22: 5.5759e+03 -6.5486e+03 1e+04 2e-16 2e-14\n",
"23: 7.4945e+02 -9.8673e+02 2e+03 3e-16 7e-15\n",
"24: 8.6405e+01 -1.6129e+02 2e+02 2e-16 2e-15\n",
"25: 2.0546e+00 -3.2373e+01 3e+01 3e-16 7e-16\n",
"26: -6.3915e+00 -1.0384e+01 4e+00 2e-16 2e-16\n",
"27: -6.8241e+00 -8.1418e+00 1e+00 1e-16 1e-16\n",
"28: -7.0193e+00 -7.4135e+00 4e-01 1e-16 2e-16\n",
"29: -7.0352e+00 -7.0680e+00 3e-02 2e-16 9e-17\n",
"30: -7.0357e+00 -7.0361e+00 5e-04 2e-16 1e-16\n",
"31: -7.0357e+00 -7.0357e+00 5e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
"processing WHQ_H.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 9.4835e+01 -1.0895e+06 2e+02 1e+00 1e+00\n",
" 2: 8.4391e+00 -2.8573e+06 8e+02 1e+00 1e+00\n",
" 3: 4.8857e+01 -9.0905e+07 2e+04 1e+00 1e+00\n",
" 4: 9.3309e+01 -3.4601e+10 8e+06 1e+00 1e+00\n",
" 5: 6.7061e+05 -7.3509e+17 7e+17 5e-13 6e-04\n",
" 6: 6.7061e+05 -7.3509e+15 7e+15 4e-15 3e-04\n",
" 7: 6.7061e+05 -7.3509e+13 7e+13 7e-17 5e-06\n",
" 8: 6.7061e+05 -7.3509e+11 7e+11 1e-16 5e-08\n",
" 9: 6.7016e+05 -7.3526e+09 7e+09 3e-16 5e-10\n",
"10: 6.2800e+05 -7.5054e+07 8e+07 3e-16 7e-12\n",
"11: 1.4298e+05 -9.6222e+05 1e+06 1e-16 1e-13\n",
"12: 2.0885e+04 -3.0187e+04 5e+04 2e-16 4e-14\n",
"13: 2.8826e+03 -3.4262e+03 6e+03 3e-16 1e-14\n",
"14: 3.7329e+02 -5.4062e+02 9e+02 2e-16 4e-15\n",
"15: 3.5554e+01 -9.3859e+01 1e+02 2e-16 1e-15\n",
"16: -4.8910e+00 -2.2091e+01 2e+01 2e-16 5e-16\n",
"17: -8.5070e+00 -1.1011e+01 3e+00 2e-16 7e-17\n",
"18: -8.9757e+00 -9.2740e+00 3e-01 3e-16 4e-17\n",
"19: -8.9860e+00 -8.9919e+00 6e-03 3e-16 3e-17\n",
"20: -8.9860e+00 -8.9861e+00 6e-05 2e-16 1e-16\n",
"21: -8.9860e+00 -8.9860e+00 6e-07 2e-16 3e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 1.1254e+02 -1.6302e+06 3e+02 1e+00 1e+00\n",
" 2: 9.7098e+01 -2.3642e+06 4e+02 1e+00 1e+00\n",
" 3: 5.0632e+01 -1.3770e+07 3e+03 1e+00 1e+00\n",
" 4: 1.3316e+02 -1.6579e+08 3e+04 1e+00 1e+00\n",
" 5: 3.8663e+01 -2.2559e+11 6e+07 1e+00 1e+00\n",
" 6: 1.7264e+09 -3.4314e+18 3e+18 4e-13 9e-04\n",
" 7: 1.7264e+09 -3.4314e+16 3e+16 4e-15 4e-04\n",
" 8: 1.7264e+09 -3.4315e+14 3e+14 1e-16 4e-06\n",
" 9: 1.7264e+09 -3.4403e+12 3e+12 1e-16 6e-08\n",
"10: 1.7259e+09 -4.3277e+10 5e+10 1e-16 1e-09\n",
"11: 1.6872e+09 -9.0750e+09 1e+10 6e-17 2e-10\n",
"12: 2.4937e+07 -1.3376e+10 1e+10 3e-16 2e-10\n",
"13: 1.8454e+07 -1.8797e+08 2e+08 1e-16 3e-12\n",
"14: 3.1286e+06 -5.4876e+06 9e+06 2e-16 3e-13\n",
"15: 4.5230e+05 -4.9267e+05 9e+05 1e-16 6e-14\n",
"16: 6.4434e+04 -7.2654e+04 1e+05 1e-16 4e-14\n",
"17: 9.0625e+03 -1.0543e+04 2e+04 2e-16 2e-14\n",
"18: 1.2305e+03 -1.5774e+03 3e+03 1e-16 2e-15\n",
"19: 1.4757e+02 -2.5329e+02 4e+02 3e-16 3e-15\n",
"20: 7.1397e+00 -4.8855e+01 6e+01 3e-16 4e-16\n",
"21: -7.9996e+00 -1.4728e+01 7e+00 1e-16 4e-16\n",
"22: -9.1805e+00 -9.9815e+00 8e-01 1e-16 1e-16\n",
"23: -9.2704e+00 -9.3264e+00 6e-02 1e-16 6e-17\n",
"24: -9.2723e+00 -9.2732e+00 9e-04 3e-16 1e-16\n",
"25: -9.2723e+00 -9.2723e+00 9e-06 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.2545e+02 -2.2867e+06 4e+02 1e+00 1e+00\n",
" 2: 1.6523e+02 -3.4730e+06 6e+02 1e+00 1e+00\n",
" 3: 9.1356e+01 -1.3799e+07 3e+03 1e+00 1e+00\n",
" 4: 1.3799e+02 -8.2634e+07 2e+04 1e+00 1e+00\n",
" 5: 2.3178e+02 -1.4047e+10 3e+06 1e+00 1e+00\n",
" 6: 3.3667e+07 -3.2512e+17 3e+17 1e-13 5e-05\n",
" 7: 3.3667e+07 -3.2512e+15 3e+15 2e-15 1e-04\n",
" 8: 3.3667e+07 -3.2512e+13 3e+13 2e-16 1e-06\n",
" 9: 3.3661e+07 -3.2530e+11 3e+11 2e-16 1e-08\n",
"10: 3.3077e+07 -3.4296e+09 3e+09 2e-16 1e-10\n",
"11: 1.3454e+07 -9.1520e+07 1e+08 1e-16 3e-12\n",
"12: 2.1022e+06 -3.3655e+06 5e+06 2e-16 4e-13\n",
"13: 2.9937e+05 -3.2433e+05 6e+05 2e-16 1e-13\n",
"14: 4.2592e+04 -4.8300e+04 9e+04 2e-16 4e-14\n",
"15: 5.9640e+03 -7.0277e+03 1e+04 3e-16 1e-14\n",
"16: 7.9857e+02 -1.0615e+03 2e+03 1e-16 3e-15\n",
"17: 9.0352e+01 -1.7471e+02 3e+02 1e-16 1e-15\n",
"18: 7.5475e-01 -3.5823e+01 4e+01 2e-16 7e-16\n",
"19: -7.9703e+00 -1.4164e+01 6e+00 1e-16 1e-16\n",
"20: -9.4664e+00 -1.1978e+01 3e+00 1e-16 1e-16\n",
"21: -9.5742e+00 -9.7920e+00 2e-01 2e-16 1e-16\n",
"22: -9.5774e+00 -9.5803e+00 3e-03 3e-16 1e-16\n",
"23: -9.5774e+00 -9.5775e+00 3e-05 9e-17 8e-17\n",
"24: -9.5774e+00 -9.5774e+00 3e-07 2e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.3736e+02 -3.0002e+06 5e+02 1e+00 1e+00\n",
" 2: 2.4863e+02 -5.0725e+06 9e+02 1e+00 1e+00\n",
" 3: 2.3437e+02 -7.9455e+06 2e+03 1e+00 1e+00\n",
" 4: 3.1564e+01 -1.1144e+08 2e+04 1e+00 1e+00\n",
" 5: 8.3368e+01 -1.4125e+09 3e+05 1e+00 1e+00\n",
" 6: 1.3069e+02 -3.6822e+11 8e+07 1e+00 1e+00\n",
" 7: 1.8721e+09 -8.1669e+18 8e+18 2e-13 2e-03\n",
" 8: 1.8721e+09 -8.1669e+16 8e+16 2e-15 1e-03\n",
" 9: 1.8721e+09 -8.1671e+14 8e+14 1e-16 2e-05\n",
"10: 1.8721e+09 -8.1841e+12 8e+12 2e-16 2e-07\n",
"11: 1.8700e+09 -9.8861e+10 1e+11 3e-16 1e-09\n",
"12: 1.7304e+09 -1.6814e+10 2e+10 3e-16 3e-09\n",
"13: 2.0875e+08 -1.6464e+10 2e+10 2e-16 2e-09\n",
"14: 1.0125e+08 -4.3504e+08 5e+08 2e-16 5e-11\n",
"15: 1.6259e+07 -2.0942e+07 4e+07 9e-17 1e-12\n",
"16: 2.3293e+06 -2.5588e+06 5e+06 1e-16 3e-13\n",
"17: 3.3308e+05 -3.7145e+05 7e+05 2e-16 1e-13\n",
"18: 4.7324e+04 -5.3482e+04 1e+05 1e-16 3e-14\n",
"19: 6.6198e+03 -7.8213e+03 1e+04 2e-16 1e-14\n",
"20: 8.8405e+02 -1.1836e+03 2e+03 2e-16 6e-15\n",
"21: 9.9101e+01 -1.9564e+02 3e+02 2e-16 2e-15\n",
"22: 3.7264e-01 -4.0369e+01 4e+01 2e-16 7e-16\n",
"23: -9.1620e+00 -1.3712e+01 5e+00 2e-16 3e-16\n",
"24: -9.6369e+00 -1.0456e+01 8e-01 2e-16 1e-16\n",
"25: -9.7065e+00 -9.7812e+00 7e-02 1e-16 1e-16\n",
"26: -9.7069e+00 -9.7077e+00 8e-04 2e-16 9e-17\n",
"27: -9.7069e+00 -9.7069e+00 8e-06 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.4444e+02 -3.6866e+06 6e+02 1e+00 1e+00\n",
" 2: 3.6191e+02 -7.1866e+06 1e+03 1e+00 1e+00\n",
" 3: 3.3157e+02 -9.7225e+06 2e+03 1e+00 1e+00\n",
" 4: 1.5077e+01 -1.2219e+08 2e+04 1e+00 1e+00\n",
" 5: 4.1929e+01 -1.0053e+09 2e+05 1e+00 1e+00\n",
" 6: 1.0505e+02 -7.3992e+10 2e+07 1e+00 1e+00\n",
" 7: 2.6526e+09 -1.7695e+18 2e+18 5e-13 2e-04\n",
" 8: 2.6525e+09 -1.7695e+16 2e+16 5e-15 2e-04\n",
" 9: 2.6525e+09 -1.7697e+14 2e+14 2e-16 3e-06\n",
"10: 2.6519e+09 -1.7826e+12 2e+12 2e-16 4e-08\n",
"11: 2.5932e+09 -3.0541e+10 3e+10 2e-16 7e-10\n",
"12: 9.9011e+08 -3.5983e+09 5e+09 2e-16 3e-09\n",
"13: 1.5509e+08 -2.2252e+08 4e+08 1e-16 1e-12\n",
"14: 2.2646e+07 -2.5220e+07 5e+07 2e-16 1e-12\n",
"15: 3.2543e+06 -3.6458e+06 7e+06 1e-16 3e-13\n",
"16: 4.6562e+05 -5.1832e+05 1e+06 2e-16 1e-13\n",
"17: 6.6260e+04 -7.4615e+04 1e+05 3e-16 4e-14\n",
"18: 9.3060e+03 -1.0871e+04 2e+04 2e-16 1e-14\n",
"19: 1.2583e+03 -1.6310e+03 3e+03 3e-16 1e-14\n",
"20: 1.4872e+02 -2.6376e+02 4e+02 3e-16 2e-15\n",
"21: 6.0377e+00 -5.1563e+01 6e+01 3e-16 6e-16\n",
"22: -8.7463e+00 -1.5647e+01 7e+00 2e-16 2e-16\n",
"23: -9.5618e+00 -1.1226e+01 2e+00 1e-16 1e-16\n",
"24: -9.8222e+00 -1.0320e+01 5e-01 1e-16 1e-16\n",
"25: -9.8311e+00 -9.8434e+00 1e-02 2e-16 8e-17\n",
"26: -9.8312e+00 -9.8313e+00 1e-04 2e-16 1e-16\n",
"27: -9.8312e+00 -9.8312e+00 1e-06 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.6584e+02 -4.6287e+06 7e+02 1e+00 1e+00\n",
" 2: 4.8976e+02 -9.5714e+06 2e+03 1e+00 1e+00\n",
" 3: 4.0554e+02 -1.2197e+07 2e+03 1e+00 1e+00\n",
" 4: 4.0898e+01 -1.3498e+08 3e+04 1e+00 1e+00\n",
" 5: 2.8409e+02 -1.6061e+09 3e+05 1e+00 1e+00\n",
" 6: 5.0619e+02 -1.5868e+12 4e+08 1e+00 1e+00\n",
" 7: 2.2874e+08 -2.7128e+19 3e+19 3e-13 5e-03\n",
" 8: 2.2874e+08 -2.7128e+17 3e+17 3e-15 2e-03\n",
" 9: 2.2874e+08 -2.7128e+15 3e+15 1e-16 3e-05\n",
"10: 2.2874e+08 -2.7131e+13 3e+13 2e-16 4e-07\n",
"11: 2.2855e+08 -2.7406e+11 3e+11 2e-16 5e-09\n",
"12: 2.1076e+08 -5.2716e+09 5e+09 2e-16 9e-11\n",
"13: 4.7749e+07 -2.5724e+08 3e+08 2e-16 1e-11\n",
"14: 7.1307e+06 -9.4721e+06 2e+07 2e-16 5e-13\n",
"15: 1.0208e+06 -1.1296e+06 2e+06 2e-16 2e-13\n",
"16: 1.4582e+05 -1.6353e+05 3e+05 1e-16 5e-14\n",
"17: 2.0645e+04 -2.3601e+04 4e+04 8e-17 2e-14\n",
"18: 2.8571e+03 -3.4793e+03 6e+03 2e-16 6e-15\n",
"19: 3.6796e+02 -5.3831e+02 9e+02 2e-16 4e-15\n",
"20: 3.4043e+01 -9.4328e+01 1e+02 2e-16 1e-15\n",
"21: -5.5797e+00 -2.2547e+01 2e+01 1e-16 4e-16\n",
"22: -8.9561e+00 -1.2101e+01 3e+00 1e-16 2e-16\n",
"23: -9.8099e+00 -1.1420e+01 2e+00 2e-16 1e-16\n",
"24: -9.8899e+00 -1.0006e+01 1e-01 3e-16 1e-16\n",
"25: -9.8938e+00 -9.8966e+00 3e-03 2e-16 2e-16\n",
"26: -9.8938e+00 -9.8938e+00 3e-05 1e-16 1e-16\n",
"27: -9.8938e+00 -9.8938e+00 3e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.7008e+02 -5.3579e+06 8e+02 1e+00 1e+00\n",
" 2: 6.5971e+02 -1.2645e+07 2e+03 1e+00 1e+00\n",
" 3: 5.3779e+02 -1.5269e+07 3e+03 1e+00 1e+00\n",
" 4: 1.4413e+01 -1.5628e+08 3e+04 1e+00 1e+00\n",
" 5: 1.7231e+02 -1.3541e+09 3e+05 1e+00 1e+00\n",
" 6: 3.0400e+02 -1.5251e+11 3e+07 1e+00 1e+00\n",
" 7: 3.4663e+09 -3.5922e+18 4e+18 5e-13 6e-04\n",
" 8: 3.4663e+09 -3.5922e+16 4e+16 5e-15 5e-04\n",
" 9: 3.4663e+09 -3.5925e+14 4e+14 2e-16 3e-06\n",
"10: 3.4660e+09 -3.6219e+12 4e+12 2e-16 4e-08\n",
"11: 3.4334e+09 -6.5514e+10 7e+10 2e-16 7e-10\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"12: 2.5034e+09 -2.1116e+10 2e+10 2e-16 2e-09\n",
"13: 6.0249e+08 -6.5947e+09 7e+09 2e-16 1e-11\n",
"14: 1.2793e+08 -2.7957e+08 4e+08 2e-16 3e-12\n",
"15: 1.9016e+07 -2.1148e+07 4e+07 8e-17 6e-13\n",
"16: 2.7283e+06 -3.0389e+06 6e+06 1e-16 4e-13\n",
"17: 3.9006e+05 -4.3400e+05 8e+05 2e-16 6e-14\n",
"18: 5.5447e+04 -6.2568e+04 1e+05 2e-16 2e-14\n",
"19: 7.7674e+03 -9.1379e+03 2e+04 2e-16 1e-14\n",
"20: 1.0422e+03 -1.3785e+03 2e+03 2e-16 5e-15\n",
"21: 1.1930e+02 -2.2599e+02 3e+02 1e-16 3e-15\n",
"22: 2.2605e+00 -4.5681e+01 5e+01 2e-16 5e-16\n",
"23: -9.3159e+00 -1.4839e+01 6e+00 1e-16 3e-16\n",
"24: -9.8573e+00 -1.0817e+01 1e+00 2e-16 2e-16\n",
"25: -9.9491e+00 -1.0085e+01 1e-01 2e-16 1e-16\n",
"26: -9.9518e+00 -9.9545e+00 3e-03 3e-16 1e-16\n",
"27: -9.9518e+00 -9.9518e+00 3e-05 2e-16 1e-16\n",
"28: -9.9518e+00 -9.9518e+00 3e-07 2e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 2.3890e+02 -7.2181e+06 1e+03 1e+00 1e+00\n",
" 2: 5.6890e+02 -1.2751e+07 2e+03 1e+00 1e+00\n",
" 3: 8.0532e+02 -1.7891e+07 3e+03 1e+00 1e+00\n",
" 4: 4.0655e+02 -3.7027e+07 7e+03 1e+00 1e+00\n",
" 5: 7.4202e+02 -3.6417e+08 7e+04 1e+00 1e+00\n",
" 6: 4.4244e+02 -4.1131e+10 8e+06 1e+00 1e+00\n",
" 7: 2.8720e+09 -9.7031e+17 1e+18 3e-13 2e-04\n",
" 8: 2.8720e+09 -9.7031e+15 1e+16 3e-15 8e-05\n",
" 9: 2.8720e+09 -9.7067e+13 1e+14 3e-16 1e-06\n",
"10: 2.8713e+09 -1.0066e+12 1e+12 2e-16 1e-08\n",
"11: 2.8087e+09 -4.5693e+10 5e+10 2e-16 5e-10\n",
"12: 1.4155e+09 -2.9351e+10 3e+10 2e-16 2e-10\n",
"13: 4.6743e+08 -1.1940e+09 2e+09 2e-16 1e-11\n",
"14: 7.2259e+07 -8.1749e+07 2e+08 2e-16 2e-12\n",
"15: 1.0388e+07 -1.1608e+07 2e+07 2e-16 4e-13\n",
"16: 1.4882e+06 -1.6510e+06 3e+06 2e-16 2e-13\n",
"17: 2.1247e+05 -2.3696e+05 4e+05 2e-16 1e-13\n",
"18: 3.0108e+04 -3.4266e+04 6e+04 2e-16 4e-14\n",
"19: 4.1813e+03 -5.0404e+03 9e+03 2e-16 8e-15\n",
"20: 5.4554e+02 -7.7424e+02 1e+03 2e-16 4e-15\n",
"21: 5.4581e+01 -1.3296e+02 2e+02 2e-16 1e-15\n",
"22: -4.7285e+00 -3.0083e+01 3e+01 3e-16 6e-16\n",
"23: -9.7530e+00 -1.2197e+01 2e+00 3e-16 1e-16\n",
"24: -9.9532e+00 -1.0554e+01 6e-01 2e-16 2e-16\n",
"25: -9.9880e+00 -1.0031e+01 4e-02 2e-16 2e-16\n",
"26: -9.9882e+00 -9.9887e+00 5e-04 2e-16 1e-16\n",
"27: -9.9882e+00 -9.9882e+00 5e-06 1e-16 2e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 2.4047e+02 -8.0617e+06 1e+03 1e+00 1e+00\n",
" 2: 7.7155e+02 -1.6671e+07 3e+03 1e+00 1e+00\n",
" 3: 9.9553e+02 -2.2941e+07 4e+03 1e+00 1e+00\n",
" 4: 4.3805e+02 -4.7873e+07 9e+03 1e+00 1e+00\n",
" 5: 5.1050e+02 -1.2427e+08 2e+04 1e+00 1e+00\n",
" 6: 5.9778e+02 -1.7349e+09 3e+05 1e+00 1e+00\n",
" 7: 6.2309e+01 -1.8405e+13 1e+10 1e+00 1e+00\n",
" 8: 3.4074e+09 -4.5881e+19 5e+19 2e-13 9e-03\n",
" 9: 3.4074e+09 -4.5881e+17 5e+17 2e-15 4e-03\n",
"10: 3.4074e+09 -4.5882e+15 5e+15 1e-16 2e-05\n",
"11: 3.4073e+09 -4.5912e+13 5e+13 3e-16 4e-07\n",
"12: 3.4018e+09 -4.8956e+11 5e+11 2e-16 3e-09\n",
"13: 2.9751e+09 -3.2297e+10 4e+10 1e-16 6e-07\n",
"14: 8.4667e+08 -5.7115e+09 7e+09 2e-16 7e-10\n",
"15: 1.6321e+08 -2.4261e+08 4e+08 3e-16 2e-11\n",
"16: 2.3724e+07 -2.5823e+07 5e+07 2e-16 9e-13\n",
"17: 3.4032e+06 -3.7855e+06 7e+06 2e-16 3e-13\n",
"18: 4.8659e+05 -5.4039e+05 1e+06 2e-16 1e-13\n",
"19: 6.9224e+04 -7.7893e+04 1e+05 2e-16 4e-14\n",
"20: 9.7206e+03 -1.1355e+04 2e+04 1e-16 2e-14\n",
"21: 1.3141e+03 -1.7042e+03 3e+03 2e-16 4e-15\n",
"22: 1.5522e+02 -2.7570e+02 4e+02 2e-16 2e-15\n",
"23: 6.2550e+00 -5.3932e+01 6e+01 2e-16 8e-16\n",
"24: -9.1490e+00 -1.6371e+01 7e+00 1e-16 2e-16\n",
"25: -9.9621e+00 -1.0703e+01 7e-01 2e-16 1e-16\n",
"26: -1.0032e+01 -1.0121e+01 9e-02 1e-16 1e-16\n",
"27: -1.0032e+01 -1.0034e+01 1e-03 2e-16 1e-16\n",
"28: -1.0032e+01 -1.0032e+01 1e-05 1e-16 1e-16\n",
"29: -1.0032e+01 -1.0032e+01 1e-07 1e-16 1e-16\n",
"Optimal solution found.\n",
"processing WHQMEC_H.csv\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -2.0000e+04 4e+00 1e+00 1e+00\n",
" 1: 6.7755e+00 -1.2395e+05 2e+01 1e+00 1e+00\n",
" 2: 1.1003e+00 -5.7234e+06 1e+03 1e+00 1e+00\n",
" 3: 4.6024e+00 -8.9494e+09 2e+06 1e+00 1e+00\n",
" 4: 4.4456e+06 -1.2764e+17 1e+17 2e-13 2e-03\n",
" 5: 4.4456e+06 -1.2764e+15 1e+15 2e-15 6e-04\n",
" 6: 4.4456e+06 -1.2764e+13 1e+13 4e-17 4e-06\n",
" 7: 4.4455e+06 -1.2765e+11 1e+11 8e-17 2e-08\n",
" 8: 4.4338e+06 -1.2894e+09 1e+09 5e-17 8e-10\n",
" 9: 3.5203e+06 -2.3003e+07 3e+07 8e-17 1e-11\n",
"10: 6.1717e+05 -1.0101e+06 2e+06 4e-17 8e-13\n",
"11: 8.8408e+04 -9.5994e+04 2e+05 1e-16 2e-13\n",
"12: 1.2652e+04 -1.4187e+04 3e+04 6e-17 2e-13\n",
"13: 1.7963e+03 -2.0378e+03 4e+03 6e-17 6e-14\n",
"14: 2.5050e+02 -2.9877e+02 5e+02 2e-16 1e-14\n",
"15: 3.3079e+01 -4.5534e+01 8e+01 3e-16 4e-15\n",
"16: 3.5003e+00 -7.6801e+00 1e+01 4e-17 1e-15\n",
"17: -1.5796e-01 -1.6793e+00 2e+00 1e-16 3e-16\n",
"18: -5.0224e-01 -6.9727e-01 2e-01 2e-16 5e-16\n",
"19: -5.2429e-01 -5.3621e-01 1e-02 8e-17 1e-16\n",
"20: -5.2440e-01 -5.2452e-01 1e-04 1e-17 8e-17\n",
"21: -5.2440e-01 -5.2440e-01 1e-06 2e-16 1e-16\n",
"22: -5.2440e-01 -5.2440e-01 1e-08 2e-16 1e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -3.0000e+04 6e+00 1e+00 1e+00\n",
" 1: 7.9659e+00 -1.6915e+05 3e+01 1e+00 1e+00\n",
" 2: 2.0710e+00 -2.1115e+06 4e+02 1e+00 1e+00\n",
" 3: 7.2159e+00 -8.0144e+08 2e+05 1e+00 1e+00\n",
" 4: 5.0199e+06 -1.7290e+16 2e+16 3e-13 2e-04\n",
" 5: 5.0199e+06 -1.7290e+14 2e+14 3e-15 2e-05\n",
" 6: 5.0199e+06 -1.7290e+12 2e+12 1e-16 1e-06\n",
" 7: 5.0183e+06 -1.7316e+10 2e+10 7e-17 1e-08\n",
" 8: 4.8637e+06 -1.9844e+08 2e+08 2e-16 2e-10\n",
" 9: 1.5610e+06 -7.1056e+06 9e+06 2e-16 6e-12\n",
"10: 2.4192e+05 -3.1286e+05 6e+05 1e-16 2e-13\n",
"11: 3.4641e+04 -3.8114e+04 7e+04 2e-16 2e-13\n",
"12: 4.9499e+03 -5.5347e+03 1e+04 2e-16 2e-14\n",
"13: 7.0144e+02 -7.9898e+02 2e+03 1e-16 2e-14\n",
"14: 9.7193e+01 -1.1772e+02 2e+02 3e-16 5e-15\n",
"15: 1.2453e+01 -1.8260e+01 3e+01 3e-16 3e-15\n",
"16: 1.0064e+00 -3.3145e+00 4e+00 2e-16 2e-15\n",
"17: -4.0611e-01 -9.6882e-01 6e-01 2e-16 3e-16\n",
"18: -5.5514e-01 -6.2111e-01 7e-02 2e-16 1e-16\n",
"19: -5.6530e-01 -5.7036e-01 5e-03 3e-16 3e-17\n",
"20: -5.6542e-01 -5.6548e-01 6e-05 2e-16 4e-17\n",
"21: -5.6542e-01 -5.6542e-01 6e-07 1e-16 4e-17\n",
"22: -5.6542e-01 -5.6542e-01 6e-09 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -4.0000e+04 8e+00 1e+00 1e+00\n",
" 1: 1.0129e+01 -2.3121e+05 4e+01 1e+00 1e+00\n",
" 2: 1.6589e+00 -2.1810e+06 4e+02 1e+00 1e+00\n",
" 3: 4.3384e+00 -2.9168e+07 6e+03 1e+00 1e+00\n",
" 4: 4.8470e+00 -1.2470e+10 3e+06 1e+00 1e+00\n",
" 5: 6.3656e+07 -2.6197e+17 3e+17 4e-13 6e-04\n",
" 6: 6.3656e+07 -2.6197e+15 3e+15 4e-15 6e-04\n",
" 7: 6.3656e+07 -2.6197e+13 3e+13 2e-16 1e-05\n",
" 8: 6.3654e+07 -2.6233e+11 3e+11 2e-16 1e-07\n",
" 9: 6.3415e+07 -2.9835e+09 3e+09 1e-16 1e-09\n",
"10: 4.7143e+07 -2.8979e+08 3e+08 1e-16 2e-10\n",
"11: 8.2295e+06 -2.3684e+07 3e+07 1e-16 4e-11\n",
"12: 1.3814e+06 -1.7240e+06 3e+06 2e-16 1e-12\n",
"13: 1.9893e+05 -2.2235e+05 4e+05 1e-16 4e-13\n",
"14: 2.8504e+04 -3.1799e+04 6e+04 2e-16 1e-13\n",
"15: 4.0623e+03 -4.5619e+03 9e+03 2e-16 4e-14\n",
"16: 5.7244e+02 -6.6268e+02 1e+03 9e-17 2e-14\n",
"17: 7.8123e+01 -9.8739e+01 2e+02 2e-16 9e-15\n",
"18: 9.5371e+00 -1.5713e+01 3e+01 2e-16 2e-15\n",
"19: 5.4195e-01 -2.9855e+00 4e+00 1e-16 1e-15\n",
"20: -4.6537e-01 -9.9843e-01 5e-01 1e-16 4e-16\n",
"21: -5.7421e-01 -6.3508e-01 6e-02 1e-16 7e-17\n",
"22: -5.7759e-01 -5.8008e-01 2e-03 2e-16 8e-17\n",
"23: -5.7760e-01 -5.7763e-01 3e-05 3e-16 9e-17\n",
"24: -5.7760e-01 -5.7760e-01 3e-07 2e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -5.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.1740e+01 -2.8411e+05 6e+01 1e+00 1e+00\n",
" 2: 2.6220e+00 -2.6960e+06 6e+02 1e+00 1e+00\n",
" 3: 5.2047e+00 -3.5825e+07 7e+03 1e+00 1e+00\n",
" 4: 5.5176e+00 -1.5319e+10 3e+06 1e+00 1e+00\n",
" 5: 6.8094e+07 -3.2180e+17 3e+17 3e-13 2e-03\n",
" 6: 6.8094e+07 -3.2180e+15 3e+15 3e-15 1e-03\n",
" 7: 6.8094e+07 -3.2180e+13 3e+13 3e-16 2e-05\n",
" 8: 6.8091e+07 -3.2225e+11 3e+11 2e-16 1e-07\n",
" 9: 6.7840e+07 -3.6746e+09 4e+09 1e-16 2e-09\n",
"10: 5.0803e+07 -3.6267e+08 4e+08 1e-16 2e-10\n",
"11: 9.7375e+06 -2.6137e+07 4e+07 2e-16 2e-11\n",
"12: 1.6207e+06 -2.0014e+06 4e+06 2e-16 1e-12\n",
"13: 2.3345e+05 -2.6108e+05 5e+05 2e-16 2e-13\n",
"14: 3.3459e+04 -3.7290e+04 7e+04 3e-16 4e-13\n",
"15: 4.7721e+03 -5.3466e+03 1e+04 2e-16 1e-13\n",
"16: 6.7388e+02 -7.7526e+02 1e+03 2e-16 2e-14\n",
"17: 9.2553e+01 -1.1497e+02 2e+02 2e-16 7e-15\n",
"18: 1.1564e+01 -1.8079e+01 3e+01 2e-16 2e-15\n",
"19: 8.1624e-01 -3.3401e+00 4e+00 3e-16 9e-16\n",
"20: -4.2391e-01 -1.0787e+00 7e-01 2e-16 5e-16\n",
"21: -5.7338e-01 -6.5272e-01 8e-02 1e-16 6e-17\n",
"22: -5.8083e-01 -5.8506e-01 4e-03 2e-16 1e-16\n",
"23: -5.8101e-01 -5.8112e-01 1e-04 2e-16 1e-16\n",
"24: -5.8101e-01 -5.8101e-01 1e-06 1e-16 7e-17\n",
"25: -5.8101e-01 -5.8101e-01 1e-08 3e-16 9e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -6.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.4364e+01 -3.6731e+05 7e+01 1e+00 1e+00\n",
" 2: 5.7108e+00 -2.8930e+06 6e+02 1e+00 1e+00\n",
" 3: 1.7842e+01 -4.1187e+07 8e+03 1e+00 1e+00\n",
" 4: 4.8002e+00 -1.0596e+11 3e+07 1e+00 1e+00\n",
" 5: 2.1791e+08 -1.1399e+18 1e+18 2e-13 4e-03\n",
" 6: 2.1791e+08 -1.1399e+16 1e+16 2e-15 4e-03\n",
" 7: 2.1791e+08 -1.1399e+14 1e+14 2e-16 3e-05\n",
" 8: 2.1791e+08 -1.1415e+12 1e+12 2e-16 4e-07\n",
" 9: 2.1778e+08 -1.3075e+10 1e+10 2e-16 6e-09\n",
"10: 2.0947e+08 -1.7700e+09 2e+09 1e-16 9e-10\n",
"11: 3.6168e+07 -2.1339e+09 2e+09 1e-16 8e-10\n",
"12: 2.0853e+07 -1.0533e+08 1e+08 3e-16 4e-11\n",
"13: 3.6021e+06 -5.1702e+06 9e+06 2e-16 2e-12\n",
"14: 5.1927e+05 -5.7382e+05 1e+06 3e-16 2e-13\n",
"15: 7.4533e+04 -8.3058e+04 2e+05 2e-16 2e-13\n",
"16: 1.0657e+04 -1.1857e+04 2e+04 2e-16 5e-14\n",
"17: 1.5148e+03 -1.7097e+03 3e+03 1e-16 2e-14\n",
"18: 2.1202e+02 -2.4985e+02 5e+02 1e-16 8e-15\n",
"19: 2.8260e+01 -3.7829e+01 7e+01 2e-16 1e-15\n",
"20: 3.0386e+00 -6.3417e+00 9e+00 2e-16 1e-15\n",
"21: -1.8921e-01 -1.4575e+00 1e+00 2e-16 3e-16\n",
"22: -5.4987e-01 -7.0182e-01 2e-01 1e-16 1e-16\n",
"23: -5.8168e-01 -5.9671e-01 2e-02 9e-17 1e-16\n",
"24: -5.8326e-01 -5.8403e-01 8e-04 1e-16 8e-17\n",
"25: -5.8328e-01 -5.8329e-01 1e-05 2e-16 7e-17\n",
"26: -5.8328e-01 -5.8328e-01 1e-07 2e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -7.0000e+04 1e+01 1e+00 1e+00\n",
" 1: 1.6642e+01 -4.4955e+05 8e+01 1e+00 1e+00\n",
" 2: 1.5774e+01 -2.4534e+06 5e+02 1e+00 1e+00\n",
" 3: 1.4657e+01 -4.3976e+07 9e+03 1e+00 1e+00\n",
" 4: 3.9693e+00 -2.2155e+11 9e+07 1e+00 1e+00\n",
" 5: 1.0924e+08 -1.3517e+18 1e+18 2e-13 2e-03\n",
" 6: 1.0924e+08 -1.3517e+16 1e+16 1e-15 3e-03\n",
" 7: 1.0924e+08 -1.3517e+14 1e+14 9e-17 5e-05\n",
" 8: 1.0924e+08 -1.3521e+12 1e+12 1e-16 5e-07\n",
" 9: 1.0908e+08 -1.3966e+10 1e+10 1e-16 7e-09\n",
"10: 9.5007e+07 -5.2528e+08 6e+08 9e-17 3e-10\n",
"11: 1.7964e+07 -3.7442e+07 6e+07 2e-16 1e-11\n",
"12: 2.8001e+06 -3.2386e+06 6e+06 2e-16 1e-12\n",
"13: 4.0318e+05 -4.5331e+05 9e+05 2e-16 4e-13\n",
"14: 5.7801e+04 -6.4226e+04 1e+05 3e-16 2e-13\n",
"15: 8.2558e+03 -9.2064e+03 2e+04 2e-16 5e-14\n",
"16: 1.1707e+03 -1.3301e+03 3e+03 2e-16 2e-14\n",
"17: 1.6282e+02 -1.9537e+02 4e+02 2e-16 7e-15\n",
"18: 2.1293e+01 -2.9944e+01 5e+01 2e-16 3e-15\n",
"19: 2.1067e+00 -5.1505e+00 7e+00 3e-16 1e-15\n",
"20: -2.6753e-01 -1.2250e+00 1e+00 2e-16 4e-16\n",
"21: -5.4871e-01 -7.7342e-01 2e-01 2e-16 2e-16\n",
"22: -5.7800e-01 -6.1821e-01 4e-02 1e-16 1e-16\n",
"23: -5.8363e-01 -5.8898e-01 5e-03 1e-16 1e-16\n",
"24: -5.8409e-01 -5.8435e-01 3e-04 1e-16 7e-17\n",
"25: -5.8410e-01 -5.8410e-01 4e-06 1e-16 1e-16\n",
"26: -5.8410e-01 -5.8410e-01 4e-08 1e-16 1e-16\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: -0.0000e+00 -8.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.8406e+01 -5.3610e+05 1e+02 1e+00 1e+00\n",
" 2: 2.9531e+01 -1.4567e+06 3e+02 1e+00 1e+00\n",
" 3: 5.0641e+00 -4.4999e+07 9e+03 1e+00 1e+00\n",
" 4: 3.4559e+00 -1.3125e+09 3e+05 1e+00 1e+00\n",
" 5: 4.6227e+00 -1.5775e+12 4e+08 1e+00 1e+00\n",
" 6: 7.1593e+08 -2.4870e+19 2e+19 2e-13 6e-02\n",
" 7: 7.1593e+08 -2.4870e+17 2e+17 2e-15 3e-02\n",
" 8: 7.1593e+08 -2.4870e+15 2e+15 2e-16 6e-04\n",
" 9: 7.1593e+08 -2.4872e+13 2e+13 1e-16 9e-06\n",
"10: 7.1585e+08 -2.5117e+11 3e+11 1e-16 1e-07\n",
"11: 7.0841e+08 -4.9495e+09 6e+09 1e-16 2e-09\n",
"12: 4.0542e+08 -1.4066e+09 2e+09 1e-16 7e-08\n",
"13: 6.7079e+07 -4.7146e+08 5e+08 2e-16 5e-12\n",
"14: 1.5403e+07 -2.2125e+07 4e+07 2e-16 2e-12\n",
"15: 2.2409e+06 -2.4499e+06 5e+06 3e-16 1e-12\n",
"16: 3.2193e+05 -3.5922e+05 7e+05 2e-16 2e-13\n",
"17: 4.6094e+04 -5.1103e+04 1e+05 2e-16 1e-13\n",
"18: 6.5749e+03 -7.3464e+03 1e+04 2e-16 4e-14\n",
"19: 9.2966e+02 -1.0646e+03 2e+03 1e-16 3e-14\n",
"20: 1.2826e+02 -1.5738e+02 3e+02 3e-16 6e-15\n",
"21: 1.6322e+01 -2.4518e+01 4e+01 2e-16 4e-15\n",
"22: 1.3661e+00 -4.3959e+00 6e+00 1e-16 2e-15\n",
"23: -4.0129e-01 -1.1448e+00 7e-01 2e-16 4e-16\n",
"24: -5.6262e-01 -6.8168e-01 1e-01 2e-16 1e-16\n",
"25: -5.8288e-01 -5.9431e-01 1e-02 9e-17 1e-16\n",
"26: -5.8403e-01 -5.8493e-01 9e-04 2e-16 1e-16\n",
"27: -5.8411e-01 -5.8415e-01 4e-05 2e-16 8e-17\n",
"28: -5.8411e-01 -5.8412e-01 2e-06 2e-16 1e-16\n",
"29: -5.8411e-01 -5.8411e-01 4e-08 1e-16 8e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -9.0000e+04 2e+01 1e+00 1e+00\n",
" 1: 1.9904e+01 -6.2512e+05 1e+02 1e+00 1e+00\n",
" 2: 3.9251e+01 -1.3889e+06 3e+02 1e+00 1e+00\n",
" 3: 3.4479e+00 -2.0462e+07 4e+03 1e+00 1e+00\n",
" 4: 1.5190e+00 -2.1967e+08 4e+04 1e+00 1e+00\n",
" 5: 7.0006e+00 -2.8566e+10 6e+06 1e+00 1e+00\n",
" 6: 4.1251e+08 -6.7083e+17 7e+17 4e-13 2e-03\n",
" 7: 4.1251e+08 -6.7083e+15 7e+15 4e-15 1e-03\n",
" 8: 4.1251e+08 -6.7085e+13 7e+13 1e-16 1e-05\n",
" 9: 4.1248e+08 -6.7375e+11 7e+11 2e-16 2e-07\n",
"10: 4.1000e+08 -9.6241e+09 1e+10 2e-16 2e-09\n",
"11: 3.1947e+08 -2.5595e+09 3e+09 1e-16 8e-09\n",
"12: 1.3094e+08 -2.0607e+09 2e+09 9e-17 3e-09\n",
"13: 4.4601e+07 -1.0241e+08 1e+08 2e-16 2e-10\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"14: 6.9000e+06 -7.8197e+06 1e+07 2e-16 3e-12\n",
"15: 9.9309e+05 -1.1137e+06 2e+06 2e-16 9e-13\n",
"16: 1.4242e+05 -1.5784e+05 3e+05 1e-16 3e-13\n",
"17: 2.0368e+04 -2.2617e+04 4e+04 1e-16 1e-13\n",
"18: 2.8985e+03 -3.2581e+03 6e+03 2e-16 4e-14\n",
"19: 4.0731e+02 -4.7467e+02 9e+02 3e-16 1e-14\n",
"20: 5.5139e+01 -7.1148e+01 1e+02 1e-16 5e-15\n",
"21: 6.5036e+00 -1.1503e+01 2e+01 2e-16 2e-15\n",
"22: 2.0487e-01 -2.2873e+00 2e+00 3e-16 7e-16\n",
"23: -4.3538e-01 -1.0459e+00 6e-01 1e-16 3e-16\n",
"24: -5.7094e-01 -6.7239e-01 1e-01 2e-16 1e-16\n",
"25: -5.8271e-01 -5.9417e-01 1e-02 2e-16 1e-16\n",
"26: -5.8399e-01 -5.8513e-01 1e-03 3e-16 2e-16\n",
"27: -5.8415e-01 -5.8422e-01 7e-05 2e-16 1e-16\n",
"28: -5.8416e-01 -5.8416e-01 5e-06 2e-16 6e-17\n",
"29: -5.8416e-01 -5.8416e-01 9e-08 3e-16 5e-17\n",
"Optimal solution found.\n",
" pcost dcost gap pres dres\n",
" 0: 0.0000e+00 -1.0000e+05 2e+01 1e+00 1e+00\n",
" 1: 2.1653e+01 -6.8925e+05 1e+02 1e+00 1e+00\n",
" 2: 4.1416e+01 -1.5093e+06 3e+02 1e+00 1e+00\n",
" 3: 2.3583e+00 -1.9856e+07 4e+03 1e+00 1e+00\n",
" 4: 2.5106e+00 -1.9718e+08 4e+04 1e+00 1e+00\n",
" 5: 1.0126e+01 -2.2843e+10 5e+06 1e+00 1e+00\n",
" 6: 3.6421e+08 -5.3996e+17 5e+17 6e-13 1e-03\n",
" 7: 3.6421e+08 -5.3996e+15 5e+15 6e-15 7e-04\n",
" 8: 3.6421e+08 -5.4000e+13 5e+13 2e-16 8e-06\n",
" 9: 3.6418e+08 -5.4308e+11 5e+11 2e-16 1e-07\n",
"10: 3.6157e+08 -8.5034e+09 9e+09 2e-16 2e-09\n",
"11: 2.8014e+08 -2.5807e+09 3e+09 2e-16 3e-09\n",
"12: 1.0875e+08 -1.6821e+09 2e+09 5e-16 9e-10\n",
"13: 3.4304e+07 -7.2797e+07 1e+08 1e-16 4e-11\n",
"14: 5.1882e+06 -5.7380e+06 1e+07 2e-16 2e-12\n",
"15: 7.4641e+05 -8.3714e+05 2e+06 2e-16 5e-13\n",
"16: 1.0700e+05 -1.1855e+05 2e+05 2e-16 3e-13\n",
"17: 1.5294e+04 -1.7002e+04 3e+04 3e-16 6e-14\n",
"18: 2.1737e+03 -2.4521e+03 5e+03 2e-16 3e-14\n",
"19: 3.0439e+02 -3.5828e+02 7e+02 2e-16 2e-14\n",
"20: 4.0759e+01 -5.4105e+01 9e+01 1e-16 5e-15\n",
"21: 4.5835e+00 -8.9216e+00 1e+01 2e-16 2e-15\n",
"22: -1.8454e-02 -1.8666e+00 2e+00 2e-16 5e-16\n",
"23: -4.6038e-01 -9.6022e-01 5e-01 3e-16 2e-16\n",
"24: -5.7167e-01 -6.7095e-01 1e-01 2e-16 1e-16\n",
"25: -5.8257e-01 -5.9290e-01 1e-02 2e-16 1e-16\n",
"26: -5.8394e-01 -5.8503e-01 1e-03 2e-16 2e-16\n",
"27: -5.8414e-01 -5.8422e-01 8e-05 2e-16 7e-17\n",
"28: -5.8416e-01 -5.8416e-01 8e-06 2e-16 6e-17\n",
"29: -5.8416e-01 -5.8416e-01 6e-07 1e-16 6e-17\n",
"30: -5.8416e-01 -5.8416e-01 4e-08 2e-16 1e-16\n",
"Optimal solution found.\n"
]
}
],
"source": [
"# Iterate through all questionnaire datasets and find 10 prototypes for each.\n",
"\n",
"prototypes = {}\n",
"\n",
"for i in range(len(nhanes_files)):\n",
" \n",
" f = nhanes_files[i]\n",
" \n",
" print(\"processing \", f)\n",
" \n",
" # read data to pandas dataframe\n",
" df = nhanes.get_csv_file(f)\n",
" \n",
" # convert data to numpy\n",
" data = df.to_numpy()\n",
"\n",
" #sort the rows by sequence numbers in 1st column \n",
" idx = np.argsort(data[:, 0])\n",
" data = data[idx, :]\n",
"\n",
" # replace nan's with 0's.\n",
" original = data\n",
" original[np.isnan(original)] = 0\n",
"\n",
" # delete 1st column (contains sequence numbers)\n",
" original = original[:, 1:]\n",
"\n",
" # one hot encode all features as they are categorical\n",
" onehot_encoder = OneHotEncoder(sparse=False)\n",
" onehot_encoded = onehot_encoder.fit_transform(original)\n",
"\n",
" explainer = ProtodashExplainer()\n",
"\n",
" # call Protodash explainer\n",
" # S contains indices of the selected prototypes\n",
" # W contains importance weights associated with the selected prototypes \n",
"\n",
" (W, S, _) = explainer.explain(onehot_encoded, onehot_encoded, m=10) \n",
"\n",
" prototypes[f]={}\n",
" prototypes[f]['W']= W\n",
" prototypes[f]['S']= S\n",
" prototypes[f]['data'] = data\n",
" prototypes[f]['original'] = original"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Evaluate the set of prototypical respondents from various questionaires using their income questionaire. \n",
"\n",
"Now that we have the prototypes for each of the questionnaires we evaluate how well the prototypes of each questionaire represent the Income questionnaire based on the objective function that Protodash uses. We see below a ranked list of different questionnaires with their objective function values in ascending order. The higher a questionaire appears in the list, the better its prototypes represent the income questionaire. The values on the right indicate our objective value where lower value is better."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"8 | 132 | 690 | 1475 | 2449 | 2912 | 3899 | 5077 | 6895 | 7475 | |
---|---|---|---|---|---|---|---|---|---|---|

Respondent sequence number | 73565.00 | 73689.00 | 74247.00 | 75032.00 | 76006.00 | 76469.00 | 77456.00 | 78634.00 | 80452.00 | 81032.00 |

Income from wages/salaries | 1.00 | 1.00 | 2.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 2.00 |

Income from self employment | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 |

Income from Social Security or RR | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 1.00 |

Income from other disability pension | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 |

Income from retirement/survivor pension | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 1.00 | 2.00 | 2.00 |

Income from Supplemental Security Income | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 |

Income from state/county cash assistance | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 |

Income from interest/dividends or rental | 2.00 | 1.00 | 2.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 |

Income from other sources | 2.00 | 2.00 | 2.00 | 2.00 | 1.00 | 2.00 | 2.00 | 2.00 | 2.00 | 2.00 |

Monthly family income | 12.00 | 11.00 | 8.00 | 4.00 | 1.00 | 6.00 | 7.00 | 2.00 | 5.00 | 3.00 |

Family monthly poverty level index | 5.00 | 4.30 | 3.05 | 1.65 | 0.00 | 1.32 | 2.71 | 0.44 | 0.86 | 1.08 |

Family monthly poverty level category | 3.00 | 3.00 | 3.00 | 2.00 | 1.00 | 2.00 | 3.00 | 1.00 | 1.00 | 1.00 |

Family has savings more than $5000 | NaN | NaN | NaN | 2.00 | 2.00 | 1.00 | NaN | 2.00 | 2.00 | 2.00 |

Total savings/cash assets for the family | NaN | NaN | NaN | 3.00 | 1.00 | NaN | NaN | 1.00 | 1.00 | 1.00 |

Weights of Prototypes | 0.18 | 0.07 | 0.09 | 0.06 | 0.15 | 0.07 | 0.12 | 0.07 | 0.09 | 0.10 |

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],
"text/plain": [
" Questionaire Prototypes representative of Income\n",
"0 Early Childhood -96.119374\n",
"1 Physical Functioning -95.584095\n",
"2 Acculturation -95.355642\n",
"3 Physical Activity -93.944968\n",
"4 Smoking - Secondhand Smoke Exposure -93.192828\n",
"5 Cognitive Functioning -93.050548\n",
"6 Diabetes -91.381705\n",
"7 Taste & Smell -90.633807\n",
"8 Disability -89.223695\n",
"9 Smoking - Recent Tobacco Use -88.301850\n",
"10 Preventive Aspirin Use -88.292836\n",
"11 Kidney Conditions - Urology -87.817576\n",
"12 Sleep Disorders -87.673600\n",
"13 Cardiovascular Health -85.853087\n",
"14 Smoking - Household Smokers -85.810029\n",
"15 Mental Health - Depression Screener -85.634773\n",
"16 Volatile Toxicant (Subsample) -85.580356\n",
"17 Alcohol Use -84.734992\n",
"18 Dermatology -84.350459\n",
"19 Consumer Behavior -84.151348\n",
"20 Food Security -82.770158\n",
"21 Immunization -82.186599\n",
"22 Housing Characteristics -81.655656\n",
"23 Drug Use -81.187135\n",
"24 Occupation -81.005559\n",
"25 Oral Health -78.920880\n",
"26 Weight History - Youth -77.701132\n",
"27 Income -76.364733\n",
"28 Diet Behavior & Nutrition -75.799385\n",
"29 Weight History -75.136794\n",
"30 Blood Pressure & Cholesterol -74.227317\n",
"31 Reproductive Health -73.813449\n",
"32 Osteoporosis -71.564695\n",
"33 Hepatitis -67.553468\n",
"34 Creatine Kinase -66.668884\n",
"35 Medical Conditions -65.222249\n",
"36 Current Health Status -44.650803\n",
"37 Hospital Utilization & Access to Care 10.915415\n",
"38 Sexual Behavior 53.155908\n",
"39 Health Insurance 146.405667"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#load income dataset INQ_H and its prototypes\n",
"X = prototypes['INQ_H.csv']['original']\n",
"Xdata = prototypes['INQ_H.csv']['data']\n",
"\n",
"# Iterate through all questionnaires and evaluate how well their prototypes represent the income dataset. \n",
"objs = []\n",
"for i in range(len(nhanes_files)):\n",
" \n",
" #load a dataset, its prototypes & weights\n",
"\n",
" f = nhanes_files[i]\n",
" \n",
" Ydata = prototypes[f]['data']\n",
" S = prototypes[f]['S']\n",
" W = prototypes[f]['W']\n",
" \n",
" \n",
" # sort the order of prototypes in set S\n",
" idx = np.argsort(S)\n",
" S = S[idx]\n",
" W = W[idx]\n",
" \n",
" # access corresponding prototypes in X. \n",
" XS = X[np.isin(Xdata[:, 0], Ydata[S, 0]), :]\n",
" \n",
" #print(Ydata[S, 0])\n",
" #print(Xdata[np.isin(Xdata[:, 0], Ydata[S, 0]), 0]) \n",
" \n",
" temp = np.dot(XS, np.transpose(X)) \n",
" u = np.sum(temp, axis=1)/temp.shape[1]\n",
" \n",
" K = np.dot(XS, XS.T)\n",
" \n",
" # evaluate prototypes on income based on our objective function with dot product as similarity measure\n",
" obj = 0.5 * np.dot(np.dot(W.T, K), W) - np.dot(W.T, u)\n",
" objs.append(obj) \n",
" \n",
"\n",
"# sort the objectives (ascending order) \n",
"index = np.argsort(np.array(objs))\n",
"\n",
"# load the results in a dataframe to print\n",
"evalresult = []\n",
"for i in range(0,len(index)): \n",
" evalresult.append([ nhanesinfo[index[i]], objs[index[i]] ])\n",
" \n",
" \n",
"df_evalresult = pd.DataFrame.from_records(evalresult)\n",
"df_evalresult.columns = ['Questionaire', 'Prototypes representative of Income']\n",
"df_evalresult"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Insight from Protodash\n",
"\n",
"Looking at the table above, what is interesting is that early childhood represents income the most. The early childhood questionnaire has information about the environment that the child was born and raised in. This is consistent with a long term study (https://www.theatlantic.com/business/archive/2016/07/social-mobility-america/491240/) which talks about significant decrease in social mobility in recent times, stressing the fact that your childhood impacts how monetarily successful you are likely to be. It is interesting that our method was able to uncover this relationship with access to just these survey questionnaires. Other such insights could be obtained and ones that a social scientist or policy maker finds interesting could potentially spawn long-term studies like the one just mentioned."
]
}
],
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Questionaire | Prototypes representative of Income | |
---|---|---|

0 | Early Childhood | -96.119374 |

1 | Physical Functioning | -95.584095 |

2 | Acculturation | -95.355642 |

3 | Physical Activity | -93.944968 |

4 | Smoking - Secondhand Smoke Exposure | -93.192828 |

5 | Cognitive Functioning | -93.050548 |

6 | Diabetes | -91.381705 |

7 | Taste & Smell | -90.633807 |

8 | Disability | -89.223695 |

9 | Smoking - Recent Tobacco Use | -88.301850 |

10 | Preventive Aspirin Use | -88.292836 |

11 | Kidney Conditions - Urology | -87.817576 |

12 | Sleep Disorders | -87.673600 |

13 | Cardiovascular Health | -85.853087 |

14 | Smoking - Household Smokers | -85.810029 |

15 | Mental Health - Depression Screener | -85.634773 |

16 | Volatile Toxicant (Subsample) | -85.580356 |

17 | Alcohol Use | -84.734992 |

18 | Dermatology | -84.350459 |

19 | Consumer Behavior | -84.151348 |

20 | Food Security | -82.770158 |

21 | Immunization | -82.186599 |

22 | Housing Characteristics | -81.655656 |

23 | Drug Use | -81.187135 |

24 | Occupation | -81.005559 |

25 | Oral Health | -78.920880 |

26 | Weight History - Youth | -77.701132 |

27 | Income | -76.364733 |

28 | Diet Behavior & Nutrition | -75.799385 |

29 | Weight History | -75.136794 |

30 | Blood Pressure & Cholesterol | -74.227317 |

31 | Reproductive Health | -73.813449 |

32 | Osteoporosis | -71.564695 |

33 | Hepatitis | -67.553468 |

34 | Creatine Kinase | -66.668884 |

35 | Medical Conditions | -65.222249 |

36 | Current Health Status | -44.650803 |

37 | Hospital Utilization & Access to Care | 10.915415 |

38 | Sexual Behavior | 53.155908 |

39 | Health Insurance | 146.405667 |