{
"cells": [
{
"cell_type": "code",
"execution_count": 488,
"id": "e8569589",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 489,
"id": "137c30a1",
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"../Downloads/train_data.csv\").drop_duplicates()\n",
"df.loc[:, \"Tag\"] = df.Tag.apply(lambda x: \"CAUS_2\" if (x.startswith(\"CAUS_\") and x != \"CAUS_1\" and x != \"CAUS_2\") else x)\n",
"df.loc[:, \"PoS_word\"] = df.PoS_word.str.strip()\n",
"df.loc[:, \"PoS_root\"] = df.PoS_root.str.strip()\n",
"\n",
"df.loc[:, \"Word\"] = df.Word.str.lower()\n",
"df.loc[:, \"Affix\"] = df.Affix.str.lower()\n",
"df.loc[:, \"Root\"] = df.Root.str.lower()\n",
"\n",
"df.loc[:, \"Tag\"] = df.Tag.str.strip()\n",
"tdf = pd.read_csv(\"../Downloads/test_data.csv\")\n",
"tdf.loc[:, \"PoS_word\"] = tdf.PoS_word.str.strip()\n",
"tdf.loc[:, \"PoS_root\"] = tdf.PoS_root.str.strip()\n",
"\n",
"tdf.loc[:, \"Word\"] = tdf.Word.str.lower()\n",
"tdf.loc[:, \"Affix\"] = tdf.Affix.str.lower()\n",
"tdf.loc[:, \"Root\"] = tdf.Root.str.lower()"
]
},
{
"cell_type": "code",
"execution_count": 462,
"id": "476ef693",
"metadata": {},
"outputs": [],
"source": [
"def get_preprocessed_dfs(folder):\n",
" df = pd.read_csv(f\"{folder}/train_data.csv\").drop_duplicates()\n",
" df.loc[:, \"Tag\"] = df.Tag.apply(lambda x: \"CAUS_2\" if x.startswith(\"CAUS_\") and x != \"CAUS_1\" else x)\n",
"\n",
" cats = ['FUT_INDF_3PLF', 'FUT_INDF_NEG', 'PST_INDF_PS', 'PCP_FUT_NEG', 'PCP_FUT_DEF', 'PRES_CONT', 'PRES_2SGF', 'POSS_2SGF', 'POSS_2PLF', 'NUM_APPR3', 'NUM_APPR2', 'NUM_APPR1', 'ADVV_CONT', 'ADJECTIVE', 'PST_ITER', 'PST_INDF', 'PST_EVID', 'PRES_PST', 'POSS_3SG', 'POSS_3PL', 'POSS_2SG', 'POSS_2PL', 'POSS_1SG', 'POSS_1PL', 'NUM_COLL', 'FUT_INDF', 'ADVV_SUC', 'ADVV_NEG', 'ADVV_INT', 'ADVV_ACC', 'PST_DEF', 'NUM_ORD', 'NUMERAL', 'IMP_SGF', 'IMP_PLF', 'FUT_DEF', 'PREC_1', 'PCP_PS', 'PCP_PR', 'JUS_SG', 'JUS_PL', 'IMP_SG', 'IMP_PL', 'HOR_SG', 'HOR_PL', 'DESIDE', 'CAUS_2', 'CAUS_1', 'INF_5', 'INF_4', 'INF_3', 'INF_2', 'INF_1', 'VERB', 'REFL', 'RECP', 'PRES', 'PREM', 'PERS', 'PASS', 'COND', 'COMP', '2SGF', '2PLF', 'SUC', 'OPT', 'NOM', 'NEG', 'NEG', 'LOC', 'INT', 'GEN', 'DAT', 'ACT', 'ACC', 'ABL', '3SG', '3PL', '2SG', '2PL', '1SG', '1PL', 'SG', 'PL']\n",
" cats = sorted([x.lower() for x in cats], key=lambda x: (len(x), x), reverse=True)\n",
"\n",
" for col in df.columns:\n",
" df.loc[:, col] = df[col].apply(lambda x: x.strip().lower())\n",
"\n",
" def tag2list(t):\n",
" res = []\n",
" for c in cats:\n",
" if c in t:\n",
" res.append(c)\n",
" t = t.replace(c, \"\")\n",
" return res\n",
"\n",
" df.loc[:, \"Tag\"] = df.Tag.apply(tag2list)\n",
"\n",
" tdf = pd.read_csv(f\"{folder}/test_data.csv\")\n",
" tdf.pop(\"Tag\")\n",
" for col in tdf.columns:\n",
" tdf.loc[:, col] = tdf[col].apply(lambda x: x.strip().lower())\n",
"\n",
" return {\"train\": df.rename(columns={x: x.lower() for x in df.columns}), \"test\": tdf.rename(columns={x: x.lower() for x in tdf.columns})}"
]
},
{
"cell_type": "code",
"execution_count": 493,
"id": "f04bd7a6",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" word | \n",
" root | \n",
" affix | \n",
" tag | \n",
" pos_root | \n",
" pos_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" өнөрүн | \n",
" өнөр | \n",
" үн | \n",
" poss_3pl_acc | \n",
" noun | \n",
" noun | \n",
"
\n",
" \n",
" | 1 | \n",
" талаштык | \n",
" талаш | \n",
" тык | \n",
" pst_def_poss_1pl | \n",
" verb | \n",
" verb | \n",
"
\n",
" \n",
" | 2 | \n",
" сиңдим | \n",
" сиңди | \n",
" м | \n",
" poss_1sg | \n",
" noun | \n",
" noun | \n",
"
\n",
" \n",
" | 3 | \n",
" апаңардын | \n",
" апа | \n",
" ңардын | \n",
" poss_2pl_gen | \n",
" noun | \n",
" noun | \n",
"
\n",
" \n",
" | 4 | \n",
" байкаптырсыңар | \n",
" байка | \n",
" птыр-сыңар | \n",
" pst_evid_2pl | \n",
" verb | \n",
" verb | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 24635 | \n",
" сапатты | \n",
" сапат | \n",
" ты | \n",
" acc | \n",
" noun | \n",
" noun | \n",
"
\n",
" \n",
" | 24636 | \n",
" кайрылуу | \n",
" кайрыл | \n",
" уу | \n",
" inf_2 | \n",
" verb | \n",
" verb | \n",
"
\n",
" \n",
" | 24637 | \n",
" термелдиңер | \n",
" термел | \n",
" диңер | \n",
" pst_def_poss_2pl | \n",
" verb | \n",
" verb | \n",
"
\n",
" \n",
" | 24638 | \n",
" отуз төрттөй | \n",
" отуз төрт | \n",
" төй | \n",
" num_appr2 | \n",
" num | \n",
" num | \n",
"
\n",
" \n",
" | 24639 | \n",
" топтоп жатат | \n",
" топто | \n",
" п жатат | \n",
" pres_3sg | \n",
" verb | \n",
" verb | \n",
"
\n",
" \n",
"
\n",
"
24408 rows × 6 columns
\n",
"
"
],
"text/plain": [
" word root affix tag pos_root \\\n",
"0 өнөрүн өнөр үн poss_3pl_acc noun \n",
"1 талаштык талаш тык pst_def_poss_1pl verb \n",
"2 сиңдим сиңди м poss_1sg noun \n",
"3 апаңардын апа ңардын poss_2pl_gen noun \n",
"4 байкаптырсыңар байка птыр-сыңар pst_evid_2pl verb \n",
"... ... ... ... ... ... \n",
"24635 сапатты сапат ты acc noun \n",
"24636 кайрылуу кайрыл уу inf_2 verb \n",
"24637 термелдиңер термел диңер pst_def_poss_2pl verb \n",
"24638 отуз төрттөй отуз төрт төй num_appr2 num \n",
"24639 топтоп жатат топто п жатат pres_3sg verb \n",
"\n",
" pos_word \n",
"0 noun \n",
"1 verb \n",
"2 noun \n",
"3 noun \n",
"4 verb \n",
"... ... \n",
"24635 noun \n",
"24636 verb \n",
"24637 verb \n",
"24638 num \n",
"24639 verb \n",
"\n",
"[24408 rows x 6 columns]"
]
},
"execution_count": 493,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfs = get_preprocessed_dfs2(\"../Downloads/\")\n",
"dfs[\"train\"]\n"
]
},
{
"cell_type": "code",
"execution_count": 426,
"id": "1db4b2aa",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['FUT_INDF_3PLF', 'FUT_INDF_NEG', 'PST_INDF_PS', 'PCP_FUT_NEG', 'PCP_FUT_DEF', 'PRES_CONT', 'PRES_2SGF', 'POSS_2SGF', 'POSS_2PLF', 'NUM_APPR3', 'NUM_APPR2', 'NUM_APPR1', 'ADVV_CONT', 'ADJECTIVE', 'PST_ITER', 'PST_INDF', 'PST_EVID', 'PRES_PST', 'POSS_3SG', 'POSS_3PL', 'POSS_2SG', 'POSS_2PL', 'POSS_1SG', 'POSS_1PL', 'NUM_COLL', 'FUT_INDF', 'ADVV_SUC', 'ADVV_NEG', 'ADVV_INT', 'ADVV_ACC', 'PST_DEF', 'NUM_ORD', 'NUMERAL', 'IMP_SGF', 'IMP_PLF', 'FUT_DEF', 'PREC_1', 'PCP_PS', 'PCP_PR', 'JUS_SG', 'JUS_PL', 'IMP_SG', 'IMP_PL', 'HOR_SG', 'HOR_PL', 'DESIDE', 'CAUS_2', 'CAUS_1', 'INF_5', 'INF_4', 'INF_3', 'INF_2', 'INF_1', 'VERB', 'REFL', 'RECP', 'PRES', 'PREM', 'PERS', 'PASS', 'COND', 'COMP', '2SGF', '2PLF', 'SUC', 'OPT', 'NOM', 'NEG', 'NEG', 'LOC', 'INT', 'GEN', 'DAT', 'ACT', 'ACC', 'ABL', '3SG', '3PL', '2SG', '2PL', '1SG', '1PL', 'SG', 'PL']\n"
]
}
],
"source": [
"cats = ['FUT_INDF_NEG', 'PCP_FUT_DEF', 'PCP_FUT_NEG', 'PRES_PST', 'PST_INDF_PS', 'FUT_INDF_3PLF', 'POSS_2SGF', 'PRES_2SGF', 'POSS_2PLF', 'ADJECTIVE', 'NUM_APPR1', 'NUM_APPR2', 'NUM_APPR3', 'PRES_CONT', 'ADVV_CONT', 'POSS_1SG', 'POSS_2SG', 'POSS_3SG', 'POSS_1PL', 'POSS_2PL', 'POSS_3PL', 'NUM_COLL', 'PST_INDF', 'PST_EVID', 'PST_ITER', 'FUT_INDF', 'ADVV_ACC', 'ADVV_INT', 'ADVV_NEG', 'ADVV_SUC', 'NUMERAL', 'NUM_ORD', 'IMP_SGF', 'IMP_PLF', 'PST_DEF', 'FUT_DEF', 'HOR_SG', 'HOR_PL', 'IMP_SG', 'IMP_PL', 'JUS_SG', 'JUS_PL', 'PREC_1', 'CAUS_1', 'CAUS_2', 'PCP_PR', 'PCP_PS', 'DESIDE', 'INF_1', 'INF_2', 'INF_3', 'INF_4', 'INF_5', '2SGF', '2PLF', 'PERS', 'COMP', 'VERB', 'PASS', 'REFL', 'RECP', 'PRES', 'COND', 'PREM', 'NOM', 'GEN', 'DAT', 'ACC', 'LOC', 'ABL', '1SG', '2SG', '3SG', '1PL', '2PL', '3PL', 'ACT', 'NEG', 'INT', 'NEG', 'SUC', 'OPT', 'SG', 'PL']\n",
"cats = sorted(cats, key=lambda x: (len(x), x), reverse=True)\n",
"print(cats)\n",
"cats = ['FUT_INDF_3PLF', 'FUT_INDF_NEG', 'PST_INDF_PS', 'PCP_FUT_NEG', 'PCP_FUT_DEF', 'PRES_CONT', 'PRES_2SGF', 'POSS_2SGF', 'POSS_2PLF', 'NUM_APPR3', 'NUM_APPR2', 'NUM_APPR1', 'ADVV_CONT', 'ADJECTIVE', 'PST_ITER', 'PST_INDF', 'PST_EVID', 'PRES_PST', 'POSS_3SG', 'POSS_3PL', 'POSS_2SG', 'POSS_2PL', 'POSS_1SG', 'POSS_1PL', 'NUM_COLL', 'FUT_INDF', 'ADVV_SUC', 'ADVV_NEG', 'ADVV_INT', 'ADVV_ACC', 'PST_DEF', 'NUM_ORD', 'NUMERAL', 'IMP_SGF', 'IMP_PLF', 'FUT_DEF', 'PREC_1', 'PCP_PS', 'PCP_PR', 'JUS_SG', 'JUS_PL', 'IMP_SG', 'IMP_PL', 'HOR_SG', 'HOR_PL', 'DESIDE', 'CAUS_2', 'CAUS_1', 'INF_5', 'INF_4', 'INF_3', 'INF_2', 'INF_1', 'VERB', 'REFL', 'RECP', 'PRES', 'PREM', 'PERS', 'PASS', 'COND', 'COMP', '2SGF', '2PLF', 'SUC', 'OPT', 'NOM', 'NEG', 'NEG', 'LOC', 'INT', 'GEN', 'DAT', 'ACT', 'ACC', 'ABL', '3SG', '3PL', '2SG', '2PL', '1SG', '1PL', 'SG', 'PL']"
]
},
{
"cell_type": "code",
"execution_count": 429,
"id": "f94a9a8b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"24408"
]
},
"execution_count": 429,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df)"
]
},
{
"cell_type": "code",
"execution_count": 428,
"id": "a2c3c5a4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('PL', 11299),\n",
" ('SG', 10628),\n",
" ('2SG', 5031),\n",
" ('2PL', 4466),\n",
" ('NEG', 3840),\n",
" ('1SG', 3626),\n",
" ('POSS_2SG', 2749),\n",
" ('POSS_2PL', 2494),\n",
" ('2SGF', 2408),\n",
" ('1PL', 2334),\n",
" ('POSS_1SG', 2195),\n",
" ('2PLF', 2134),\n",
" ('GEN', 1831),\n",
" ('ACC', 1829),\n",
" ('ABL', 1829),\n",
" ('DAT', 1575),\n",
" ('LOC', 1574),\n",
" ('3SG', 1512),\n",
" ('FUT_DEF', 1484),\n",
" ('PRES', 1287),\n",
" ('POSS_2SGF', 1245),\n",
" ('POSS_2PLF', 1245),\n",
" ('FUT_INDF', 1170),\n",
" ('POSS_1PL', 1165),\n",
" ('3PL', 1013),\n",
" ('PST_DEF', 978),\n",
" ('COND', 938),\n",
" ('PST_ITER', 904),\n",
" ('PST_INDF', 896),\n",
" ('PERS', 862),\n",
" ('PST_EVID', 791),\n",
" ('INF_4', 791),\n",
" ('POSS_3PL', 595),\n",
" ('NUM_ORD', 575),\n",
" ('POSS_3SG', 510),\n",
" ('HOR_SG', 231),\n",
" ('FUT_INDF_NEG', 230),\n",
" ('PCP_FUT_NEG', 230),\n",
" ('ADVV_SUC', 230),\n",
" ('SUC', 230),\n",
" ('HOR_PL', 228),\n",
" ('IMP_PL', 228),\n",
" ('ADVV_NEG', 226),\n",
" ('JUS_PL', 225),\n",
" ('RECP', 222),\n",
" ('INT', 200),\n",
" ('OPT', 136),\n",
" ('PASS', 132),\n",
" ('PRES_2SGF', 120),\n",
" ('FUT_INDF_3PLF', 115),\n",
" ('PST_INDF_PS', 115),\n",
" ('PCP_FUT_DEF', 115),\n",
" ('INF_5', 115),\n",
" ('IMP_SG', 115),\n",
" ('ADVV_INT', 115),\n",
" ('DESIDE', 113),\n",
" ('PCP_PR', 113),\n",
" ('PRES_PST', 113),\n",
" ('IMP_PLF', 113),\n",
" ('JUS_SG', 113),\n",
" ('PREC_1', 113),\n",
" ('ADVV_ACC', 113),\n",
" ('INF_3', 111),\n",
" ('COMP', 105),\n",
" ('CAUS_1', 93),\n",
" ('INF_2', 79),\n",
" ('CAUS_2', 74),\n",
" ('REFL', 38),\n",
" ('INF_1', 36),\n",
" ('NUM_APPR1', 30),\n",
" ('NUM_APPR2', 30),\n",
" ('PREM', 21),\n",
" ('NUM_APPR3', 18),\n",
" ('NUM_COLL', 9),\n",
" ('PRES_CONT', 6)]"
]
},
"execution_count": 428,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import collections\n",
"remnants = collections.defaultdict(int)\n",
"for tag in df.Tag:\n",
" for c in cats:\n",
" if c in tag:\n",
" remnants[c] += 1\n",
"\n",
"Counter(remnants).most_common()"
]
},
{
"cell_type": "code",
"execution_count": 430,
"id": "e6efdcb4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Counter({'*_*': 13509, '*': 6523, '*_*_*': 4376})"
]
},
"execution_count": 430,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"remnants = []\n",
"for tag in df.Tag:\n",
" for c in cats:\n",
" if c in tag:\n",
" tag = tag.replace(c, f\"*\")\n",
" remnants.append(tag)\n",
"Counter(remnants)"
]
},
{
"cell_type": "code",
"execution_count": 431,
"id": "87dbb98d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 431,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\"RECP_PST\" in cats"
]
},
{
"cell_type": "code",
"execution_count": 412,
"id": "14d1e56c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 320 | \n",
" достошконсуң | \n",
" достош | \n",
" кон-суң | \n",
" PST_INDF_PS_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 3227 | \n",
" тосконсуңар | \n",
" тос | \n",
" кон-суңар | \n",
" PST_INDF_2PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 3314 | \n",
" кошконсуңар | \n",
" кош | \n",
" кон-суңар | \n",
" PST_INDF_2PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 8005 | \n",
" кошконсуң | \n",
" кош | \n",
" кон-суң | \n",
" PST_INDF_PS_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 8187 | \n",
" тосконсуң | \n",
" тос | \n",
" кон-суң | \n",
" PST_INDF_PS_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 10959 | \n",
" достошконсуңар | \n",
" достош | \n",
" кон-суңар | \n",
" PST_INDF_2PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 13024 | \n",
" коштошконсуңар | \n",
" коштош | \n",
" кон-суңар | \n",
" PST_INDF_2PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 19696 | \n",
" коштошконсуң | \n",
" коштош | \n",
" кон-суң | \n",
" PST_INDF_PS_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"320 достошконсуң достош кон-суң PST_INDF_PS_2SG VERB VERB\n",
"3227 тосконсуңар тос кон-суңар PST_INDF_2PL VERB VERB\n",
"3314 кошконсуңар кош кон-суңар PST_INDF_2PL VERB VERB\n",
"8005 кошконсуң кош кон-суң PST_INDF_PS_2SG VERB VERB\n",
"8187 тосконсуң тос кон-суң PST_INDF_PS_2SG VERB VERB\n",
"10959 достошконсуңар достош кон-суңар PST_INDF_2PL VERB VERB\n",
"13024 коштошконсуңар коштош кон-суңар PST_INDF_2PL VERB VERB\n",
"19696 коштошконсуң коштош кон-суң PST_INDF_PS_2SG VERB VERB"
]
},
"execution_count": 412,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Affix.str.contains(\"кон-суң\")]"
]
},
{
"cell_type": "code",
"execution_count": 432,
"id": "8b28ddc6",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 66 | \n",
" кайрыбасмын | \n",
" кайры | \n",
" бас-мын | \n",
" PCP_FUT_NEG_PERS_1SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 234 | \n",
" саптабасмын | \n",
" сапта | \n",
" бас-мын | \n",
" PCP_FUT_NEG_PERS_1SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 291 | \n",
" узатпасмын | \n",
" узат | \n",
" пас-мын | \n",
" PCP_FUT_NEG_PERS_1SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 423 | \n",
" тилдебесмин | \n",
" тилде | \n",
" бес-мин | \n",
" PCP_FUT_NEG_PERS_1SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 744 | \n",
" өстүрбөс | \n",
" өстүр | \n",
" бө-с | \n",
" PCP_FUT_NEG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 24307 | \n",
" турбасмын | \n",
" тур | \n",
" бас-мын | \n",
" PCP_FUT_NEG_PERS_1SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24395 | \n",
" жасабас | \n",
" жаса | \n",
" ба-с | \n",
" PCP_FUT_NEG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24510 | \n",
" созулбасмын | \n",
" созул | \n",
" бас-мын | \n",
" PCP_FUT_NEG_PERS_1SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24517 | \n",
" казбасмын | \n",
" каз | \n",
" бас-мын | \n",
" PCP_FUT_NEG_PERS_1SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24560 | \n",
" жыйнабасмын | \n",
" жыйна | \n",
" бас-мын | \n",
" PCP_FUT_NEG_PERS_1SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
230 rows × 6 columns
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"66 кайрыбасмын кайры бас-мын PCP_FUT_NEG_PERS_1SG VERB VERB\n",
"234 саптабасмын сапта бас-мын PCP_FUT_NEG_PERS_1SG VERB VERB\n",
"291 узатпасмын узат пас-мын PCP_FUT_NEG_PERS_1SG VERB VERB\n",
"423 тилдебесмин тилде бес-мин PCP_FUT_NEG_PERS_1SG VERB VERB\n",
"744 өстүрбөс өстүр бө-с PCP_FUT_NEG VERB VERB\n",
"... ... ... ... ... ... ...\n",
"24307 турбасмын тур бас-мын PCP_FUT_NEG_PERS_1SG VERB VERB\n",
"24395 жасабас жаса ба-с PCP_FUT_NEG VERB VERB\n",
"24510 созулбасмын созул бас-мын PCP_FUT_NEG_PERS_1SG VERB VERB\n",
"24517 казбасмын каз бас-мын PCP_FUT_NEG_PERS_1SG VERB VERB\n",
"24560 жыйнабасмын жыйна бас-мын PCP_FUT_NEG_PERS_1SG VERB VERB\n",
"\n",
"[230 rows x 6 columns]"
]
},
"execution_count": 432,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Tag.str.contains(\"PCP_FUT_NEG\")]"
]
},
{
"cell_type": "code",
"execution_count": 411,
"id": "3bd060c5",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2410 | \n",
" алышкансыз | \n",
" алыш | \n",
" кан-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 3909 | \n",
" өстүргөнсүз | \n",
" өстүр | \n",
" гөн-сүз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 22931 | \n",
" урматтагансыз | \n",
" урматта | \n",
" ган-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24224 | \n",
" түрткөнсүз | \n",
" түрт | \n",
" көн-сүз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 7574 | \n",
" чогулткансыз | \n",
" чогулт | \n",
" кан-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 5716 | \n",
" ургансыз | \n",
" ур | \n",
" ган-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 10467 | \n",
" шыпыргансыз | \n",
" шыпыр | \n",
" ган-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 19880 | \n",
" кошконсуз | \n",
" кош | \n",
" кон-суз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16735 | \n",
" издегенсиз | \n",
" изде | \n",
" ген-сиз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 8449 | \n",
" тазалагансыз | \n",
" тазала | \n",
" ган-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 21136 | \n",
" салгансыз | \n",
" сал | \n",
" ган-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 10549 | \n",
" текшергенсиз | \n",
" текшер | \n",
" ген-сиз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 2319 | \n",
" өчүргөнсүз | \n",
" өчүр | \n",
" гөн-сүз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 17054 | \n",
" созулгансыз | \n",
" созул | \n",
" ган-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16505 | \n",
" коркуткансыз | \n",
" коркут | \n",
" кан-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23974 | \n",
" үйрөнгөнсүз | \n",
" үйрөн | \n",
" гөн-сүз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 5014 | \n",
" коштошконсуз | \n",
" коштош | \n",
" кон-суз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 6606 | \n",
" ачкансыз | \n",
" ач | \n",
" кан-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 10056 | \n",
" бүктөгөнсүз | \n",
" бүктө | \n",
" гөн-сүз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 20608 | \n",
" жапкансыз | \n",
" жап | \n",
" кан-сыз | \n",
" PST_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"2410 алышкансыз алыш кан-сыз PST_INDF_2SGF VERB VERB\n",
"3909 өстүргөнсүз өстүр гөн-сүз PST_INDF_2SGF VERB VERB\n",
"22931 урматтагансыз урматта ган-сыз PST_INDF_2SGF VERB VERB\n",
"24224 түрткөнсүз түрт көн-сүз PST_INDF_2SGF VERB VERB\n",
"7574 чогулткансыз чогулт кан-сыз PST_INDF_2SGF VERB VERB\n",
"5716 ургансыз ур ган-сыз PST_INDF_2SGF VERB VERB\n",
"10467 шыпыргансыз шыпыр ган-сыз PST_INDF_2SGF VERB VERB\n",
"19880 кошконсуз кош кон-суз PST_INDF_2SGF VERB VERB\n",
"16735 издегенсиз изде ген-сиз PST_INDF_2SGF VERB VERB\n",
"8449 тазалагансыз тазала ган-сыз PST_INDF_2SGF VERB VERB\n",
"21136 салгансыз сал ган-сыз PST_INDF_2SGF VERB VERB\n",
"10549 текшергенсиз текшер ген-сиз PST_INDF_2SGF VERB VERB\n",
"2319 өчүргөнсүз өчүр гөн-сүз PST_INDF_2SGF VERB VERB\n",
"17054 созулгансыз созул ган-сыз PST_INDF_2SGF VERB VERB\n",
"16505 коркуткансыз коркут кан-сыз PST_INDF_2SGF VERB VERB\n",
"23974 үйрөнгөнсүз үйрөн гөн-сүз PST_INDF_2SGF VERB VERB\n",
"5014 коштошконсуз коштош кон-суз PST_INDF_2SGF VERB VERB\n",
"6606 ачкансыз ач кан-сыз PST_INDF_2SGF VERB VERB\n",
"10056 бүктөгөнсүз бүктө гөн-сүз PST_INDF_2SGF VERB VERB\n",
"20608 жапкансыз жап кан-сыз PST_INDF_2SGF VERB VERB"
]
},
"execution_count": 411,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Tag.str.contains(\"PST_INDF_2SG\")].sample(20)"
]
},
{
"cell_type": "code",
"execution_count": 399,
"id": "18080e80",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 68 | \n",
" коюп жаттың | \n",
" кой | \n",
" уп-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 191 | \n",
" чаптап жаттың | \n",
" чапта | \n",
" п-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 521 | \n",
" табып жаттың | \n",
" тап | \n",
" ып-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 728 | \n",
" адашып жаттың | \n",
" адаш | \n",
" ып-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 888 | \n",
" сурап жаттың | \n",
" сура | \n",
" п-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 23450 | \n",
" жеңип жаттың | \n",
" жең | \n",
" ип-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23906 | \n",
" тазалап жаттың | \n",
" тазала | \n",
" п-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23999 | \n",
" жылмайып жаттың | \n",
" жылмай | \n",
" ып-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24075 | \n",
" көтөрүп жаттың | \n",
" көтөр | \n",
" үп-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24099 | \n",
" конуп жаттың | \n",
" кон | \n",
" уп-жаттың | \n",
" PRES_PST_2SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
113 rows × 6 columns
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"68 коюп жаттың кой уп-жаттың PRES_PST_2SG VERB VERB\n",
"191 чаптап жаттың чапта п-жаттың PRES_PST_2SG VERB VERB\n",
"521 табып жаттың тап ып-жаттың PRES_PST_2SG VERB VERB\n",
"728 адашып жаттың адаш ып-жаттың PRES_PST_2SG VERB VERB\n",
"888 сурап жаттың сура п-жаттың PRES_PST_2SG VERB VERB\n",
"... ... ... ... ... ... ...\n",
"23450 жеңип жаттың жең ип-жаттың PRES_PST_2SG VERB VERB\n",
"23906 тазалап жаттың тазала п-жаттың PRES_PST_2SG VERB VERB\n",
"23999 жылмайып жаттың жылмай ып-жаттың PRES_PST_2SG VERB VERB\n",
"24075 көтөрүп жаттың көтөр үп-жаттың PRES_PST_2SG VERB VERB\n",
"24099 конуп жаттың кон уп-жаттың PRES_PST_2SG VERB VERB\n",
"\n",
"[113 rows x 6 columns]"
]
},
"execution_count": 399,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Tag == \"PRES_PST_2SG\"]"
]
},
{
"cell_type": "code",
"execution_count": 186,
"id": "02bce579",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"VERB 13175\n",
"NOUN 10061\n",
"NUM 1067\n",
"ADJECTIVE 105\n",
"Name: PoS_word, dtype: int64"
]
},
"execution_count": 186,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.PoS_word.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 187,
"id": "39469513",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PL_POSS_1SG_GEN 340\n",
"DAT 280\n",
"GEN 280\n",
"ABL 279\n",
"LOC 279\n",
" ... \n",
"NUM_APPR3 18\n",
"NUM_COLL 9\n",
"PRES_CONT_2SGF_PERS 2\n",
"PRES_CONT_1SG_PERS 2\n",
"PRES_CONT_2SG_PERS 2\n",
"Name: Tag, Length: 233, dtype: int64"
]
},
"execution_count": 187,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.Tag.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 188,
"id": "fdb741b9",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(df.Tag.value_counts().values)\n",
"plt.yscale(\"log\")"
]
},
{
"cell_type": "code",
"execution_count": 189,
"id": "cb25dcc4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(df.Tag.value_counts().values)\n",
"plt.yscale(\"log\")"
]
},
{
"cell_type": "code",
"execution_count": 190,
"id": "2428fa37",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([340, 280, 280, 279, 279, 231, 230, 230, 228, 226, 225, 171, 170,\n",
" 170, 170, 170, 170, 170, 170, 170, 166, 158, 142, 137, 120, 120,\n",
" 120, 120, 120, 120, 120, 120, 115, 115, 115, 115, 115, 115, 115,\n",
" 115, 115, 115, 115, 115, 115, 115, 115, 115, 115, 115, 115, 115,\n",
" 115, 115, 115, 115, 115, 115, 115, 115, 115, 115, 115, 115, 115,\n",
" 115, 115, 115, 115, 115, 115, 115, 115, 115, 114, 114, 114, 114,\n",
" 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113,\n",
" 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113,\n",
" 113, 113, 113, 113, 113, 113, 113, 113, 112, 112, 112, 112, 111,\n",
" 111, 111, 105, 93, 91, 86, 85, 85, 85, 85, 85, 85, 85,\n",
" 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85,\n",
" 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85,\n",
" 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85,\n",
" 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85,\n",
" 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85,\n",
" 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85, 85,\n",
" 80, 79, 79, 79, 79, 74, 66, 66, 66, 38, 36, 30, 30,\n",
" 21, 21, 20, 20, 20, 20, 20, 18, 9, 2, 2, 2])"
]
},
"execution_count": 190,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.Tag.value_counts().values"
]
},
{
"cell_type": "code",
"execution_count": 164,
"id": "9f4e0dfa",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"['2SGF',\n",
" 'ABL',\n",
" 'ACC',\n",
" 'ADVV_ACC',\n",
" 'ADVV_INT',\n",
" 'ADVV_NEG',\n",
" 'ADVV_SUC',\n",
" 'CAUS_1',\n",
" 'CAUS_2',\n",
" 'COMP',\n",
" 'COND',\n",
" 'COND_POSS_1PL',\n",
" 'COND_POSS_1SG',\n",
" 'COND_POSS_2PL',\n",
" 'COND_POSS_2PLF',\n",
" 'COND_POSS_2SG',\n",
" 'COND_POSS_2SGF',\n",
" 'DAT',\n",
" 'DESIDE',\n",
" 'FUT_DEF',\n",
" 'FUT_DEF_1PL',\n",
" 'FUT_DEF_1SG',\n",
" 'FUT_DEF_2PL',\n",
" 'FUT_DEF_2PLF',\n",
" 'FUT_DEF_2SG',\n",
" 'FUT_DEF_2SGF',\n",
" 'FUT_DEF_3PL',\n",
" 'FUT_DEF_3SG',\n",
" 'FUT_INDF',\n",
" 'FUT_INDF_1PL',\n",
" 'FUT_INDF_1SG',\n",
" 'FUT_INDF_2PL',\n",
" 'FUT_INDF_2SG',\n",
" 'FUT_INDF_2SGF',\n",
" 'FUT_INDF_3PLF',\n",
" 'FUT_INDF_3SG',\n",
" 'FUT_INDF_NEG',\n",
" 'FUT_INDF_NEG_PERS_1SG',\n",
" 'GEN',\n",
" 'HOR_PL',\n",
" 'HOR_SG',\n",
" 'IMP_PL',\n",
" 'IMP_PLF',\n",
" 'IMP_SG',\n",
" 'INF_1',\n",
" 'INF_2',\n",
" 'INF_3',\n",
" 'INF_4',\n",
" 'INF_4_1PL',\n",
" 'INF_4_1SG',\n",
" 'INF_4_2PL',\n",
" 'INF_4_2PLF',\n",
" 'INF_4_2SG',\n",
" 'INF_4_2SGF',\n",
" 'INF_5_POSS_1SG',\n",
" 'INT',\n",
" 'JUS_PL',\n",
" 'JUS_SG',\n",
" 'LOC',\n",
" 'NEG',\n",
" 'NEG_1PL',\n",
" 'NEG_1SG',\n",
" 'NEG_2PL',\n",
" 'NEG_2PLF',\n",
" 'NEG_2SG',\n",
" 'NEG_2SGF',\n",
" 'NEG_FUT_DEF_3PL',\n",
" 'NEG_FUT_DEF_3SG',\n",
" 'NEG_PST_INDF_3SG',\n",
" 'NEG_PST_ITER_3SG',\n",
" 'NUM_APPR1',\n",
" 'NUM_APPR2',\n",
" 'NUM_APPR3',\n",
" 'NUM_COLL',\n",
" 'NUM_ORD_1PL',\n",
" 'NUM_ORD_1SG',\n",
" 'NUM_ORD_2PL',\n",
" 'NUM_ORD_2SGF',\n",
" 'NUM_ORD_3PL',\n",
" 'NUM_ORD_ABL',\n",
" 'NUM_ORD_ACC',\n",
" 'NUM_ORD_DAT',\n",
" 'NUM_ORD_GEN',\n",
" 'NUM_ORD_LOC',\n",
" 'OPT',\n",
" 'OPT_POSS_1SG',\n",
" 'PASS',\n",
" 'PASS_PST_DEF',\n",
" 'PCP_FUT_DEF',\n",
" 'PCP_FUT_NEG',\n",
" 'PCP_FUT_NEG_PERS_1SG',\n",
" 'PCP_PR',\n",
" 'PERS_1PL',\n",
" 'PERS_1SG',\n",
" 'PERS_2PL',\n",
" 'PERS_2PLF',\n",
" 'PERS_2SG',\n",
" 'PL',\n",
" 'PL_ABL',\n",
" 'PL_ACC',\n",
" 'PL_DAT',\n",
" 'PL_GEN',\n",
" 'PL_LOC',\n",
" 'PL_PERS_1PL',\n",
" 'PL_POSS_1PL',\n",
" 'PL_POSS_1PL_ABL',\n",
" 'PL_POSS_1PL_ACC',\n",
" 'PL_POSS_1PL_DAT',\n",
" 'PL_POSS_1PL_GEN',\n",
" 'PL_POSS_1PL_LOC',\n",
" 'PL_POSS_1SG',\n",
" 'PL_POSS_1SG_ABL',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'PL_POSS_1SG_DAT',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'PL_POSS_1SG_LOC',\n",
" 'PL_POSS_2PL',\n",
" 'PL_POSS_2PLF',\n",
" 'PL_POSS_2PLF_ABL',\n",
" 'PL_POSS_2PLF_ACC',\n",
" 'PL_POSS_2PLF_DAT',\n",
" 'PL_POSS_2PLF_GEN',\n",
" 'PL_POSS_2PLF_LOC',\n",
" 'PL_POSS_2PL_ABL',\n",
" 'PL_POSS_2PL_ACC',\n",
" 'PL_POSS_2PL_DAT',\n",
" 'PL_POSS_2PL_GEN',\n",
" 'PL_POSS_2PL_LOC',\n",
" 'PL_POSS_2SG',\n",
" 'PL_POSS_2SGF',\n",
" 'PL_POSS_2SGF_ABL',\n",
" 'PL_POSS_2SGF_ACC',\n",
" 'PL_POSS_2SGF_DAT',\n",
" 'PL_POSS_2SGF_GEN',\n",
" 'PL_POSS_2SGF_LOC',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'PL_POSS_2SG_ACC',\n",
" 'PL_POSS_2SG_DAT',\n",
" 'PL_POSS_2SG_LOC',\n",
" 'PL_POSS_3PL',\n",
" 'PL_POSS_3PL_ABL',\n",
" 'PL_POSS_3PL_DAT',\n",
" 'PL_POSS_3PL_GEN',\n",
" 'PL_POSS_3SG',\n",
" 'PL_POSS_3SG_LOC',\n",
" 'POSS_1PL_ABL',\n",
" 'POSS_1PL_ACC',\n",
" 'POSS_1PL_DAT',\n",
" 'POSS_1PL_GEN',\n",
" 'POSS_1PL_LOC',\n",
" 'POSS_1SG',\n",
" 'POSS_1SG_ABL',\n",
" 'POSS_1SG_ACC',\n",
" 'POSS_1SG_DAT',\n",
" 'POSS_1SG_GEN',\n",
" 'POSS_1SG_LOC',\n",
" 'POSS_2PL',\n",
" 'POSS_2PLF',\n",
" 'POSS_2PLF_ABL',\n",
" 'POSS_2PLF_ACC',\n",
" 'POSS_2PLF_DAT',\n",
" 'POSS_2PLF_GEN',\n",
" 'POSS_2PLF_LOC',\n",
" 'POSS_2PL_ABL',\n",
" 'POSS_2PL_ACC',\n",
" 'POSS_2PL_DAT',\n",
" 'POSS_2PL_GEN',\n",
" 'POSS_2PL_LOC',\n",
" 'POSS_2SG',\n",
" 'POSS_2SGF',\n",
" 'POSS_2SGF_ABL',\n",
" 'POSS_2SGF_ACC',\n",
" 'POSS_2SGF_DAT',\n",
" 'POSS_2SGF_GEN',\n",
" 'POSS_2SGF_LOC',\n",
" 'POSS_2SG_ABL',\n",
" 'POSS_2SG_ACC',\n",
" 'POSS_2SG_DAT',\n",
" 'POSS_2SG_GEN',\n",
" 'POSS_2SG_LOC',\n",
" 'POSS_3PL_ABL',\n",
" 'POSS_3PL_ACC',\n",
" 'POSS_3PL_LOC',\n",
" 'POSS_3SG',\n",
" 'POSS_3SG_DAT',\n",
" 'POSS_3SG_GEN',\n",
" 'PREC_1',\n",
" 'PREM',\n",
" 'PRES',\n",
" 'PRES_1PL',\n",
" 'PRES_1SG',\n",
" 'PRES_2PL',\n",
" 'PRES_2PLF',\n",
" 'PRES_2SG',\n",
" 'PRES_2SGF',\n",
" 'PRES_3SG',\n",
" 'PRES_COND',\n",
" 'PRES_CONT_1SG_PERS',\n",
" 'PRES_CONT_2SGF_PERS',\n",
" 'PRES_CONT_2SG_PERS',\n",
" 'PRES_POSS_1SG',\n",
" 'PRES_PST_2SG',\n",
" 'PST_DEF',\n",
" 'PST_DEF_POSS_1PL',\n",
" 'PST_DEF_POSS_1SG',\n",
" 'PST_DEF_POSS_2PL',\n",
" 'PST_DEF_POSS_2PLF',\n",
" 'PST_DEF_POSS_2SG',\n",
" 'PST_DEF_POSS_2SGF',\n",
" 'PST_EVID_1PL',\n",
" 'PST_EVID_1SG',\n",
" 'PST_EVID_2PL',\n",
" 'PST_EVID_2PLF',\n",
" 'PST_EVID_2SG',\n",
" 'PST_EVID_2SGF',\n",
" 'PST_EVID_3SG',\n",
" 'PST_INDF_1PL',\n",
" 'PST_INDF_1SG',\n",
" 'PST_INDF_2PL',\n",
" 'PST_INDF_2PLF',\n",
" 'PST_INDF_2SGF',\n",
" 'PST_INDF_PERS_3SG',\n",
" 'PST_INDF_PS_2SG',\n",
" 'PST_ITER',\n",
" 'PST_ITER_1PL',\n",
" 'PST_ITER_1SG',\n",
" 'PST_ITER_2PL',\n",
" 'PST_ITER_2PLF',\n",
" 'PST_ITER_2SG',\n",
" 'PST_ITER_2SGF',\n",
" 'RECP',\n",
" 'RECP_PST_DEF_3SG',\n",
" 'REFL']"
]
},
"execution_count": 164,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sorted(df.Tag.unique())"
]
},
{
"cell_type": "code",
"execution_count": 495,
"id": "8b5fbe34",
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "'DataFrame' object has no attribute 'Tag'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/var/folders/xc/7smr5pz57d75dfxxs7b4h1040000gp/T/ipykernel_51879/957088965.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTag\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstartswith\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"CAUS_\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtag\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 5463\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5464\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5465\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5466\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5467\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'Tag'"
]
}
],
"source": [
"df[df.Tag.str.startswith(\"CAUS_\")].tag.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 166,
"id": "77c0777c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PRES_COND 142\n",
"PRES_2SG 120\n",
"PRES_2PL 120\n",
"PRES_1PL 120\n",
"PRES_2SGF 120\n",
"PRES_2PLF 120\n",
"PRES_POSS_1SG 120\n",
"PRES_3SG 120\n",
"PRES_1SG 120\n",
"PRES_PST_2SG 113\n",
"PRES_CONT_1SG_PERS 2\n",
"PRES_CONT_2SGF_PERS 2\n",
"PRES_CONT_2SG_PERS 2\n",
"Name: Tag, dtype: int64"
]
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Tag.str.startswith(\"PRES_\")].Tag.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 167,
"id": "93841bc0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PL_POSS_1SG_GEN 340\n",
"DAT 199\n",
"GEN 199\n",
"ABL 198\n",
"LOC 198\n",
" ... \n",
"POSS_2PL_ABL 85\n",
"POSS_2PL_GEN 85\n",
"POSS_3PL_ABL 85\n",
"POSS_2SGF 85\n",
"PL_POSS_1PL_GEN 85\n",
"Name: Tag, Length: 101, dtype: int64"
]
},
"execution_count": 167,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.PoS_word == \"NOUN\"].Tag.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 168,
"id": "4babe5b4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"HOR_SG 231\n",
"FUT_DEF_1SG 230\n",
"ADVV_SUC 230\n",
"HOR_PL 228\n",
"ADVV_NEG 226\n",
" ... \n",
"PREM 21\n",
"OPT 21\n",
"PRES_CONT_1SG_PERS 2\n",
"PRES_CONT_2SG_PERS 2\n",
"PRES_CONT_2SGF_PERS 2\n",
"Name: Tag, Length: 117, dtype: int64"
]
},
"execution_count": 168,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.PoS_word == \"VERB\"].Tag.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "cc308941",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 27 | \n",
" актатыр | \n",
" акта | \n",
" тыр | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 63 | \n",
" Текшерттир | \n",
" Текшер | \n",
" тир | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 963 | \n",
" Үйрөттүр | \n",
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" түр | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 1283 | \n",
" Бүктөттүр | \n",
" Бүктө | \n",
" түр | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 1590 | \n",
" Карматтыр | \n",
" Карма | \n",
" тыр | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 23694 | \n",
" Сураттыр | \n",
" Сура | \n",
" тыр | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23759 | \n",
" куткарттыр | \n",
" куткар | \n",
" тыр | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24136 | \n",
" Сүйлөттүр | \n",
" Сүйлө | \n",
" түр | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24339 | \n",
" Кийдир | \n",
" Кий | \n",
" дир | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24522 | \n",
" Урдур | \n",
" Ур | \n",
" дур | \n",
" CAUS_1 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
93 rows × 6 columns
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"27 актатыр акта тыр CAUS_1 VERB VERB\n",
"63 Текшерттир Текшер тир CAUS_1 VERB VERB\n",
"963 Үйрөттүр Үйрөт түр CAUS_1 VERB VERB\n",
"1283 Бүктөттүр Бүктө түр CAUS_1 VERB VERB\n",
"1590 Карматтыр Карма тыр CAUS_1 VERB VERB\n",
"... ... ... ... ... ... ...\n",
"23694 Сураттыр Сура тыр CAUS_1 VERB VERB\n",
"23759 куткарттыр куткар тыр CAUS_1 VERB VERB\n",
"24136 Сүйлөттүр Сүйлө түр CAUS_1 VERB VERB\n",
"24339 Кийдир Кий дир CAUS_1 VERB VERB\n",
"24522 Урдур Ур дур CAUS_1 VERB VERB\n",
"\n",
"[93 rows x 6 columns]"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Tag == \"CAUS_1\"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "73c529e3",
"metadata": {},
"outputs": [],
"source": [
"df[[\"PoS_root\", \"PoS_word\"]]"
]
},
{
"cell_type": "code",
"execution_count": 125,
"id": "990c6e10",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 2787 | \n",
" келатасын | \n",
" кел | \n",
" ата-сын | \n",
" PRES_CONT_2SG_PERS | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 7044 | \n",
" келатсыз | \n",
" кел | \n",
" ата-сыз | \n",
" PRES_CONT_2SGF_PERS | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 18493 | \n",
" келатам | \n",
" кел | \n",
" ата-м | \n",
" PRES_CONT_1SG_PERS | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 20024 | \n",
" Баратасың | \n",
" Бар | \n",
" ата - сың | \n",
" PRES_CONT_2SG_PERS | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 22192 | \n",
" баратасыз | \n",
" бар | \n",
" ата-сыз | \n",
" PRES_CONT_2SGF_PERS | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 22763 | \n",
" Баратам | \n",
" бар | \n",
" ата - м | \n",
" PRES_CONT_1SG_PERS | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"2787 келатасын кел ата-сын PRES_CONT_2SG_PERS VERB VERB\n",
"7044 келатсыз кел ата-сыз PRES_CONT_2SGF_PERS VERB VERB\n",
"18493 келатам кел ата-м PRES_CONT_1SG_PERS VERB VERB\n",
"20024 Баратасың Бар ата - сың PRES_CONT_2SG_PERS VERB VERB\n",
"22192 баратасыз бар ата-сыз PRES_CONT_2SGF_PERS VERB VERB\n",
"22763 Баратам бар ата - м PRES_CONT_1SG_PERS VERB VERB"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tag2cnt = df.Tag.value_counts()\n",
"df[df.apply(lambda r: tag2cnt[r.Tag] < 3, axis=1)]"
]
},
{
"cell_type": "code",
"execution_count": 191,
"id": "96c4a668",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split, cross_validate"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d54b4571",
"metadata": {},
"outputs": [],
"source": [
"cross_validate()"
]
},
{
"cell_type": "code",
"execution_count": 476,
"id": "52a4afca",
"metadata": {},
"outputs": [],
"source": [
"def get_char2idx(all_splits, special_chars=(\"\", \"\", \"\")):\n",
" charset = set()\n",
" for split, df in all_splits.items():\n",
" charset = charset.union(\"\".join(df.apply(lambda r: r.root + r.affix, axis=1)))\n",
" return {x: i for i, x in enumerate(list(special_chars) + sorted(charset))}"
]
},
{
"cell_type": "code",
"execution_count": 477,
"id": "943500ff",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"{'': 0,\n",
" '': 1,\n",
" '': 2,\n",
" ' ': 3,\n",
" '-': 4,\n",
" '̆': 5,\n",
" 'а': 6,\n",
" 'б': 7,\n",
" 'в': 8,\n",
" 'г': 9,\n",
" 'д': 10,\n",
" 'е': 11,\n",
" 'ж': 12,\n",
" 'з': 13,\n",
" 'и': 14,\n",
" 'й': 15,\n",
" 'к': 16,\n",
" 'л': 17,\n",
" 'м': 18,\n",
" 'н': 19,\n",
" 'о': 20,\n",
" 'п': 21,\n",
" 'р': 22,\n",
" 'с': 23,\n",
" 'т': 24,\n",
" 'у': 25,\n",
" 'ф': 26,\n",
" 'х': 27,\n",
" 'ч': 28,\n",
" 'ш': 29,\n",
" 'ы': 30,\n",
" 'э': 31,\n",
" 'ю': 32,\n",
" 'я': 33,\n",
" 'ё': 34,\n",
" 'ң': 35,\n",
" 'ү': 36,\n",
" 'ө': 37}"
]
},
"execution_count": 477,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_char2idx(get_preprocessed_dfs(\"../Downloads/\"))"
]
},
{
"cell_type": "code",
"execution_count": 475,
"id": "aef3982e",
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "a must be greater than 0 unless no samples are taken",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/var/folders/xc/7smr5pz57d75dfxxs7b4h1040000gp/T/ipykernel_51879/3068519269.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mWord\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mistitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36msample\u001b[0;34m(self, n, frac, replace, weights, random_state, axis)\u001b[0m\n\u001b[1;32m 5348\u001b[0m )\n\u001b[1;32m 5349\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5350\u001b[0;31m \u001b[0mlocs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchoice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis_length\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweights\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5351\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlocs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5352\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32mmtrand.pyx\u001b[0m in \u001b[0;36mnumpy.random.mtrand.RandomState.choice\u001b[0;34m()\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: a must be greater than 0 unless no samples are taken"
]
}
],
"source": [
"df[df.Word.str.istitle()].sample(20)"
]
},
{
"cell_type": "code",
"execution_count": 102,
"id": "f24f31de",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"CAUS_2 73\n",
"Name: Tag, dtype: int64"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Affix == 'т'].Tag.value_counts()s"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "6353609e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"21451 автор\n",
"3036 саат\n",
"13313 келин\n",
"Name: Root, dtype: object"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.PoS_word == \"NOUN\"].Root.sample(3)"
]
},
{
"cell_type": "code",
"execution_count": 117,
"id": "b5104bed",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"15406 акта\n",
"1636 Чап\n",
"21017 Көтөр\n",
"Name: Root, dtype: object"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.PoS_word == \"VERB\"].Root.sample(3)"
]
},
{
"cell_type": "code",
"execution_count": 118,
"id": "98fe8504",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"6081 билимдүү\n",
"12976 кызыл\n",
"21537 күчтүү\n",
"Name: Root, dtype: object"
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.PoS_word == \"ADJECTIVE\"].Root.sample(3)"
]
},
{
"cell_type": "code",
"execution_count": 119,
"id": "18f8c624",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4494 кырк жети\n",
"9706 жетимиш бир\n",
"7493 миллион\n",
"Name: Root, dtype: object"
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.PoS_word == \"NUM\"].Root.sample(3)"
]
},
{
"cell_type": "code",
"execution_count": 172,
"id": "13b93093",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Counter({1: 1921, 2: 101, 3: 5})"
]
},
"execution_count": 172,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Counter(df.groupby(\"Affix\").agg(set).Tag.apply(len))"
]
},
{
"cell_type": "code",
"execution_count": 174,
"id": "571cabf9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2027"
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df.Affix.unique())"
]
},
{
"cell_type": "code",
"execution_count": 140,
"id": "96ef7f13",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Counter({1: 22631, 2: 883, 3: 1})"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Counter(df.groupby([\"Root\", \"Affix\"]).agg(set).Tag.apply(len))"
]
},
{
"cell_type": "code",
"execution_count": 176,
"id": "9ae31fd5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['үн',\n",
" 'тык',\n",
" 'м',\n",
" 'ңардын',\n",
" 'птыр-сыңар',\n",
" 'ба',\n",
" 'дарыңа',\n",
" 'торуңуздун',\n",
" 'по-йбуз',\n",
" 'ларыңан',\n",
" 'үп-жатасың',\n",
" 'макчы',\n",
" 'а-сың',\n",
" 'па-йбыз',\n",
" 'че',\n",
" 'дарга',\n",
" 'гүм',\n",
" 'майын',\n",
" 'бас-мын',\n",
" 'чумун',\n",
" 'леримди',\n",
" 'ып-жатасыз',\n",
" 'ларына',\n",
" 'ында',\n",
" 'ыңыздардын',\n",
" 'ыбызда',\n",
" 'тыр',\n",
" 'ди',\n",
" 'им',\n",
" 'лериңизден',\n",
" 'мекчи',\n",
" 'йбыз',\n",
" 'үш-тү',\n",
" 'ыңыздан',\n",
" 'ңардан',\n",
" 'ыңа',\n",
" 'оо-дон',\n",
" 'ба-йсыңар',\n",
" 'п-жатса',\n",
" 'мек-мин',\n",
" 'оочу',\n",
" 'дарына',\n",
" 'мак-мын',\n",
" 'ыңардан',\n",
" 'име',\n",
" 'ларбыз',\n",
" 'инчи-сиздер',\n",
" 'терибизге',\n",
" 'алык',\n",
" 'ыбызга',\n",
" 'со',\n",
" 'оо-нун',\n",
" 'ларыңыздарда',\n",
" 'уп-жатамын',\n",
" 'р-сиздер',\n",
" 'луу-да',\n",
" 'саң-ар',\n",
" 'ды-ңар',\n",
" 'ган-сыз-дар',\n",
" 'нчи-сиз',\n",
" 'дарыңан',\n",
" 'тир',\n",
" 'лериңиздерден',\n",
" 'иңиздерди',\n",
" 'ба-йбыз',\n",
" 'уп-жаттың',\n",
" 'торуңду',\n",
" 'ш-ты',\n",
" 'ду',\n",
" 'ар-сыңар',\n",
" 'ларыңыздарды',\n",
" 'ди-ңер',\n",
" 'бө-йсүңөр',\n",
" 'ларыңа',\n",
" 'иңиздер',\n",
" 'ларыңызда',\n",
" 'ыраак',\n",
" 'лериңди',\n",
" 'ларымын',\n",
" 'й-м',\n",
" 'бе-с',\n",
" 'нин',\n",
" 'ген-мин',\n",
" 'а-р-сыздар',\n",
" 'ты-ңыз',\n",
" 'макмын',\n",
" 'мак',\n",
" 'са',\n",
" 'чү-мүн',\n",
" 'оо',\n",
" 'пу',\n",
" 'пы',\n",
" 'н',\n",
" 'бе-йсиңер',\n",
" 'гөй',\n",
" 'ган-мын',\n",
" 'ңан',\n",
" 'р',\n",
" 'й-сыздар',\n",
" 'торуңуздарды',\n",
" 'үмүн',\n",
" 'п-жатасың',\n",
" 'иш',\n",
" 'ба-йсың',\n",
" 'пас-мын',\n",
" 'улуу-да',\n",
" 'ни',\n",
" 'уу-дан',\n",
" 'сиз',\n",
" 'дарымдын',\n",
" 'ымдан',\n",
" 'ларыңыздардан',\n",
" 'лериңи',\n",
" 'й-сиң',\n",
" 'птыр-сың',\n",
" 'п-жатамын',\n",
" 'лериңизди',\n",
" 'сын',\n",
" 'чу-мун',\n",
" 'птур-мун',\n",
" 'өйүн',\n",
" 'ты-ңар',\n",
" 'торумун',\n",
" 'саң',\n",
" 'р-быз',\n",
" 'леринде',\n",
" 'уңузга',\n",
" 'уңузду',\n",
" 'сыз',\n",
" 'п-жатабыз',\n",
" 'у',\n",
" 'ларыңыздар',\n",
" 'чү',\n",
" 'өлү',\n",
" 'й-сиңер',\n",
" 'нчи-сиң',\n",
" 'птур-суз',\n",
" 'ды',\n",
" 'дарыңызды',\n",
" 'дерибизден',\n",
" 'сың',\n",
" 'териңиз',\n",
" 'үү-дөн',\n",
" 'төрүңдүн',\n",
" 'ларыңда',\n",
" 'нчи-сиңер',\n",
" 'ш',\n",
" 'уңуздар',\n",
" 'лоруңарга',\n",
" 'дуңуздар',\n",
" 'максыз',\n",
" 'й-т',\n",
" 'дары',\n",
" 'уңуз',\n",
" 'дарыма',\n",
" 'уп-жатасыз',\n",
" 'тө',\n",
" 'тарын',\n",
" 'дык',\n",
" 'мак-сыңар',\n",
" 'кан-сыз-дар',\n",
" 'лерибиздин',\n",
" 'үнчү-сүз',\n",
" 'ңарга',\n",
" 'ды-ңыз',\n",
" 'ган',\n",
" 'дан',\n",
" 'гөн-сүз-дөр',\n",
" 'ба-гай',\n",
" 'ушту',\n",
" 'й-мүн',\n",
" 'уп-жатасың',\n",
" 'сөң',\n",
" 'дериңиздер',\n",
" 'ган-сыз',\n",
" 'п-жаттың',\n",
" 'ыңарды',\n",
" 'нчы-га',\n",
" 'п-жат-а-т',\n",
" 'кан-сың',\n",
" 'оо-го',\n",
" 'төрүбүздө',\n",
" 'үү-гө',\n",
" 'өө-нүн',\n",
" 'мок-мун',\n",
" 'й-сыңар',\n",
" 'бызга',\n",
" 'чү-сүң',\n",
" 'мак-сың',\n",
" 'уңуздун',\n",
" 'ып-жатасыңар',\n",
" 'инчи-ни',\n",
" 'ыш-ат',\n",
" 'сүң',\n",
" 'птыр',\n",
" 'дарыңыз',\n",
" 'убуздан',\n",
" 'ыптыр-сың',\n",
" 'ба-чудай',\n",
" 'би',\n",
" 'кан-быз',\n",
" 'быздын',\n",
" 'раак',\n",
" 'гөн-сүңөр',\n",
" 'ңиздерде',\n",
" 'гиле',\n",
" 'ларыма',\n",
" 'чу-суз',\n",
" 'үп-жатамын',\n",
" 'иңерди',\n",
" 'буз',\n",
" 'сыңар',\n",
" 'чүсүздөр',\n",
" 'лоруңа',\n",
" 'ибизде',\n",
" 'быз',\n",
" 'ибизден',\n",
" 'абыз',\n",
" 'дон',\n",
" 'чү-сүз-дөр',\n",
" 'максыңар',\n",
" 'ңыз',\n",
" 'ларында',\n",
" 'уңдан',\n",
" 'чусуз',\n",
" 'кан-мын',\n",
" 'ыңыздардан',\n",
" 'дыңар',\n",
" 'түн',\n",
" 'ө-т',\n",
" 'төрүңүзгө',\n",
" 'гим',\n",
" 'ыптыр-сыңар',\n",
" 'ларыңызга',\n",
" 'сем',\n",
" 'ба-йсыздар',\n",
" 'лериңиздин',\n",
" 'ңда',\n",
" 'уптур-суздар',\n",
" 'дин',\n",
" 'дик',\n",
" 'мдын',\n",
" 'ойун',\n",
" 'нчы-быз',\n",
" 'доруңдун',\n",
" 'дерим',\n",
" 'моксуңар',\n",
" 'дүң',\n",
" 'птир-сиң',\n",
" 'үнчү-нүн',\n",
" 'ту',\n",
" 'ар-сың',\n",
" 'ын',\n",
" 'сынын',\n",
" 'төн',\n",
" 'тарыңыз',\n",
" 'чу-буз',\n",
" 'па-йсыңар',\n",
" 'елик',\n",
" 'ңизден',\n",
" 'ер-сиздер',\n",
" 'үбүздөн',\n",
" 'птүр-бүз',\n",
" 'да',\n",
" 'ө-мүн',\n",
" 'ыбыздын',\n",
" 'ө-сүз',\n",
" 'т',\n",
" 'сун',\n",
" 'лардын',\n",
" 'торуму',\n",
" 'ларыңыздын',\n",
" 'п-жатасыңар',\n",
" 'дарыбызга',\n",
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" 'дарыңыздардын',\n",
" 'төрүнө',\n",
" 'бө-гөн',\n",
" 'п-жатасыз',\n",
" 'сок',\n",
" 'унчу-мун',\n",
" 'уу-га',\n",
" 'нын',\n",
" 'сөң-өр',\n",
" 'үү-дө',\n",
" 'ып-жатабыз',\n",
" 'йбы',\n",
" 'тин',\n",
" 'дериңиздерден',\n",
" 'уптур',\n",
" 'р-сыз',\n",
" 'иңен',\n",
" 'үңөн',\n",
" 'дарымда',\n",
" 'ю-га',\n",
" 'ы',\n",
" 'бизден',\n",
" 'бе-ймин',\n",
" 'максың',\n",
" 'лоруму',\n",
" 'бе-йсиздер',\n",
" 'ыш-па-й-т',\n",
" 'ларымды',\n",
" 'дарыңды',\n",
" 'ларыбыз',\n",
" 'иңерде',\n",
" 'и',\n",
" 'диң',\n",
" 'тербиз',\n",
" 'тарында',\n",
" 'лоруңуздарга',\n",
" 'уңуздарды',\n",
" 'ор-мун',\n",
" 'леримин',\n",
" 'үлүү-дө',\n",
" 'ң',\n",
" 'гөнчө',\n",
" 'тар',\n",
" 'е-м',\n",
" 'лериңерде',\n",
" 'төрүмдөн',\n",
" 'дөгөн',\n",
" 'ыңызга',\n",
" 'дер',\n",
" 'па-ган',\n",
" 'е-жат-а-сыңар',\n",
" 'мөк-сүз',\n",
" 'үмү',\n",
" 'төрүнүн',\n",
" 'ыңар',\n",
" 'сиздер',\n",
" 'ушсүн',\n",
" 'тү-ңөр',\n",
" 'дуңуз',\n",
" 'ду-ңуздар',\n",
" 'чудай',\n",
" 'ларыңдан',\n",
" 'түк',\n",
" 'дөрүнөн',\n",
" 'па-йсың',\n",
" 'ңердин',\n",
" 'чусуңар',\n",
" 'ыл-ды',\n",
" 'то',\n",
" 'дыңыздар',\n",
" 'ңиздерден',\n",
" 'чи',\n",
" 'кун',\n",
" 'мин',\n",
" 'доруңарга',\n",
" 'лоруңан',\n",
" 'леримде',\n",
" 'өөчү',\n",
" 'дөрүңүздөрдүн',\n",
" 'ларыңардан',\n",
" 'үшсүн',\n",
" 'деримин',\n",
" 'дарыңын',\n",
" 'ушсун',\n",
" 'тарың',\n",
" 'бо-гон',\n",
" 'терибизден',\n",
" 'дарыңыздын',\n",
" ...]"
]
},
"execution_count": 176,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(df.Affix.unique())"
]
},
{
"cell_type": "code",
"execution_count": 184,
"id": "95c13b29",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 10023 | \n",
" чынылар | \n",
" чыны | \n",
" лар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 11949 | \n",
" сааттар | \n",
" саат | \n",
" тар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 16667 | \n",
" өкмөттөр | \n",
" өкмөт | \n",
" төр | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 16539 | \n",
" достор | \n",
" дос | \n",
" тор | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 7657 | \n",
" жыгачтар | \n",
" жыгач | \n",
" тар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 12011 | \n",
" мезгилдер | \n",
" мезгил | \n",
" дер | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 11808 | \n",
" оюндар | \n",
" оюн | \n",
" дар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 9035 | \n",
" келиндер | \n",
" келин | \n",
" дер | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 16991 | \n",
" жезделер | \n",
" жезде | \n",
" лер | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 2486 | \n",
" айрандар | \n",
" айран | \n",
" дар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 15366 | \n",
" адамдар | \n",
" адам | \n",
" дар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 22787 | \n",
" эжелер | \n",
" эже | \n",
" лер | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 7556 | \n",
" кагаздар | \n",
" кагаз | \n",
" дар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 9504 | \n",
" философтор | \n",
" философ | \n",
" тор | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 420 | \n",
" авторлор | \n",
" автор | \n",
" лор | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 23328 | \n",
" комуздар | \n",
" комуз | \n",
" дар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 3455 | \n",
" токочтор | \n",
" токоч | \n",
" тор | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 3998 | \n",
" карындаштар | \n",
" карындаш | \n",
" тар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 20868 | \n",
" өрдөктөр | \n",
" өрдөк | \n",
" төр | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 22575 | \n",
" таштар | \n",
" таш | \n",
" тар | \n",
" PL | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"10023 чынылар чыны лар PL NOUN NOUN\n",
"11949 сааттар саат тар PL NOUN NOUN\n",
"16667 өкмөттөр өкмөт төр PL NOUN NOUN\n",
"16539 достор дос тор PL NOUN NOUN\n",
"7657 жыгачтар жыгач тар PL NOUN NOUN\n",
"12011 мезгилдер мезгил дер PL NOUN NOUN\n",
"11808 оюндар оюн дар PL NOUN NOUN\n",
"9035 келиндер келин дер PL NOUN NOUN\n",
"16991 жезделер жезде лер PL NOUN NOUN\n",
"2486 айрандар айран дар PL NOUN NOUN\n",
"15366 адамдар адам дар PL NOUN NOUN\n",
"22787 эжелер эже лер PL NOUN NOUN\n",
"7556 кагаздар кагаз дар PL NOUN NOUN\n",
"9504 философтор философ тор PL NOUN NOUN\n",
"420 авторлор автор лор PL NOUN NOUN\n",
"23328 комуздар комуз дар PL NOUN NOUN\n",
"3455 токочтор токоч тор PL NOUN NOUN\n",
"3998 карындаштар карындаш тар PL NOUN NOUN\n",
"20868 өрдөктөр өрдөк төр PL NOUN NOUN\n",
"22575 таштар таш тар PL NOUN NOUN"
]
},
"execution_count": 184,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Tag == \"PL\"].sample(20)"
]
},
{
"cell_type": "code",
"execution_count": 143,
"id": "d6072ea6",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 100 | \n",
" жуун | \n",
" жуу | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 2413 | \n",
" каттан | \n",
" катта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 6669 | \n",
" жасан | \n",
" жаса | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 7942 | \n",
" тилден | \n",
" тилде | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 8551 | \n",
" топтон | \n",
" топто | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 9614 | \n",
" ойлон | \n",
" ойло | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 9912 | \n",
" урматтан | \n",
" урматта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 10074 | \n",
" жыйнан | \n",
" жыйна | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11728 | \n",
" каран | \n",
" кара | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11785 | \n",
" карман | \n",
" карма | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 12165 | \n",
" актан | \n",
" акта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16148 | \n",
" суран | \n",
" сура | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16501 | \n",
" мактан | \n",
" макта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16514 | \n",
" сүйлөн | \n",
" сүйлө | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 17978 | \n",
" изден | \n",
" изде | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 19104 | \n",
" тазалан | \n",
" тазала | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 19723 | \n",
" ташын | \n",
" ташы | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 19750 | \n",
" саптан | \n",
" сапта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 20378 | \n",
" чаптан | \n",
" чапта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 22248 | \n",
" казын | \n",
" казы | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23200 | \n",
" тиштен | \n",
" тиште | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23416 | \n",
" сапаттан | \n",
" сапатта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24325 | \n",
" жаман | \n",
" жама | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"100 жуун жуу н REFL VERB VERB\n",
"2413 каттан катта н REFL VERB VERB\n",
"6669 жасан жаса н REFL VERB VERB\n",
"7942 тилден тилде н REFL VERB VERB\n",
"8551 топтон топто н REFL VERB VERB\n",
"9614 ойлон ойло н REFL VERB VERB\n",
"9912 урматтан урматта н REFL VERB VERB\n",
"10074 жыйнан жыйна н REFL VERB VERB\n",
"11728 каран кара н REFL VERB VERB\n",
"11785 карман карма н REFL VERB VERB\n",
"12165 актан акта н REFL VERB VERB\n",
"16148 суран сура н REFL VERB VERB\n",
"16501 мактан макта н REFL VERB VERB\n",
"16514 сүйлөн сүйлө н REFL VERB VERB\n",
"17978 изден изде н REFL VERB VERB\n",
"19104 тазалан тазала н REFL VERB VERB\n",
"19723 ташын ташы н REFL VERB VERB\n",
"19750 саптан сапта н REFL VERB VERB\n",
"20378 чаптан чапта н REFL VERB VERB\n",
"22248 казын казы н REFL VERB VERB\n",
"23200 тиштен тиште н REFL VERB VERB\n",
"23416 сапаттан сапатта н REFL VERB VERB\n",
"24325 жаман жама н REFL VERB VERB"
]
},
"execution_count": 143,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[(df.Affix == \"н\") & (df.PoS_root == \"VERB\")]"
]
},
{
"cell_type": "code",
"execution_count": 149,
"id": "2b10f31e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(153, 100)"
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(set(tdf.Root) - set(df.Root)), len(set(tdf.Affix) - set(df.Affix))"
]
},
{
"cell_type": "code",
"execution_count": 146,
"id": "e5306721",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"179"
]
},
"execution_count": 146,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(set(tdf.Root))"
]
},
{
"cell_type": "code",
"execution_count": 141,
"id": "73c946ca",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" Word | \n",
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" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
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\n",
" \n",
" \n",
" \n",
" | 100 | \n",
" жуун | \n",
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"
\n",
" \n",
" | 1730 | \n",
" салын | \n",
" сал | \n",
" ын | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 2413 | \n",
" каттан | \n",
" катта | \n",
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" VERB | \n",
"
\n",
" \n",
" | 2684 | \n",
" илин | \n",
" ил | \n",
" ин | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 3769 | \n",
" көрүн | \n",
" көр | \n",
" үн | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 5610 | \n",
" түртүн | \n",
" түрт | \n",
" үн | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 5884 | \n",
" чабын | \n",
" чап | \n",
" ын | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 6669 | \n",
" жасан | \n",
" жаса | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 7942 | \n",
" тилден | \n",
" тилде | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 8551 | \n",
" топтон | \n",
" топто | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 9614 | \n",
" ойлон | \n",
" ойло | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 9912 | \n",
" урматтан | \n",
" урматта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 9962 | \n",
" бөлүн | \n",
" бөл | \n",
" үн | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 10074 | \n",
" жыйнан | \n",
" жыйна | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 10957 | \n",
" билин | \n",
" бил | \n",
" ин | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11728 | \n",
" каран | \n",
" кара | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11785 | \n",
" карман | \n",
" карма | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11913 | \n",
" көтөрүн | \n",
" көтөр | \n",
" үн | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 12165 | \n",
" актан | \n",
" акта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 13116 | \n",
" ачын | \n",
" ач | \n",
" ын | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16148 | \n",
" суран | \n",
" сура | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16501 | \n",
" мактан | \n",
" макта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16514 | \n",
" сүйлөн | \n",
" сүйлө | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 17355 | \n",
" бекитин | \n",
" бекит | \n",
" ин | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 17978 | \n",
" изден | \n",
" изде | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 19104 | \n",
" тазалан | \n",
" тазала | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 19723 | \n",
" ташын | \n",
" ташы | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 19750 | \n",
" саптан | \n",
" сапта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 20328 | \n",
" текшерин | \n",
" текшер | \n",
" ин | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 20378 | \n",
" чаптан | \n",
" чапта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 21252 | \n",
" жабын | \n",
" жап | \n",
" ын | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 21583 | \n",
" урун | \n",
" ур | \n",
" ун | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 22248 | \n",
" казын | \n",
" казы | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 22851 | \n",
" басын | \n",
" бас | \n",
" ын | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23200 | \n",
" тиштен | \n",
" тиште | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23416 | \n",
" сапаттан | \n",
" сапатта | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24325 | \n",
" жаман | \n",
" жама | \n",
" н | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24334 | \n",
" өтүн | \n",
" өт | \n",
" үн | \n",
" REFL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"100 жуун жуу н REFL VERB VERB\n",
"1730 салын сал ын REFL VERB VERB\n",
"2413 каттан катта н REFL VERB VERB\n",
"2684 илин ил ин REFL VERB VERB\n",
"3769 көрүн көр үн REFL VERB VERB\n",
"5610 түртүн түрт үн REFL VERB VERB\n",
"5884 чабын чап ын REFL VERB VERB\n",
"6669 жасан жаса н REFL VERB VERB\n",
"7942 тилден тилде н REFL VERB VERB\n",
"8551 топтон топто н REFL VERB VERB\n",
"9614 ойлон ойло н REFL VERB VERB\n",
"9912 урматтан урматта н REFL VERB VERB\n",
"9962 бөлүн бөл үн REFL VERB VERB\n",
"10074 жыйнан жыйна н REFL VERB VERB\n",
"10957 билин бил ин REFL VERB VERB\n",
"11728 каран кара н REFL VERB VERB\n",
"11785 карман карма н REFL VERB VERB\n",
"11913 көтөрүн көтөр үн REFL VERB VERB\n",
"12165 актан акта н REFL VERB VERB\n",
"13116 ачын ач ын REFL VERB VERB\n",
"16148 суран сура н REFL VERB VERB\n",
"16501 мактан макта н REFL VERB VERB\n",
"16514 сүйлөн сүйлө н REFL VERB VERB\n",
"17355 бекитин бекит ин REFL VERB VERB\n",
"17978 изден изде н REFL VERB VERB\n",
"19104 тазалан тазала н REFL VERB VERB\n",
"19723 ташын ташы н REFL VERB VERB\n",
"19750 саптан сапта н REFL VERB VERB\n",
"20328 текшерин текшер ин REFL VERB VERB\n",
"20378 чаптан чапта н REFL VERB VERB\n",
"21252 жабын жап ын REFL VERB VERB\n",
"21583 урун ур ун REFL VERB VERB\n",
"22248 казын казы н REFL VERB VERB\n",
"22851 басын бас ын REFL VERB VERB\n",
"23200 тиштен тиште н REFL VERB VERB\n",
"23416 сапаттан сапатта н REFL VERB VERB\n",
"24325 жаман жама н REFL VERB VERB\n",
"24334 өтүн өт үн REFL VERB VERB"
]
},
"execution_count": 141,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Tag == \"REFL\"]"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "d6dc5654",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 12230 | \n",
" Адашууга | \n",
" Адашуу | \n",
" га | \n",
" DAT | \n",
" VERB | \n",
" NOUN | \n",
"
\n",
" \n",
" | 5683 | \n",
" Адашууда | \n",
" Адашуу | \n",
" да | \n",
" LOC | \n",
" VERB | \n",
" NOUN | \n",
"
\n",
" \n",
" | 5305 | \n",
" Адашуудан | \n",
" Адашуу | \n",
" дан | \n",
" ABL | \n",
" VERB | \n",
" NOUN | \n",
"
\n",
" \n",
" | 10669 | \n",
" Адашуунун | \n",
" Адашуу | \n",
" нун | \n",
" GEN | \n",
" VERB | \n",
" NOUN | \n",
"
\n",
" \n",
" | 1372 | \n",
" Айдаш | \n",
" Айда | \n",
" ш | \n",
" RECP | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 2708 | \n",
" өтпөйсүңөр | \n",
" өт | \n",
" пө-йсүңөр | \n",
" NEG_2PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 17414 | \n",
" өтөлу | \n",
" өт | \n",
" өлү | \n",
" HOR_PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 13033 | \n",
" өтүп | \n",
" өт | \n",
" үп | \n",
" ADVV_ACC | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 13768 | \n",
" өтпөйсүздөр | \n",
" өт | \n",
" пө-йсүздөр | \n",
" NEG_2PLF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11330 | \n",
" өтмөксүз | \n",
" өт | \n",
" мөк-сүз | \n",
" INF_4_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
24640 rows × 6 columns
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"12230 Адашууга Адашуу га DAT VERB NOUN\n",
"5683 Адашууда Адашуу да LOC VERB NOUN\n",
"5305 Адашуудан Адашуу дан ABL VERB NOUN\n",
"10669 Адашуунун Адашуу нун GEN VERB NOUN\n",
"1372 Айдаш Айда ш RECP VERB VERB\n",
"... ... ... ... ... ... ...\n",
"2708 өтпөйсүңөр өт пө-йсүңөр NEG_2PL VERB VERB\n",
"17414 өтөлу өт өлү HOR_PL VERB VERB\n",
"13033 өтүп өт үп ADVV_ACC VERB VERB\n",
"13768 өтпөйсүздөр өт пө-йсүздөр NEG_2PLF VERB VERB\n",
"11330 өтмөксүз өт мөк-сүз INF_4_2SGF VERB VERB\n",
"\n",
"[24640 rows x 6 columns]"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.sort_values(by=\"Root\")"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "b8287dcc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['CAUS_2', 'CAUS_17', 'CAUS_23', 'CAUS_6', 'CAUS_3', 'CAUS_14',\n",
" 'CAUS_22', 'CAUS_18', 'CAUS_4', 'CAUS_19'], dtype=object)"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Affix == 'т'].Tag.unique()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "f6478c1c",
"metadata": {},
"outputs": [],
"source": [
"tmp = df.groupby([\"PoS_word\", \"PoS_root\"]).agg(sum)"
]
},
{
"cell_type": "code",
"execution_count": 192,
"id": "767ce3b2",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer"
]
},
{
"cell_type": "code",
"execution_count": 302,
"id": "640e70af",
"metadata": {},
"outputs": [],
"source": [
"train, val = train_test_split(df, test_size=0.2, stratify=df.Tag)\n",
"ytrain = train.pop(\"Tag\")\n",
"yval = val.pop(\"Tag\")"
]
},
{
"cell_type": "code",
"execution_count": 223,
"id": "61e7f3c1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PL_POSS_1SG_GEN 272\n",
"DAT 224\n",
"GEN 224\n",
"LOC 223\n",
"ABL 223\n",
" ... \n",
"NUM_APPR3 15\n",
"NUM_COLL 7\n",
"PRES_CONT_2SGF_PERS 2\n",
"PRES_CONT_2SG_PERS 2\n",
"PRES_CONT_1SG_PERS 2\n",
"Name: Tag, Length: 233, dtype: int64"
]
},
"execution_count": 223,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ytrain.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 266,
"id": "6f726469",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PL_POSS_1SG_GEN 68\n",
"DAT 56\n",
"ABL 56\n",
"GEN 56\n",
"LOC 56\n",
" ..\n",
"NUM_ORD_DAT 4\n",
"NUM_ORD_GEN 4\n",
"PREM 4\n",
"NUM_APPR3 3\n",
"NUM_COLL 2\n",
"Name: Tag, Length: 230, dtype: int64"
]
},
"execution_count": 266,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"yval.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 501,
"id": "93294f0c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"unique roots 467\n",
"unique train roots 373\n",
"unique validation roots 94\n"
]
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 599,
"id": "ac25cba9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"verb 11164\n",
"noun 8138\n",
"num 829\n",
"adjective 83\n",
"Name: pos_root, dtype: int64"
]
},
"execution_count": 599,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_.pos_root.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 715,
"id": "a86d9a3b",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"unique roots 85\n",
"unique train roots 68\n",
"unique validation roots 17\n",
"17301\n",
"noun 0.9823192927717108\n",
"unique roots 154\n",
"unique train roots 123\n",
"unique validation roots 31\n",
"39129\n",
"verb 0.9452646741087506\n",
"unique roots 125\n",
"unique train roots 100\n",
"unique validation roots 25\n",
"3993\n",
"num 1.0\n"
]
}
],
"source": [
"from scipy import sparse\n",
"from sklearn.linear_model import LogisticRegressionCV, LogisticRegression\n",
"from sklearn.svm import SVC\n",
"from sklearn.ensemble import GradientBoostingClassifier\n",
"from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n",
"from sklearn.tree import DecisionTreeClassifier, ExtraTreeClassifier\n",
"from sklearn.feature_selection import SelectKBest, chi2\n",
"\n",
"dfs_ = get_preprocessed_dfs2(\"../Downloads/\")\n",
"\n",
"models = {}\n",
"vectorizers = {}\n",
"labelencoders = {}\n",
"selectors = {}\n",
"for pos in dfs[\"train\"].pos_root.unique():\n",
" if pos == \"adjective\": continue\n",
" train, val = get_splits(dfs_[\"train\"][dfs_[\"train\"].pos_root == pos])\n",
" vectorizer = TfidfVectorizer(ngram_range=(2,7), analyzer=\"char\")\n",
" # vectorizer = vectorizer.fit(list(dfs[\"train\"].affix) + list(dfs[\"test\"].affix))\n",
" \n",
" vectorizers[pos] = vectorizer.fit(list(train.word) + list(train.root) + list(train.affix) + list(val.word) + list(val.root) + list(val.affix))\n",
" vectorizer = vectorizers[pos]\n",
" print(len(vectorizer.get_feature_names()))\n",
"\n",
" XWord = vectorizer.transform(train.word)\n",
" XRoot = vectorizer.transform(train.root)\n",
" XAffix = vectorizer.transform(train.affix)\n",
"# mp = {0: \"VERB\", 1: \"NOUN\", 2: \"NUM\", 3: \"ADJECTIVE\"}\n",
"# XPoSWord = np.array([[0 if mp[i] != p else 1 for i in range(4)] for p in train.pos_word])\n",
"# XPoSRoot = np.array([[0 if mp[i] != p else 1 for i in range(4)] for p in train.pos_root])\n",
"\n",
"\n",
" vXWord = vectorizer.transform(val.word)\n",
" vXRoot = vectorizer.transform(val.root)\n",
" vXAffix = vectorizer.transform(val.affix)\n",
"# vXPoSWord = np.array([[0 if mp[i] != p else 1 for i in range(4)] for p in val.pos_word])\n",
"# vXPoSRoot = np.array([[0 if mp[i] != p else 1 for i in range(4)] for p in val.pos_root])\n",
"\n",
"# tXAffix = vectorizer.transform(dfs[\"test\"].affix)\n",
"# tXWord = vectorizer.transform(dfs[\"test\"].word)\n",
"# tXRoot = vectorizer.transform(dfs[\"test\"].root)\n",
"# tXPoSWord = np.array([[0 if mp[i] != p else 1 for i in range(4)] for p in dfs[\"test\"].pos_word])\n",
"# tXPoSRoot = np.array([[0 if mp[i] != p else 1 for i in range(4)] for p in dfs[\"test\"].pos_root])\n",
"\n",
"# X = np.concatenate((XWord.toarray(), XRoot.toarray(), XAffix.toarray(), XPoSRoot, XPoSWord), axis=1)\n",
"# vX = np.concatenate((vXWord.toarray(), vXRoot.toarray(), vXAffix.toarray(), vXPoSRoot, vXPoSWord), axis=1)\n",
" X = np.concatenate((XWord.toarray(), XRoot.toarray(), XAffix.toarray()), axis=1)\n",
" vX = np.concatenate((vXWord.toarray(), vXRoot.toarray(), vXAffix.toarray()), axis=1)\n",
" fX = np.concatenate((X, vX), axis=0)\n",
"# tX = np.concatenate((tXWord.toarray(), tXRoot.toarray(), tXAffix.toarray(), tXPoSRoot, tXPoSWord), axis=1)\n",
" X = sparse.csr_matrix(X)\n",
" vX = sparse.csr_matrix(vX)\n",
" fX = sparse.csr_matrix(fX)\n",
"# tX = sparse.csr_matrix(tX)\n",
"\n",
"\n",
" labelencoders[pos] = LabelEncoder().fit(train.tag)\n",
" labelencoder = labelencoders[pos]\n",
" ytrain = labelencoder.transform(train.tag)\n",
" yval = labelencoder.transform(val.tag)\n",
" fy = np.concatenate((ytrain, yval), axis=0)\n",
" \n",
" k = 5000 # Количество лучших фич, которые вы хотите оставить\n",
" selectors[pos] = SelectKBest(chi2, k=k)\n",
" selector = selectors[pos]\n",
" fX_new = selector.fit_transform(fX, fy)\n",
"\n",
" models[pos] = LogisticRegression().fit(fX, fy)\n",
" vXnew = selector.transform(vX)\n",
" ypred = models[pos].predict(vX)\n",
" score = f1_score(yval, ypred, average=\"micro\")\n",
" print(pos, score)"
]
},
{
"cell_type": "code",
"execution_count": 716,
"id": "c8b0bc49",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['verb', 'noun', 'num'], dtype=object)"
]
},
"execution_count": 716,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfs_[\"test\"].pos_root.unique()"
]
},
{
"cell_type": "code",
"execution_count": 717,
"id": "c3522aaa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"verb\n",
"noun\n",
"num\n"
]
}
],
"source": [
"tdf = pd.read_csv(\"../Downloads/test_data.csv\")\n",
"for pos in dfs_[\"test\"].pos_root.unique():\n",
" print(pos)\n",
" test = dfs_[\"test\"][dfs_[\"test\"].pos_root == pos]\n",
" tXWord = vectorizers[pos].transform(test.word)\n",
" tXRoot = vectorizers[pos].transform(test.root)\n",
" tXAffix = vectorizers[pos].transform(test.affix)\n",
"\n",
" tX = np.concatenate((tXWord.toarray(), tXRoot.toarray(), tXAffix.toarray()), axis=1)\n",
" tX = sparse.csr_matrix(tX)\n",
"\n",
" tXnew = selectors[pos].transform(tX)\n",
"\n",
" ytest = models[pos].predict(tX)\n",
" tdf.loc[test.index, \"Tag\"] = [x.upper() for x in labelencoders[pos].inverse_transform(ytest)]\n",
"tdf[['Word', 'Root', 'Affix', 'Tag']].to_csv(\"logreg-best-splitted-3-full-tfidf-2-7.csv\", index=False, header=True)"
]
},
{
"cell_type": "code",
"execution_count": 680,
"id": "4ee99ee3",
"metadata": {},
"outputs": [],
"source": [
"import os"
]
},
{
"cell_type": "code",
"execution_count": 711,
"id": "33b176e6",
"metadata": {},
"outputs": [],
"source": [
"models = [x for x in os.listdir(\"./\") if x.endswith(\".csv\") and (\"full\" in x)]\n",
"models = [\"bert_final_v3.csv\", \"logreg-best-splitted-3-full-tfidf.csv\", \"logreg-best-splitted-3-full-ans.csv\"]"
]
},
{
"cell_type": "code",
"execution_count": 712,
"id": "fe9700ea",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['HOR_PL',\n",
" 'FUT_INDF_2SGF',\n",
" 'POSS_1PL_DAT',\n",
" 'POSS_1SG_DAT',\n",
" 'PST_INDF_1PL',\n",
" 'PL_POSS_1PL_GEN',\n",
" 'PST_DEF_POSS_2SGF',\n",
" 'COND_POSS_2PLF',\n",
" 'ABL',\n",
" 'POSS_2PL_LOC',\n",
" 'DESIDE',\n",
" 'LOC',\n",
" 'POSS_2PL_DAT',\n",
" 'PL_POSS_3PL_DAT',\n",
" 'PL_POSS_1PL',\n",
" 'POSS_1PL_GEN',\n",
" 'FUT_DEF_2PLF',\n",
" 'POSS_3SG_GEN',\n",
" 'PST_EVID_2SG',\n",
" 'FUT_DEF_3SG',\n",
" 'POSS_1SG_DAT',\n",
" 'HOR_PL',\n",
" 'PST_ITER_2PLF',\n",
" 'POSS_3SG',\n",
" 'POSS_3SG',\n",
" 'PERS_2PLF',\n",
" 'PRES_2SG',\n",
" 'PREC_1',\n",
" 'NEG_2PLF',\n",
" 'PST_INDF_PS_2SG',\n",
" 'PST_ITER_1SG',\n",
" 'PERS_2PLF',\n",
" 'INF_4_2PLF',\n",
" 'PL_POSS_2SGF_DAT',\n",
" 'PRES_PST_2SG',\n",
" 'PST_DEF_POSS_1SG',\n",
" 'POSS_2SG_ABL',\n",
" 'ADVV_NEG',\n",
" 'INF_4_2SGF',\n",
" 'POSS_3SG',\n",
" 'PL_POSS_1PL',\n",
" 'POSS_2PL_ACC',\n",
" 'RECP_PST_DEF_3SG',\n",
" 'POSS_1SG_ACC',\n",
" 'POSS_2PLF_ABL',\n",
" 'PL_POSS_2SG_LOC',\n",
" 'PL_POSS_3PL_ABL',\n",
" 'GEN',\n",
" 'POSS_2PL_DAT',\n",
" 'PL_POSS_2PLF_ACC',\n",
" 'POSS_1PL_ABL',\n",
" 'PST_EVID_2PLF',\n",
" 'PL_POSS_2SGF',\n",
" 'POSS_2PL_DAT',\n",
" 'POSS_1PL_ACC',\n",
" 'DAT',\n",
" 'NEG_2PLF',\n",
" 'PST_ITER_2PL',\n",
" 'PRES_2SG',\n",
" 'PL_GEN',\n",
" 'PL',\n",
" 'PST_ITER_1PL',\n",
" 'ADVV_NEG',\n",
" 'PCP_FUT_DEF',\n",
" 'FUT_INDF',\n",
" 'PST_DEF_POSS_2SG',\n",
" 'FUT_INDF_3SG',\n",
" 'POSS_1PL_ABL',\n",
" 'POSS_1SG_DAT',\n",
" 'PERS_2SG',\n",
" 'NEG_PST_ITER_3SG',\n",
" 'FUT_INDF_2SGF',\n",
" 'PL_POSS_2PLF_GEN',\n",
" 'PST_ITER_2SGF',\n",
" 'HOR_SG',\n",
" 'POSS_2SGF_LOC',\n",
" 'COND',\n",
" 'PL_POSS_2PL',\n",
" 'LOC',\n",
" 'PL',\n",
" 'PRES_1SG',\n",
" 'PST_EVID_1PL',\n",
" 'HOR_PL',\n",
" 'INF_4_2SGF',\n",
" 'PL_POSS_3PL_ABL',\n",
" 'COND',\n",
" 'PL_POSS_2PL_LOC',\n",
" 'POSS_1SG_ABL',\n",
" 'POSS_2SGF_GEN',\n",
" 'POSS_2SG_GEN',\n",
" 'POSS_2SGF_DAT',\n",
" 'NEG_2SG',\n",
" 'PL_GEN',\n",
" 'PL_POSS_1PL_ABL',\n",
" 'PST_INDF_2PLF',\n",
" 'ABL',\n",
" 'DAT',\n",
" 'POSS_1PL_LOC',\n",
" 'PL_POSS_2SGF_GEN',\n",
" 'PL_POSS_1SG_LOC',\n",
" 'POSS_1SG_ABL',\n",
" 'PL_PERS_1PL',\n",
" 'PL_POSS_1SG_DAT',\n",
" 'PST_INDF_1SG',\n",
" 'JUS_PL',\n",
" 'POSS_2SG_DAT',\n",
" 'POSS_2PLF_ABL',\n",
" 'PL_POSS_3SG',\n",
" 'POSS_1SG_GEN',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'HOR_SG',\n",
" 'PST_ITER',\n",
" 'PASS',\n",
" 'COND_POSS_2PL',\n",
" 'PST_ITER',\n",
" 'PL_POSS_1SG_LOC',\n",
" 'PST_EVID_3SG',\n",
" 'POSS_1PL_ACC',\n",
" 'OPT_POSS_1SG',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'INF_3',\n",
" 'PASS_PST_DEF',\n",
" 'PST_INDF_2SGF',\n",
" 'PST_ITER_1SG',\n",
" 'PL_POSS_3SG',\n",
" 'POSS_2PLF_ABL',\n",
" 'POSS_2SGF_ACC',\n",
" 'POSS_3SG_DAT',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'ADVV_ACC',\n",
" 'PL_DAT',\n",
" 'POSS_2PLF_LOC',\n",
" 'INF_4_2PLF',\n",
" 'POSS_2PLF_GEN',\n",
" 'FUT_INDF_2PL',\n",
" 'POSS_2SG_LOC',\n",
" 'PL_ACC',\n",
" 'PL_POSS_1SG_ABL',\n",
" 'POSS_2PLF_DAT',\n",
" 'PL_POSS_1PL_ABL',\n",
" 'COND_POSS_2PLF',\n",
" 'ADVV_NEG',\n",
" 'POSS_2SG_ABL',\n",
" 'COND_POSS_1SG',\n",
" 'POSS_1SG_DAT',\n",
" 'PST_DEF_POSS_2PLF',\n",
" 'NUM_ORD_ACC',\n",
" 'PRES_2SG',\n",
" 'COND_POSS_2PL',\n",
" 'COND_POSS_2PLF',\n",
" 'INF_4',\n",
" 'PL_POSS_2SGF_DAT',\n",
" 'POSS_1SG_ABL',\n",
" 'PST_ITER_1SG',\n",
" 'HOR_SG',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'POSS_2SG_ABL',\n",
" 'POSS_3SG',\n",
" 'PST_DEF_POSS_1SG',\n",
" 'HOR_SG',\n",
" 'PL_POSS_1PL',\n",
" 'PST_ITER_1SG',\n",
" 'PL_POSS_2PLF_LOC',\n",
" 'PST_INDF_2SGF',\n",
" 'PST_ITER_2SGF',\n",
" 'PRES_2SGF',\n",
" 'FUT_DEF_1SG',\n",
" 'PL_POSS_2PLF_GEN',\n",
" 'PRES_2SG',\n",
" 'POSS_2PL',\n",
" 'ADVV_SUC',\n",
" 'FUT_DEF_1SG',\n",
" 'PL_ACC',\n",
" 'PST_ITER_1SG',\n",
" 'PL_POSS_2PLF_ACC',\n",
" 'PST_DEF_POSS_1SG',\n",
" 'PL_POSS_1PL_DAT',\n",
" 'FUT_DEF_3SG',\n",
" 'FUT_INDF_2SG',\n",
" 'PL_POSS_3PL_GEN',\n",
" 'PL_POSS_2SG_DAT',\n",
" 'PERS_2PL',\n",
" 'POSS_2SG_ACC',\n",
" 'POSS_1PL_ACC',\n",
" 'ADVV_NEG',\n",
" 'PL',\n",
" 'PL_POSS_3SG',\n",
" 'POSS_1PL_DAT',\n",
" 'POSS_1PL_GEN',\n",
" 'PL_POSS_2PLF_DAT',\n",
" 'DESIDE',\n",
" 'NUM_ORD_2SGF',\n",
" 'PL_POSS_1PL_LOC',\n",
" 'POSS_1SG_GEN',\n",
" 'PL_POSS_2SGF_GEN',\n",
" 'PST_DEF',\n",
" 'PCP_FUT_DEF',\n",
" 'PL_POSS_2SGF_GEN',\n",
" 'IMP_SG',\n",
" 'INF_2',\n",
" 'PST_EVID_1SG',\n",
" 'PST_ITER_1SG',\n",
" 'PRES_2SGF',\n",
" 'ADVV_NEG',\n",
" 'PL_POSS_1SG_LOC',\n",
" 'PL_POSS_2SGF_GEN',\n",
" 'POSS_1PL_DAT',\n",
" 'IMP_PL',\n",
" 'COND_POSS_2PL',\n",
" 'NEG_1SG',\n",
" 'PERS_2SG',\n",
" 'PL_ABL',\n",
" 'PL_POSS_2PL_ACC',\n",
" 'POSS_1SG',\n",
" 'INF_4_2PL',\n",
" 'PST_INDF_PERS_3SG',\n",
" 'PST_INDF_PS_2SG',\n",
" 'POSS_2SGF_ABL',\n",
" 'POSS_1SG_DAT',\n",
" 'PST_DEF_POSS_2PLF',\n",
" 'PCP_FUT_NEG_PERS_1SG',\n",
" 'PL',\n",
" 'PL_GEN',\n",
" 'PRES_COND',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'PERS_1SG',\n",
" 'POSS_1SG_ACC',\n",
" 'POSS_1SG',\n",
" 'PST_INDF_2PL',\n",
" 'PL_POSS_2PLF',\n",
" 'JUS_SG',\n",
" 'POSS_1SG',\n",
" 'NEG_1PL',\n",
" 'RECP',\n",
" 'PRES_2PLF',\n",
" 'FUT_DEF_2SGF',\n",
" 'PL_POSS_2PL_ABL',\n",
" 'POSS_2SGF_GEN',\n",
" 'PL_POSS_2PLF_ABL',\n",
" 'NUM_ORD_ABL',\n",
" 'PST_DEF_POSS_2PL',\n",
" 'POSS_1SG',\n",
" 'FUT_INDF_NEG',\n",
" 'NEG_2PL',\n",
" 'PST_EVID_2SGF',\n",
" 'NEG_2PLF',\n",
" 'POSS_1SG_ABL',\n",
" 'DESIDE',\n",
" 'PL_ABL',\n",
" 'PST_ITER_2SG',\n",
" 'IMP_PLF',\n",
" 'PL_POSS_3SG',\n",
" 'COND_POSS_2SG',\n",
" 'PRES_COND',\n",
" 'ADVV_SUC',\n",
" 'FUT_INDF_3PLF',\n",
" 'REFL',\n",
" 'PL_POSS_2PL_ACC',\n",
" 'PL_POSS_2PLF',\n",
" 'POSS_1SG_LOC',\n",
" 'IMP_SG',\n",
" 'GEN',\n",
" 'POSS_2SG_DAT',\n",
" 'POSS_1PL_ACC',\n",
" 'PL_ACC',\n",
" 'FUT_INDF_3PLF',\n",
" 'PL_POSS_1PL',\n",
" 'POSS_2SGF_LOC',\n",
" 'OPT_POSS_1SG',\n",
" 'POSS_3PL_LOC',\n",
" 'INF_4',\n",
" 'POSS_2PL_GEN',\n",
" 'ABL',\n",
" 'POSS_1PL_DAT',\n",
" 'POSS_2SG_ACC',\n",
" 'PERS_2PLF',\n",
" 'INF_4_1SG',\n",
" 'PL',\n",
" 'ADVV_ACC',\n",
" 'ACC',\n",
" 'PRES_1PL',\n",
" 'PL_POSS_2PLF_ACC',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'FUT_INDF_3PLF',\n",
" 'CAUS_2',\n",
" 'FUT_DEF_2PL',\n",
" 'PL_POSS_2SGF_ABL',\n",
" 'NUM_APPR1',\n",
" 'PL_POSS_2SGF_GEN',\n",
" 'PL_POSS_2PLF_GEN',\n",
" 'FUT_INDF_2SG',\n",
" 'PL_POSS_1SG',\n",
" 'POSS_2SG_ABL',\n",
" 'PREC_1',\n",
" 'FUT_DEF_1SG',\n",
" 'INF_4_2SG',\n",
" 'PCP_PR',\n",
" 'POSS_2PLF_ACC',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'NEG_PST_ITER_3SG',\n",
" 'PRES_POSS_1SG',\n",
" 'CAUS_2',\n",
" 'POSS_2PLF_GEN',\n",
" 'PL_POSS_3SG_LOC',\n",
" 'PST_EVID_2SG',\n",
" 'FUT_DEF_3PL',\n",
" 'POSS_2SG_LOC',\n",
" 'PL_POSS_2PL_GEN',\n",
" 'INF_4_1PL',\n",
" 'ABL',\n",
" 'PL_POSS_2SGF_ABL',\n",
" 'NEG_2SG',\n",
" 'CAUS_2',\n",
" 'POSS_2PLF_ABL',\n",
" 'PRES_POSS_1SG',\n",
" 'PL_POSS_2PLF_ACC',\n",
" 'POSS_1PL_ABL',\n",
" 'HOR_PL',\n",
" 'PST_DEF',\n",
" 'GEN',\n",
" 'FUT_INDF_1SG',\n",
" 'NUM_APPR2',\n",
" 'PST_ITER_2PLF',\n",
" 'ABL',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'PST_DEF',\n",
" 'PL_POSS_1PL',\n",
" 'INF_4_2PLF',\n",
" 'PL_POSS_1PL_ACC',\n",
" 'PST_ITER_2SGF',\n",
" 'PST_EVID_2PLF',\n",
" 'IMP_SG',\n",
" 'PL_POSS_3PL_DAT',\n",
" 'PST_ITER_2SGF',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'PL_POSS_2SGF',\n",
" 'COND_POSS_2PLF',\n",
" 'PST_DEF_POSS_2SG',\n",
" 'POSS_1SG_GEN',\n",
" 'POSS_2SGF',\n",
" 'POSS_2SGF',\n",
" 'PL_POSS_2SGF',\n",
" 'PL_POSS_2PL_ACC',\n",
" 'PL_DAT',\n",
" 'POSS_1SG',\n",
" 'FUT_DEF_1SG',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'HOR_PL',\n",
" 'PST_INDF_PERS_3SG',\n",
" 'PL_POSS_2SG_ACC',\n",
" 'PL_POSS_1PL_GEN',\n",
" 'POSS_1PL_ACC',\n",
" 'FUT_INDF_2SG',\n",
" 'PL_POSS_2SG_DAT',\n",
" 'NUM_ORD_LOC',\n",
" 'NUM_ORD_ABL',\n",
" 'HOR_SG',\n",
" 'FUT_INDF_1SG',\n",
" 'FUT_DEF_2PL',\n",
" 'FUT_INDF_1PL',\n",
" 'PCP_FUT_NEG_PERS_1SG',\n",
" 'PST_ITER_1SG',\n",
" 'PL_POSS_2PLF_ABL',\n",
" 'POSS_2PL_ABL',\n",
" 'PL_POSS_1PL_LOC',\n",
" 'PL_POSS_1SG_ABL',\n",
" 'PL_POSS_2PL_ABL',\n",
" 'POSS_1SG_DAT',\n",
" 'INF_4_2SG',\n",
" 'PST_ITER_2PL',\n",
" 'PRES_POSS_1SG',\n",
" 'POSS_1SG_LOC',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'FUT_DEF_2PL',\n",
" 'POSS_2SG_ABL',\n",
" 'PRES_2PLF',\n",
" 'POSS_2SG_ABL',\n",
" 'CAUS_2',\n",
" 'FUT_INDF_1PL',\n",
" 'FUT_DEF_2SGF',\n",
" 'PL_POSS_1SG',\n",
" 'POSS_2PL_ABL',\n",
" 'POSS_2PL',\n",
" 'PL_POSS_2PLF_GEN',\n",
" 'PL_POSS_3SG_LOC',\n",
" 'POSS_2SGF_DAT',\n",
" 'PCP_FUT_NEG_PERS_1SG',\n",
" 'POSS_2SG_ACC',\n",
" 'COND_POSS_2PLF',\n",
" 'PL_GEN',\n",
" 'POSS_1SG_ACC',\n",
" 'FUT_DEF_2SGF',\n",
" 'PL_LOC',\n",
" 'FUT_DEF_1SG',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'PL_POSS_2SG_DAT',\n",
" 'PST_EVID_2PLF',\n",
" 'PRES_2PL',\n",
" 'FUT_DEF_1SG',\n",
" 'POSS_2PL_DAT',\n",
" 'POSS_2PL_LOC',\n",
" 'POSS_2SGF',\n",
" 'POSS_2PL_GEN',\n",
" 'PL_POSS_2PL_ABL',\n",
" 'FUT_INDF_1SG',\n",
" 'PL_POSS_2SG',\n",
" 'NEG_2PL',\n",
" 'PCP_PR',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'FUT_DEF_1SG',\n",
" 'NEG',\n",
" 'PL_POSS_1SG_LOC',\n",
" 'PL_PERS_1PL',\n",
" 'NEG_1PL',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'POSS_1SG_ABL',\n",
" 'PL_GEN',\n",
" '2SGF',\n",
" 'GEN',\n",
" 'POSS_1PL_LOC',\n",
" 'PL_POSS_2SG_ACC',\n",
" 'PL_POSS_2PLF',\n",
" 'POSS_2SG_ABL',\n",
" 'INF_4',\n",
" 'PL_POSS_2SG_DAT',\n",
" 'PL_POSS_2PLF_GEN',\n",
" 'PST_EVID_2SG',\n",
" 'FUT_INDF_1PL',\n",
" 'NEG_FUT_DEF_3SG',\n",
" 'POSS_1SG_ABL',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'FUT_DEF_2PL',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'PERS_1PL',\n",
" 'PL_POSS_2SG_LOC',\n",
" 'FUT_DEF_2SG',\n",
" 'FUT_INDF_NEG',\n",
" 'POSS_3PL_ABL',\n",
" 'POSS_3PL_ACC',\n",
" 'PERS_2PLF',\n",
" 'FUT_INDF_2PL',\n",
" 'PST_ITER',\n",
" 'FUT_DEF_2PLF',\n",
" 'ACC',\n",
" 'HOR_PL',\n",
" 'PL_POSS_2PLF_GEN',\n",
" 'PST_INDF_1PL',\n",
" 'FUT_INDF_2PL',\n",
" 'POSS_2SGF_ACC',\n",
" 'POSS_2PL_DAT',\n",
" 'POSS_2SG_GEN',\n",
" 'JUS_PL',\n",
" 'POSS_2PLF_ABL',\n",
" 'PST_DEF_POSS_2PLF',\n",
" 'INF_4_2PL',\n",
" 'PL_POSS_2SG_DAT',\n",
" 'POSS_1PL_LOC',\n",
" 'PST_ITER_2SGF',\n",
" 'PL_POSS_1PL_LOC',\n",
" 'PL_POSS_1SG_DAT',\n",
" 'PRES_2SG',\n",
" 'DAT',\n",
" 'POSS_1SG_LOC',\n",
" 'PL_POSS_2PLF_ABL',\n",
" 'PL_POSS_1SG_DAT',\n",
" 'PRES_2PLF',\n",
" 'PL_PERS_1PL',\n",
" 'NUM_ORD_ACC',\n",
" 'POSS_2PLF_LOC',\n",
" 'PST_INDF_2PLF',\n",
" 'PL_POSS_1PL_DAT',\n",
" 'PRES_POSS_1SG',\n",
" 'PL_POSS_2PLF_ACC',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'PL_POSS_3SG_LOC',\n",
" 'POSS_3SG_GEN',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'PST_DEF_POSS_2SGF',\n",
" 'PL_POSS_2SGF_ABL',\n",
" 'FUT_DEF_1SG',\n",
" 'POSS_1SG_GEN',\n",
" 'PERS_2PLF',\n",
" 'NEG_2PL',\n",
" 'PL_POSS_2PL_GEN',\n",
" 'PRES_POSS_1SG',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'NUM_ORD_3PL',\n",
" 'NEG_2PLF',\n",
" 'PL_POSS_2SG_LOC',\n",
" 'PST_ITER_1SG',\n",
" 'PST_INDF_1PL',\n",
" 'RECP_PST_DEF_3SG',\n",
" 'PST_ITER_1PL',\n",
" 'PST_EVID_1PL',\n",
" 'PL_ACC',\n",
" 'PRES_3SG',\n",
" 'POSS_2PLF_LOC',\n",
" 'PST_ITER_2PL',\n",
" 'PRES_COND',\n",
" 'HOR_SG',\n",
" 'PERS_2PLF',\n",
" 'POSS_3SG_DAT',\n",
" 'COND',\n",
" 'PST_ITER_1PL',\n",
" 'POSS_3SG',\n",
" 'FUT_DEF_1SG',\n",
" 'PL_POSS_2SGF_DAT',\n",
" 'POSS_1SG',\n",
" 'PL_POSS_2PL_ABL',\n",
" 'PL_POSS_2SGF_ACC',\n",
" 'PL_LOC',\n",
" 'INF_4_2PLF',\n",
" 'PRES_2SG',\n",
" 'ADVV_ACC',\n",
" 'POSS_3SG',\n",
" 'NUM_ORD_3PL',\n",
" 'ADVV_SUC',\n",
" 'INF_4_1SG',\n",
" 'PL_POSS_2SGF_ABL',\n",
" 'PST_ITER_1SG',\n",
" 'POSS_2SGF_ACC',\n",
" 'LOC',\n",
" 'FUT_DEF_2PLF',\n",
" 'POSS_2PL_DAT',\n",
" 'PL_ABL',\n",
" 'POSS_1SG_DAT',\n",
" 'PRES_1SG',\n",
" 'GEN',\n",
" 'POSS_2SGF_ACC',\n",
" 'PERS_2PLF',\n",
" 'PL_POSS_1PL_LOC',\n",
" 'POSS_2SGF_DAT',\n",
" 'FUT_DEF_2PL',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'POSS_1SG_ACC',\n",
" 'PL_DAT',\n",
" 'INF_4_2SGF',\n",
" 'COND_POSS_2PLF',\n",
" 'GEN',\n",
" 'PL',\n",
" 'POSS_2PL_LOC',\n",
" 'POSS_3PL_ABL',\n",
" 'POSS_1PL_ABL',\n",
" 'PL_POSS_2PLF_ABL',\n",
" 'FUT_DEF',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'FUT_DEF_2PL',\n",
" 'PRES_COND',\n",
" 'DAT',\n",
" 'POSS_1SG_ACC',\n",
" 'COND',\n",
" 'PL_POSS_2PLF_ACC',\n",
" 'JUS_PL',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'PL_POSS_3SG',\n",
" 'PL_POSS_2SG_LOC',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'INF_3',\n",
" 'NUM_ORD_2SGF',\n",
" 'PL_ACC',\n",
" 'POSS_2PL_ABL',\n",
" 'FUT_INDF_1SG',\n",
" 'NUM_ORD_GEN',\n",
" 'PL_POSS_2PL_GEN',\n",
" 'PL_POSS_2SGF_DAT',\n",
" 'PL_POSS_2PL_LOC',\n",
" 'PRES_2SG',\n",
" 'PRES_2SGF',\n",
" 'FUT_INDF_2SGF',\n",
" 'PL_POSS_2PL_GEN',\n",
" 'PST_ITER_2SG',\n",
" 'POSS_1PL_ABL',\n",
" 'DAT',\n",
" 'ADVV_ACC',\n",
" 'PL_GEN',\n",
" 'PL_POSS_1PL_ACC',\n",
" 'PL_POSS_1PL_DAT',\n",
" 'PST_ITER_1PL',\n",
" 'PREC_1',\n",
" 'POSS_1SG_GEN',\n",
" 'ADVV_NEG',\n",
" 'NEG_PST_ITER_3SG',\n",
" 'PRES_2SG',\n",
" 'FUT_INDF_3SG',\n",
" 'NEG_2SGF',\n",
" 'NEG_1PL',\n",
" 'IMP_PLF',\n",
" 'PST_ITER_2PLF',\n",
" 'POSS_1PL_DAT',\n",
" 'LOC',\n",
" 'POSS_2PL_ABL',\n",
" 'POSS_3SG_GEN',\n",
" 'POSS_3PL_ACC',\n",
" 'PST_ITER_2SG',\n",
" 'PST_DEF_POSS_1SG',\n",
" 'PL',\n",
" 'COND_POSS_2SG',\n",
" 'POSS_2SGF_GEN',\n",
" 'PL_POSS_3PL',\n",
" 'NUM_ORD_3PL',\n",
" 'POSS_2PL_ACC',\n",
" 'PST_ITER_1PL',\n",
" 'POSS_2PLF_ACC',\n",
" 'POSS_2PL_DAT',\n",
" 'POSS_2PL_GEN',\n",
" 'NEG_2SG',\n",
" 'PST_INDF_2PL',\n",
" 'PST_DEF_POSS_2PL',\n",
" 'PL_POSS_2PLF',\n",
" 'NUM_ORD_2PL',\n",
" 'PL_PERS_1PL',\n",
" 'OPT_POSS_1SG',\n",
" 'RECP_PST_DEF_3SG',\n",
" 'PST_INDF_2PL',\n",
" 'ADVV_SUC',\n",
" 'PL_ACC',\n",
" 'OPT_POSS_1SG',\n",
" 'PRES_PST_2SG',\n",
" 'POSS_2SGF_ACC',\n",
" 'INF_4_2PL',\n",
" 'PST_ITER_2PLF',\n",
" 'PL_POSS_2SGF_DAT',\n",
" 'PERS_1SG',\n",
" 'PL_ACC',\n",
" 'POSS_2SGF_GEN',\n",
" 'INT',\n",
" 'NEG_PST_ITER_3SG',\n",
" 'PCP_PR',\n",
" 'PL_POSS_3SG_LOC',\n",
" 'COND_POSS_2SGF',\n",
" 'INT',\n",
" 'PL_POSS_2PL_ABL',\n",
" 'COND',\n",
" 'NUM_ORD_3PL',\n",
" 'POSS_2SG_ACC',\n",
" 'POSS_3PL_ACC',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'PL_POSS_2SG_DAT',\n",
" 'PST_EVID_3SG',\n",
" 'FUT_INDF',\n",
" 'PST_DEF_POSS_2PLF',\n",
" 'NUM_ORD_2PL',\n",
" 'PL_POSS_2SG_LOC',\n",
" 'IMP_PL',\n",
" 'PST_EVID_2PL',\n",
" 'FUT_DEF_1SG',\n",
" 'NUM_ORD_2SGF',\n",
" 'POSS_3SG_GEN',\n",
" 'PL_POSS_1PL_DAT',\n",
" 'PST_INDF_1SG',\n",
" 'INF_4_1PL',\n",
" 'PREC_1',\n",
" 'POSS_2SGF_DAT',\n",
" 'POSS_2SG_ABL',\n",
" 'PCP_PR',\n",
" 'PST_DEF_POSS_1SG',\n",
" 'NUM_ORD_1PL',\n",
" 'POSS_2SGF',\n",
" 'OPT_POSS_1SG',\n",
" 'PST_EVID_2SGF',\n",
" 'PL_POSS_2PL',\n",
" 'LOC',\n",
" 'POSS_2SGF_ACC',\n",
" 'PERS_1SG',\n",
" 'PL_POSS_1PL',\n",
" 'ADVV_NEG',\n",
" 'POSS_2PL',\n",
" 'PL_POSS_2SGF_ACC',\n",
" 'FUT_INDF_NEG',\n",
" 'NEG',\n",
" 'PST_DEF_POSS_2PLF',\n",
" 'PL_ACC',\n",
" 'PRES_1PL',\n",
" 'PL_POSS_3SG',\n",
" 'DAT',\n",
" 'NUM_APPR1',\n",
" 'PERS_2PL',\n",
" 'HOR_SG',\n",
" 'POSS_2SGF_GEN',\n",
" 'PST_INDF_2PL',\n",
" 'PRES_3SG',\n",
" 'POSS_3PL_LOC',\n",
" 'PL_DAT',\n",
" 'INF_4_2SG',\n",
" 'PST_DEF_POSS_2SG',\n",
" 'POSS_1PL_ACC',\n",
" 'NUM_ORD_2SGF',\n",
" 'PERS_2SG',\n",
" 'PL_POSS_1SG_ABL',\n",
" 'PCP_FUT_NEG',\n",
" 'LOC',\n",
" 'DAT',\n",
" 'PL_POSS_1PL_LOC',\n",
" 'COND_POSS_1PL',\n",
" 'PERS_2PL',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'PST_EVID_1PL',\n",
" 'HOR_SG',\n",
" 'LOC',\n",
" 'FUT_INDF_3PLF',\n",
" 'POSS_1SG_ACC',\n",
" 'PST_DEF',\n",
" 'PRES_3SG',\n",
" 'NEG_FUT_DEF_3SG',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'PREC_1',\n",
" 'PL_POSS_2PL_ACC',\n",
" 'PL_POSS_2SG_DAT',\n",
" 'ABL',\n",
" 'PL_POSS_3SG',\n",
" 'PL_POSS_1SG_LOC',\n",
" 'COND',\n",
" 'PRES_2SGF',\n",
" 'POSS_2SG_ABL',\n",
" 'COND_POSS_1PL',\n",
" 'POSS_2SG_DAT',\n",
" 'PL_POSS_3PL',\n",
" 'POSS_2SGF_LOC',\n",
" 'FUT_INDF_2SGF',\n",
" 'LOC',\n",
" 'INF_4_2SGF',\n",
" 'PL_POSS_2PLF',\n",
" 'PST_ITER_2SG',\n",
" 'NUM_ORD_2PL',\n",
" 'PRES_2SG',\n",
" 'PL_LOC',\n",
" 'PRES_2PL',\n",
" 'PL_POSS_2SGF_ABL',\n",
" 'INF_4_2SG',\n",
" 'PST_EVID_1SG',\n",
" 'PST_INDF_1PL',\n",
" 'NUM_ORD_DAT',\n",
" 'PST_DEF_POSS_2SG',\n",
" 'POSS_1PL_LOC',\n",
" 'PL_POSS_1SG_ABL',\n",
" 'PRES_2SGF',\n",
" 'FUT_DEF_2PL',\n",
" 'POSS_3SG_DAT',\n",
" 'POSS_3PL_LOC',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'PL_PERS_1PL',\n",
" 'PST_INDF_2PL',\n",
" 'POSS_1SG_LOC',\n",
" 'INF_4_2SG',\n",
" 'NEG_FUT_DEF_3PL',\n",
" 'PL_POSS_3SG_LOC',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'PERS_1PL',\n",
" 'POSS_2SG_ABL',\n",
" 'FUT_INDF_2SGF',\n",
" 'POSS_3PL_ACC',\n",
" 'POSS_1SG_ACC',\n",
" 'PST_DEF_POSS_2SGF',\n",
" 'NEG_2PLF',\n",
" 'PASS_PST_DEF',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'POSS_1SG_GEN',\n",
" 'POSS_1SG',\n",
" 'POSS_3PL_ACC',\n",
" 'PL_POSS_3SG',\n",
" 'PL_POSS_3PL',\n",
" 'PST_EVID_2PL',\n",
" 'PL_POSS_2SGF_ABL',\n",
" '2SGF',\n",
" 'POSS_2PLF_LOC',\n",
" 'POSS_2PL',\n",
" 'FUT_INDF_3SG',\n",
" 'PST_EVID_2PL',\n",
" 'IMP_PLF',\n",
" 'PL_PERS_1PL',\n",
" 'NEG_FUT_DEF_3SG',\n",
" 'OPT_POSS_1SG',\n",
" 'PERS_2SG',\n",
" 'GEN',\n",
" 'PST_ITER_2PLF',\n",
" 'PST_INDF_PERS_3SG',\n",
" 'COND_POSS_1SG',\n",
" 'POSS_2SGF_ABL',\n",
" 'FUT_DEF_3PL',\n",
" 'PL_POSS_2PL_LOC',\n",
" 'POSS_2SG_ACC',\n",
" 'PST_ITER_2PL',\n",
" 'PL_PERS_1PL',\n",
" 'ADVV_ACC',\n",
" 'IMP_PL',\n",
" 'PL_POSS_1SG_ABL',\n",
" 'PL_POSS_2PLF_GEN',\n",
" 'LOC',\n",
" 'OPT_POSS_1SG',\n",
" 'PL_POSS_1PL',\n",
" 'PST_EVID_2SG',\n",
" 'POSS_2PLF',\n",
" 'POSS_3SG',\n",
" 'PST_DEF_POSS_1SG',\n",
" 'POSS_2PL_ACC',\n",
" 'POSS_2SG_ABL',\n",
" 'POSS_1SG_DAT',\n",
" 'PL_POSS_1SG_ABL',\n",
" 'PL_GEN',\n",
" 'NEG_PST_ITER_3SG',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'PST_DEF_POSS_1PL',\n",
" 'PL_POSS_1PL_DAT',\n",
" 'POSS_2PL_DAT',\n",
" 'PL_POSS_2PLF_DAT',\n",
" 'FUT_DEF_3PL',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'PL_POSS_2SG',\n",
" 'CAUS_2',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'PREC_1',\n",
" 'PRES_2SGF',\n",
" 'INF_5_POSS_1SG',\n",
" 'PST_EVID_2PLF',\n",
" 'PL_POSS_2PLF_DAT',\n",
" 'PL_POSS_2SGF',\n",
" 'NEG_2PLF',\n",
" 'PL_POSS_1SG_ABL',\n",
" 'IMP_PL',\n",
" 'PL_POSS_1SG_ACC',\n",
" 'PST_EVID_2SGF',\n",
" 'FUT_DEF_1SG',\n",
" 'PL_ABL',\n",
" 'POSS_2PL_GEN',\n",
" 'POSS_3SG_GEN',\n",
" 'PRES_1PL',\n",
" 'COND_POSS_1PL',\n",
" 'POSS_2PL',\n",
" 'PL_POSS_1PL_DAT',\n",
" 'POSS_2PLF',\n",
" 'POSS_2PL_ACC',\n",
" 'INF_4_2PLF',\n",
" 'GEN',\n",
" 'PL_POSS_1SG',\n",
" 'PST_DEF',\n",
" 'LOC',\n",
" 'CAUS_2',\n",
" 'POSS_3SG_GEN',\n",
" 'FUT_DEF',\n",
" 'ACC',\n",
" 'ABL',\n",
" 'PL_LOC',\n",
" 'COND_POSS_1PL',\n",
" 'NEG',\n",
" 'POSS_2SGF_GEN',\n",
" 'COND_POSS_1SG',\n",
" 'FUT_INDF_2PL',\n",
" 'ADVV_ACC',\n",
" 'POSS_1SG',\n",
" 'PST_ITER_1SG',\n",
" 'GEN',\n",
" 'DAT',\n",
" 'PL_POSS_2SGF_ACC',\n",
" 'POSS_3SG_DAT',\n",
" 'PL_POSS_3SG',\n",
" 'PRES_2SGF',\n",
" 'PST_INDF_PERS_3SG',\n",
" 'JUS_PL',\n",
" 'PL_POSS_2PL_ABL',\n",
" 'LOC',\n",
" 'POSS_3PL_ABL',\n",
" 'FUT_INDF_NEG_PERS_1SG',\n",
" 'NEG_2SG',\n",
" 'IMP_SG',\n",
" 'CAUS_2',\n",
" 'RECP_PST_DEF_3SG',\n",
" 'PL_POSS_2PLF_GEN',\n",
" '2SGF',\n",
" 'NEG_2PLF',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'FUT_INDF_3PLF',\n",
" 'POSS_1SG_DAT',\n",
" 'INF_3',\n",
" 'PL_POSS_2PLF_DAT',\n",
" 'POSS_1SG_GEN',\n",
" 'PL_POSS_3PL_ABL',\n",
" 'POSS_2SG_ABL',\n",
" 'NEG_2SGF',\n",
" 'RECP_PST_DEF_3SG',\n",
" 'POSS_1SG_DAT',\n",
" 'PRES_1PL',\n",
" 'PREC_1',\n",
" 'PASS_PST_DEF',\n",
" 'NEG_1SG',\n",
" 'PL_POSS_3SG',\n",
" 'PL_POSS_2SGF_ACC',\n",
" 'POSS_1SG_LOC',\n",
" 'PST_INDF_1PL',\n",
" 'PST_EVID_2PLF',\n",
" 'PL_POSS_1SG_DAT',\n",
" 'PL_POSS_2PL_LOC',\n",
" 'PST_ITER_2PLF',\n",
" 'POSS_1SG_ACC',\n",
" 'POSS_1SG_ACC',\n",
" 'LOC',\n",
" 'NEG_2PL',\n",
" 'ADVV_INT',\n",
" 'PL_POSS_2PL_DAT',\n",
" 'IMP_PL',\n",
" 'PL_POSS_3SG',\n",
" 'PRES_3SG',\n",
" 'POSS_3SG_DAT',\n",
" 'POSS_2PL_ABL',\n",
" 'POSS_2SG_ABL',\n",
" 'PL_LOC',\n",
" 'JUS_SG',\n",
" 'JUS_PL',\n",
" 'POSS_3SG_GEN',\n",
" 'ADVV_SUC',\n",
" 'PL_GEN',\n",
" 'ADVV_INT',\n",
" 'PST_DEF_POSS_2PL',\n",
" 'POSS_1PL_GEN',\n",
" 'POSS_3PL_ABL',\n",
" 'POSS_2PL_DAT',\n",
" 'PL_POSS_3SG',\n",
" 'PERS_2SG',\n",
" '2SGF',\n",
" 'PL_DAT',\n",
" 'PST_INDF_PS_2SG',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'FUT_DEF_1SG',\n",
" 'PST_DEF',\n",
" 'IMP_PLF',\n",
" 'PRES_3SG',\n",
" 'JUS_PL',\n",
" 'PST_INDF_2PL',\n",
" 'GEN',\n",
" 'FUT_INDF_2SG',\n",
" 'PST_DEF_POSS_2SG',\n",
" 'PL_POSS_2SGF_LOC',\n",
" 'POSS_1PL_GEN',\n",
" 'PL_POSS_2SG_ABL',\n",
" 'PERS_1SG',\n",
" 'PERS_2PLF',\n",
" 'PL_POSS_2PLF_ACC',\n",
" 'NUM_ORD_ABL',\n",
" 'PL_POSS_2PLF_ABL',\n",
" 'FUT_DEF_1PL',\n",
" 'NUM_ORD_2SGF',\n",
" 'INT',\n",
" 'PL_POSS_3PL_DAT',\n",
" 'NUM_ORD_1PL',\n",
" 'PL_POSS_2SG_ACC',\n",
" 'POSS_2SG_ACC',\n",
" 'NEG_FUT_DEF_3SG',\n",
" 'HOR_SG',\n",
" 'PST_ITER_2PLF',\n",
" 'POSS_1PL_DAT',\n",
" 'COND_POSS_2SGF',\n",
" 'PST_ITER_2PLF',\n",
" 'PL_POSS_1PL_DAT',\n",
" 'PL_GEN',\n",
" 'POSS_2SGF_ABL',\n",
" 'PCP_PR',\n",
" 'FUT_INDF',\n",
" 'POSS_1SG_ACC',\n",
" 'POSS_2PL_LOC',\n",
" 'PL_POSS_2PL_GEN',\n",
" 'PRES_2SGF',\n",
" 'PL_POSS_2PL_LOC',\n",
" 'FUT_DEF_1SG',\n",
" 'PST_DEF_POSS_1PL',\n",
" 'ADVV_ACC',\n",
" 'PST_INDF_PS_2SG',\n",
" 'FUT_INDF_1SG',\n",
" 'ADVV_SUC',\n",
" 'FUT_DEF_2PLF',\n",
" 'PL_POSS_3SG',\n",
" 'COND_POSS_1SG',\n",
" 'JUS_PL',\n",
" 'PERS_1SG',\n",
" 'POSS_2SGF_ABL',\n",
" 'PST_EVID_1PL',\n",
" 'NEG_2PL',\n",
" 'PL_POSS_1SG_GEN',\n",
" 'POSS_3PL_ABL',\n",
" 'ACC',\n",
" 'GEN',\n",
" 'POSS_1SG_GEN',\n",
" 'POSS_2SG_ABL',\n",
" 'PRES_2SG',\n",
" 'PST_EVID_2SG',\n",
" '2SGF',\n",
" 'PCP_FUT_NEG_PERS_1SG',\n",
" 'PRES_2SG',\n",
" 'PRES_PST_2SG',\n",
" 'POSS_3PL_ACC',\n",
" 'PST_EVID_3SG',\n",
" 'PST_INDF_PERS_3SG',\n",
" 'IMP_PLF',\n",
" 'FUT_DEF_3PL',\n",
" 'PL_POSS_3PL_DAT',\n",
" 'PL_POSS_2SG_LOC',\n",
" 'FUT_INDF_2SG',\n",
" 'PERS_2PLF',\n",
" 'PST_ITER_2PL',\n",
" 'FUT_INDF_NEG',\n",
" 'ACC',\n",
" 'NUM_ORD_2SGF',\n",
" ...]"
]
},
"execution_count": 712,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predictions = collections.defaultdict(list)\n",
"for x in models:\n",
" for i, t in enumerate(pd.read_csv(x).Tag):\n",
" predictions[i].append(t)\n",
"predictions = [Counter(tags).most_common()[0][0] for k, tags in predictions.items()]\n",
"predictions"
]
},
{
"cell_type": "code",
"execution_count": 713,
"id": "2466e2d6",
"metadata": {},
"outputs": [],
"source": [
"tdf.loc[:, \"Tag\"] = predictions\n",
"tdf[['Word', 'Root', 'Affix', 'Tag']].to_csv(\"logreg-best-splitted-3-full-ans-final.csv\", index=False, header=True)"
]
},
{
"cell_type": "code",
"execution_count": 689,
"id": "f51d8e11",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" кыймылдайлык | \n",
" кыймылда | \n",
" йлык | \n",
" HOR_PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 1 | \n",
" эсептерсиз | \n",
" эсепте | \n",
" р-сиз | \n",
" FUT_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 2 | \n",
" өрүгүбүзгө | \n",
" өрүк | \n",
" үбүзгө | \n",
" POSS_1PL_DAT | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 3 | \n",
" тыйын чычканыма | \n",
" тыйын чычкан | \n",
" ыма | \n",
" POSS_1SG_DAT | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 4 | \n",
" бөксөргөнбүз | \n",
" бөксөр | \n",
" гөн-бүз | \n",
" PST_INDF_1PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 11271 | \n",
" Айтышалык | \n",
" айтыш | \n",
" алык | \n",
" HOR_PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11272 | \n",
" күүбүздү | \n",
" күү | \n",
" бүздү | \n",
" POSS_1PL_ACC | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 11273 | \n",
" Чакырыңыздар | \n",
" Чакыр | \n",
" ыңыздар | \n",
" IMP_PLF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11274 | \n",
" Чакырганбыз | \n",
" Чакыр | \n",
" ган-быз | \n",
" PST_INDF_1PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11275 | \n",
" бөксөрөбү | \n",
" бөксөр | \n",
" өбү | \n",
" HOR_SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
11276 rows × 6 columns
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root \\\n",
"0 кыймылдайлык кыймылда йлык HOR_PL VERB \n",
"1 эсептерсиз эсепте р-сиз FUT_INDF_2SGF VERB \n",
"2 өрүгүбүзгө өрүк үбүзгө POSS_1PL_DAT NOUN \n",
"3 тыйын чычканыма тыйын чычкан ыма POSS_1SG_DAT NOUN \n",
"4 бөксөргөнбүз бөксөр гөн-бүз PST_INDF_1PL VERB \n",
"... ... ... ... ... ... \n",
"11271 Айтышалык айтыш алык HOR_PL VERB \n",
"11272 күүбүздү күү бүздү POSS_1PL_ACC NOUN \n",
"11273 Чакырыңыздар Чакыр ыңыздар IMP_PLF VERB \n",
"11274 Чакырганбыз Чакыр ган-быз PST_INDF_1PL VERB \n",
"11275 бөксөрөбү бөксөр өбү HOR_SG VERB \n",
"\n",
" PoS_word \n",
"0 VERB \n",
"1 VERB \n",
"2 NOUN \n",
"3 NOUN \n",
"4 VERB \n",
"... ... \n",
"11271 VERB \n",
"11272 NOUN \n",
"11273 VERB \n",
"11274 VERB \n",
"11275 VERB \n",
"\n",
"[11276 rows x 6 columns]"
]
},
"execution_count": 689,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tdf.loc[:, \"Tag\"] = predictions"
]
},
{
"cell_type": "code",
"execution_count": 650,
"id": "8a01df2d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting nbsvm-sklearn\n",
" Downloading nbsvm-sklearn-0.0.6.tar.gz (3.4 kB)\n",
" Preparing metadata (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25hRequirement already satisfied: numpy>=1.16.4 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from nbsvm-sklearn) (1.20.2)\n",
"Requirement already satisfied: scikit-learn>=0.21.0 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from nbsvm-sklearn) (0.24.1)\n",
"Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from scikit-learn>=0.21.0->nbsvm-sklearn) (3.1.0)\n",
"Requirement already satisfied: scipy>=0.19.1 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from scikit-learn>=0.21.0->nbsvm-sklearn) (1.6.2)\n",
"Requirement already satisfied: joblib>=0.11 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from scikit-learn>=0.21.0->nbsvm-sklearn) (1.0.1)\n",
"Building wheels for collected packages: nbsvm-sklearn\n",
" Building wheel for nbsvm-sklearn (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for nbsvm-sklearn: filename=nbsvm_sklearn-0.0.6-py3-none-any.whl size=3381 sha256=6755f1bc832b59461c0d37e4611507dfa8215cb7c97a0dde967d31143dd268b2\n",
" Stored in directory: /Users/a.davletov/Library/Caches/pip/wheels/5e/1e/6a/d2df1fa08c24179c362a1fddb4e52021853a99f7a4ff069c04\n",
"Successfully built nbsvm-sklearn\n",
"Installing collected packages: nbsvm-sklearn\n",
"Successfully installed nbsvm-sklearn-0.0.6\n"
]
}
],
"source": [
"!pip install nbsvm-sklearn"
]
},
{
"cell_type": "code",
"execution_count": 651,
"id": "0cce91a7",
"metadata": {},
"outputs": [],
"source": [
"from nbsvm import NBSVMClassifier"
]
},
{
"cell_type": "code",
"execution_count": 611,
"id": "8260fa0e",
"metadata": {
"scrolled": true
},
"outputs": [
{
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},
"execution_count": 611,
"metadata": {},
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"source": [
"tdf.iloc[test.index, :]"
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"metadata": {},
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"source": [
"train_[train_.pos_root == \"adjective\"].tag.unique()"
]
},
{
"cell_type": "code",
"execution_count": 594,
"id": "f4a05f82",
"metadata": {},
"outputs": [
{
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"array(['comp'], dtype=object)"
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"execution_count": 594,
"metadata": {},
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"dfs_[\"train\"][dfs_[\"train\"].pos_root == \"adjective\"].tag.unique()d"
]
},
{
"cell_type": "code",
"execution_count": 597,
"id": "099ba8a5",
"metadata": {},
"outputs": [
{
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"metadata": {},
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{
"name": "stdout",
"output_type": "stream",
"text": [
" Iter Train Loss Remaining Time \n",
" 1 3.9126 24.77m\n",
" 2 3.6797 24.53m\n",
" 3 3.5114 24.04m\n",
" 4 3.3783 23.50m\n",
" 5 3.2644 22.92m\n",
" 6 3.1639 22.55m\n",
" 7 3.0739 22.11m\n",
" 8 2.9931 21.55m\n",
" 9 2.9203 21.36m\n",
" 10 2.8538 20.94m\n",
" 11 2.7875 20.36m\n",
" 12 2.7248 19.80m\n",
" 13 2.6655 19.24m\n",
" 14 2.6109 18.68m\n",
" 15 2.5589 18.15m\n",
" 16 2.5107 17.76m\n",
" 17 2.4659 17.33m\n",
" 18 2.4184 16.87m\n",
" 19 2.3749 16.37m\n",
" 20 2.3345 15.91m\n",
" 21 2.2963 15.37m\n",
" 22 2.2596 14.83m\n",
" 23 2.2230 14.31m\n",
" 24 2.1887 13.84m\n",
" 25 2.1555 13.37m\n",
" 26 2.1234 12.82m\n",
" 27 2.0922 12.28m\n",
" 28 2.0614 11.79m\n",
" 29 2.0313 11.32m\n",
" 30 2.0010 10.81m\n",
" 31 1.9705 10.30m\n",
" 32 1.9436 9.79m\n",
" 33 1.9169 9.27m\n",
" 34 1.8914 8.75m\n",
" 35 1.8669 8.22m\n",
" 36 1.8432 7.70m\n",
" 37 1.8200 7.17m\n",
" 38 1.7979 6.64m\n",
" 39 1.7751 6.10m\n",
" 40 1.7538 5.56m\n",
" 41 1.7325 5.03m\n",
" 42 1.7122 4.48m\n",
" 43 1.6922 3.92m\n",
" 44 1.6726 3.37m\n",
" 45 1.6537 2.81m\n",
" 46 1.6350 2.25m\n",
" 47 1.6163 1.69m\n",
" 48 1.5992 1.13m\n",
" 49 1.5816 33.88s\n",
" 50 1.5641 0.00s\n",
"0.001 multinomial l2 0.8385789222699094\n",
" Iter Train Loss Remaining Time \n",
" 1 3.5356 33.09m\n",
" 2 3.2980 34.18m\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/var/folders/xc/7smr5pz57d75dfxxs7b4h1040000gp/T/ipykernel_51879/3066642056.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mnest\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m200\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mmaxd\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m5\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mGradientBoostingClassifier\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlearning_rate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_estimators\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_depth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmaxd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mytrain\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mypred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mscore\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf1_score\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0myval\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mypred\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maverage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"micro\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/ensemble/_gb.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, sample_weight, monitor)\u001b[0m\n\u001b[1;32m 504\u001b[0m n_stages = self._fit_stages(\n\u001b[1;32m 505\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mraw_predictions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msample_weight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_rng\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX_val\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_val\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 506\u001b[0;31m sample_weight_val, begin_at_stage, monitor)\n\u001b[0m\u001b[1;32m 507\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 508\u001b[0m \u001b[0;31m# change shape of arrays after fit (early-stopping or additional ests)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/ensemble/_gb.py\u001b[0m in \u001b[0;36m_fit_stages\u001b[0;34m(self, X, y, raw_predictions, sample_weight, random_state, X_val, y_val, sample_weight_val, begin_at_stage, monitor)\u001b[0m\n\u001b[1;32m 561\u001b[0m raw_predictions = self._fit_stage(\n\u001b[1;32m 562\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mraw_predictions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msample_weight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msample_mask\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 563\u001b[0;31m random_state, X_csc, X_csr)\n\u001b[0m\u001b[1;32m 564\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 565\u001b[0m \u001b[0;31m# track deviance (= loss)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/ensemble/_gb.py\u001b[0m in \u001b[0;36m_fit_stage\u001b[0;34m(self, i, X, y, raw_predictions, sample_weight, sample_mask, random_state, X_csc, X_csr)\u001b[0m\n\u001b[1;32m 190\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 191\u001b[0m residual = loss.negative_gradient(y, raw_predictions_copy, k=k,\n\u001b[0;32m--> 192\u001b[0;31m sample_weight=sample_weight)\n\u001b[0m\u001b[1;32m 193\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 194\u001b[0m \u001b[0;31m# induce regression tree on residuals\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/ensemble/_gb_losses.py\u001b[0m in \u001b[0;36mnegative_gradient\u001b[0;34m(self, y, raw_predictions, k, **kwargs)\u001b[0m\n\u001b[1;32m 718\u001b[0m \"\"\"\n\u001b[1;32m 719\u001b[0m return y - np.nan_to_num(np.exp(raw_predictions[:, k] -\n\u001b[0;32m--> 720\u001b[0;31m logsumexp(raw_predictions, axis=1)))\n\u001b[0m\u001b[1;32m 721\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 722\u001b[0m def _update_terminal_region(self, tree, terminal_regions, leaf, X, y,\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/scipy/special/_logsumexp.py\u001b[0m in \u001b[0;36mlogsumexp\u001b[0;34m(a, axis, b, keepdims, return_sign)\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[0mtmp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0ma_max\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 109\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 110\u001b[0;31m \u001b[0mtmp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0ma_max\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 111\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 112\u001b[0m \u001b[0;31m# suppress warnings about log of zero\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"val_scores = {}\n",
"from sklearn.metrics import f1_score\n",
"for lr in [0.01, 0.1]:\n",
" for nest in [50, 100, 200]:\n",
" for maxd in [3, 5]:\n",
" model = GradientBoostingClassifier(verbose=2, learning_rate=lr, n_estimators=nest, max_depth=maxd).fit(XAffix, ytrain)\n",
" ypred = model.predict(vXAffix)\n",
" score = f1_score(yval, ypred, average=\"micro\")\n",
" print(c, mcl, penalty, score)\n",
" val_scores[(c, mcl, penalty)] = score"
]
},
{
"cell_type": "code",
"execution_count": 580,
"id": "576ebe7f",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 581,
"id": "48af40f7",
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "Classification metrics can't handle a mix of multiclass and continuous targets",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/var/folders/xc/7smr5pz57d75dfxxs7b4h1040000gp/T/ipykernel_51879/3782529369.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mypred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mscore\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf1_score\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0myval\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mypred\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maverage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"micro\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mscore\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36minner_f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 64\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;31m# extra_args > 0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/metrics/_classification.py\u001b[0m in \u001b[0;36mf1_score\u001b[0;34m(y_true, y_pred, labels, pos_label, average, sample_weight, zero_division)\u001b[0m\n\u001b[1;32m 1069\u001b[0m \u001b[0mpos_label\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpos_label\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maverage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maverage\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1070\u001b[0m \u001b[0msample_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msample_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1071\u001b[0;31m zero_division=zero_division)\n\u001b[0m\u001b[1;32m 1072\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1073\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36minner_f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 64\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;31m# extra_args > 0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/metrics/_classification.py\u001b[0m in \u001b[0;36mfbeta_score\u001b[0;34m(y_true, y_pred, beta, labels, pos_label, average, sample_weight, zero_division)\u001b[0m\n\u001b[1;32m 1197\u001b[0m \u001b[0mwarn_for\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'f-score'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1198\u001b[0m \u001b[0msample_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msample_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1199\u001b[0;31m zero_division=zero_division)\n\u001b[0m\u001b[1;32m 1200\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1201\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36minner_f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 64\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;31m# extra_args > 0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/metrics/_classification.py\u001b[0m in \u001b[0;36mprecision_recall_fscore_support\u001b[0;34m(y_true, y_pred, beta, labels, pos_label, average, warn_for, sample_weight, zero_division)\u001b[0m\n\u001b[1;32m 1460\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"beta should be >=0 in the F-beta score\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1461\u001b[0m labels = _check_set_wise_labels(y_true, y_pred, average, labels,\n\u001b[0;32m-> 1462\u001b[0;31m pos_label)\n\u001b[0m\u001b[1;32m 1463\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1464\u001b[0m \u001b[0;31m# Calculate tp_sum, pred_sum, true_sum ###\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/metrics/_classification.py\u001b[0m in \u001b[0;36m_check_set_wise_labels\u001b[0;34m(y_true, y_pred, average, labels, pos_label)\u001b[0m\n\u001b[1;32m 1272\u001b[0m str(average_options))\n\u001b[1;32m 1273\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1274\u001b[0;31m \u001b[0my_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_true\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_pred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_check_targets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_true\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_pred\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1275\u001b[0m \u001b[0;31m# Convert to Python primitive type to avoid NumPy type / Python str\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1276\u001b[0m \u001b[0;31m# comparison. See https://github.com/numpy/numpy/issues/6784\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/metrics/_classification.py\u001b[0m in \u001b[0;36m_check_targets\u001b[0;34m(y_true, y_pred)\u001b[0m\n\u001b[1;32m 91\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_type\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 92\u001b[0m raise ValueError(\"Classification metrics can't handle a mix of {0} \"\n\u001b[0;32m---> 93\u001b[0;31m \"and {1} targets\".format(type_true, type_pred))\n\u001b[0m\u001b[1;32m 94\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 95\u001b[0m \u001b[0;31m# We can't have more than one value on y_type => The set is no more needed\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: Classification metrics can't handle a mix of multiclass and continuous targets"
]
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 546,
"id": "7b27d555",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"RUNNING THE L-BFGS-B CODE\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
"\n",
" * * *\n",
" * * *\n",
"\n",
"\n",
"RUNNING THE L-BFGS-B CODE\n",
"Machine precision = 2.220D-16\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
"\n",
" N = 3176 M = 10\n",
" N = 3176 M = 10\n",
"At X0 0 variables are exactly at the bounds\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.73959D+03\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21556D+03\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21308D+03\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.95402D+03\n",
"\n",
"\n",
"At iterate 1 f= 1.34075D+04 |proj g|= 3.91013D+02\n",
"At iterate 1 f= 1.28609D+04 |proj g|= 4.83138D+02\n",
"\n",
"At iterate 1 f= 1.33940D+04 |proj g|= 3.96695D+02\n",
"\n",
"At iterate 1 f= 1.27415D+04 |proj g|= 6.00551D+02\n",
"\n",
"\n",
"\n",
"At iterate 2 f= 1.33920D+04 |proj g|= 2.09015D+02\n",
"At iterate 2 f= 1.28420D+04 |proj g|= 2.57285D+02\n",
"At iterate 2 f= 1.33783D+04 |proj g|= 2.14909D+02\n",
"\n",
"At iterate 2 f= 1.27040D+04 |proj g|= 3.10664D+02\n",
"\n",
"At iterate 3 f= 1.33878D+04 |proj g|= 5.85981D+01\n",
"\n",
"At iterate 3 f= 1.28332D+04 |proj g|= 8.22841D+01\n",
"\n",
"At iterate 3 f= 1.33738D+04 |proj g|= 5.73685D+01\n",
"\n",
"At iterate 3 f= 1.26939D+04 |proj g|= 1.61103D+02\n",
"\n",
"At iterate 4 f= 1.33872D+04 |proj g|= 3.23131D+00\n",
"\n",
"\n",
"At iterate 4 f= 1.28319D+04 |proj g|= 3.69402D+01\n",
"At iterate 4 f= 1.33732D+04 |proj g|= 3.85994D+00\n",
"\n",
"At iterate 4 f= 1.26890D+04 |proj g|= 4.60919D+01\n",
"\n",
"At iterate 5 f= 1.28314D+04 |proj g|= 1.63022D+01\n",
"\n",
"At iterate 5 f= 1.33732D+04 |proj g|= 3.30559D+00\n",
"\n",
"At iterate 5 f= 1.33872D+04 |proj g|= 5.20501D-01\n",
"\n",
"At iterate 6 f= 1.28314D+04 |proj g|= 2.46280D-01\n",
"\n",
"At iterate 6 f= 1.33732D+04 |proj g|= 4.49127D-02\n",
"\n",
"At iterate 5 f= 1.26887D+04 |proj g|= 9.20016D+00\n",
"\n",
"At iterate 6 f= 1.33872D+04 |proj g|= 1.40202D-02\n",
"\n",
"At iterate 7 f= 1.28314D+04 |proj g|= 3.28011D-02\n",
"\n",
"At iterate 6 f= 1.26886D+04 |proj g|= 6.41768D-01\n",
"\n",
"At iterate 7 f= 1.33732D+04 |proj g|= 5.11753D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 5.118D-03 1.337D+04\n",
" F = 13373.223741041424 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.26886D+04 |proj g|= 6.80507D-02\n",
"\n",
"\n",
"At iterate 8 f= 1.28314D+04 |proj g|= 3.13835D-04\n",
"At iterate 7 f= 1.33872D+04 |proj g|= 6.91317D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
" * * *\n",
"F = final function value\n",
"\n",
"\n",
" * * *\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 10 1 0 0 3.138D-04 1.283D+04\n",
" F = 12831.370647751673 \n",
" 3176 7 10 1 0 0 6.913D-03 1.339D+04\n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
" F = 13387.163918451570 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.26886D+04 |proj g|= 9.26729D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 11 1 0 0 9.267D-03 1.269D+04\n",
" F = 12688.639218102777 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.26224D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.01060D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.09731D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.13923D+03\n",
"\n",
"\n",
"At iterate 1 f= 1.38628D+04 |proj g|= 3.03775D+03\n",
"At iterate 1 f= 1.31294D+04 |proj g|= 3.11179D+03\n",
"\n",
"At iterate 1 f= 1.22020D+04 |proj g|= 9.88332D+02\n",
"\n",
"\n",
"At iterate 2 f= 1.19930D+04 |proj g|= 8.15585D+02\n",
"At iterate 2 f= 1.08978D+04 |proj g|= 2.02666D+03\n",
"\n",
"At iterate 1 f= 1.28601D+04 |proj g|= 2.11063D+02\n",
"\n",
"At iterate 2 f= 1.21175D+04 |proj g|= 5.94422D+02\n",
"\n",
"\n",
"At iterate 3 f= 1.05864D+04 |proj g|= 8.96229D+02\n",
"At iterate 3 f= 1.19491D+04 |proj g|= 4.90667D+02\n",
"\n",
"At iterate 2 f= 1.28497D+04 |proj g|= 1.36459D+02\n",
"\n",
"At iterate 3 f= 1.20816D+04 |proj g|= 2.52172D+02\n",
"\n",
"At iterate 4 f= 1.04854D+04 |proj g|= 8.01597D+02\n",
"\n",
"At iterate 4 f= 1.19178D+04 |proj g|= 1.55116D+02\n",
"\n",
"At iterate 3 f= 1.28477D+04 |proj g|= 6.66975D+01\n",
"\n",
"At iterate 4 f= 1.20673D+04 |proj g|= 3.18107D+01\n",
"\n",
"\n",
"At iterate 5 f= 1.03277D+04 |proj g|= 1.36187D+02\n",
"At iterate 5 f= 1.19086D+04 |proj g|= 2.53243D+01\n",
"\n",
"At iterate 4 f= 1.28470D+04 |proj g|= 7.73460D+00\n",
"\n",
"At iterate 6 f= 1.19081D+04 |proj g|= 1.40860D+01\n",
"\n",
"At iterate 6 f= 1.03249D+04 |proj g|= 4.49060D+01\n",
"\n",
"At iterate 5 f= 1.20670D+04 |proj g|= 9.82203D+00\n",
"\n",
"At iterate 7 f= 1.19079D+04 |proj g|= 4.42296D-01\n",
"\n",
"At iterate 7 f= 1.03226D+04 |proj g|= 2.64471D+00\n",
"\n",
"At iterate 6 f= 1.20670D+04 |proj g|= 1.39543D+00\n",
"\n",
"At iterate 5 f= 1.28470D+04 |proj g|= 1.68700D+00\n",
"\n",
"At iterate 8 f= 1.19079D+04 |proj g|= 9.31049D-02\n",
"\n",
"At iterate 7 f= 1.20670D+04 |proj g|= 1.34918D-01\n",
"\n",
"At iterate 8 f= 1.03226D+04 |proj g|= 4.96059D-01\n",
"\n",
"At iterate 6 f= 1.28470D+04 |proj g|= 1.93269D-01\n",
"\n",
"At iterate 9 f= 1.19079D+04 |proj g|= 3.47781D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 3.478D-03 1.191D+04\n",
" F = 11907.870436979163 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.28470D+04 |proj g|= 1.93147D-02\n",
"\n",
"\n",
"At iterate 8 f= 1.20670D+04 |proj g|= 5.47338D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"\n",
"Tnint = total number of segments explored during Cauchy searches\n",
" * * *\n",
"At iterate 9 f= 1.03226D+04 |proj g|= 3.37360D-02\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
" 3176 7 10 1 0 0 1.931D-02 1.285D+04\n",
"\n",
" F = 12847.032501257494 \n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
" 3176 8 11 1 0 0 5.473D-03 1.207D+04\n",
" F = 12066.965912422134 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 1.03226D+04 |proj g|= 3.36844D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 3.368D-03 1.032D+04\n",
" F = 10322.587944677634 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21134D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.71402D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.90310D+03\n",
"\n",
"At iterate 1 f= 1.35089D+04 |proj g|= 4.93532D+02\n",
"\n",
"At iterate 1 f= 1.30649D+04 |proj g|= 2.92297D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.01060D+03\n",
"\n",
"At iterate 2 f= 1.34902D+04 |proj g|= 3.15412D+02\n",
"\n",
"At iterate 2 f= 1.11227D+04 |proj g|= 1.55579D+03\n",
"\n",
"At iterate 3 f= 1.34799D+04 |proj g|= 2.61377D+01\n",
"\n",
"At iterate 1 f= 1.30786D+04 |proj g|= 1.31685D+02\n",
"\n",
"At iterate 3 f= 1.09665D+04 |proj g|= 8.38396D+02\n",
"\n",
"At iterate 1 f= 1.24406D+04 |proj g|= 6.66236D+02\n",
"\n",
"\n",
"At iterate 2 f= 1.30722D+04 |proj g|= 2.34778D+01\n",
"At iterate 4 f= 1.34798D+04 |proj g|= 1.17480D+01\n",
"\n",
"At iterate 4 f= 1.08895D+04 |proj g|= 4.67999D+02\n",
"\n",
"At iterate 2 f= 1.24014D+04 |proj g|= 3.82358D+02\n",
"\n",
"At iterate 5 f= 1.34797D+04 |proj g|= 1.57591D-01\n",
"\n",
"At iterate 3 f= 1.30722D+04 |proj g|= 6.29786D+00\n",
"\n",
"At iterate 5 f= 1.08261D+04 |proj g|= 1.23361D+02\n",
"\n",
"At iterate 3 f= 1.23846D+04 |proj g|= 1.40948D+02\n",
"\n",
"At iterate 4 f= 1.30722D+04 |proj g|= 3.69602D+00\n",
"\n",
"At iterate 6 f= 1.34797D+04 |proj g|= 1.60997D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 6 8 1 0 0 1.610D-02 1.348D+04\n",
" F = 13479.706437129718 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 1.08211D+04 |proj g|= 9.52520D+01\n",
"\n",
"At iterate 4 f= 1.23804D+04 |proj g|= 2.87195D+01\n",
"\n",
"At iterate 5 f= 1.30721D+04 |proj g|= 4.88090D-01\n",
"\n",
"At iterate 7 f= 1.08160D+04 |proj g|= 1.31759D+00\n",
"\n",
"At iterate 6 f= 1.30721D+04 |proj g|= 2.47419D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 6 8 1 0 0 2.474D-01 1.307D+04\n",
" F = 13072.148437452441 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.08159D+04 |proj g|= 1.16317D-01\n",
"\n",
"At iterate 5 f= 1.23801D+04 |proj g|= 7.27497D+00\n",
"\n",
"At iterate 9 f= 1.08159D+04 |proj g|= 7.01565D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 7.016D-03 1.082D+04\n",
" F = 10815.949272624915 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 1.23801D+04 |proj g|= 1.95010D-01\n",
"\n",
"At iterate 7 f= 1.23801D+04 |proj g|= 1.23382D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 11 1 0 0 1.234D-01 1.238D+04\n",
" F = 12380.071686239669 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.98863D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.89430D+03\n",
"\n",
"At iterate 1 f= 1.24279D+04 |proj g|= 6.56331D+02\n",
"\n",
"At iterate 2 f= 1.23896D+04 |proj g|= 3.77834D+02\n",
"\n",
"At iterate 1 f= 1.32816D+04 |proj g|= 3.09486D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30836D+03\n",
"\n",
"At iterate 3 f= 1.23731D+04 |proj g|= 1.38625D+02\n",
"\n",
"At iterate 2 f= 1.11461D+04 |proj g|= 1.79297D+03\n",
"\n",
"At iterate 1 f= 1.39876D+04 |proj g|= 4.59221D+03\n",
"\n",
"At iterate 4 f= 1.23690D+04 |proj g|= 2.83015D+01\n",
"\n",
"At iterate 3 f= 1.09198D+04 |proj g|= 8.77996D+02\n",
"\n",
"At iterate 2 f= 1.07515D+04 |proj g|= 3.23446D+03\n",
"\n",
"At iterate 4 f= 1.08331D+04 |proj g|= 6.45467D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.95698D+03\n",
"\n",
"At iterate 3 f= 1.01082D+04 |proj g|= 1.11186D+03\n",
"\n",
"At iterate 5 f= 1.23688D+04 |proj g|= 7.21746D+00\n",
"\n",
"At iterate 5 f= 1.07442D+04 |proj g|= 1.79152D+02\n",
"\n",
"At iterate 4 f= 9.80185D+03 |proj g|= 1.60128D+03\n",
"\n",
"At iterate 6 f= 1.23688D+04 |proj g|= 1.89268D-01\n",
"\n",
"At iterate 6 f= 1.07193D+04 |proj g|= 1.16937D+02\n",
"\n",
"\n",
"At iterate 5 f= 9.57077D+03 |proj g|= 1.38862D+03\n",
"At iterate 1 f= 1.24343D+04 |proj g|= 6.55520D+02\n",
"\n",
"At iterate 7 f= 1.07134D+04 |proj g|= 5.86055D+00\n",
"\n",
"At iterate 2 f= 1.23960D+04 |proj g|= 3.76468D+02\n",
"\n",
"At iterate 6 f= 9.24085D+03 |proj g|= 5.20799D+02\n",
"\n",
"\n",
"At iterate 7 f= 1.23688D+04 |proj g|= 1.12147D-01\n",
"At iterate 8 f= 1.07134D+04 |proj g|= 7.48305D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 11 1 0 0 1.121D-01 1.237D+04\n",
" F = 12368.771478910709 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 9.22312D+03 |proj g|= 3.60538D+02\n",
"\n",
"At iterate 3 f= 1.23798D+04 |proj g|= 1.39281D+02\n",
"\n",
"At iterate 4 f= 1.23757D+04 |proj g|= 2.80344D+01\n",
"\n",
"At iterate 8 f= 9.18422D+03 |proj g|= 3.13354D+01\n",
"\n",
"At iterate 9 f= 1.07134D+04 |proj g|= 5.45870D-02\n",
"\n",
"At iterate 9 f= 9.18374D+03 |proj g|= 6.31798D+00\n",
"\n",
"At iterate 10 f= 1.07134D+04 |proj g|= 8.31126D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 8.311D-03 1.071D+04\n",
" F = 10713.370497860675 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.23754D+04 |proj g|= 7.10401D+00\n",
"\n",
"At iterate 10 f= 9.18371D+03 |proj g|= 7.42797D-01\n",
"\n",
"At iterate 6 f= 1.23754D+04 |proj g|= 2.00151D-01\n",
"\n",
"At iterate 11 f= 9.18371D+03 |proj g|= 3.15736D-01\n",
"\n",
"At iterate 12 f= 9.18371D+03 |proj g|= 1.99820D-02\n",
"\n",
"At iterate 7 f= 1.23754D+04 |proj g|= 1.23668D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 11 1 0 0 1.237D-01 1.238D+04\n",
" F = 12375.397463957448 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.90067D+03\n",
"\n",
"At iterate 13 f= 9.18371D+03 |proj g|= 1.67179D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 1.672D-03 9.184D+03\n",
" F = 9183.7129784730096 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.32968D+04 |proj g|= 3.14992D+03\n",
"\n",
"At iterate 2 f= 1.11305D+04 |proj g|= 1.82829D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.68777D+03\n",
"\n",
"At iterate 3 f= 1.08985D+04 |proj g|= 8.94940D+02\n",
"\n",
"At iterate 4 f= 1.08088D+04 |proj g|= 6.60722D+02\n",
"\n",
"At iterate 1 f= 1.29913D+04 |proj g|= 1.67960D+02\n",
"\n",
"At iterate 5 f= 1.07160D+04 |proj g|= 2.45394D+02\n",
"\n",
"At iterate 2 f= 1.29834D+04 |proj g|= 3.55745D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 6 f= 1.06885D+04 |proj g|= 1.18251D+02\n",
"\n",
"At iterate 3 f= 1.29831D+04 |proj g|= 2.27730D+01\n",
"\n",
"At iterate 1 f= 1.28197D+04 |proj g|= 3.12652D+03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 7 f= 1.06824D+04 |proj g|= 5.64954D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21314D+03\n",
"\n",
"At iterate 4 f= 1.29830D+04 |proj g|= 9.07721D+00\n",
"\n",
"At iterate 2 f= 1.08090D+04 |proj g|= 1.92088D+03\n",
"\n",
"At iterate 8 f= 1.06824D+04 |proj g|= 7.55058D-01\n",
"\n",
"At iterate 5 f= 1.29830D+04 |proj g|= 2.95062D+00\n",
"\n",
"At iterate 3 f= 1.05610D+04 |proj g|= 9.68804D+02\n",
"\n",
"At iterate 6 f= 1.29830D+04 |proj g|= 1.42673D+00\n",
"\n",
"At iterate 1 f= 1.32793D+04 |proj g|= 2.65059D+02\n",
"\n",
"At iterate 9 f= 1.06824D+04 |proj g|= 6.76177D-02\n",
"\n",
"At iterate 4 f= 1.04557D+04 |proj g|= 6.63717D+02\n",
"\n",
"At iterate 7 f= 1.29830D+04 |proj g|= 2.47285D-02\n",
"\n",
"At iterate 2 f= 1.32682D+04 |proj g|= 1.12718D+02\n",
"\n",
"At iterate 10 f= 1.06824D+04 |proj g|= 8.16821D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 8.168D-03 1.068D+04\n",
" F = 10682.360985338319 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.03711D+04 |proj g|= 3.23985D+02\n",
"\n",
"At iterate 8 f= 1.29830D+04 |proj g|= 1.41143D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 10 1 0 0 1.411D-03 1.298D+04\n",
" F = 12983.017730331374 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 1.32671D+04 |proj g|= 5.49127D+01\n",
"\n",
"At iterate 6 f= 1.03243D+04 |proj g|= 1.85896D+02\n",
"\n",
"At iterate 4 f= 1.32666D+04 |proj g|= 8.31626D+00\n",
"\n",
"At iterate 7 f= 1.03177D+04 |proj g|= 4.83612D+00\n",
"\n",
"At iterate 8 f= 1.03177D+04 |proj g|= 3.74190D-01\n",
"\n",
"At iterate 5 f= 1.32666D+04 |proj g|= 1.19554D+00\n",
"\n",
"At iterate 9 f= 1.03177D+04 |proj g|= 1.01884D-01\n",
"\n",
"At iterate 6 f= 1.32666D+04 |proj g|= 1.08292D-01\n",
"\n",
"At iterate 10 f= 1.03177D+04 |proj g|= 6.40647D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 6.406D-03 1.032D+04\n",
" F = 10317.670345977514 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.32666D+04 |proj g|= 3.09634D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 3.096D-03 1.327D+04\n",
" F = 13266.585858672639 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.69837D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.84821D+03\n",
"\n",
"At iterate 1 f= 1.37511D+04 |proj g|= 4.25454D+03\n",
"\n",
"At iterate 1 f= 1.22886D+04 |proj g|= 1.10889D+03\n",
"\n",
"At iterate 2 f= 1.19510D+04 |proj g|= 8.73773D+02\n",
"\n",
"At iterate 2 f= 1.21893D+04 |proj g|= 6.62004D+02\n",
"\n",
"At iterate 3 f= 1.19027D+04 |proj g|= 5.41032D+02\n",
"\n",
"At iterate 3 f= 1.21456D+04 |proj g|= 2.87598D+02\n",
"\n",
"At iterate 4 f= 1.18599D+04 |proj g|= 1.70857D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.44316D+03\n",
"\n",
"At iterate 4 f= 1.21258D+04 |proj g|= 4.35030D+01\n",
"\n",
"At iterate 5 f= 1.18524D+04 |proj g|= 6.80432D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 6 f= 1.18518D+04 |proj g|= 2.67579D+01\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.44316D+03\n",
"\n",
"At iterate 1 f= 1.12762D+04 |proj g|= 2.74395D+03\n",
"\n",
"At iterate 5 f= 1.21254D+04 |proj g|= 1.25506D+01\n",
"\n",
"At iterate 7 f= 1.18517D+04 |proj g|= 3.27785D-01\n",
"\n",
"At iterate 2 f= 1.08672D+04 |proj g|= 2.36511D+03\n",
"\n",
"At iterate 6 f= 1.21253D+04 |proj g|= 1.88332D+00\n",
"\n",
"At iterate 8 f= 1.18517D+04 |proj g|= 2.99504D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 9 1 0 0 2.995D-02 1.185D+04\n",
" F = 11851.737292736394 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.12227D+04 |proj g|= 3.07648D+03\n",
"\n",
"At iterate 3 f= 1.02191D+04 |proj g|= 9.73539D+02\n",
"\n",
"At iterate 7 f= 1.21253D+04 |proj g|= 1.99633D-01\n",
"\n",
"\n",
"At iterate 2 f= 1.07983D+04 |proj g|= 2.76201D+03\n",
"At iterate 4 f= 1.00049D+04 |proj g|= 3.38367D+02\n",
"\n",
"At iterate 8 f= 1.21253D+04 |proj g|= 6.27061D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 11 1 0 0 6.271D-03 1.213D+04\n",
" F = 12125.283977376424 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 9.82107D+03 |proj g|= 1.05495D+03\n",
"\n",
"At iterate 5 f= 9.98990D+03 |proj g|= 3.00854D+02\n",
"\n",
"At iterate 6 f= 9.93917D+03 |proj g|= 3.05464D+01\n",
"\n",
"At iterate 4 f= 9.52480D+03 |proj g|= 4.38517D+02\n",
"\n",
"At iterate 7 f= 9.93877D+03 |proj g|= 1.89089D+00\n",
"\n",
"At iterate 8 f= 9.93876D+03 |proj g|= 1.67150D-01\n",
"\n",
"At iterate 5 f= 9.45761D+03 |proj g|= 2.20661D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.44316D+03\n",
"\n",
"At iterate 9 f= 9.93876D+03 |proj g|= 1.85391D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 1.854D-02 9.939D+03\n",
" F = 9938.7625980196226 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 9.41894D+03 |proj g|= 1.63039D+01\n",
"\n",
"At iterate 1 f= 1.37764D+04 |proj g|= 3.85766D+03\n",
"\n",
"At iterate 7 f= 9.41881D+03 |proj g|= 3.44238D+00\n",
"\n",
"At iterate 2 f= 1.14475D+04 |proj g|= 1.71110D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.44316D+03\n",
"\n",
"At iterate 8 f= 9.41880D+03 |proj g|= 4.04998D-01\n",
"\n",
"At iterate 1 f= 1.37773D+04 |proj g|= 3.93751D+03\n",
"\n",
"At iterate 3 f= 1.12774D+04 |proj g|= 9.48607D+02\n",
"\n",
"At iterate 9 f= 9.41880D+03 |proj g|= 3.27904D-02\n",
"\n",
"At iterate 2 f= 1.14856D+04 |proj g|= 1.65800D+03\n",
"\n",
"At iterate 4 f= 1.11753D+04 |proj g|= 5.01028D+02\n",
"\n",
"At iterate 10 f= 9.41880D+03 |proj g|= 5.36675D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 13 1 0 0 5.367D-03 9.419D+03\n",
" F = 9418.8022685499727 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 1.13280D+04 |proj g|= 9.35194D+02\n",
"\n",
"At iterate 5 f= 1.10830D+04 |proj g|= 2.04772D+02\n",
"\n",
"At iterate 4 f= 1.12262D+04 |proj g|= 4.60989D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.83460D+03\n",
"\n",
"At iterate 6 f= 1.10741D+04 |proj g|= 5.30414D+01\n",
"\n",
"At iterate 5 f= 1.11421D+04 |proj g|= 1.95770D+02\n",
"\n",
"At iterate 1 f= 1.33460D+04 |proj g|= 3.11581D+03\n",
"\n",
"At iterate 7 f= 1.10736D+04 |proj g|= 4.43808D+00\n",
"\n",
"At iterate 2 f= 1.15561D+04 |proj g|= 1.13641D+03\n",
"\n",
"At iterate 6 f= 1.11350D+04 |proj g|= 4.71550D+01\n",
"\n",
"At iterate 8 f= 1.10736D+04 |proj g|= 6.28718D-01\n",
"\n",
"At iterate 3 f= 1.14728D+04 |proj g|= 6.49338D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.97464D+03\n",
"\n",
"At iterate 4 f= 1.14212D+04 |proj g|= 2.63577D+02\n",
"\n",
"At iterate 7 f= 1.11347D+04 |proj g|= 5.07013D+00\n",
"\n",
"At iterate 9 f= 1.10736D+04 |proj g|= 1.70915D-01\n",
"\n",
"At iterate 1 f= 1.37122D+04 |proj g|= 4.58292D+03\n",
"\n",
"At iterate 5 f= 1.13958D+04 |proj g|= 6.37229D+01\n",
"\n",
"At iterate 10 f= 1.10736D+04 |proj g|= 1.92591D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 1.926D-02 1.107D+04\n",
" F = 11073.641357317356 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.11347D+04 |proj g|= 3.41650D-01\n",
"\n",
"At iterate 6 f= 1.13948D+04 |proj g|= 4.13177D+01\n",
"\n",
"At iterate 2 f= 1.21334D+04 |proj g|= 6.01138D+02\n",
"\n",
"At iterate 9 f= 1.11347D+04 |proj g|= 6.55949D-02\n",
"\n",
"At iterate 7 f= 1.13938D+04 |proj g|= 1.06653D+00\n",
"\n",
"At iterate 3 f= 1.21086D+04 |proj g|= 4.00199D+02\n",
"\n",
"At iterate 10 f= 1.11347D+04 |proj g|= 5.06957D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 5.070D-03 1.113D+04\n",
" F = 11134.701928795232 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.20836D+04 |proj g|= 5.59521D+01\n",
"\n",
"At iterate 8 f= 1.13938D+04 |proj g|= 1.44810D-01\n",
"\n",
"At iterate 9 f= 1.13938D+04 |proj g|= 6.67217D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 6.672D-03 1.139D+04\n",
" F = 11393.807333859393 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.20834D+04 |proj g|= 2.76272D+01\n",
"\n",
"At iterate 6 f= 1.20833D+04 |proj g|= 2.18657D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 7.74137D+02\n",
"\n",
"At iterate 7 f= 1.20833D+04 |proj g|= 1.42293D-01\n",
"\n",
"At iterate 8 f= 1.20833D+04 |proj g|= 1.51976D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 10 1 0 0 1.520D-02 1.208D+04\n",
" F = 12083.319525587918 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.33850D+04 |proj g|= 1.99031D+02\n",
"\n",
"At iterate 2 f= 1.33766D+04 |proj g|= 1.14824D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03014D+03\n",
"\n",
"At iterate 3 f= 1.33753D+04 |proj g|= 5.00445D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.88949D+03\n",
"\n",
"At iterate 1 f= 1.28329D+04 |proj g|= 3.87683D+03\n",
"\n",
"At iterate 4 f= 1.33750D+04 |proj g|= 7.36723D+00\n",
"\n",
"At iterate 2 f= 1.05652D+04 |proj g|= 2.42969D+03\n",
"\n",
"At iterate 1 f= 1.34119D+04 |proj g|= 4.09815D+03\n",
"\n",
"At iterate 3 f= 1.02142D+04 |proj g|= 1.22197D+03\n",
"\n",
"At iterate 2 f= 1.08353D+04 |proj g|= 2.47128D+03\n",
"\n",
"At iterate 5 f= 1.33750D+04 |proj g|= 4.07607D+00\n",
"\n",
"At iterate 4 f= 1.00438D+04 |proj g|= 8.41638D+02\n",
"\n",
"At iterate 3 f= 1.04881D+04 |proj g|= 1.24774D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.88949D+03\n",
"\n",
"At iterate 6 f= 1.33750D+04 |proj g|= 5.40235D-01\n",
"\n",
"At iterate 5 f= 9.88032D+03 |proj g|= 4.34054D+02\n",
"\n",
"At iterate 4 f= 1.03178D+04 |proj g|= 8.76742D+02\n",
"\n",
"At iterate 7 f= 1.33750D+04 |proj g|= 4.09285D-03\n",
"\n",
"\n",
"At iterate 5 f= 1.01271D+04 |proj g|= 4.35945D+02\n",
"At iterate 1 f= 1.08621D+04 |proj g|= 3.39885D+03\n",
"\n",
"At iterate 6 f= 9.79560D+03 |proj g|= 2.61585D+02\n",
"\n",
"At iterate 8 f= 1.33750D+04 |proj g|= 7.47655D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 11 1 0 0 7.477D-05 1.337D+04\n",
" F = 13374.970114784061 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 6 f= 1.00536D+04 |proj g|= 2.84010D+02\n",
"\n",
"At iterate 2 f= 1.04203D+04 |proj g|= 3.09427D+03\n",
"\n",
"At iterate 7 f= 9.77920D+03 |proj g|= 1.03675D+01\n",
"\n",
"At iterate 7 f= 1.00333D+04 |proj g|= 1.00695D+01\n",
"\n",
"At iterate 3 f= 9.16440D+03 |proj g|= 1.15079D+03\n",
"\n",
"At iterate 8 f= 9.77916D+03 |proj g|= 1.63197D+00\n",
"\n",
"At iterate 8 f= 1.00332D+04 |proj g|= 1.78599D+00\n",
"\n",
"At iterate 4 f= 8.77464D+03 |proj g|= 5.01049D+02\n",
"\n",
"At iterate 9 f= 9.77916D+03 |proj g|= 2.07035D-01\n",
"\n",
"At iterate 9 f= 1.00332D+04 |proj g|= 2.11674D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03014D+03\n",
"\n",
"At iterate 10 f= 9.77916D+03 |proj g|= 1.98449D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 1.984D-02 9.779D+03\n",
" F = 9779.1564862196028 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"\n",
"At iterate 5 f= 8.67271D+03 |proj g|= 3.02866D+02\n",
"At iterate 10 f= 1.00332D+04 |proj g|= 2.01531D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 2.015D-02 1.003D+04\n",
" F = 10033.208228355676 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.28216D+04 |proj g|= 3.89752D+03\n",
"\n",
"At iterate 6 f= 8.61889D+03 |proj g|= 2.14062D+01\n",
"\n",
"At iterate 2 f= 1.05590D+04 |proj g|= 2.43259D+03\n",
"\n",
"At iterate 3 f= 1.02082D+04 |proj g|= 1.21988D+03\n",
"\n",
"At iterate 7 f= 8.61873D+03 |proj g|= 6.11380D+00\n",
"\n",
"At iterate 4 f= 1.00385D+04 |proj g|= 8.39413D+02\n",
"\n",
"At iterate 8 f= 8.61872D+03 |proj g|= 6.12379D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.88949D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.88949D+03\n",
"\n",
"At iterate 5 f= 9.87803D+03 |proj g|= 4.36179D+02\n",
"\n",
"At iterate 9 f= 8.61872D+03 |proj g|= 5.80073D-02\n",
"\n",
"At iterate 1 f= 1.34160D+04 |proj g|= 4.10476D+03\n",
"\n",
"At iterate 1 f= 1.37843D+04 |proj g|= 4.68484D+03\n",
"\n",
"At iterate 6 f= 9.79157D+03 |proj g|= 2.66215D+02\n",
"\n",
"At iterate 10 f= 8.61872D+03 |proj g|= 5.45839D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 13 1 0 0 5.458D-03 8.619D+03\n",
" F = 8618.7219884276237 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.08368D+04 |proj g|= 2.47256D+03\n",
"\n",
"At iterate 2 f= 1.06143D+04 |proj g|= 3.30284D+03\n",
"\n",
"At iterate 7 f= 9.77480D+03 |proj g|= 1.02923D+01\n",
"\n",
"At iterate 3 f= 1.04895D+04 |proj g|= 1.24800D+03\n",
"\n",
"At iterate 3 f= 9.96543D+03 |proj g|= 1.26881D+03\n",
"\n",
"At iterate 8 f= 9.77476D+03 |proj g|= 1.30703D+00\n",
"\n",
"At iterate 4 f= 1.03193D+04 |proj g|= 8.76850D+02\n",
"\n",
"At iterate 4 f= 9.67081D+03 |proj g|= 1.57747D+03\n",
"\n",
"At iterate 9 f= 9.77476D+03 |proj g|= 2.09499D-01\n",
"\n",
"At iterate 5 f= 1.01282D+04 |proj g|= 4.37754D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 5 f= 9.36794D+03 |proj g|= 1.31017D+03\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03014D+03\n",
"\n",
"At iterate 10 f= 9.77476D+03 |proj g|= 2.06908D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 2.069D-02 9.775D+03\n",
" F = 9774.7592763079319 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"\n",
"At iterate 1 f= 1.23525D+04 |proj g|= 4.27844D+03\n",
"At iterate 6 f= 9.07634D+03 |proj g|= 5.33271D+02\n",
"\n",
"At iterate 6 f= 1.00549D+04 |proj g|= 2.87387D+02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 2 f= 9.85201D+03 |proj g|= 3.32018D+03\n",
"\n",
"At iterate 7 f= 1.00346D+04 |proj g|= 1.04046D+01\n",
"\n",
"At iterate 7 f= 9.05211D+03 |proj g|= 3.56262D+02\n",
"\n",
"At iterate 3 f= 9.15429D+03 |proj g|= 1.16110D+03\n",
"\n",
"At iterate 8 f= 1.00346D+04 |proj g|= 1.75527D+00\n",
"\n",
"At iterate 8 f= 9.02012D+03 |proj g|= 2.42342D+01\n",
"\n",
"At iterate 4 f= 8.78937D+03 |proj g|= 1.65826D+03\n",
"\n",
"At iterate 9 f= 1.00346D+04 |proj g|= 2.10380D-01\n",
"\n",
"At iterate 9 f= 9.01965D+03 |proj g|= 6.33448D+00\n",
"\n",
"At iterate 5 f= 8.55009D+03 |proj g|= 1.39697D+03\n",
"\n",
"At iterate 10 f= 1.00346D+04 |proj g|= 2.01103D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 2.011D-02 1.003D+04\n",
" F = 10034.577054275060 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 9.01962D+03 |proj g|= 7.41440D-01\n",
"\n",
"At iterate 6 f= 8.16364D+03 |proj g|= 4.19323D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.22711D+03\n",
"\n",
"At iterate 11 f= 9.01962D+03 |proj g|= 6.28138D-02\n",
"\n",
"At iterate 1 f= 1.37297D+04 |proj g|= 3.89148D+03\n",
"\n",
"At iterate 12 f= 9.01962D+03 |proj g|= 1.45520D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 13 1 0 0 1.455D-02 9.020D+03\n",
" F = 9019.6165369748451 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 8.14245D+03 |proj g|= 3.00916D+02\n",
"\n",
"At iterate 2 f= 1.17961D+04 |proj g|= 1.09592D+03\n",
"\n",
"At iterate 8 f= 8.12476D+03 |proj g|= 2.80122D+01\n",
"\n",
"At iterate 3 f= 1.17238D+04 |proj g|= 6.58543D+02\n",
"\n",
"At iterate 4 f= 1.16649D+04 |proj g|= 2.50279D+02\n",
"\n",
"At iterate 9 f= 8.12445D+03 |proj g|= 7.10532D+00\n",
"\n",
"At iterate 5 f= 1.16452D+04 |proj g|= 8.09395D+01\n",
"\n",
"At iterate 10 f= 8.12443D+03 |proj g|= 1.55026D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.72841D+03\n",
"\n",
"At iterate 6 f= 1.16441D+04 |proj g|= 3.56086D+01\n",
"\n",
"At iterate 11 f= 8.12443D+03 |proj g|= 1.24212D-01\n",
"\n",
"At iterate 7 f= 1.16436D+04 |proj g|= 1.04993D+00\n",
"\n",
"At iterate 1 f= 1.27514D+04 |proj g|= 4.42466D+02\n",
"\n",
"At iterate 12 f= 8.12443D+03 |proj g|= 4.31830D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.41509D+03\n",
"\n",
"At iterate 8 f= 1.16436D+04 |proj g|= 2.09076D-01\n",
"\n",
"At iterate 2 f= 1.27199D+04 |proj g|= 2.36704D+02\n",
"\n",
"At iterate 13 f= 8.12443D+03 |proj g|= 4.44943D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 15 1 0 0 4.449D-03 8.124D+03\n",
" F = 8124.4258778634185 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 1.16436D+04 |proj g|= 1.31431D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 1.314D-02 1.164D+04\n",
" F = 11643.593331431675 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 1.27140D+04 |proj g|= 1.30050D+02\n",
"\n",
"At iterate 1 f= 1.29875D+04 |proj g|= 1.18624D+02\n",
"\n",
"At iterate 4 f= 1.27113D+04 |proj g|= 1.35292D+01\n",
"\n",
"At iterate 2 f= 1.29796D+04 |proj g|= 8.71694D+01\n",
"\n",
"At iterate 5 f= 1.27113D+04 |proj g|= 1.77789D+01\n",
"\n",
"At iterate 3 f= 1.29788D+04 |proj g|= 4.86579D+01\n",
"\n",
"At iterate 4 f= 1.29785D+04 |proj g|= 5.46756D+00\n",
"\n",
"At iterate 6 f= 1.27112D+04 |proj g|= 1.11530D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02989D+03\n",
"\n",
"At iterate 7 f= 1.27112D+04 |proj g|= 1.34493D-01\n",
"\n",
"At iterate 5 f= 1.29785D+04 |proj g|= 7.24694D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30857D+03\n",
"\n",
"At iterate 1 f= 1.25783D+04 |proj g|= 3.98802D+03\n",
"\n",
"\n",
"At iterate 8 f= 1.27112D+04 |proj g|= 1.58363D-03\n",
"At iterate 6 f= 1.29785D+04 |proj g|= 1.79710D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 10 1 0 0 1.584D-03 1.271D+04\n",
" F = 12711.180290950333 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.01946D+04 |proj g|= 2.86231D+03\n",
"\n",
"At iterate 7 f= 1.29785D+04 |proj g|= 2.36806D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 2.368D-02 1.298D+04\n",
"\n",
"At iterate 1 f= 1.17426D+04 |proj g|= 2.62743D+03\n",
" F = 12978.462314095381 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 9.63944D+03 |proj g|= 1.15444D+03\n",
"\n",
"At iterate 2 f= 1.13719D+04 |proj g|= 2.26907D+03\n",
"\n",
"At iterate 4 f= 9.42232D+03 |proj g|= 1.24614D+03\n",
"\n",
"At iterate 3 f= 1.07582D+04 |proj g|= 8.58480D+02\n",
"\n",
"At iterate 5 f= 9.10504D+03 |proj g|= 6.98388D+02\n",
"\n",
"At iterate 6 f= 9.00543D+03 |proj g|= 1.86255D+02\n",
"\n",
"At iterate 4 f= 1.05738D+04 |proj g|= 3.02606D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.93429D+03\n",
"\n",
"At iterate 7 f= 8.99861D+03 |proj g|= 7.66709D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.36510D+03\n",
"\n",
"At iterate 1 f= 1.24529D+04 |proj g|= 5.74374D+02\n",
"\n",
"At iterate 5 f= 1.05418D+04 |proj g|= 1.55956D+02\n",
"\n",
"At iterate 8 f= 8.99606D+03 |proj g|= 6.73387D+00\n",
"\n",
"At iterate 1 f= 1.36673D+04 |proj g|= 3.23772D+03\n",
"\n",
"At iterate 2 f= 1.24222D+04 |proj g|= 3.33764D+02\n",
"\n",
"At iterate 6 f= 1.05233D+04 |proj g|= 1.11394D+01\n",
"\n",
"At iterate 9 f= 8.99605D+03 |proj g|= 1.00972D+00\n",
"\n",
"At iterate 2 f= 1.19915D+04 |proj g|= 7.21664D+02\n",
"\n",
"At iterate 3 f= 1.24091D+04 |proj g|= 1.18073D+02\n",
"\n",
"At iterate 7 f= 1.05232D+04 |proj g|= 2.76024D+00\n",
"\n",
"At iterate 3 f= 1.19568D+04 |proj g|= 4.51882D+02\n",
"\n",
"At iterate 10 f= 8.99605D+03 |proj g|= 8.13975D-02\n",
"\n",
"At iterate 4 f= 1.24063D+04 |proj g|= 2.59132D+01\n",
"\n",
"At iterate 8 f= 1.05232D+04 |proj g|= 3.45367D-01\n",
"\n",
"At iterate 4 f= 1.19272D+04 |proj g|= 1.15129D+02\n",
"\n",
"At iterate 11 f= 8.99605D+03 |proj g|= 3.38905D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.389D-02 8.996D+03\n",
" F = 8996.0455061995126 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.24062D+04 |proj g|= 2.19817D+01\n",
"\n",
"At iterate 5 f= 1.19236D+04 |proj g|= 1.89509D+01\n",
"\n",
"At iterate 9 f= 1.05232D+04 |proj g|= 1.52356D-02\n",
"\n",
"At iterate 6 f= 1.24061D+04 |proj g|= 9.39496D-02\n",
"\n",
"At iterate 6 f= 1.19233D+04 |proj g|= 1.01205D+01\n",
"\n",
"At iterate 7 f= 1.24061D+04 |proj g|= 1.53197D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 1.532D-02 1.241D+04\n",
" F = 12406.077979631242 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 1.05232D+04 |proj g|= 2.77172D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 13 1 0 0 2.772D-03 1.052D+04\n",
" F = 10523.191885646767 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.19233D+04 |proj g|= 2.84316D-01\n",
"\n",
"At iterate 8 f= 1.19233D+04 |proj g|= 2.33309D-02\n",
"\n",
"At iterate 9 f= 1.19233D+04 |proj g|= 2.29687D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 2.297D-03 1.192D+04\n",
" F = 11923.310435019850 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.93397D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.88960D+03\n",
"\n",
"At iterate 1 f= 1.28760D+04 |proj g|= 2.52431D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.91239D+03\n",
"\n",
"At iterate 1 f= 1.28186D+04 |proj g|= 1.65975D+02\n",
"\n",
"At iterate 2 f= 1.28652D+04 |proj g|= 1.62177D+02\n",
"\n",
"At iterate 1 f= 1.29160D+04 |proj g|= 3.71113D+03\n",
"\n",
"At iterate 2 f= 1.28112D+04 |proj g|= 1.34375D+02\n",
"\n",
"At iterate 3 f= 1.28623D+04 |proj g|= 6.89219D+01\n",
"\n",
"At iterate 2 f= 1.05999D+04 |proj g|= 2.44931D+03\n",
"\n",
"At iterate 3 f= 1.28094D+04 |proj g|= 5.90889D+01\n",
"\n",
"At iterate 4 f= 1.28615D+04 |proj g|= 9.33043D+00\n",
"\n",
"At iterate 3 f= 1.01840D+04 |proj g|= 1.07671D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.85814D+03\n",
"\n",
"At iterate 4 f= 1.28090D+04 |proj g|= 2.03495D+01\n",
"\n",
"At iterate 4 f= 1.00315D+04 |proj g|= 9.79200D+02\n",
"\n",
"At iterate 1 f= 1.33164D+04 |proj g|= 3.85354D+03\n",
"\n",
"\n",
"At iterate 5 f= 1.28615D+04 |proj g|= 1.18298D+00\n",
"At iterate 5 f= 1.28089D+04 |proj g|= 1.56628D+01\n",
"\n",
"At iterate 2 f= 1.07871D+04 |proj g|= 2.48572D+03\n",
"\n",
"At iterate 5 f= 9.77009D+03 |proj g|= 1.86898D+02\n",
"\n",
"At iterate 6 f= 1.28089D+04 |proj g|= 8.74775D-02\n",
"\n",
"At iterate 6 f= 1.28615D+04 |proj g|= 1.23984D-01\n",
"\n",
"At iterate 3 f= 1.03719D+04 |proj g|= 1.08536D+03\n",
"\n",
"At iterate 6 f= 9.76535D+03 |proj g|= 8.05924D+01\n",
"\n",
"At iterate 7 f= 1.28089D+04 |proj g|= 1.49063D-02\n",
"\n",
"\n",
"At iterate 7 f= 1.28615D+04 |proj g|= 1.65553D-03\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Projg = norm of the final projected gradient\n",
"Skip = number of BFGS updates skipped\n",
"F = final function value\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
" * * *\n",
"\n",
" * * *\n",
"\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 1.656D-03 1.286D+04\n",
" 3176 7 9 1 0 0 1.491D-02 1.281D+04\n",
" F = 12861.487653933134 \n",
"\n",
" F = 12808.920443880363 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.02183D+04 |proj g|= 1.00979D+03\n",
"\n",
"At iterate 7 f= 9.75938D+03 |proj g|= 5.78092D+00\n",
"\n",
"At iterate 5 f= 9.94813D+03 |proj g|= 2.45107D+02\n",
"\n",
"At iterate 8 f= 9.75936D+03 |proj g|= 1.57801D+00\n",
"\n",
"At iterate 6 f= 9.93834D+03 |proj g|= 1.06849D+02\n",
"\n",
"At iterate 9 f= 9.75936D+03 |proj g|= 9.11594D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.23838D+03\n",
"\n",
"At iterate 7 f= 9.93029D+03 |proj g|= 5.69618D+00\n",
"\n",
"At iterate 10 f= 9.75936D+03 |proj g|= 2.03323D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 2.033D-02 9.759D+03\n",
" F = 9759.3595395477914 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 9.93027D+03 |proj g|= 1.20723D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.51309D+03\n",
"\n",
"At iterate 1 f= 1.29347D+04 |proj g|= 1.63449D+02\n",
"\n",
"At iterate 9 f= 9.93027D+03 |proj g|= 7.45023D-02\n",
"\n",
"At iterate 2 f= 1.29283D+04 |proj g|= 7.55079D+01\n",
"\n",
"At iterate 10 f= 9.93027D+03 |proj g|= 1.39449D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 1.394D-02 9.930D+03\n",
" F = 9930.2679285041777 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.91239D+03\n",
"\n",
"At iterate 3 f= 1.29278D+04 |proj g|= 4.37586D+01\n",
"\n",
"At iterate 1 f= 1.24166D+04 |proj g|= 8.87592D+02\n",
"\n",
"At iterate 1 f= 1.29021D+04 |proj g|= 3.68881D+03\n",
"\n",
"\n",
"At iterate 2 f= 1.23560D+04 |proj g|= 5.09806D+02\n",
"At iterate 4 f= 1.29276D+04 |proj g|= 9.56053D+00\n",
"\n",
"At iterate 2 f= 1.05910D+04 |proj g|= 2.44630D+03\n",
"\n",
"\n",
"At iterate 5 f= 1.29276D+04 |proj g|= 6.47317D+00\n",
"At iterate 3 f= 1.23275D+04 |proj g|= 1.92882D+02\n",
"\n",
"At iterate 3 f= 1.01755D+04 |proj g|= 1.07850D+03\n",
"\n",
"At iterate 6 f= 1.29276D+04 |proj g|= 1.33171D-01\n",
"\n",
"At iterate 4 f= 1.23178D+04 |proj g|= 2.98084D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.85814D+03\n",
"\n",
"At iterate 7 f= 1.29276D+04 |proj g|= 1.25420D-02\n",
"\n",
"\n",
"At iterate 4 f= 1.00227D+04 |proj g|= 9.80625D+02\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 1.254D-02 1.293D+04\n",
" F = 12927.599721443697 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.33223D+04 |proj g|= 3.85828D+03\n",
"\n",
"At iterate 5 f= 1.23175D+04 |proj g|= 5.36958D+00\n",
"\n",
"At iterate 5 f= 9.76096D+03 |proj g|= 1.85904D+02\n",
"\n",
"At iterate 2 f= 1.07898D+04 |proj g|= 2.48641D+03\n",
"\n",
"At iterate 6 f= 1.23175D+04 |proj g|= 5.19162D-01\n",
"\n",
"At iterate 6 f= 9.75625D+03 |proj g|= 7.68993D+01\n",
"\n",
"At iterate 3 f= 1.03745D+04 |proj g|= 1.08530D+03\n",
"\n",
"At iterate 7 f= 1.23175D+04 |proj g|= 7.07897D-02\n",
"\n",
"At iterate 4 f= 1.02211D+04 |proj g|= 1.01006D+03\n",
"\n",
"At iterate 7 f= 9.75029D+03 |proj g|= 5.15092D+00\n",
"\n",
"At iterate 5 f= 9.95084D+03 |proj g|= 2.46184D+02\n",
"\n",
"At iterate 8 f= 1.23175D+04 |proj g|= 6.50439D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 11 1 0 0 6.504D-03 1.232D+04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
" F = 12317.498566579159 \n",
"\n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"Machine precision = 2.220D-16\n",
"\n",
" N = 3176 M = 10\n",
"At iterate 8 f= 9.75028D+03 |proj g|= 1.35536D+00\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21302D+03\n",
"\n",
"At iterate 6 f= 9.94095D+03 |proj g|= 1.04543D+02\n",
"\n",
"At iterate 9 f= 9.75028D+03 |proj g|= 8.15486D-02\n",
"\n",
"\n",
"At iterate 7 f= 9.93287D+03 |proj g|= 5.75337D+00\n",
"At iterate 1 f= 1.33820D+04 |proj g|= 3.95656D+02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
"[Parallel(n_jobs=4)]: Done 38 tasks | elapsed: 2.2s\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 10 f= 9.75028D+03 |proj g|= 1.82424D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 1.824D-02 9.750D+03\n",
" F = 9750.2795640930599 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.33664D+04 |proj g|= 2.15001D+02\n",
"\n",
"At iterate 8 f= 9.93285D+03 |proj g|= 1.21722D+00\n",
"\n",
"At iterate 3 f= 1.33620D+04 |proj g|= 5.66135D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.41234D+03\n",
"\n",
"At iterate 9 f= 9.93285D+03 |proj g|= 7.48118D-02\n",
"\n",
"At iterate 4 f= 1.33614D+04 |proj g|= 3.66967D+00\n",
"\n",
"At iterate 5 f= 1.33614D+04 |proj g|= 3.08705D+00\n",
"\n",
"At iterate 10 f= 9.93285D+03 |proj g|= 1.27402D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 1.274D-02 9.933D+03\n",
" F = 9932.8518518306773 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.27925D+04 |proj g|= 4.77330D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.85814D+03\n",
"\n",
"At iterate 6 f= 1.33614D+04 |proj g|= 4.63848D-02\n",
"\n",
"At iterate 2 f= 1.27706D+04 |proj g|= 2.67285D+02\n",
"\n",
"At iterate 1 f= 1.36763D+04 |proj g|= 4.48134D+03\n",
"\n",
"At iterate 3 f= 1.27618D+04 |proj g|= 1.03509D+02\n",
"\n",
"At iterate 7 f= 1.33614D+04 |proj g|= 5.27525D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 5.275D-03 1.336D+04\n",
" F = 13361.351448735268 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.06307D+04 |proj g|= 3.22015D+03\n",
"\n",
"At iterate 4 f= 1.27598D+04 |proj g|= 3.29742D+01\n",
"\n",
"At iterate 3 f= 9.97852D+03 |proj g|= 1.06687D+03\n",
"\n",
"At iterate 5 f= 1.27596D+04 |proj g|= 1.99596D+01\n",
"\n",
"At iterate 4 f= 9.66164D+03 |proj g|= 1.59504D+03\n",
"\n",
"At iterate 6 f= 1.27595D+04 |proj g|= 2.13218D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.26777D+03\n",
"\n",
"At iterate 5 f= 9.44329D+03 |proj g|= 1.37746D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.99735D+03\n",
"\n",
"At iterate 7 f= 1.27595D+04 |proj g|= 2.95565D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 2.956D-02 1.276D+04\n",
" F = 12759.484413634809 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 9.10219D+03 |proj g|= 4.58359D+02\n",
"\n",
"At iterate 1 f= 1.27895D+04 |proj g|= 2.50388D+02\n",
"\n",
"At iterate 2 f= 1.27784D+04 |proj g|= 1.64597D+02\n",
"\n",
"At iterate 7 f= 9.08976D+03 |proj g|= 3.56370D+02\n",
"\n",
"At iterate 1 f= 1.24537D+04 |proj g|= 7.03965D+02\n",
"\n",
"At iterate 3 f= 1.27754D+04 |proj g|= 6.96198D+01\n",
"\n",
"At iterate 2 f= 1.24108D+04 |proj g|= 3.99500D+02\n",
"\n",
"At iterate 8 f= 9.05921D+03 |proj g|= 2.45825D+01\n",
"\n",
"At iterate 4 f= 1.27746D+04 |proj g|= 5.13262D+00\n",
"\n",
"At iterate 3 f= 1.23928D+04 |proj g|= 1.53438D+02\n",
"\n",
"At iterate 9 f= 9.05891D+03 |proj g|= 6.26529D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.54037D+03\n",
"\n",
"At iterate 4 f= 1.23876D+04 |proj g|= 2.88391D+01\n",
"\n",
"At iterate 10 f= 9.05888D+03 |proj g|= 8.15988D-01\n",
"\n",
"At iterate 5 f= 1.27746D+04 |proj g|= 8.19616D-01\n",
"\n",
"At iterate 11 f= 9.05888D+03 |proj g|= 1.55220D-01\n",
"\n",
"At iterate 6 f= 1.27746D+04 |proj g|= 1.10944D-01\n",
"\n",
"At iterate 1 f= 1.31364D+04 |proj g|= 1.36515D+02\n",
"\n",
"At iterate 5 f= 1.23874D+04 |proj g|= 6.57897D+00\n",
"\n",
"At iterate 12 f= 9.05888D+03 |proj g|= 4.60324D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 13 1 0 0 4.603D-03 9.059D+03\n",
" F = 9058.8806542352413 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 1.23873D+04 |proj g|= 3.22105D-01\n",
"\n",
"At iterate 7 f= 1.27746D+04 |proj g|= 9.37295D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 9.373D-03 1.277D+04\n",
" F = 12774.624134188565 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.31296D+04 |proj g|= 2.77619D+01\n",
"\n",
"At iterate 7 f= 1.23873D+04 |proj g|= 1.06742D-01\n",
"\n",
"At iterate 3 f= 1.31294D+04 |proj g|= 2.02144D+01\n",
"\n",
"At iterate 8 f= 1.23873D+04 |proj g|= 6.96787D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 11 1 0 0 6.968D-03 1.239D+04\n",
" F = 12387.345332563487 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.31294D+04 |proj g|= 8.32265D+00\n",
"\n",
"At iterate 5 f= 1.31294D+04 |proj g|= 3.24864D+00\n",
"\n",
"RUNNING THE L-BFGS-B CODE\n",
"At iterate 6 f= 1.31294D+04 |proj g|= 7.97582D-01\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30857D+03\n",
"\n",
"At iterate 7 f= 1.31294D+04 |proj g|= 2.33916D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.45267D+03\n",
"\n",
"At iterate 8 f= 1.31294D+04 |proj g|= 8.53892D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 10 1 0 0 8.539D-04 1.313D+04\n",
" F = 13129.351846148009 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.08289D+04 |proj g|= 3.33827D+03\n",
"\n",
"At iterate 2 f= 1.03844D+04 |proj g|= 3.04571D+03\n",
"\n",
"At iterate 1 f= 1.33092D+04 |proj g|= 2.92704D+02\n",
"\n",
"At iterate 3 f= 9.19731D+03 |proj g|= 1.18642D+03\n",
"\n",
"At iterate 2 f= 1.32975D+04 |proj g|= 1.31608D+02\n",
"\n",
"At iterate 4 f= 8.82083D+03 |proj g|= 5.61804D+02\n",
"\n",
"At iterate 3 f= 1.32960D+04 |proj g|= 5.93145D+01\n",
"\n",
"At iterate 4 f= 1.32954D+04 |proj g|= 8.05260D+00\n",
"\n",
"At iterate 5 f= 8.69909D+03 |proj g|= 2.69986D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.16377D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 6 f= 8.64399D+03 |proj g|= 2.20848D+01\n",
"\n",
"At iterate 5 f= 1.32954D+04 |proj g|= 8.70480D-01\n",
"\n",
"At iterate 1 f= 1.26173D+04 |proj g|= 4.05030D+03\n",
"\n",
"At iterate 7 f= 8.64377D+03 |proj g|= 3.63929D+00\n",
"\n",
"At iterate 1 f= 1.32348D+04 |proj g|= 2.32292D+02\n",
"\n",
"At iterate 2 f= 1.02100D+04 |proj g|= 2.88056D+03\n",
"\n",
"At iterate 8 f= 8.64376D+03 |proj g|= 6.03484D-01\n",
"\n",
"At iterate 6 f= 1.32954D+04 |proj g|= 7.84334D-02\n",
"\n",
"At iterate 2 f= 1.32251D+04 |proj g|= 9.38635D+01\n",
"\n",
"At iterate 3 f= 9.65364D+03 |proj g|= 1.16620D+03\n",
"\n",
"At iterate 9 f= 8.64376D+03 |proj g|= 7.93540D-02\n",
"\n",
"At iterate 7 f= 1.32954D+04 |proj g|= 3.46667D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 3.467D-03 1.330D+04\n",
" F = 13295.413856002138 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 9.43653D+03 |proj g|= 1.24291D+03\n",
"\n",
"At iterate 3 f= 1.32243D+04 |proj g|= 4.93664D+01\n",
"\n",
"At iterate 10 f= 8.64376D+03 |proj g|= 8.99013D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 13 1 0 0 8.990D-03 8.644D+03\n",
" F = 8643.7622845077422 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 9.10790D+03 |proj g|= 6.63763D+02\n",
"\n",
"At iterate 4 f= 1.32240D+04 |proj g|= 1.12852D+01\n",
"\n",
"At iterate 6 f= 9.01576D+03 |proj g|= 1.76621D+02\n",
"\n",
"At iterate 7 f= 9.00814D+03 |proj g|= 6.41654D+01\n",
"\n",
"At iterate 5 f= 1.32240D+04 |proj g|= 1.65243D+00\n",
"\n",
"At iterate 6 f= 1.32240D+04 |proj g|= 7.53666D-02\n",
"\n",
"At iterate 8 f= 9.00632D+03 |proj g|= 5.69047D+00\n",
"\n",
"At iterate 7 f= 1.32240D+04 |proj g|= 6.83780D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 6.838D-03 1.322D+04\n",
" F = 13223.975758518074 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 9 f= 9.00630D+03 |proj g|= 6.85813D-01\n",
"\n",
"At iterate 1 f= 1.28297D+04 |proj g|= 4.10069D+03\n",
"\n",
"At iterate 10 f= 9.00630D+03 |proj g|= 9.04108D-02\n",
"\n",
"At iterate 2 f= 1.03104D+04 |proj g|= 2.89528D+03\n",
"\n",
"At iterate 11 f= 9.00630D+03 |proj g|= 2.58584D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 2.586D-02 9.006D+03\n",
" F = 9006.3025624635393 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 9.75821D+03 |proj g|= 1.16089D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02716D+03\n",
"\n",
"At iterate 4 f= 9.54114D+03 |proj g|= 1.26287D+03\n",
"\n",
"At iterate 1 f= 1.28724D+04 |proj g|= 3.36282D+03\n",
"\n",
"At iterate 5 f= 9.22008D+03 |proj g|= 7.29835D+02\n",
"\n",
"At iterate 2 f= 1.07552D+04 |proj g|= 2.08938D+03\n",
"\n",
"At iterate 6 f= 9.11212D+03 |proj g|= 2.05052D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99974D+03\n",
"\n",
"At iterate 3 f= 1.04660D+04 |proj g|= 1.02709D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.10562D+03\n",
"\n",
"At iterate 7 f= 9.10494D+03 |proj g|= 8.35006D+01\n",
"\n",
"At iterate 4 f= 1.03458D+04 |proj g|= 7.64782D+02\n",
"\n",
"At iterate 1 f= 1.25774D+04 |proj g|= 3.97234D+03\n",
"\n",
"At iterate 1 f= 1.30443D+04 |proj g|= 2.92231D+03\n",
"\n",
"At iterate 8 f= 9.10184D+03 |proj g|= 7.42408D+00\n",
"\n",
"At iterate 5 f= 1.02100D+04 |proj g|= 2.97689D+02\n",
"\n",
"At iterate 2 f= 1.02161D+04 |proj g|= 2.82728D+03\n",
"\n",
"At iterate 2 f= 1.11605D+04 |proj g|= 1.55278D+03\n",
"\n",
"At iterate 9 f= 9.10182D+03 |proj g|= 1.05396D+00\n",
"\n",
"At iterate 3 f= 9.67403D+03 |proj g|= 1.15166D+03\n",
"\n",
"At iterate 6 f= 1.01754D+04 |proj g|= 1.79441D+02\n",
"\n",
"At iterate 3 f= 1.10194D+04 |proj g|= 8.95240D+02\n",
"\n",
"At iterate 10 f= 9.10182D+03 |proj g|= 8.92890D-02\n",
"\n",
"At iterate 4 f= 9.46467D+03 |proj g|= 1.21252D+03\n",
"\n",
"At iterate 7 f= 1.01661D+04 |proj g|= 8.33260D+00\n",
"\n",
"At iterate 4 f= 1.09199D+04 |proj g|= 3.68117D+02\n",
"\n",
"At iterate 11 f= 9.10182D+03 |proj g|= 3.58464D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.585D-02 9.102D+03\n",
" F = 9101.8159568792580 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.01660D+04 |proj g|= 7.62766D-01\n",
"\n",
"At iterate 5 f= 9.14670D+03 |proj g|= 6.17468D+02\n",
"\n",
"At iterate 5 f= 1.08593D+04 |proj g|= 8.12974D+01\n",
"\n",
"At iterate 9 f= 1.01660D+04 |proj g|= 1.36977D-01\n",
"\n",
"At iterate 6 f= 9.06668D+03 |proj g|= 1.52911D+02\n",
"\n",
"At iterate 6 f= 1.08583D+04 |proj g|= 8.63706D+01\n",
"\n",
"\n",
"At iterate 10 f= 1.01660D+04 |proj g|= 1.52475D-02\n",
"At iterate 7 f= 9.05927D+03 |proj g|= 5.34509D+01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 1.525D-02 1.017D+04\n",
" F = 10166.041705588348 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.08546D+04 |proj g|= 3.77876D+00\n",
"\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"At iterate 8 f= 9.05800D+03 |proj g|= 4.36494D+00\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 8 f= 1.08546D+04 |proj g|= 4.79739D-01\n",
"\n",
"At iterate 1 f= 1.28364D+04 |proj g|= 4.10417D+03\n",
"\n",
"At iterate 9 f= 9.05799D+03 |proj g|= 6.12503D-01\n",
"\n",
"At iterate 9 f= 1.08546D+04 |proj g|= 5.56734D-02\n",
"\n",
"At iterate 2 f= 1.03134D+04 |proj g|= 2.89612D+03\n",
"\n",
"At iterate 10 f= 9.05799D+03 |proj g|= 7.16137D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 10 f= 1.08546D+04 |proj g|= 7.58829D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03014D+03\n",
" 3176 10 11 1 0 0 7.588D-03 1.085D+04\n",
" F = 10854.636298477471 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 9.76118D+03 |proj g|= 1.16083D+03\n",
"\n",
"At iterate 11 f= 9.05799D+03 |proj g|= 1.76029D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 1.760D-02 9.058D+03\n",
" F = 9057.9911647532826 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.28246D+04 |proj g|= 3.21811D+03\n",
"\n",
"At iterate 4 f= 9.54412D+03 |proj g|= 1.26338D+03\n",
"\n",
"At iterate 2 f= 1.08602D+04 |proj g|= 1.87579D+03\n",
"\n",
"At iterate 5 f= 9.22324D+03 |proj g|= 7.31517D+02\n",
"\n",
"At iterate 3 f= 1.06418D+04 |proj g|= 1.00114D+03\n",
"\n",
"At iterate 6 f= 9.11482D+03 |proj g|= 2.06098D+02\n",
"\n",
"At iterate 4 f= 1.05264D+04 |proj g|= 5.74165D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.35650D+03\n",
"\n",
"At iterate 7 f= 9.10762D+03 |proj g|= 8.41255D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 5 f= 1.04243D+04 |proj g|= 2.48902D+02\n",
"\n",
"At iterate 8 f= 9.10448D+03 |proj g|= 7.50801D+00\n",
"\n",
"At iterate 1 f= 1.32582D+04 |proj g|= 4.57067D+03\n",
"\n",
"At iterate 6 f= 1.04121D+04 |proj g|= 2.08396D+02\n",
"\n",
"At iterate 1 f= 1.29050D+04 |proj g|= 1.63007D+02\n",
"\n",
"At iterate 9 f= 9.10446D+03 |proj g|= 1.06880D+00\n",
"\n",
"At iterate 2 f= 1.03120D+04 |proj g|= 3.46568D+03\n",
"\n",
"At iterate 2 f= 1.28984D+04 |proj g|= 8.96318D+01\n",
"\n",
"At iterate 7 f= 1.04023D+04 |proj g|= 2.80698D+00\n",
"\n",
"At iterate 10 f= 9.10446D+03 |proj g|= 8.75203D-02\n",
"\n",
"At iterate 3 f= 9.60872D+03 |proj g|= 1.32855D+03\n",
"\n",
"At iterate 3 f= 1.28978D+04 |proj g|= 5.10559D+01\n",
"\n",
"At iterate 8 f= 1.04023D+04 |proj g|= 2.71904D-01\n",
"\n",
"At iterate 11 f= 9.10446D+03 |proj g|= 3.59937D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.599D-02 9.104D+03\n",
" F = 9104.4626403811817 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 9.15568D+03 |proj g|= 1.85129D+03\n",
"\n",
"At iterate 4 f= 1.28975D+04 |proj g|= 1.44354D+01\n",
"\n",
"At iterate 9 f= 1.04023D+04 |proj g|= 4.60380D-02\n",
"\n",
"At iterate 5 f= 8.95900D+03 |proj g|= 1.60765D+03\n",
"\n",
"At iterate 5 f= 1.28975D+04 |proj g|= 1.01293D+01\n",
"\n",
"At iterate 10 f= 1.04023D+04 |proj g|= 7.14488D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 7.145D-03 1.040D+04\n",
" F = 10402.263195252837 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 8.47859D+03 |proj g|= 4.42650D+02\n",
"\n",
"At iterate 6 f= 1.28975D+04 |proj g|= 1.58662D-01\n",
"\n",
"At iterate 7 f= 1.28975D+04 |proj g|= 1.77405D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 1.774D-02 1.290D+04\n",
" F = 12897.464380212487 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.91239D+03\n",
"\n",
"At iterate 7 f= 8.41450D+03 |proj g|= 1.85587D+02\n",
"\n",
"At iterate 1 f= 1.26808D+04 |proj g|= 3.77169D+03\n",
"\n",
"At iterate 8 f= 8.39956D+03 |proj g|= 1.89177D+01\n",
"\n",
"At iterate 2 f= 1.02200D+04 |proj g|= 2.91574D+03\n",
"\n",
"At iterate 9 f= 8.39935D+03 |proj g|= 3.02161D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.56830D+03\n",
"\n",
"At iterate 3 f= 9.58260D+03 |proj g|= 9.63427D+02\n",
"\n",
"At iterate 10 f= 8.39934D+03 |proj g|= 1.13490D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.94592D+03\n",
"\n",
"At iterate 4 f= 9.30769D+03 |proj g|= 1.40062D+03\n",
"\n",
"\n",
"At iterate 1 f= 1.29377D+04 |proj g|= 1.07438D+02\n",
"At iterate 11 f= 8.39934D+03 |proj g|= 6.04555D-02\n",
"\n",
"At iterate 1 f= 1.26481D+04 |proj g|= 3.97274D+03\n",
"\n",
"At iterate 5 f= 9.14192D+03 |proj g|= 1.16834D+03\n",
"\n",
"At iterate 2 f= 1.29322D+04 |proj g|= 6.36238D+01\n",
"\n",
"At iterate 12 f= 8.39934D+03 |proj g|= 1.22205D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 1.222D-02 8.399D+03\n",
" F = 8399.3362040444554 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.02756D+04 |proj g|= 2.80197D+03\n",
"\n",
"At iterate 6 f= 8.89362D+03 |proj g|= 2.98394D+02\n",
"\n",
"At iterate 3 f= 1.29319D+04 |proj g|= 3.56294D+01\n",
"\n",
"At iterate 3 f= 9.75159D+03 |proj g|= 1.17291D+03\n",
"\n",
"At iterate 7 f= 8.88839D+03 |proj g|= 1.32606D+02\n",
"\n",
"At iterate 4 f= 1.29317D+04 |proj g|= 3.90805D+00\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 4 f= 9.53686D+03 |proj g|= 1.23529D+03\n",
"\n",
"At iterate 8 f= 8.87598D+03 |proj g|= 1.94668D+01\n",
"\n",
"At iterate 5 f= 1.29317D+04 |proj g|= 3.41837D+00\n",
"\n",
"At iterate 9 f= 8.87582D+03 |proj g|= 3.06397D+00\n",
"\n",
"At iterate 5 f= 9.21958D+03 |proj g|= 6.49305D+02\n",
"\n",
"At iterate 6 f= 1.29317D+04 |proj g|= 1.08687D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 6 f= 9.12642D+03 |proj g|= 1.81524D+02\n",
"\n",
"At iterate 10 f= 8.87582D+03 |proj g|= 2.09515D-01\n",
"\n",
"At iterate 7 f= 1.29317D+04 |proj g|= 1.92276D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 1.923D-02 1.293D+04\n",
" F = 12931.721238267863 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.38610D+04 |proj g|= 4.99239D+03\n",
"\n",
"At iterate 7 f= 9.11918D+03 |proj g|= 4.92104D+01\n",
"\n",
"At iterate 11 f= 8.87582D+03 |proj g|= 1.03452D-01\n",
"\n",
"At iterate 2 f= 1.04723D+04 |proj g|= 3.84492D+03\n",
"\n",
"At iterate 8 f= 9.11750D+03 |proj g|= 4.95808D+00\n",
"\n",
"At iterate 3 f= 9.76847D+03 |proj g|= 1.77324D+03\n",
"\n",
"At iterate 12 f= 8.87582D+03 |proj g|= 5.43051D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 13 1 0 0 5.431D-03 8.876D+03\n",
" F = 8875.8199420933124 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 9.11748D+03 |proj g|= 1.22631D+00\n",
"\n",
"At iterate 4 f= 9.09538D+03 |proj g|= 2.21853D+03\n",
"\n",
"At iterate 10 f= 9.11748D+03 |proj g|= 1.27819D-01\n",
"\n",
"At iterate 5 f= 8.88907D+03 |proj g|= 1.90954D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.56580D+03\n",
"\n",
"At iterate 11 f= 9.11748D+03 |proj g|= 1.86479D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 1.865D-02 9.117D+03\n",
" F = 9117.4821675872790 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 8.12170D+03 |proj g|= 5.26539D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02688D+03\n",
"\n",
"At iterate 1 f= 1.23587D+04 |proj g|= 8.53338D+02\n",
"\n",
"At iterate 1 f= 1.23952D+04 |proj g|= 3.81873D+03\n",
"\n",
"At iterate 7 f= 8.07811D+03 |proj g|= 1.66940D+02\n",
"\n",
"At iterate 2 f= 1.23017D+04 |proj g|= 4.92408D+02\n",
"\n",
"At iterate 2 f= 1.02762D+04 |proj g|= 2.50076D+03\n",
"\n",
"At iterate 8 f= 8.06555D+03 |proj g|= 2.34948D+01\n",
"\n",
"At iterate 3 f= 1.22748D+04 |proj g|= 1.77131D+02\n",
"\n",
"At iterate 3 f= 9.90005D+03 |proj g|= 1.25197D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.90880D+03\n",
"\n",
"At iterate 9 f= 8.06496D+03 |proj g|= 1.04897D+01\n",
"\n",
"At iterate 4 f= 1.22670D+04 |proj g|= 3.41971D+01\n",
"\n",
"At iterate 1 f= 1.26132D+04 |proj g|= 4.01398D+03\n",
"\n",
"At iterate 4 f= 9.71867D+03 |proj g|= 8.55421D+02\n",
"\n",
"At iterate 10 f= 8.06493D+03 |proj g|= 3.08214D+00\n",
"\n",
"At iterate 5 f= 9.54098D+03 |proj g|= 4.48984D+02\n",
"\n",
"At iterate 2 f= 1.02185D+04 |proj g|= 2.87580D+03\n",
"\n",
"At iterate 5 f= 1.22667D+04 |proj g|= 6.06127D+00\n",
"\n",
"At iterate 11 f= 8.06493D+03 |proj g|= 1.64829D-01\n",
"\n",
"At iterate 6 f= 9.45713D+03 |proj g|= 2.30453D+02\n",
"\n",
"At iterate 3 f= 9.66882D+03 |proj g|= 1.17522D+03\n",
"\n",
"At iterate 6 f= 1.22667D+04 |proj g|= 5.05458D-01\n",
"\n",
"At iterate 12 f= 8.06493D+03 |proj g|= 7.99827D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 7.998D-02 8.065D+03\n",
" F = 8064.9259798749317 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 9.43878D+03 |proj g|= 1.29502D+03\n",
"\n",
"At iterate 7 f= 9.44087D+03 |proj g|= 1.00263D+01\n",
"\n",
"At iterate 7 f= 1.22667D+04 |proj g|= 1.90861D-02\n",
"\n",
"At iterate 5 f= 9.12785D+03 |proj g|= 7.90543D+02\n",
"\n",
"At iterate 8 f= 9.44083D+03 |proj g|= 1.13307D+00\n",
"\n",
"At iterate 8 f= 1.22667D+04 |proj g|= 2.06885D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 11 1 0 0 2.069D-03 1.227D+04\n",
" F = 12266.663033832037 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 8.99805D+03 |proj g|= 2.39505D+02\n",
"\n",
"At iterate 9 f= 9.44083D+03 |proj g|= 2.04495D-01\n",
"\n",
"At iterate 7 f= 8.99111D+03 |proj g|= 9.46067D+01\n",
"\n",
"At iterate 10 f= 9.44083D+03 |proj g|= 1.68381D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 1.684D-02 9.441D+03\n",
" F = 9440.8307111540325 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 8.98581D+03 |proj g|= 1.41946D+01\n",
"\n",
"At iterate 9 f= 8.98575D+03 |proj g|= 2.68078D+00\n",
"\n",
"At iterate 10 f= 8.98575D+03 |proj g|= 2.75327D-01\n",
"\n",
"At iterate 11 f= 8.98575D+03 |proj g|= 6.08485D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 6.085D-02 8.986D+03\n",
" F = 8985.7527121827679 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.90856D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03148D+03\n",
"\n",
"At iterate 1 f= 1.32238D+04 |proj g|= 4.45253D+03\n",
"\n",
"At iterate 1 f= 1.24592D+04 |proj g|= 3.73846D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"\n",
"At iterate 2 f= 1.03855D+04 |proj g|= 2.37733D+03\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.30881D+03\n",
"\n",
"At iterate 2 f= 1.04038D+04 |proj g|= 3.29900D+03\n",
"\n",
"At iterate 3 f= 1.00493D+04 |proj g|= 1.23302D+03\n",
"\n",
"At iterate 3 f= 9.77217D+03 |proj g|= 1.21748D+03\n",
"\n",
"At iterate 4 f= 9.87402D+03 |proj g|= 7.95486D+02\n",
"\n",
"At iterate 4 f= 9.35843D+03 |proj g|= 1.78006D+03\n",
"\n",
"At iterate 1 f= 1.26913D+04 |proj g|= 3.76385D+02\n",
"\n",
"At iterate 5 f= 9.70607D+03 |proj g|= 4.15663D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 9.36354D+02\n",
"\n",
"At iterate 5 f= 9.14986D+03 |proj g|= 1.53233D+03\n",
"\n",
"At iterate 2 f= 1.26756D+04 |proj g|= 2.32842D+02\n",
"\n",
"At iterate 6 f= 9.64413D+03 |proj g|= 2.06513D+02\n",
"\n",
"\n",
"At iterate 3 f= 1.26690D+04 |proj g|= 7.51967D+01\n",
"At iterate 6 f= 8.66761D+03 |proj g|= 2.46494D+02\n",
"\n",
"At iterate 7 f= 9.62634D+03 |proj g|= 7.11387D+00\n",
"\n",
"At iterate 1 f= 1.35237D+04 |proj g|= 3.91059D+02\n",
"\n",
"At iterate 4 f= 1.26680D+04 |proj g|= 1.57916D+01\n",
"\n",
"At iterate 8 f= 9.62631D+03 |proj g|= 1.63052D+00\n",
"\n",
"At iterate 2 f= 1.35089D+04 |proj g|= 2.03093D+02\n",
"\n",
"At iterate 5 f= 1.26679D+04 |proj g|= 1.46520D+01\n",
"\n",
"At iterate 9 f= 9.62631D+03 |proj g|= 3.56743D-01\n",
"\n",
"At iterate 7 f= 8.64432D+03 |proj g|= 2.11667D+02\n",
"\n",
"At iterate 3 f= 1.35049D+04 |proj g|= 6.23584D+01\n",
"\n",
"At iterate 6 f= 1.26679D+04 |proj g|= 1.67110D-01\n",
"\n",
"At iterate 10 f= 9.62631D+03 |proj g|= 5.87107D-02\n",
"\n",
"At iterate 4 f= 1.35042D+04 |proj g|= 8.08783D+00\n",
"\n",
"At iterate 8 f= 8.63481D+03 |proj g|= 3.19462D+01\n",
"\n",
"At iterate 7 f= 1.26679D+04 |proj g|= 1.98195D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 1.982D-02 1.267D+04\n",
" F = 12667.867875947788 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.35042D+04 |proj g|= 5.57036D+00\n",
"\n",
"At iterate 11 f= 9.62631D+03 |proj g|= 8.42073D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 8.421D-03 9.626D+03\n",
" F = 9626.3083977693095 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 8.63460D+03 |proj g|= 3.23761D+00\n",
"\n",
"At iterate 6 f= 1.35042D+04 |proj g|= 6.60677D-02\n",
"\n",
"At iterate 10 f= 8.63459D+03 |proj g|= 1.79248D+00\n",
"\n",
"At iterate 7 f= 1.35042D+04 |proj g|= 7.73739D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 7.737D-03 1.350D+04\n",
" F = 13504.187505143698 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 11 f= 8.63459D+03 |proj g|= 3.41518D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.26777D+03\n",
"\n",
"At iterate 12 f= 8.63459D+03 |proj g|= 3.32032D-02\n",
"\n",
"At iterate 13 f= 8.63459D+03 |proj g|= 6.45848D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 15 1 0 0 6.458D-03 8.635D+03\n",
" F = 8634.5901456611864 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.01322D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.22711D+03\n",
"\n",
"At iterate 1 f= 1.27895D+04 |proj g|= 2.50388D+02\n",
"\n",
"At iterate 1 f= 1.24608D+04 |proj g|= 3.80577D+03\n",
"\n",
"At iterate 2 f= 1.27784D+04 |proj g|= 1.64597D+02\n",
"\n",
"At iterate 1 f= 1.37458D+04 |proj g|= 3.91599D+03\n",
"\n",
"At iterate 2 f= 1.03640D+04 |proj g|= 2.42284D+03\n",
"\n",
"At iterate 3 f= 1.27754D+04 |proj g|= 6.96198D+01\n",
"\n",
"At iterate 2 f= 1.18189D+04 |proj g|= 1.07354D+03\n",
"\n",
"At iterate 3 f= 1.00197D+04 |proj g|= 1.25995D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92370D+03\n",
"\n",
"At iterate 3 f= 1.17493D+04 |proj g|= 6.47777D+02\n",
"\n",
"At iterate 4 f= 1.27746D+04 |proj g|= 5.13262D+00\n",
"\n",
"At iterate 4 f= 9.83652D+03 |proj g|= 8.05844D+02\n",
"\n",
"At iterate 1 f= 1.30290D+04 |proj g|= 4.00860D+03\n",
"\n",
"At iterate 4 f= 1.16918D+04 |proj g|= 2.44152D+02\n",
"\n",
"At iterate 5 f= 9.65281D+03 |proj g|= 4.15434D+02\n",
"\n",
"\n",
"At iterate 2 f= 1.05396D+04 |proj g|= 2.70083D+03\n",
"At iterate 5 f= 1.27746D+04 |proj g|= 8.19616D-01\n",
"\n",
"At iterate 5 f= 1.16737D+04 |proj g|= 7.76117D+01\n",
"\n",
"\n",
"At iterate 6 f= 1.27746D+04 |proj g|= 1.10944D-01\n",
"At iterate 6 f= 9.59549D+03 |proj g|= 2.16636D+02\n",
"\n",
"At iterate 3 f= 1.00646D+04 |proj g|= 1.19697D+03\n",
"\n",
"At iterate 6 f= 1.16727D+04 |proj g|= 3.36317D+01\n",
"\n",
"At iterate 7 f= 9.57546D+03 |proj g|= 7.40543D+00\n",
"\n",
"At iterate 7 f= 1.27746D+04 |proj g|= 9.37295D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"\n",
" 3176 7 10 1 0 0 9.373D-03 1.277D+04\n",
"At iterate 7 f= 1.16722D+04 |proj g|= 9.18977D-01\n",
" F = 12774.624134188567 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 9.87079D+03 |proj g|= 1.14715D+03\n",
"\n",
"At iterate 5 f= 9.52913D+03 |proj g|= 3.60237D+02\n",
"\n",
"At iterate 8 f= 9.57543D+03 |proj g|= 1.22643D+00\n",
"\n",
"At iterate 8 f= 1.16722D+04 |proj g|= 1.96466D-01\n",
"\n",
"At iterate 6 f= 9.49995D+03 |proj g|= 1.62736D+02\n",
"\n",
"At iterate 9 f= 9.57543D+03 |proj g|= 4.53136D-01\n",
"\n",
"At iterate 9 f= 1.16722D+04 |proj g|= 1.11886D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 1.119D-02 1.167D+04\n",
" F = 11672.218682110075 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 9.48740D+03 |proj g|= 7.38017D+00\n",
"\n",
"At iterate 10 f= 9.57543D+03 |proj g|= 4.63032D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21085D+03\n",
"\n",
"At iterate 8 f= 9.48735D+03 |proj g|= 1.24551D+00\n",
"\n",
"At iterate 11 f= 9.57543D+03 |proj g|= 4.53244D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 4.532D-03 9.575D+03\n",
" F = 9575.4326278408771 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 9.48735D+03 |proj g|= 2.48598D-01\n",
"\n",
"At iterate 1 f= 1.34127D+04 |proj g|= 4.20508D+02\n",
"\n",
"At iterate 10 f= 9.48735D+03 |proj g|= 3.29222D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02989D+03\n",
"\n",
"At iterate 2 f= 1.33962D+04 |proj g|= 2.37897D+02\n",
"\n",
"At iterate 11 f= 9.48735D+03 |proj g|= 6.37327D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 6.373D-03 9.487D+03\n",
" F = 9487.3466945228847 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 1.33905D+04 |proj g|= 4.78706D+01\n",
"\n",
"At iterate 1 f= 1.25783D+04 |proj g|= 3.98802D+03\n",
"\n",
"At iterate 4 f= 1.33901D+04 |proj g|= 4.93052D+00\n",
"\n",
"At iterate 2 f= 1.01946D+04 |proj g|= 2.86231D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03148D+03\n",
"\n",
"At iterate 3 f= 9.63944D+03 |proj g|= 1.15444D+03\n",
"\n",
"\n",
"At iterate 5 f= 1.33900D+04 |proj g|= 2.77456D+00\n",
"At iterate 1 f= 1.24093D+04 |proj g|= 4.01581D+03\n",
"\n",
"At iterate 2 f= 1.01561D+04 |proj g|= 2.74705D+03\n",
"\n",
"At iterate 4 f= 9.42232D+03 |proj g|= 1.24614D+03\n",
"\n",
"At iterate 6 f= 1.33900D+04 |proj g|= 8.07023D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.90856D+03\n",
"\n",
"At iterate 3 f= 9.69143D+03 |proj g|= 1.29691D+03\n",
"\n",
"At iterate 7 f= 1.33900D+04 |proj g|= 7.44994D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 7.450D-03 1.339D+04\n",
" F = 13390.039698765017 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 9.10504D+03 |proj g|= 6.98388D+02\n",
"\n",
"At iterate 1 f= 1.36301D+04 |proj g|= 4.84589D+03\n",
"\n",
"At iterate 4 f= 9.48621D+03 |proj g|= 1.07170D+03\n",
"\n",
"At iterate 6 f= 9.00543D+03 |proj g|= 1.86255D+02\n",
"\n",
"At iterate 2 f= 1.04903D+04 |proj g|= 3.63564D+03\n",
"\n",
"At iterate 5 f= 9.10614D+03 |proj g|= 1.00595D+02\n",
"\n",
"\n",
"At iterate 3 f= 9.82706D+03 |proj g|= 1.51550D+03\n",
"At iterate 7 f= 8.99861D+03 |proj g|= 7.66709D+01\n",
"\n",
"At iterate 4 f= 9.25614D+03 |proj g|= 2.09784D+03\n",
"\n",
"At iterate 8 f= 8.99606D+03 |proj g|= 6.73387D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 6 f= 9.10164D+03 |proj g|= 3.86203D+01\n",
"\n",
"\n",
"At iterate 9 f= 8.99605D+03 |proj g|= 1.00972D+00\n",
"At iterate 5 f= 9.03812D+03 |proj g|= 1.82235D+03\n",
"\n",
"At iterate 1 f= 1.24582D+04 |proj g|= 3.34326D+03\n",
"\n",
"At iterate 7 f= 9.10105D+03 |proj g|= 6.95265D+00\n",
"\n",
"At iterate 10 f= 8.99605D+03 |proj g|= 8.13975D-02\n",
"\n",
"At iterate 6 f= 8.52022D+03 |proj g|= 6.59184D+02\n",
"\n",
"At iterate 2 f= 1.06856D+04 |proj g|= 1.88174D+03\n",
"\n",
"At iterate 8 f= 9.10103D+03 |proj g|= 4.39617D-01\n",
"\n",
"At iterate 11 f= 8.99605D+03 |proj g|= 3.38905D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.389D-02 8.996D+03\n",
" F = 8996.0455061995126 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 8.50319D+03 |proj g|= 6.58776D+02\n",
"\n",
"At iterate 3 f= 1.04860D+04 |proj g|= 1.07553D+03\n",
"\n",
"At iterate 8 f= 8.28532D+03 |proj g|= 7.42824D+01\n",
"\n",
"At iterate 9 f= 9.10103D+03 |proj g|= 9.28934D-02\n",
"\n",
"At iterate 4 f= 1.03353D+04 |proj g|= 4.64144D+02\n",
"\n",
"\n",
"At iterate 10 f= 9.10103D+03 |proj g|= 2.81270D-02\n",
"At iterate 9 f= 8.28302D+03 |proj g|= 1.48640D+01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 2.813D-02 9.101D+03\n",
" F = 9101.0252413645812 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.02353D+04 |proj g|= 1.72086D+02\n",
"\n",
"At iterate 10 f= 8.28287D+03 |proj g|= 3.35025D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71468D+03\n",
"\n",
"At iterate 11 f= 8.28286D+03 |proj g|= 1.18916D+00\n",
"\n",
"At iterate 6 f= 1.02280D+04 |proj g|= 3.93331D+01\n",
"\n",
"At iterate 1 f= 1.31785D+04 |proj g|= 3.81259D+03\n",
"\n",
"At iterate 12 f= 8.28286D+03 |proj g|= 3.71318D-01\n",
"\n",
"At iterate 7 f= 1.02278D+04 |proj g|= 5.32670D+00\n",
"\n",
"At iterate 2 f= 1.15618D+04 |proj g|= 1.06123D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.94917D+03\n",
"\n",
"At iterate 13 f= 8.28286D+03 |proj g|= 2.93723D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 8 f= 1.02278D+04 |proj g|= 6.88455D-02\n",
"\n",
"At iterate 3 f= 1.14940D+04 |proj g|= 6.60097D+02\n",
"\n",
"At iterate 1 f= 1.26429D+04 |proj g|= 3.88923D+03\n",
"\n",
"At iterate 14 f= 8.28286D+03 |proj g|= 3.92973D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 14 15 1 0 0 3.930D-03 8.283D+03\n",
" F = 8282.8644800473521 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 1.02278D+04 |proj g|= 1.98344D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 1.983D-02 1.023D+04\n",
" F = 10227.759128316975 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.14280D+04 |proj g|= 2.41246D+02\n",
"\n",
"At iterate 2 f= 1.04626D+04 |proj g|= 2.43972D+03\n",
"\n",
"At iterate 5 f= 1.14170D+04 |proj g|= 2.96528D+01\n",
"\n",
"At iterate 3 f= 1.01164D+04 |proj g|= 1.26733D+03\n",
"\n",
"At iterate 6 f= 1.14163D+04 |proj g|= 1.16624D+01\n",
"\n",
"At iterate 4 f= 9.93219D+03 |proj g|= 8.18343D+02\n",
"\n",
"At iterate 7 f= 1.14162D+04 |proj g|= 3.68679D-01\n",
"\n",
"At iterate 5 f= 9.74284D+03 |proj g|= 4.32347D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.94917D+03\n",
"\n",
"At iterate 6 f= 9.68379D+03 |proj g|= 2.35017D+02\n",
"\n",
"At iterate 8 f= 1.14162D+04 |proj g|= 6.14856D-02\n",
"\n",
"At iterate 1 f= 1.25704D+04 |proj g|= 4.16096D+03\n",
"\n",
"At iterate 7 f= 9.66279D+03 |proj g|= 7.90678D+00\n",
"\n",
"At iterate 2 f= 1.02379D+04 |proj g|= 2.77304D+03\n",
"\n",
"At iterate 9 f= 1.14162D+04 |proj g|= 4.95020D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 4.950D-03 1.142D+04\n",
" F = 11416.194203604804 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 9.66276D+03 |proj g|= 8.27189D-01\n",
"\n",
"At iterate 3 f= 9.78645D+03 |proj g|= 1.35227D+03\n",
"\n",
"At iterate 4 f= 9.57291D+03 |proj g|= 1.03422D+03\n",
"\n",
"At iterate 9 f= 9.66276D+03 |proj g|= 3.42429D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.79679D+03\n",
"\n",
"At iterate 5 f= 9.25291D+03 |proj g|= 4.35997D+02\n",
"\n",
"At iterate 10 f= 9.66276D+03 |proj g|= 6.58341D-02\n",
"\n",
"At iterate 6 f= 9.21715D+03 |proj g|= 2.73057D+02\n",
"\n",
"At iterate 11 f= 9.66276D+03 |proj g|= 5.00780D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 5.008D-03 9.663D+03\n",
" F = 9662.7563238854800 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"\n",
"At iterate 1 f= 1.29225D+04 |proj g|= 3.51999D+02\n",
"At iterate 7 f= 9.18014D+03 |proj g|= 2.77481D+01\n",
"\n",
"At iterate 2 f= 1.29101D+04 |proj g|= 1.95644D+02\n",
"\n",
"At iterate 8 f= 9.17958D+03 |proj g|= 3.65140D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.94800D+03\n",
"\n",
"At iterate 3 f= 1.29052D+04 |proj g|= 7.07032D+01\n",
"\n",
"At iterate 9 f= 9.17957D+03 |proj g|= 1.13097D+00\n",
"\n",
"At iterate 4 f= 1.29044D+04 |proj g|= 3.18562D+01\n",
"\n",
"At iterate 1 f= 1.28557D+04 |proj g|= 4.81405D+02\n",
"\n",
"At iterate 10 f= 9.17957D+03 |proj g|= 7.73327D-02\n",
"\n",
"At iterate 5 f= 1.29042D+04 |proj g|= 1.48948D+01\n",
"\n",
"At iterate 2 f= 1.28364D+04 |proj g|= 2.59112D+02\n",
"\n",
"At iterate 11 f= 9.17957D+03 |proj g|= 3.16347D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.163D-02 9.180D+03\n",
" F = 9179.5650092087399 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 1.29042D+04 |proj g|= 1.25738D-01\n",
"\n",
"At iterate 3 f= 1.28276D+04 |proj g|= 8.49727D+01\n",
"\n",
"At iterate 7 f= 1.29042D+04 |proj g|= 2.03837D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 2.038D-02 1.290D+04\n",
" F = 12904.202076894087 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98701D+03\n",
"\n",
"At iterate 4 f= 1.28262D+04 |proj g|= 3.71750D+01\n",
"\n",
"At iterate 1 f= 1.34583D+04 |proj g|= 3.92701D+03\n",
"\n",
"At iterate 5 f= 1.28258D+04 |proj g|= 1.71200D+01\n",
"\n",
"At iterate 2 f= 1.14384D+04 |proj g|= 1.51502D+03\n",
"\n",
"At iterate 6 f= 1.28257D+04 |proj g|= 2.23312D-01\n",
"\n",
"At iterate 3 f= 1.13127D+04 |proj g|= 8.92311D+02\n",
"\n",
"At iterate 7 f= 1.28257D+04 |proj g|= 3.21452D-02\n",
"\n",
"At iterate 4 f= 1.12075D+04 |proj g|= 3.39801D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.02352D+03\n",
"\n",
"At iterate 8 f= 1.28257D+04 |proj g|= 4.84638D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 10 1 0 0 4.846D-04 1.283D+04\n",
" F = 12825.713768393862 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.11529D+04 |proj g|= 1.65389D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.48008D+03\n",
"\n",
"At iterate 1 f= 1.27496D+04 |proj g|= 4.68356D+02\n",
"\n",
"At iterate 6 f= 1.11519D+04 |proj g|= 9.76367D+01\n",
"\n",
"At iterate 2 f= 1.27301D+04 |proj g|= 2.74705D+02\n",
"\n",
"At iterate 7 f= 1.11489D+04 |proj g|= 4.29024D+00\n",
"\n",
"At iterate 1 f= 1.15016D+04 |proj g|= 2.48477D+03\n",
"\n",
"At iterate 3 f= 1.27204D+04 |proj g|= 7.90067D+01\n",
"\n",
"At iterate 2 f= 1.11220D+04 |proj g|= 2.03730D+03\n",
"\n",
"At iterate 8 f= 1.11489D+04 |proj g|= 5.98472D-01\n",
"\n",
"At iterate 4 f= 1.27192D+04 |proj g|= 2.97764D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.39440D+03\n",
"\n",
"At iterate 3 f= 1.07020D+04 |proj g|= 8.58072D+02\n",
"\n",
"At iterate 9 f= 1.11489D+04 |proj g|= 2.75049D-02\n",
"\n",
"At iterate 5 f= 1.27189D+04 |proj g|= 1.42491D+01\n",
"\n",
"At iterate 4 f= 1.05429D+04 |proj g|= 3.35748D+02\n",
"\n",
"At iterate 10 f= 1.11489D+04 |proj g|= 4.17708D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 4.177D-03 1.115D+04\n",
" F = 11148.913946585060 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.33260D+04 |proj g|= 1.82898D+02\n",
"\n",
"At iterate 6 f= 1.27189D+04 |proj g|= 2.65463D-01\n",
"\n",
"At iterate 5 f= 1.05330D+04 |proj g|= 3.05320D+02\n",
"\n",
"At iterate 2 f= 1.33225D+04 |proj g|= 9.16577D+01\n",
"\n",
"At iterate 7 f= 1.27189D+04 |proj g|= 2.93476D-02\n",
"\n",
"At iterate 6 f= 1.04870D+04 |proj g|= 1.29971D+01\n",
"\n",
"At iterate 3 f= 1.33214D+04 |proj g|= 3.71876D+01\n",
"\n",
"At iterate 8 f= 1.27189D+04 |proj g|= 1.28217D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 10 1 0 0 1.282D-03 1.272D+04\n",
" F = 12718.864135450904 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.04869D+04 |proj g|= 2.81357D+00\n",
"\n",
"At iterate 4 f= 1.33212D+04 |proj g|= 2.61504D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 8 f= 1.04869D+04 |proj g|= 8.68902D-02\n",
"\n",
"At iterate 5 f= 1.33211D+04 |proj g|= 6.17928D+00\n",
"\n",
"At iterate 6 f= 1.33211D+04 |proj g|= 9.63297D-02\n",
"\n",
"At iterate 1 f= 1.36847D+04 |proj g|= 3.82216D+03\n",
"\n",
"At iterate 9 f= 1.04869D+04 |proj g|= 1.04094D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 1.041D-02 1.049D+04\n",
" F = 10486.913845305276 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.11715D+04 |proj g|= 2.10372D+03\n",
"\n",
"At iterate 7 f= 1.33211D+04 |proj g|= 1.09320D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 1.093D-02 1.332D+04\n",
" F = 13321.112664497456 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.72577D+03\n",
"\n",
"At iterate 3 f= 1.09256D+04 |proj g|= 1.11668D+03\n",
"\n",
"At iterate 4 f= 1.07917D+04 |proj g|= 6.87735D+02\n",
"\n",
"At iterate 1 f= 1.19166D+04 |proj g|= 2.01828D+03\n",
"\n",
"At iterate 5 f= 1.06398D+04 |proj g|= 2.83416D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 2 f= 1.16541D+04 |proj g|= 1.46636D+03\n",
"\n",
"At iterate 6 f= 1.06285D+04 |proj g|= 2.36153D+02\n",
"\n",
"At iterate 1 f= 1.38031D+04 |proj g|= 3.93009D+03\n",
"\n",
"At iterate 3 f= 1.14455D+04 |proj g|= 5.84680D+02\n",
"\n",
"At iterate 7 f= 1.06096D+04 |proj g|= 4.94381D+00\n",
"\n",
"At iterate 1 f= 1.08485D+04 |proj g|= 3.31157D+03\n",
"\n",
"At iterate 2 f= 1.11609D+04 |proj g|= 2.20084D+03\n",
"\n",
"At iterate 4 f= 1.13582D+04 |proj g|= 1.95471D+02\n",
"\n",
"At iterate 8 f= 1.06096D+04 |proj g|= 5.93185D-01\n",
"\n",
"At iterate 2 f= 1.03893D+04 |proj g|= 3.00180D+03\n",
"\n",
"At iterate 3 f= 1.08902D+04 |proj g|= 1.13736D+03\n",
"\n",
"At iterate 9 f= 1.06096D+04 |proj g|= 2.34494D-01\n",
"\n",
"At iterate 4 f= 1.07551D+04 |proj g|= 7.64623D+02\n",
"\n",
"At iterate 3 f= 9.34019D+03 |proj g|= 1.21889D+03\n",
"\n",
"At iterate 5 f= 1.13490D+04 |proj g|= 8.97825D+01\n",
"\n",
"At iterate 10 f= 1.06096D+04 |proj g|= 4.21185D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 4.212D-02 1.061D+04\n",
" F = 10609.615989740591 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.06033D+04 |proj g|= 3.20824D+02\n",
"\n",
"At iterate 4 f= 8.97454D+03 |proj g|= 6.21788D+02\n",
"\n",
"At iterate 6 f= 1.13452D+04 |proj g|= 1.33947D+01\n",
"\n",
"At iterate 5 f= 8.75517D+03 |proj g|= 9.08398D+01\n",
"\n",
"At iterate 6 f= 1.05625D+04 |proj g|= 2.12719D+02\n",
"\n",
"At iterate 7 f= 1.13452D+04 |proj g|= 1.70640D+00\n",
"\n",
"At iterate 6 f= 8.74854D+03 |proj g|= 1.09932D+01\n",
"\n",
"At iterate 7 f= 1.05464D+04 |proj g|= 1.02029D+01\n",
"\n",
"At iterate 8 f= 1.13452D+04 |proj g|= 3.02212D-02\n",
"\n",
"At iterate 7 f= 8.74840D+03 |proj g|= 1.54517D+00\n",
"\n",
"At iterate 8 f= 1.05463D+04 |proj g|= 3.32195D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 9 f= 1.13452D+04 |proj g|= 6.59372D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 6.594D-03 1.135D+04\n",
" F = 11345.152236435250 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 8.74840D+03 |proj g|= 1.56254D-01\n",
"\n",
"At iterate 9 f= 1.05463D+04 |proj g|= 3.06730D-01\n",
"\n",
"At iterate 1 f= 1.39940D+04 |proj g|= 4.18063D+03\n",
"\n",
"At iterate 9 f= 8.74840D+03 |proj g|= 1.53741D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 1.537D-02 8.748D+03\n",
" F = 8748.3968997672127 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 1.05463D+04 |proj g|= 8.19641D-02\n",
"\n",
"At iterate 2 f= 1.15952D+04 |proj g|= 1.64907D+03\n",
"\n",
"At iterate 11 f= 1.05463D+04 |proj g|= 6.89303D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 6.893D-03 1.055D+04\n",
" F = 10546.327556171302 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 1.14515D+04 |proj g|= 9.53087D+02\n",
"\n",
"At iterate 4 f= 1.13449D+04 |proj g|= 4.13650D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 5 f= 1.12646D+04 |proj g|= 2.18183D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"\n",
"At iterate 1 f= 1.39794D+04 |proj g|= 4.59813D+03\n",
"At iterate 1 f= 1.17291D+04 |proj g|= 2.60544D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 2 f= 1.07306D+04 |proj g|= 3.20176D+03\n",
"\n",
"At iterate 6 f= 1.12591D+04 |proj g|= 5.68780D+01\n",
"\n",
"At iterate 2 f= 1.13632D+04 |proj g|= 2.15973D+03\n",
"\n",
"At iterate 1 f= 1.38345D+04 |proj g|= 4.19784D+03\n",
"\n",
"At iterate 3 f= 1.01413D+04 |proj g|= 1.14725D+03\n",
"\n",
"At iterate 3 f= 1.08429D+04 |proj g|= 7.92431D+02\n",
"\n",
"At iterate 7 f= 1.12587D+04 |proj g|= 8.08082D+00\n",
"\n",
"At iterate 2 f= 1.16089D+04 |proj g|= 1.52082D+03\n",
"\n",
"\n",
"At iterate 8 f= 1.12587D+04 |proj g|= 8.49209D-01\n",
"At iterate 4 f= 1.06800D+04 |proj g|= 3.33434D+02\n",
"\n",
"At iterate 4 f= 9.85983D+03 |proj g|= 1.53520D+03\n",
"\n",
"At iterate 3 f= 1.14860D+04 |proj g|= 9.01920D+02\n",
"\n",
"At iterate 9 f= 1.12587D+04 |proj g|= 5.35667D-02\n",
"\n",
"\n",
"At iterate 5 f= 9.59778D+03 |proj g|= 1.27745D+03\n",
"At iterate 5 f= 1.06583D+04 |proj g|= 2.28577D+02\n",
"\n",
"At iterate 4 f= 1.13820D+04 |proj g|= 3.51316D+02\n",
"\n",
"\n",
"At iterate 6 f= 9.31773D+03 |proj g|= 5.27852D+02\n",
"At iterate 6 f= 1.06317D+04 |proj g|= 9.26819D+00\n",
"\n",
"At iterate 10 f= 1.12587D+04 |proj g|= 8.99426D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 8.994D-03 1.126D+04\n",
" F = 11258.699013108540 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.13239D+04 |proj g|= 1.77309D+02\n",
"\n",
"At iterate 7 f= 9.27388D+03 |proj g|= 2.09068D+02\n",
"\n",
"At iterate 7 f= 1.06317D+04 |proj g|= 1.78938D+00\n",
"\n",
"At iterate 8 f= 9.26302D+03 |proj g|= 6.80820D+01\n",
"\n",
"At iterate 8 f= 1.06317D+04 |proj g|= 5.53038D-02\n",
"\n",
"At iterate 6 f= 1.13198D+04 |proj g|= 3.75677D+01\n",
"\n",
"At iterate 9 f= 9.26079D+03 |proj g|= 1.26281D+01\n",
"\n",
"At iterate 9 f= 1.06317D+04 |proj g|= 1.02298D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 1.023D-02 1.063D+04\n",
" F = 10631.687715767090 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.13196D+04 |proj g|= 5.56079D+00\n",
"\n",
"At iterate 10 f= 9.26070D+03 |proj g|= 3.62298D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 8 f= 1.13196D+04 |proj g|= 3.77083D-01\n",
"\n",
"At iterate 11 f= 9.26069D+03 |proj g|= 8.95206D-01\n",
"\n",
"At iterate 1 f= 1.33188D+04 |proj g|= 3.69978D+03\n",
"\n",
"At iterate 9 f= 1.13196D+04 |proj g|= 7.52558D-02\n",
"\n",
"\n",
"At iterate 2 f= 1.10293D+04 |proj g|= 2.06300D+03\n",
"At iterate 12 f= 9.26069D+03 |proj g|= 5.11659D-02\n",
"\n",
"At iterate 10 f= 1.13196D+04 |proj g|= 3.81252D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 3.813D-03 1.132D+04\n",
" F = 11319.593011339626 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 13 f= 9.26069D+03 |proj g|= 1.61117D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
"\n",
" * * *\n",
"At iterate 3 f= 1.07881D+04 |proj g|= 1.09703D+03\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 1.611D-02 9.261D+03\n",
" F = 9260.6926818224456 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.06536D+04 |proj g|= 6.44306D+02\n",
"\n",
"At iterate 5 f= 1.05124D+04 |proj g|= 3.07949D+02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 6 f= 1.05044D+04 |proj g|= 2.58343D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99178D+03\n",
"\n",
"At iterate 7 f= 1.04864D+04 |proj g|= 5.64360D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 1 f= 1.33814D+04 |proj g|= 4.47706D+03\n",
"\n",
"At iterate 8 f= 1.04864D+04 |proj g|= 1.06229D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.53197D+03\n",
"\n",
"At iterate 9 f= 1.04864D+04 |proj g|= 1.93061D-01\n",
"\n",
"At iterate 2 f= 1.04486D+04 |proj g|= 3.18583D+03\n",
"\n",
"At iterate 1 f= 1.08981D+04 |proj g|= 3.20296D+03\n",
"\n",
"At iterate 2 f= 1.04536D+04 |proj g|= 2.88101D+03\n",
"\n",
"At iterate 10 f= 1.04864D+04 |proj g|= 2.76472D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 2.765D-02 1.049D+04\n",
" F = 10486.407252860157 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 9.84221D+03 |proj g|= 1.15264D+03\n",
"\n",
"At iterate 1 f= 1.17900D+04 |proj g|= 2.12485D+03\n",
"\n",
"At iterate 3 f= 9.47780D+03 |proj g|= 1.14836D+03\n",
"\n",
"At iterate 4 f= 9.56291D+03 |proj g|= 1.50140D+03\n",
"\n",
"At iterate 2 f= 1.14917D+04 |proj g|= 1.60282D+03\n",
"\n",
"At iterate 4 f= 9.16105D+03 |proj g|= 6.11891D+02\n",
"\n",
"At iterate 5 f= 9.28921D+03 |proj g|= 1.20849D+03\n",
"\n",
"At iterate 5 f= 8.97176D+03 |proj g|= 1.40633D+02\n",
"\n",
"At iterate 3 f= 1.12443D+04 |proj g|= 6.65896D+02\n",
"\n",
"At iterate 6 f= 8.96316D+03 |proj g|= 1.19515D+01\n",
"\n",
"At iterate 6 f= 9.02671D+03 |proj g|= 4.77920D+02\n",
"\n",
"At iterate 4 f= 1.11420D+04 |proj g|= 2.33481D+02\n",
"\n",
"At iterate 7 f= 8.96302D+03 |proj g|= 1.68967D+00\n",
"\n",
"At iterate 7 f= 8.99087D+03 |proj g|= 1.61444D+02\n",
"\n",
"At iterate 8 f= 8.96302D+03 |proj g|= 3.44008D-01\n",
"\n",
"At iterate 8 f= 8.98142D+03 |proj g|= 3.46562D+01\n",
"\n",
"At iterate 5 f= 1.11286D+04 |proj g|= 1.24834D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.42326D+03\n",
"\n",
"At iterate 9 f= 8.96302D+03 |proj g|= 5.29940D-02\n",
"\n",
"At iterate 9 f= 8.98072D+03 |proj g|= 5.60764D+00\n",
"\n",
"At iterate 6 f= 1.11213D+04 |proj g|= 1.56410D+01\n",
"\n",
"At iterate 10 f= 8.96302D+03 |proj g|= 1.92914D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 1.929D-03 8.963D+03\n",
" F = 8963.0236362373089 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 8.98069D+03 |proj g|= 1.77528D+00\n",
"\n",
"At iterate 7 f= 1.11213D+04 |proj g|= 2.30515D+00\n",
"\n",
"At iterate 1 f= 1.15251D+04 |proj g|= 2.70594D+03\n",
"\n",
"At iterate 8 f= 1.11213D+04 |proj g|= 1.31237D-02\n",
"\n",
"At iterate 11 f= 8.98069D+03 |proj g|= 5.14747D-01\n",
"\n",
"At iterate 2 f= 1.11253D+04 |proj g|= 2.31124D+03\n",
"\n",
"At iterate 9 f= 1.11213D+04 |proj g|= 5.40728D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 5.407D-03 1.112D+04\n",
" F = 11121.250062421223 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 12 f= 8.98069D+03 |proj g|= 5.65444D-02\n",
"\n",
"At iterate 3 f= 1.05544D+04 |proj g|= 9.45299D+02\n",
"\n",
"At iterate 13 f= 8.98069D+03 |proj g|= 6.72245D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 6.722D-03 8.981D+03\n",
" F = 8980.6874768138787 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.03480D+04 |proj g|= 4.90197D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 5 f= 1.02849D+04 |proj g|= 3.60517D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.85373D+03\n",
"\n",
"\n",
"At iterate 6 f= 1.02632D+04 |proj g|= 1.75215D+01\n",
"At iterate 1 f= 1.10587D+04 |proj g|= 3.13069D+03\n",
"\n",
"At iterate 1 f= 1.38327D+04 |proj g|= 3.58565D+03\n",
"\n",
"At iterate 7 f= 1.02631D+04 |proj g|= 1.71018D+00\n",
"\n",
"At iterate 2 f= 1.06132D+04 |proj g|= 2.79734D+03\n",
"\n",
"At iterate 2 f= 1.13499D+04 |proj g|= 1.90229D+03\n",
"\n",
"At iterate 8 f= 1.02631D+04 |proj g|= 6.02317D-02\n",
"\n",
"At iterate 3 f= 1.11445D+04 |proj g|= 1.02129D+03\n",
"\n",
"At iterate 3 f= 9.70942D+03 |proj g|= 1.12116D+03\n",
"\n",
"At iterate 9 f= 1.02631D+04 |proj g|= 8.14256D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 8.143D-03 1.026D+04\n",
" F = 10263.096633580948 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.10337D+04 |proj g|= 6.18217D+02\n",
"\n",
"At iterate 4 f= 9.40244D+03 |proj g|= 5.55711D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.93019D+03\n",
"\n",
"At iterate 5 f= 1.09162D+04 |proj g|= 2.00882D+02\n",
"\n",
"At iterate 5 f= 9.24199D+03 |proj g|= 1.00499D+02\n",
"\n",
"At iterate 6 f= 1.09097D+04 |proj g|= 2.02573D+02\n",
"\n",
"At iterate 6 f= 9.23491D+03 |proj g|= 1.07241D+01\n",
"\n",
"At iterate 1 f= 1.10736D+04 |proj g|= 3.13109D+03\n",
"\n",
"At iterate 7 f= 1.08924D+04 |proj g|= 1.08139D+01\n",
"\n",
"At iterate 7 f= 9.23479D+03 |proj g|= 1.52504D+00\n",
"\n",
"At iterate 2 f= 1.06158D+04 |proj g|= 2.85183D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 8 f= 1.08923D+04 |proj g|= 2.96845D+00\n",
"\n",
"At iterate 8 f= 9.23479D+03 |proj g|= 6.18586D-02\n",
"\n",
"At iterate 3 f= 9.72039D+03 |proj g|= 1.31565D+03\n",
"\n",
"At iterate 4 f= 9.37107D+03 |proj g|= 6.72221D+02\n",
"\n",
"At iterate 9 f= 1.08923D+04 |proj g|= 3.77630D-01\n",
"\n",
"At iterate 1 f= 1.07165D+04 |proj g|= 3.45417D+03\n",
"\n",
"At iterate 9 f= 9.23479D+03 |proj g|= 1.64123D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 1.641D-02 9.235D+03\n",
" F = 9234.7899088297690 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 9.21813D+03 |proj g|= 3.31036D+02\n",
"\n",
"At iterate 10 f= 1.08923D+04 |proj g|= 6.66156D-02\n",
"\n",
"At iterate 2 f= 1.02488D+04 |proj g|= 3.16420D+03\n",
"\n",
"At iterate 6 f= 9.14695D+03 |proj g|= 3.71672D+01\n",
"\n",
"At iterate 11 f= 1.08923D+04 |proj g|= 7.92517D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 7.925D-03 1.089D+04\n",
" F = 10892.330506243674 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 9.10041D+03 |proj g|= 1.34637D+03\n",
"\n",
"At iterate 7 f= 9.14621D+03 |proj g|= 3.77562D+00\n",
"\n",
"At iterate 4 f= 8.66449D+03 |proj g|= 7.99123D+02\n",
"\n",
"At iterate 8 f= 9.14620D+03 |proj g|= 7.70236D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.45249D+03\n",
"\n",
"At iterate 5 f= 8.40859D+03 |proj g|= 3.43144D+02\n",
"\n",
"At iterate 9 f= 9.14620D+03 |proj g|= 1.34592D-01\n",
"\n",
"At iterate 10 f= 9.14620D+03 |proj g|= 9.81105D-03\n",
"\n",
"At iterate 6 f= 8.38344D+03 |proj g|= 5.09130D+01\n",
"\n",
"At iterate 1 f= 1.22594D+04 |proj g|= 1.64555D+03\n",
"\n",
"At iterate 11 f= 9.14620D+03 |proj g|= 6.79751D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 13 1 0 0 6.798D-04 9.146D+03\n",
" F = 9146.1986748787494 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 8.38299D+03 |proj g|= 5.22147D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.17619D+03\n",
"\n",
"At iterate 2 f= 1.20613D+04 |proj g|= 1.09529D+03\n",
"\n",
"At iterate 3 f= 1.19539D+04 |proj g|= 4.84710D+02\n",
"\n",
"At iterate 8 f= 8.38297D+03 |proj g|= 7.63764D-01\n",
"\n",
"\n",
"At iterate 1 f= 1.22420D+04 |proj g|= 1.93363D+03\n",
"At iterate 9 f= 8.38297D+03 |proj g|= 1.28035D-01\n",
"\n",
"At iterate 4 f= 1.18985D+04 |proj g|= 1.44818D+02\n",
"\n",
"At iterate 2 f= 1.19866D+04 |proj g|= 1.44015D+03\n",
"\n",
"At iterate 10 f= 8.38297D+03 |proj g|= 2.19271D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 3 f= 1.17884D+04 |proj g|= 6.04098D+02\n",
"\n",
"At iterate 5 f= 1.18946D+04 |proj g|= 7.17746D+01\n",
"\n",
"At iterate 11 f= 8.38297D+03 |proj g|= 2.80374D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 13 1 0 0 2.804D-03 8.383D+03\n",
" F = 8382.9738936694212 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.17040D+04 |proj g|= 2.00015D+02\n",
"\n",
"At iterate 1 f= 1.08984D+04 |proj g|= 3.30286D+03\n",
"\n",
"At iterate 6 f= 1.18925D+04 |proj g|= 1.07940D+01\n",
"\n",
"At iterate 5 f= 1.16938D+04 |proj g|= 1.01844D+02\n",
"\n",
"At iterate 2 f= 1.04394D+04 |proj g|= 2.98731D+03\n",
"\n",
"At iterate 7 f= 1.18925D+04 |proj g|= 1.35822D+00\n",
"\n",
"At iterate 6 f= 1.16888D+04 |proj g|= 1.31412D+01\n",
"\n",
"At iterate 3 f= 9.41485D+03 |proj g|= 1.23446D+03\n",
"\n",
"At iterate 8 f= 1.18925D+04 |proj g|= 2.05666D-02\n",
"\n",
"At iterate 7 f= 1.16887D+04 |proj g|= 1.78808D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 4 f= 9.04008D+03 |proj g|= 7.38972D+02\n",
"\n",
"At iterate 9 f= 1.18925D+04 |proj g|= 3.79665D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 3.797D-03 1.189D+04\n",
" F = 11892.455046131159 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.16887D+04 |proj g|= 7.34855D-02\n",
"\n",
"At iterate 5 f= 8.84360D+03 |proj g|= 2.70846D+02\n",
"\n",
"At iterate 9 f= 1.16887D+04 |proj g|= 4.14248D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 4.142D-02 1.169D+04\n",
" F = 11688.749274911608 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.08631D+04 |proj g|= 3.28130D+03\n",
"\n",
"At iterate 6 f= 8.82752D+03 |proj g|= 3.22610D+01\n",
"\n",
"At iterate 2 f= 1.04020D+04 |proj g|= 2.95165D+03\n",
"\n",
"At iterate 7 f= 8.82731D+03 |proj g|= 3.90040D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68670D+03\n",
"\n",
"At iterate 3 f= 9.40609D+03 |proj g|= 1.21260D+03\n",
"\n",
"At iterate 8 f= 8.82730D+03 |proj g|= 2.66985D-01\n",
"\n",
"At iterate 1 f= 1.39009D+04 |proj g|= 3.95884D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At iterate 9 f= 8.82730D+03 |proj g|= 7.74364D-02\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 4 f= 9.04627D+03 |proj g|= 7.38166D+02\n",
"\n",
"At iterate 2 f= 1.11851D+04 |proj g|= 2.25827D+03\n",
"\n",
"At iterate 10 f= 8.82730D+03 |proj g|= 8.42881D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"\n",
" 3176 10 12 1 0 0 8.429D-03 8.827D+03\n",
"At iterate 1 f= 1.35583D+04 |proj g|= 4.24002D+03\n",
" F = 8827.3011765051269 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 8.86069D+03 |proj g|= 2.43425D+02\n",
"\n",
"At iterate 3 f= 1.08917D+04 |proj g|= 1.13318D+03\n",
"\n",
"At iterate 2 f= 1.07842D+04 |proj g|= 2.67660D+03\n",
"\n",
"At iterate 6 f= 8.84688D+03 |proj g|= 2.77994D+01\n",
"\n",
"At iterate 4 f= 1.07564D+04 |proj g|= 8.27847D+02\n",
"\n",
"At iterate 3 f= 1.03649D+04 |proj g|= 1.23554D+03\n",
"\n",
"At iterate 7 f= 8.84668D+03 |proj g|= 3.98029D+00\n",
"\n",
"At iterate 5 f= 1.06041D+04 |proj g|= 2.74230D+02\n",
"\n",
"At iterate 4 f= 1.01887D+04 |proj g|= 1.07013D+03\n",
"\n",
"At iterate 8 f= 8.84667D+03 |proj g|= 1.50961D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 6 f= 1.05496D+04 |proj g|= 1.90647D+02\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.42326D+03\n",
"\n",
"At iterate 5 f= 9.83301D+03 |proj g|= 1.27984D+02\n",
"\n",
"At iterate 9 f= 8.84667D+03 |proj g|= 4.91056D-02\n",
"\n",
"At iterate 7 f= 1.05283D+04 |proj g|= 2.91422D+01\n",
"\n",
"At iterate 1 f= 1.11746D+04 |proj g|= 3.31942D+03\n",
"\n",
"\n",
"At iterate 6 f= 9.83040D+03 |proj g|= 6.36432D+01\n",
"At iterate 10 f= 8.84667D+03 |proj g|= 4.81061D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 4.811D-03 8.847D+03\n",
" F = 8846.6701931022708 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.05279D+04 |proj g|= 3.43844D+00\n",
"\n",
"At iterate 2 f= 1.07772D+04 |proj g|= 3.06554D+03\n",
"\n",
"At iterate 7 f= 9.82920D+03 |proj g|= 4.48303D+00\n",
"\n",
"At iterate 9 f= 1.05279D+04 |proj g|= 1.17934D+00\n",
"\n",
"At iterate 8 f= 9.82919D+03 |proj g|= 7.47029D-01\n",
"\n",
"At iterate 3 f= 9.64528D+03 |proj g|= 1.25841D+03\n",
"\n",
"At iterate 10 f= 1.05279D+04 |proj g|= 9.14005D-02\n",
"\n",
"At iterate 9 f= 9.82919D+03 |proj g|= 3.97276D-02\n",
"\n",
"At iterate 4 f= 9.21810D+03 |proj g|= 7.26984D+02\n",
"\n",
"At iterate 11 f= 1.05279D+04 |proj g|= 7.08458D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 7.085D-03 1.053D+04\n",
" F = 10527.869898281933 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"At iterate 5 f= 9.03363D+03 |proj g|= 5.29464D+02\n",
"\n",
"At iterate 10 f= 9.82919D+03 |proj g|= 4.53021D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.42326D+03\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 4.530D-03 9.829D+03\n",
" F = 9829.1920889503963 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 8.97208D+03 |proj g|= 5.15278D+01\n",
"\n",
"At iterate 1 f= 1.38549D+04 |proj g|= 4.71611D+03\n",
"\n",
"At iterate 7 f= 8.97167D+03 |proj g|= 4.42435D+00\n",
"\n",
"At iterate 2 f= 1.05866D+04 |proj g|= 3.37261D+03\n",
"\n",
"\n",
"At iterate 3 f= 9.96606D+03 |proj g|= 1.90764D+03\n",
"At iterate 8 f= 8.97166D+03 |proj g|= 8.72291D-01\n",
"\n",
"At iterate 4 f= 9.61946D+03 |proj g|= 1.69562D+03\n",
"\n",
"At iterate 9 f= 8.97166D+03 |proj g|= 3.81269D-01\n",
"\n",
"At iterate 5 f= 9.38713D+03 |proj g|= 1.47557D+03\n",
"\n",
"At iterate 10 f= 8.97166D+03 |proj g|= 2.15808D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 6 f= 8.99098D+03 |proj g|= 5.45965D+02\n",
"\n",
"At iterate 11 f= 8.97166D+03 |proj g|= 6.35086D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 13 1 0 0 6.351D-03 8.972D+03\n",
" F = 8971.6630753435220 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.28639D+03\n",
"\n",
"At iterate 7 f= 8.94804D+03 |proj g|= 2.44330D+02\n",
"\n",
"At iterate 1 f= 1.07365D+04 |proj g|= 3.66811D+03\n",
"\n",
"At iterate 8 f= 8.92888D+03 |proj g|= 7.84514D+01\n",
"\n",
"At iterate 2 f= 1.03215D+04 |proj g|= 3.42815D+03\n",
"\n",
"At iterate 1 f= 1.24746D+04 |proj g|= 1.63084D+03\n",
"\n",
"At iterate 9 f= 8.92580D+03 |proj g|= 1.83874D+01\n",
"\n",
"At iterate 2 f= 1.22751D+04 |proj g|= 1.10659D+03\n",
"\n",
"At iterate 3 f= 8.92841D+03 |proj g|= 1.42639D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 6.24938D+03\n",
"\n",
"At iterate 10 f= 8.92565D+03 |proj g|= 4.62599D+00\n",
"\n",
"\n",
"At iterate 4 f= 8.39136D+03 |proj g|= 9.06693D+02\n",
"At iterate 3 f= 1.21666D+04 |proj g|= 4.89447D+02\n",
"\n",
"At iterate 11 f= 8.92564D+03 |proj g|= 8.75188D-01\n",
"\n",
"At iterate 4 f= 1.21127D+04 |proj g|= 1.53266D+02\n",
"\n",
"At iterate 5 f= 8.18556D+03 |proj g|= 1.02512D+03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 1 f= 1.05521D+04 |proj g|= 3.82433D+03\n",
"\n",
"At iterate 12 f= 8.92564D+03 |proj g|= 8.25951D-02\n",
"\n",
"At iterate 6 f= 7.95767D+03 |proj g|= 1.29904D+02\n",
"\n",
"At iterate 2 f= 1.01359D+04 |proj g|= 3.60184D+03\n",
"\n",
"At iterate 7 f= 7.95462D+03 |proj g|= 1.63480D+01\n",
"\n",
"At iterate 5 f= 1.21075D+04 |proj g|= 7.74476D+01\n",
"\n",
"At iterate 13 f= 8.92564D+03 |proj g|= 1.42562D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 1.426D-02 8.926D+03\n",
" F = 8925.6392482471601 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 8.66423D+03 |proj g|= 1.58229D+03\n",
"\n",
"At iterate 8 f= 7.95455D+03 |proj g|= 1.77449D+00\n",
"\n",
"At iterate 6 f= 1.21050D+04 |proj g|= 1.14538D+01\n",
"\n",
"At iterate 4 f= 8.08614D+03 |proj g|= 1.02646D+03\n",
"\n",
"At iterate 7 f= 1.21050D+04 |proj g|= 1.44121D+00\n",
"\n",
"At iterate 9 f= 7.95455D+03 |proj g|= 7.44337D-01\n",
"\n",
"At iterate 5 f= 7.68055D+03 |proj g|= 8.94902D+02\n",
"\n",
"At iterate 10 f= 7.95455D+03 |proj g|= 2.38613D-01\n",
"\n",
"At iterate 8 f= 1.21050D+04 |proj g|= 1.92329D-02\n",
"\n",
"At iterate 6 f= 7.47504D+03 |proj g|= 3.68449D+02\n",
"\n",
"At iterate 11 f= 7.95455D+03 |proj g|= 1.55089D-02\n",
"\n",
"At iterate 9 f= 1.21050D+04 |proj g|= 3.33445D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 3.334D-03 1.210D+04\n",
" F = 12104.989310259632 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 12 f= 7.95455D+03 |proj g|= 4.04452D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 4.045D-03 7.955D+03\n",
" F = 7954.5450946528763 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 7.45027D+03 |proj g|= 4.00760D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 8 f= 7.44994D+03 |proj g|= 4.29102D+00\n",
"\n",
"At iterate 1 f= 1.38881D+04 |proj g|= 4.36892D+03\n",
"\n",
"At iterate 9 f= 7.44992D+03 |proj g|= 1.44183D+00\n",
"\n",
"At iterate 2 f= 1.09193D+04 |proj g|= 2.70954D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68670D+03\n",
"\n",
"At iterate 10 f= 7.44991D+03 |proj g|= 4.30840D-01\n",
"\n",
"At iterate 3 f= 1.05008D+04 |proj g|= 1.25551D+03\n",
"\n",
"At iterate 11 f= 7.44991D+03 |proj g|= 5.20169D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98701D+03\n",
"\n",
"At iterate 4 f= 1.03233D+04 |proj g|= 1.09315D+03\n",
"\n",
"At iterate 12 f= 7.44991D+03 |proj g|= 1.72933D-02\n",
"\n",
"At iterate 1 f= 1.17523D+04 |proj g|= 2.44117D+03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 1.729D-02 7.450D+03\n",
" F = 7449.9137123171386 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 9.95442D+03 |proj g|= 1.41951D+02\n",
"\n",
"At iterate 2 f= 1.13912D+04 |proj g|= 1.99889D+03\n",
"\n",
"At iterate 1 f= 1.06314D+04 |proj g|= 3.68631D+03\n",
"\n",
"At iterate 3 f= 1.09776D+04 |proj g|= 8.09550D+02\n",
"\n",
"At iterate 2 f= 1.01926D+04 |proj g|= 3.43998D+03\n",
"\n",
"At iterate 4 f= 1.08267D+04 |proj g|= 3.23557D+02\n",
"\n",
"At iterate 6 f= 9.95099D+03 |proj g|= 6.92663D+01\n",
"\n",
"At iterate 3 f= 8.79135D+03 |proj g|= 1.43314D+03\n",
"\n",
"At iterate 7 f= 9.94947D+03 |proj g|= 8.56563D+00\n",
"\n",
"At iterate 8 f= 9.94944D+03 |proj g|= 1.02081D+00\n",
"\n",
"At iterate 4 f= 8.26359D+03 |proj g|= 9.10584D+02\n",
"\n",
"At iterate 5 f= 1.07896D+04 |proj g|= 1.36190D+02\n",
"\n",
"At iterate 9 f= 9.94944D+03 |proj g|= 3.98582D-02\n",
"\n",
"At iterate 5 f= 7.92335D+03 |proj g|= 6.26148D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99178D+03\n",
"\n",
"At iterate 6 f= 1.07804D+04 |proj g|= 1.30553D+01\n",
"\n",
"At iterate 6 f= 7.83033D+03 |proj g|= 1.07440D+02\n",
"\n",
"At iterate 10 f= 9.94944D+03 |proj g|= 6.29631D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 6.296D-03 9.949D+03\n",
" F = 9949.4423245249091 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.38867D+04 |proj g|= 4.65425D+03\n",
"\n",
"At iterate 7 f= 1.07803D+04 |proj g|= 1.98492D+00\n",
"\n",
"At iterate 7 f= 7.82831D+03 |proj g|= 1.35291D+01\n",
"\n",
"At iterate 2 f= 1.06478D+04 |proj g|= 3.25038D+03\n",
"\n",
"At iterate 8 f= 7.82826D+03 |proj g|= 1.83760D+00\n",
"\n",
"At iterate 8 f= 1.07803D+04 |proj g|= 4.00840D-02\n",
"\n",
"At iterate 3 f= 1.00454D+04 |proj g|= 1.16898D+03\n",
"\n",
"At iterate 9 f= 1.07803D+04 |proj g|= 2.61100D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 2.611D-02 1.078D+04\n",
" F = 10780.332131963207 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 7.82825D+03 |proj g|= 8.06384D-01\n",
"\n",
"At iterate 4 f= 9.76100D+03 |proj g|= 1.54715D+03\n",
"\n",
"At iterate 10 f= 7.82825D+03 |proj g|= 1.14970D-01\n",
"\n",
"At iterate 5 f= 9.48512D+03 |proj g|= 1.27939D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.42489D+03\n",
"\n",
"At iterate 11 f= 7.82825D+03 |proj g|= 1.82338D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 13 1 0 0 1.823D-02 7.828D+03\n",
" F = 7828.2544069678861 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 9.20442D+03 |proj g|= 5.42251D+02\n",
"\n",
"At iterate 7 f= 9.15633D+03 |proj g|= 1.63664D+02\n",
"\n",
"At iterate 1 f= 1.17386D+04 |proj g|= 2.49134D+03\n",
"\n",
"At iterate 8 f= 9.14622D+03 |proj g|= 5.62896D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.39985D+03\n",
"\n",
"At iterate 2 f= 1.13565D+04 |proj g|= 2.08212D+03\n",
"\n",
"At iterate 9 f= 9.14464D+03 |proj g|= 5.69387D+00\n",
"\n",
"At iterate 3 f= 1.09112D+04 |proj g|= 8.75617D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 10 f= 9.14460D+03 |proj g|= 2.13974D+00\n",
"\n",
"At iterate 4 f= 1.07475D+04 |proj g|= 3.62545D+02\n",
"\n",
"At iterate 1 f= 1.20410D+04 |proj g|= 2.10259D+03\n",
"\n",
"At iterate 11 f= 9.14460D+03 |proj g|= 7.27014D-01\n",
"\n",
"At iterate 5 f= 1.07085D+04 |proj g|= 2.28911D+02\n",
"\n",
"At iterate 1 f= 1.06132D+04 |proj g|= 3.77368D+03\n",
"\n",
"At iterate 2 f= 1.17474D+04 |proj g|= 1.61424D+03\n",
"\n",
"At iterate 12 f= 9.14460D+03 |proj g|= 3.98914D-02\n",
"\n",
"At iterate 2 f= 1.01956D+04 |proj g|= 3.54365D+03\n",
"\n",
"At iterate 6 f= 1.06825D+04 |proj g|= 1.04124D+01\n",
"\n",
"At iterate 3 f= 1.14935D+04 |proj g|= 6.64613D+02\n",
"\n",
"At iterate 13 f= 9.14460D+03 |proj g|= 1.13938D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 1.139D-02 9.145D+03\n",
" F = 9144.5964410862161 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 8.73745D+03 |proj g|= 1.51568D+03\n",
"\n",
"At iterate 7 f= 1.06824D+04 |proj g|= 1.57447D+00\n",
"\n",
"At iterate 4 f= 1.13939D+04 |proj g|= 2.43147D+02\n",
"\n",
"At iterate 4 f= 8.16795D+03 |proj g|= 9.62962D+02\n",
"\n",
"At iterate 8 f= 1.06824D+04 |proj g|= 1.01249D-01\n",
"\n",
"At iterate 5 f= 7.95175D+03 |proj g|= 1.16758D+03\n",
"\n",
"At iterate 9 f= 1.06824D+04 |proj g|= 1.72319D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 1.723D-02 1.068D+04\n",
" F = 10682.400676097983 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.13768D+04 |proj g|= 1.19859D+02\n",
"\n",
"At iterate 6 f= 7.62787D+03 |proj g|= 1.96270D+02\n",
"\n",
"At iterate 6 f= 1.13702D+04 |proj g|= 1.37061D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 7 f= 7.62108D+03 |proj g|= 3.02777D+01\n",
"\n",
"At iterate 7 f= 1.13701D+04 |proj g|= 1.90928D+00\n",
"\n",
"At iterate 8 f= 7.62088D+03 |proj g|= 3.53882D+00\n",
"\n",
"At iterate 8 f= 1.13701D+04 |proj g|= 2.43985D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 1 f= 1.10794D+04 |proj g|= 3.19324D+03\n",
"\n",
"At iterate 9 f= 7.62088D+03 |proj g|= 8.96687D-01\n",
"\n",
"At iterate 9 f= 1.13701D+04 |proj g|= 1.47959D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 1.480D-02 1.137D+04\n",
" F = 11370.117874417676 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.06349D+04 |proj g|= 2.90162D+03\n",
"\n",
"At iterate 10 f= 7.62088D+03 |proj g|= 3.87230D-01\n",
"\n",
"At iterate 1 f= 1.11019D+04 |proj g|= 3.27465D+03\n",
"\n",
"At iterate 3 f= 9.65194D+03 |proj g|= 1.21231D+03\n",
"\n",
"At iterate 11 f= 7.62088D+03 |proj g|= 2.83062D-02\n",
"\n",
"At iterate 2 f= 1.06740D+04 |proj g|= 2.99591D+03\n",
"\n",
"At iterate 4 f= 9.30691D+03 |proj g|= 6.15060D+02\n",
"\n",
"At iterate 12 f= 7.62088D+03 |proj g|= 1.97277D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 1.973D-02 7.621D+03\n",
" F = 7620.8769781874362 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 9.60505D+03 |proj g|= 1.20750D+03\n",
"\n",
"At iterate 5 f= 9.10276D+03 |proj g|= 9.71183D+01\n",
"\n",
"At iterate 4 f= 9.22571D+03 |proj g|= 6.46079D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68262D+03\n",
"\n",
"At iterate 6 f= 9.09555D+03 |proj g|= 1.27920D+01\n",
"\n",
"At iterate 5 f= 9.00658D+03 |proj g|= 1.00552D+02\n",
"\n",
"At iterate 7 f= 9.09541D+03 |proj g|= 1.31970D+00\n",
"\n",
"At iterate 6 f= 8.99984D+03 |proj g|= 1.29168D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 6.24938D+03\n",
"\n",
"At iterate 1 f= 1.19190D+04 |proj g|= 2.20707D+03\n",
"\n",
"At iterate 8 f= 9.09541D+03 |proj g|= 1.33102D-01\n",
"\n",
"At iterate 7 f= 8.99972D+03 |proj g|= 1.72162D+00\n",
"\n",
"At iterate 2 f= 1.15981D+04 |proj g|= 1.72326D+03\n",
"\n",
"At iterate 9 f= 9.09541D+03 |proj g|= 4.19474D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 4.195D-02 9.095D+03\n",
" F = 9095.4077992484599 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 8.99972D+03 |proj g|= 2.88236D-01\n",
"\n",
"At iterate 1 f= 1.06723D+04 |proj g|= 3.72925D+03\n",
"\n",
"At iterate 3 f= 1.13097D+04 |proj g|= 7.18457D+02\n",
"\n",
"At iterate 9 f= 8.99972D+03 |proj g|= 9.99073D-02\n",
"\n",
"At iterate 2 f= 1.02592D+04 |proj g|= 3.49820D+03\n",
"\n",
"At iterate 4 f= 1.11947D+04 |proj g|= 2.79168D+02\n",
"\n",
"At iterate 10 f= 8.99972D+03 |proj g|= 5.49383D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 5.494D-03 9.000D+03\n",
" F = 8999.7221583479950 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 8.83765D+03 |proj g|= 1.49891D+03\n",
"\n",
"\n",
"At iterate 4 f= 8.28180D+03 |proj g|= 9.33613D+02\n",
"At iterate 5 f= 1.11717D+04 |proj g|= 1.30759D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 6 f= 1.11638D+04 |proj g|= 1.44806D+01\n",
"\n",
"At iterate 5 f= 8.11897D+03 |proj g|= 1.33992D+03\n",
"\n",
"At iterate 7 f= 1.11637D+04 |proj g|= 2.08881D+00\n",
"\n",
"At iterate 1 f= 1.13414D+04 |proj g|= 3.07810D+03\n",
"\n",
"At iterate 6 f= 7.77002D+03 |proj g|= 2.01469D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 2 f= 1.09350D+04 |proj g|= 2.78418D+03\n",
"\n",
"At iterate 8 f= 1.11637D+04 |proj g|= 1.93813D-02\n",
"\n",
"At iterate 7 f= 7.76395D+03 |proj g|= 3.42139D+01\n",
"\n",
"At iterate 3 f= 1.00129D+04 |proj g|= 1.09596D+03\n",
"\n",
"At iterate 9 f= 1.11637D+04 |proj g|= 9.63915D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 9.639D-03 1.116D+04\n",
" F = 11163.747581399988 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 7.76377D+03 |proj g|= 4.12998D+00\n",
"\n",
"At iterate 1 f= 1.12455D+04 |proj g|= 3.04220D+03\n",
"\n",
"At iterate 4 f= 9.69848D+03 |proj g|= 5.76811D+02\n",
"\n",
"At iterate 9 f= 7.76377D+03 |proj g|= 1.03137D+00\n",
"\n",
"At iterate 2 f= 1.08145D+04 |proj g|= 2.72349D+03\n",
"\n",
"At iterate 5 f= 9.54067D+03 |proj g|= 9.21515D+01\n",
"\n",
"At iterate 10 f= 7.76377D+03 |proj g|= 3.77289D-01\n",
"\n",
"At iterate 3 f= 9.95436D+03 |proj g|= 1.10091D+03\n",
"\n",
"At iterate 6 f= 9.53513D+03 |proj g|= 9.26748D+00\n",
"\n",
"At iterate 11 f= 7.76377D+03 |proj g|= 3.09678D-02\n",
"\n",
"At iterate 4 f= 9.66430D+03 |proj g|= 5.52852D+02\n",
"\n",
"At iterate 7 f= 9.53506D+03 |proj g|= 1.15224D+00\n",
"\n",
"\n",
"At iterate 5 f= 9.51184D+03 |proj g|= 9.03028D+01\n",
"At iterate 12 f= 7.76377D+03 |proj g|= 1.27234D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 1.272D-02 7.764D+03\n",
" F = 7763.7664313976848 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 9.53506D+03 |proj g|= 1.13618D-01\n",
"\n",
"At iterate 6 f= 9.50591D+03 |proj g|= 9.85591D+00\n",
"\n",
"At iterate 9 f= 9.53506D+03 |proj g|= 3.73142D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 3.731D-02 9.535D+03\n",
" F = 9535.0565743595926 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.55981D+03\n",
"\n",
"At iterate 7 f= 9.50581D+03 |proj g|= 9.17748D-01\n",
"\n",
"At iterate 1 f= 1.37102D+04 |proj g|= 3.89447D+03\n",
"\n",
"At iterate 8 f= 9.50581D+03 |proj g|= 4.57220D-02\n",
"\n",
"At iterate 2 f= 1.10396D+04 |proj g|= 2.33547D+03\n",
"\n",
"At iterate 9 f= 9.50581D+03 |proj g|= 1.38500D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 1.385D-02 9.506D+03\n",
" F = 9505.8121621532191 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 1.07153D+04 |proj g|= 1.12887D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.15286D+03\n",
"\n",
"At iterate 4 f= 1.05767D+04 |proj g|= 8.99251D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03544D+03\n",
"\n",
"At iterate 5 f= 1.03458D+04 |proj g|= 2.06645D+02\n",
"\n",
"At iterate 1 f= 1.34887D+04 |proj g|= 4.25065D+03\n",
"\n",
"At iterate 1 f= 1.28871D+04 |proj g|= 9.79533D+02\n",
"\n",
"At iterate 2 f= 1.07526D+04 |proj g|= 2.68274D+03\n",
"\n",
"At iterate 2 f= 1.28118D+04 |proj g|= 4.98987D+02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 6 f= 1.03295D+04 |proj g|= 9.06028D+01\n",
"\n",
"At iterate 3 f= 1.03307D+04 |proj g|= 1.23955D+03\n",
"\n",
"At iterate 3 f= 1.27884D+04 |proj g|= 2.63418D+02\n",
"\n",
"At iterate 7 f= 1.03244D+04 |proj g|= 8.54310D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.81101D+03\n",
"\n",
"\n",
"At iterate 4 f= 1.27724D+04 |proj g|= 6.23120D+01\n",
"At iterate 4 f= 1.01530D+04 |proj g|= 1.06381D+03\n",
"\n",
"At iterate 5 f= 9.79702D+03 |proj g|= 1.07440D+02\n",
"\n",
"At iterate 8 f= 1.03243D+04 |proj g|= 1.71563D+00\n",
"\n",
"At iterate 1 f= 1.37075D+04 |proj g|= 3.70618D+03\n",
"\n",
"At iterate 5 f= 1.27714D+04 |proj g|= 2.31667D+01\n",
"\n",
"At iterate 2 f= 1.11554D+04 |proj g|= 2.14394D+03\n",
"\n",
"At iterate 9 f= 1.03243D+04 |proj g|= 3.44178D-01\n",
"\n",
"At iterate 6 f= 1.27713D+04 |proj g|= 1.15901D+00\n",
"\n",
"At iterate 6 f= 9.79504D+03 |proj g|= 5.57891D+01\n",
"\n",
"At iterate 3 f= 1.08738D+04 |proj g|= 1.05593D+03\n",
"\n",
"At iterate 10 f= 1.03243D+04 |proj g|= 5.41074D-03\n",
"\n",
"At iterate 7 f= 1.27713D+04 |proj g|= 3.51908D-01\n",
"\n",
"\n",
"At iterate 7 f= 9.79428D+03 |proj g|= 2.24393D+00\n",
"At iterate 4 f= 1.07533D+04 |proj g|= 8.10243D+02\n",
"\n",
"At iterate 11 f= 1.03243D+04 |proj g|= 1.16791D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 13 1 0 0 1.168D-03 1.032D+04\n",
" F = 10324.341654761993 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.27713D+04 |proj g|= 3.97725D-02\n",
"\n",
"At iterate 8 f= 9.79428D+03 |proj g|= 3.36678D-01\n",
"\n",
"At iterate 5 f= 1.05906D+04 |proj g|= 3.07876D+02\n",
"\n",
"At iterate 9 f= 1.27713D+04 |proj g|= 4.96404D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 4.964D-03 1.277D+04\n",
" F = 12771.283880750725 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 9.79428D+03 |proj g|= 2.73273D-02\n",
"\n",
"At iterate 6 f= 1.05659D+04 |proj g|= 1.54983D+02\n",
"\n",
"At iterate 7 f= 1.05511D+04 |proj g|= 1.88089D+01\n",
"\n",
"At iterate 10 f= 9.79428D+03 |proj g|= 1.83168D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 1.832D-03 9.794D+03\n",
" F = 9794.2808307380128 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.05509D+04 |proj g|= 2.76317D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.98745D+03\n",
"\n",
"At iterate 9 f= 1.05509D+04 |proj g|= 4.87534D-01\n",
"\n",
"At iterate 1 f= 1.38706D+04 |proj g|= 3.61318D+03\n",
"\n",
"At iterate 10 f= 1.05509D+04 |proj g|= 6.49998D-02\n",
"\n",
"At iterate 2 f= 1.13696D+04 |proj g|= 1.90829D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 11 f= 1.05509D+04 |proj g|= 6.92313D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 6.923D-03 1.055D+04\n",
" F = 10550.887479004299 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 1.11636D+04 |proj g|= 1.02547D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.39985D+03\n",
"\n",
"At iterate 1 f= 1.37058D+04 |proj g|= 4.29951D+03\n",
"\n",
"At iterate 4 f= 1.10517D+04 |proj g|= 6.18610D+02\n",
"\n",
"At iterate 2 f= 1.08925D+04 |proj g|= 2.60147D+03\n",
"\n",
"At iterate 1 f= 1.28248D+04 |proj g|= 3.04456D+02\n",
"\n",
"At iterate 5 f= 1.09324D+04 |proj g|= 2.25470D+02\n",
"\n",
"At iterate 3 f= 1.05143D+04 |proj g|= 1.28615D+03\n",
"\n",
"At iterate 2 f= 1.28129D+04 |proj g|= 1.78405D+02\n",
"\n",
"At iterate 6 f= 1.09267D+04 |proj g|= 2.14008D+02\n",
"\n",
"At iterate 4 f= 1.03381D+04 |proj g|= 9.79336D+02\n",
"\n",
"At iterate 3 f= 1.28092D+04 |proj g|= 7.08327D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 7 f= 1.09092D+04 |proj g|= 1.11349D+01\n",
"\n",
"At iterate 5 f= 1.00760D+04 |proj g|= 4.30915D+02\n",
"\n",
"At iterate 4 f= 1.28084D+04 |proj g|= 1.48273D+01\n",
"\n",
"At iterate 1 f= 1.39273D+04 |proj g|= 4.01580D+03\n",
"\n",
"At iterate 8 f= 1.09092D+04 |proj g|= 3.06435D+00\n",
"\n",
"At iterate 6 f= 1.00332D+04 |proj g|= 2.39403D+02\n",
"\n",
"At iterate 2 f= 1.13000D+04 |proj g|= 2.07918D+03\n",
"\n",
"At iterate 9 f= 1.09092D+04 |proj g|= 3.61758D-01\n",
"\n",
"At iterate 7 f= 1.00040D+04 |proj g|= 3.68876D+01\n",
"\n",
"At iterate 5 f= 1.28083D+04 |proj g|= 4.02303D+00\n",
"\n",
"At iterate 10 f= 1.09092D+04 |proj g|= 9.20447D-02\n",
"\n",
"At iterate 3 f= 1.10677D+04 |proj g|= 1.13990D+03\n",
"\n",
"At iterate 6 f= 1.28083D+04 |proj g|= 1.34734D-01\n",
"\n",
"At iterate 8 f= 1.00033D+04 |proj g|= 4.98425D+00\n",
"\n",
"At iterate 11 f= 1.09092D+04 |proj g|= 8.44239D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 8.442D-03 1.091D+04\n",
" F = 10909.187008637769 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.09287D+04 |proj g|= 6.54852D+02\n",
"\n",
"At iterate 7 f= 1.28083D+04 |proj g|= 1.07094D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 1.071D-01 1.281D+04\n",
" F = 12808.320953867711 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 1.00033D+04 |proj g|= 1.31688D+00\n",
"\n",
"At iterate 5 f= 1.07659D+04 |proj g|= 2.43674D+02\n",
"\n",
"At iterate 10 f= 1.00033D+04 |proj g|= 1.75236D-01\n",
"\n",
"At iterate 11 f= 1.00033D+04 |proj g|= 1.13693D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 1.137D-02 1.000D+04\n",
" F = 10003.318159592047 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 1.07520D+04 |proj g|= 7.47831D+01\n",
"\n",
"At iterate 7 f= 1.07512D+04 |proj g|= 9.31709D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.85373D+03\n",
"\n",
"At iterate 8 f= 1.07512D+04 |proj g|= 1.96980D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71642D+03\n",
"\n",
"At iterate 9 f= 1.07512D+04 |proj g|= 1.44073D-01\n",
"\n",
"At iterate 1 f= 1.27612D+04 |proj g|= 3.11111D+02\n",
"\n",
"At iterate 1 f= 1.36209D+04 |proj g|= 4.05784D+03\n",
"\n",
"At iterate 10 f= 1.07512D+04 |proj g|= 1.71447D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 1.714D-02 1.075D+04\n",
" F = 10751.193635353575 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 2 f= 1.27496D+04 |proj g|= 1.97849D+02\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 2 f= 1.08747D+04 |proj g|= 2.54885D+03\n",
"\n",
"At iterate 3 f= 1.27449D+04 |proj g|= 5.95728D+01\n",
"\n",
"At iterate 1 f= 1.35156D+04 |proj g|= 3.73352D+03\n",
"\n",
"At iterate 3 f= 1.04784D+04 |proj g|= 1.14577D+03\n",
"\n",
"At iterate 2 f= 1.11817D+04 |proj g|= 1.95444D+03\n",
"\n",
"At iterate 4 f= 1.03186D+04 |proj g|= 1.05546D+03\n",
"\n",
"At iterate 4 f= 1.27442D+04 |proj g|= 8.99687D+00\n",
"\n",
"At iterate 3 f= 1.09679D+04 |proj g|= 1.07238D+03\n",
"\n",
"At iterate 5 f= 1.00236D+04 |proj g|= 2.77643D+02\n",
"\n",
"At iterate 5 f= 1.27442D+04 |proj g|= 9.59145D+00\n",
"\n",
"At iterate 4 f= 1.08394D+04 |proj g|= 5.91336D+02\n",
"\n",
"At iterate 6 f= 1.00079D+04 |proj g|= 1.59151D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At iterate 6 f= 1.27442D+04 |proj g|= 1.42279D-01\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.38707D+03\n",
"\n",
"At iterate 5 f= 1.07078D+04 |proj g|= 1.80570D+02\n",
"\n",
"At iterate 7 f= 9.99824D+03 |proj g|= 5.43890D+01\n",
"\n",
"At iterate 7 f= 1.27442D+04 |proj g|= 1.22733D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 1.227D-02 1.274D+04\n",
" F = 12744.175903832338 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 9.99798D+03 |proj g|= 2.25983D+01\n",
"\n",
"At iterate 1 f= 1.33539D+04 |proj g|= 3.45447D+02\n",
"\n",
"At iterate 6 f= 1.06938D+04 |proj g|= 6.59331D+01\n",
"\n",
"At iterate 9 f= 9.99792D+03 |proj g|= 1.00878D+00\n",
"\n",
"At iterate 2 f= 1.33407D+04 |proj g|= 1.75000D+02\n",
"\n",
"At iterate 7 f= 1.06930D+04 |proj g|= 5.64219D+00\n",
"\n",
"At iterate 3 f= 1.33378D+04 |proj g|= 6.14416D+01\n",
"\n",
"At iterate 10 f= 9.99792D+03 |proj g|= 4.30067D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.38241D+03\n",
"\n",
"At iterate 4 f= 1.33372D+04 |proj g|= 4.58073D+00\n",
"\n",
"At iterate 11 f= 9.99792D+03 |proj g|= 9.50948D-03\n",
"\n",
"At iterate 8 f= 1.06930D+04 |proj g|= 2.76484D+00\n",
"\n",
"At iterate 12 f= 9.99792D+03 |proj g|= 1.50780D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 13 1 0 0 1.508D-03 9.998D+03\n",
" F = 9997.9175163594482 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 1.06930D+04 |proj g|= 1.24421D-01\n",
"\n",
"At iterate 1 f= 1.25151D+04 |proj g|= 8.16842D+02\n",
"\n",
"At iterate 5 f= 1.33372D+04 |proj g|= 5.21517D-01\n",
"\n",
"At iterate 10 f= 1.06930D+04 |proj g|= 2.34458D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 13 1 0 0 2.345D-02 1.069D+04\n",
"\n",
" F = 10693.001956558650 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"At iterate 2 f= 1.24639D+04 |proj g|= 4.66467D+02\n",
"\n",
"At iterate 6 f= 1.33372D+04 |proj g|= 3.49958D-02\n",
"\n",
"At iterate 3 f= 1.24390D+04 |proj g|= 1.70202D+02\n",
"\n",
"At iterate 7 f= 1.33372D+04 |proj g|= 4.33938D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 4.339D-03 1.334D+04\n",
" F = 13337.163200219844 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.24314D+04 |proj g|= 3.00480D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.16058D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99178D+03\n",
"\n",
"At iterate 5 f= 1.24311D+04 |proj g|= 7.09484D+00\n",
"\n",
"At iterate 1 f= 1.28950D+04 |proj g|= 3.51614D+03\n",
"\n",
"At iterate 1 f= 1.27526D+04 |proj g|= 1.17682D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 6 f= 1.24311D+04 |proj g|= 1.71824D-01\n",
"\n",
"At iterate 2 f= 1.08226D+04 |proj g|= 2.02765D+03\n",
"\n",
"At iterate 2 f= 1.26450D+04 |proj g|= 6.67455D+02\n",
"\n",
"At iterate 1 f= 1.31549D+04 |proj g|= 3.61791D+03\n",
"\n",
"At iterate 3 f= 1.05841D+04 |proj g|= 1.09626D+03\n",
"\n",
"At iterate 3 f= 1.26053D+04 |proj g|= 3.26272D+02\n",
"\n",
"At iterate 2 f= 1.11455D+04 |proj g|= 1.72953D+03\n",
"\n",
"At iterate 7 f= 1.24311D+04 |proj g|= 1.25925D-01\n",
"\n",
"At iterate 4 f= 1.04449D+04 |proj g|= 6.06878D+02\n",
"\n",
"\n",
"At iterate 3 f= 1.09769D+04 |proj g|= 9.84154D+02\n",
"At iterate 4 f= 1.25799D+04 |proj g|= 7.52872D+01\n",
"\n",
"At iterate 8 f= 1.24311D+04 |proj g|= 7.63639D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 12 1 0 0 7.636D-03 1.243D+04\n",
" F = 12431.053379981073 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.03102D+04 |proj g|= 2.37127D+02\n",
"\n",
"At iterate 4 f= 1.08570D+04 |proj g|= 4.28908D+02\n",
"\n",
"At iterate 6 f= 1.03054D+04 |proj g|= 2.12056D+02\n",
"\n",
"\n",
"At iterate 5 f= 1.25789D+04 |proj g|= 2.02772D+01\n",
"At iterate 5 f= 1.07706D+04 |proj g|= 1.89794D+02\n",
"\n",
"At iterate 7 f= 1.02900D+04 |proj g|= 3.55815D+00\n",
"\n",
"At iterate 6 f= 1.25788D+04 |proj g|= 4.56946D+00\n",
"\n",
"At iterate 6 f= 1.07642D+04 |proj g|= 4.11193D+01\n",
"\n",
"At iterate 8 f= 1.02900D+04 |proj g|= 1.02117D+00\n",
"\n",
"At iterate 7 f= 1.25788D+04 |proj g|= 1.94115D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 7 f= 1.07639D+04 |proj g|= 5.47604D+00\n",
"\n",
"At iterate 9 f= 1.02900D+04 |proj g|= 1.61838D-01\n",
"\n",
"At iterate 1 f= 1.35068D+04 |proj g|= 4.24178D+03\n",
"\n",
"At iterate 8 f= 1.25788D+04 |proj g|= 1.64862D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 11 1 0 0 1.649D-02 1.258D+04\n",
" F = 12578.750681498554 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.07639D+04 |proj g|= 3.34935D-01\n",
"\n",
"At iterate 2 f= 1.17651D+04 |proj g|= 1.04417D+03\n",
"\n",
"At iterate 10 f= 1.02900D+04 |proj g|= 2.32641D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 2.326D-02 1.029D+04\n",
" F = 10290.021491982692 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 1.07639D+04 |proj g|= 3.05507D-02\n",
"\n",
"At iterate 3 f= 1.17012D+04 |proj g|= 6.58266D+02\n",
"\n",
"\n",
"At iterate 4 f= 1.16323D+04 |proj g|= 2.26836D+02\n",
"At iterate 10 f= 1.07639D+04 |proj g|= 4.38251D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 4.383D-03 1.076D+04\n",
" F = 10763.928639226890 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.16234D+04 |proj g|= 3.95101D+01\n",
"\n",
"At iterate 6 f= 1.16227D+04 |proj g|= 1.11206D+01\n",
"\n",
"At iterate 7 f= 1.16227D+04 |proj g|= 4.90329D-01\n",
"\n",
"At iterate 8 f= 1.16227D+04 |proj g|= 7.56444D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.72577D+03\n",
"\n",
"At iterate 9 f= 1.16227D+04 |proj g|= 4.69180D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 4.692D-03 1.162D+04\n",
" F = 11622.666718654908 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 1 f= 1.34604D+04 |proj g|= 4.33327D+03\n",
"\n",
"At iterate 1 f= 1.25613D+04 |proj g|= 1.18661D+03\n",
"\n",
"At iterate 2 f= 1.06398D+04 |proj g|= 2.84912D+03\n",
"\n",
"At iterate 2 f= 1.24567D+04 |proj g|= 6.74148D+02\n",
"\n",
"At iterate 1 f= 1.10018D+04 |proj g|= 3.28458D+03\n",
"\n",
"\n",
"At iterate 3 f= 1.24135D+04 |proj g|= 3.08536D+02\n",
"At iterate 3 f= 1.01640D+04 |proj g|= 1.26444D+03\n",
"\n",
"At iterate 2 f= 1.05649D+04 |proj g|= 2.94553D+03\n",
"\n",
"\n",
"At iterate 4 f= 1.23889D+04 |proj g|= 6.43153D+01\n",
"At iterate 4 f= 9.96516D+03 |proj g|= 1.19028D+03\n",
"\n",
"At iterate 3 f= 9.50908D+03 |proj g|= 1.08373D+03\n",
"\n",
"At iterate 5 f= 9.57597D+03 |proj g|= 3.39140D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21182D+03\n",
"\n",
"At iterate 5 f= 1.23884D+04 |proj g|= 1.36497D+01\n",
"\n",
"At iterate 4 f= 9.18112D+03 |proj g|= 6.06783D+02\n",
"\n",
"At iterate 6 f= 9.54766D+03 |proj g|= 1.91911D+02\n",
"\n",
"At iterate 6 f= 1.23883D+04 |proj g|= 2.82313D+00\n",
"\n",
"At iterate 5 f= 9.01067D+03 |proj g|= 8.28324D+01\n",
"\n",
"At iterate 7 f= 9.53440D+03 |proj g|= 7.94964D+00\n",
"\n",
"At iterate 1 f= 1.34435D+04 |proj g|= 3.52010D+02\n",
"\n",
"At iterate 7 f= 1.23883D+04 |proj g|= 1.70807D-01\n",
"\n",
"At iterate 6 f= 9.00585D+03 |proj g|= 1.12775D+01\n",
"\n",
"At iterate 8 f= 9.53436D+03 |proj g|= 4.12028D+00\n",
"\n",
"At iterate 2 f= 1.34303D+04 |proj g|= 1.73237D+02\n",
"\n",
"At iterate 8 f= 1.23883D+04 |proj g|= 7.66617D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 11 1 0 0 7.666D-03 1.239D+04\n",
" F = 12388.284951349233 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 9.00574D+03 |proj g|= 1.05742D+00\n",
"\n",
"At iterate 9 f= 9.53435D+03 |proj g|= 3.98006D-01\n",
"\n",
"At iterate 3 f= 1.34275D+04 |proj g|= 6.39858D+01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 8 f= 9.00574D+03 |proj g|= 4.30610D-01\n",
"\n",
"At iterate 10 f= 9.53435D+03 |proj g|= 1.11299D-01\n",
"\n",
"At iterate 4 f= 1.34267D+04 |proj g|= 7.12122D+00\n",
"\n",
"At iterate 9 f= 9.00574D+03 |proj g|= 8.61639D-03\n",
"\n",
"At iterate 11 f= 9.53435D+03 |proj g|= 1.01584D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 1.016D-02 9.534D+03\n",
" F = 9534.3542887575804 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 9.00574D+03 |proj g|= 2.05830D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 2.058D-03 9.006D+03\n",
" F = 9005.7356781311864 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 5 f= 1.34267D+04 |proj g|= 8.31162D-01\n",
"\n",
"At iterate 1 f= 1.36275D+04 |proj g|= 4.40212D+03\n",
"\n",
"At iterate 6 f= 1.34267D+04 |proj g|= 7.69281D-03\n",
"\n",
"At iterate 2 f= 1.07095D+04 |proj g|= 2.86646D+03\n",
"\n",
"At iterate 7 f= 1.34267D+04 |proj g|= 6.40032D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 6.400D-03 1.343D+04\n",
" F = 13426.716357335321 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 1.02346D+04 |proj g|= 1.27283D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98701D+03\n",
"\n",
"At iterate 4 f= 1.00358D+04 |proj g|= 1.20057D+03\n",
"\n",
"At iterate 1 f= 1.37444D+04 |proj g|= 4.12054D+03\n",
"\n",
"At iterate 5 f= 9.64268D+03 |proj g|= 3.51659D+02\n",
"\n",
"\n",
"At iterate 2 f= 1.10232D+04 |proj g|= 2.39872D+03\n",
"At iterate 1 f= 1.08613D+04 |proj g|= 3.31138D+03\n",
"\n",
"At iterate 6 f= 9.61142D+03 |proj g|= 1.96361D+02\n",
"\n",
"At iterate 2 f= 1.04018D+04 |proj g|= 2.95466D+03\n",
"\n",
"At iterate 7 f= 9.59811D+03 |proj g|= 9.33430D+00\n",
"\n",
"At iterate 3 f= 1.07040D+04 |proj g|= 1.22055D+03\n",
"\n",
"At iterate 3 f= 9.35908D+03 |proj g|= 1.11900D+03\n",
"\n",
"At iterate 8 f= 9.59805D+03 |proj g|= 4.66298D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68670D+03\n",
"\n",
"At iterate 4 f= 1.05480D+04 |proj g|= 8.63724D+02\n",
"\n",
"At iterate 4 f= 9.02666D+03 |proj g|= 5.89519D+02\n",
"\n",
"At iterate 9 f= 9.59805D+03 |proj g|= 4.71208D-01\n",
"\n",
"At iterate 5 f= 1.03637D+04 |proj g|= 3.32321D+02\n",
"\n",
"At iterate 5 f= 8.85652D+03 |proj g|= 8.73589D+01\n",
"\n",
"At iterate 1 f= 1.24090D+04 |proj g|= 1.11477D+03\n",
"\n",
"At iterate 10 f= 9.59805D+03 |proj g|= 1.16017D-01\n",
"\n",
"At iterate 6 f= 8.85026D+03 |proj g|= 1.29790D+01\n",
"\n",
"At iterate 2 f= 1.23171D+04 |proj g|= 6.36217D+02\n",
"\n",
"At iterate 6 f= 1.02988D+04 |proj g|= 2.27224D+02\n",
"\n",
"At iterate 7 f= 8.85012D+03 |proj g|= 1.15726D+00\n",
"\n",
"At iterate 3 f= 1.22761D+04 |proj g|= 2.70858D+02\n",
"\n",
"At iterate 11 f= 9.59805D+03 |proj g|= 1.40970D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 1.410D-02 9.598D+03\n",
" F = 9598.0459322673814 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.02817D+04 |proj g|= 9.38002D+00\n",
"\n",
"At iterate 8 f= 8.85012D+03 |proj g|= 1.07852D-01\n",
"\n",
"At iterate 4 f= 1.22565D+04 |proj g|= 3.86219D+01\n",
"\n",
"At iterate 8 f= 1.02817D+04 |proj g|= 2.29192D+00\n",
"\n",
"At iterate 9 f= 8.85012D+03 |proj g|= 7.48479D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 7.485D-03 8.850D+03\n",
" F = 8850.1176607322323 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 1.02817D+04 |proj g|= 4.08658D-01\n",
"\n",
"At iterate 5 f= 1.22561D+04 |proj g|= 8.19311D+00\n",
"\n",
"At iterate 6 f= 1.22561D+04 |proj g|= 1.46328D+00\n",
"\n",
"At iterate 10 f= 1.02817D+04 |proj g|= 7.15963D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 11 f= 1.02817D+04 |proj g|= 1.07579D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 1.076D-03 1.028D+04\n",
" F = 10281.687451896170 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.22561D+04 |proj g|= 6.06049D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"\n",
"At iterate 1 f= 1.35236D+04 |proj g|= 4.02102D+03\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 8 f= 1.22561D+04 |proj g|= 1.98094D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 11 1 0 0 1.981D-03 1.226D+04\n",
" F = 12256.102829647018 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.09251D+04 |proj g|= 2.37883D+03\n",
"\n",
"At iterate 1 f= 1.08131D+04 |proj g|= 3.44730D+03\n",
"\n",
"At iterate 3 f= 1.06054D+04 |proj g|= 1.20743D+03\n",
"\n",
"At iterate 2 f= 1.03661D+04 |proj g|= 3.13610D+03\n",
"\n",
"At iterate 4 f= 1.04504D+04 |proj g|= 8.53035D+02\n",
"\n",
"At iterate 3 f= 9.17166D+03 |proj g|= 1.18669D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 4 f= 8.77271D+03 |proj g|= 6.73229D+02\n",
"\n",
"At iterate 5 f= 1.02787D+04 |proj g|= 3.58547D+02\n",
"\n",
"At iterate 1 f= 1.17226D+04 |proj g|= 2.68309D+03\n",
"\n",
"At iterate 6 f= 1.02070D+04 |proj g|= 1.96727D+02\n",
"\n",
"At iterate 5 f= 8.54256D+03 |proj g|= 9.92871D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.39985D+03\n",
"\n",
"At iterate 2 f= 1.13573D+04 |proj g|= 2.28294D+03\n",
"\n",
"At iterate 7 f= 1.01912D+04 |proj g|= 8.63584D+00\n",
"\n",
"At iterate 6 f= 8.53646D+03 |proj g|= 9.86243D+00\n",
"\n",
"At iterate 3 f= 1.07557D+04 |proj g|= 8.18547D+02\n",
"\n",
"At iterate 8 f= 1.01911D+04 |proj g|= 9.63037D-01\n",
"\n",
"At iterate 4 f= 1.05798D+04 |proj g|= 3.86101D+02\n",
"\n",
"At iterate 7 f= 8.53633D+03 |proj g|= 1.84649D+00\n",
"\n",
"At iterate 1 f= 1.29426D+04 |proj g|= 2.98014D+02\n",
"\n",
"At iterate 9 f= 1.01911D+04 |proj g|= 2.52734D-01\n",
"\n",
"At iterate 2 f= 1.29318D+04 |proj g|= 1.64236D+02\n",
"\n",
"At iterate 5 f= 1.05229D+04 |proj g|= 1.36028D+02\n",
"\n",
"At iterate 8 f= 8.53633D+03 |proj g|= 4.89759D-01\n",
"\n",
"At iterate 10 f= 1.01911D+04 |proj g|= 5.96311D-02\n",
"\n",
"At iterate 6 f= 1.05148D+04 |proj g|= 8.56143D+00\n",
"\n",
"At iterate 9 f= 8.53633D+03 |proj g|= 1.30736D-02\n",
"\n",
"At iterate 3 f= 1.29287D+04 |proj g|= 7.01599D+01\n",
"\n",
"At iterate 11 f= 1.01911D+04 |proj g|= 5.05052D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 5.051D-03 1.019D+04\n",
" F = 10191.148273737450 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.05148D+04 |proj g|= 9.24827D-01\n",
"\n",
"At iterate 10 f= 8.53633D+03 |proj g|= 3.52848D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 3.528D-03 8.536D+03\n",
" F = 8536.3279591972405 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.29279D+04 |proj g|= 2.01012D+01\n",
"\n",
"At iterate 8 f= 1.05148D+04 |proj g|= 4.64887D-02\n",
"\n",
"At iterate 5 f= 1.29278D+04 |proj g|= 1.55217D+01\n",
"\n",
"At iterate 9 f= 1.05148D+04 |proj g|= 6.01193D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 6.012D-03 1.051D+04\n",
" F = 10514.775274843465 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 1.29278D+04 |proj g|= 2.33047D-01\n",
"\n",
"At iterate 7 f= 1.29278D+04 |proj g|= 3.40867D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 3.409D-02 1.293D+04\n",
" F = 12927.772657006701 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98701D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.12237D+03\n",
"\n",
"At iterate 1 f= 1.31599D+04 |proj g|= 3.90779D+03\n",
"\n",
"At iterate 2 f= 1.07593D+04 |proj g|= 2.36115D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.12237D+03\n",
"\n",
"At iterate 3 f= 1.04372D+04 |proj g|= 1.19547D+03\n",
"\n",
"At iterate 1 f= 1.09410D+04 |proj g|= 3.35867D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68262D+03\n",
"\n",
"At iterate 4 f= 1.02809D+04 |proj g|= 8.29714D+02\n",
"\n",
"At iterate 2 f= 1.05044D+04 |proj g|= 3.03927D+03\n",
"\n",
"At iterate 1 f= 1.07580D+04 |proj g|= 3.50454D+03\n",
"\n",
"At iterate 5 f= 1.01255D+04 |proj g|= 3.57094D+02\n",
"\n",
"At iterate 2 f= 1.03126D+04 |proj g|= 3.20872D+03\n",
"\n",
"At iterate 3 f= 9.37930D+03 |proj g|= 1.13254D+03\n",
"\n",
"At iterate 1 f= 1.29241D+04 |proj g|= 3.19287D+02\n",
"\n",
"At iterate 6 f= 1.00467D+04 |proj g|= 2.07506D+02\n",
"\n",
"\n",
"At iterate 3 f= 9.06855D+03 |proj g|= 1.23749D+03\n",
"At iterate 4 f= 9.01407D+03 |proj g|= 7.45958D+02\n",
"\n",
"At iterate 2 f= 1.29132D+04 |proj g|= 1.80096D+02\n",
"\n",
"At iterate 7 f= 1.00317D+04 |proj g|= 1.02866D+01\n",
"\n",
"At iterate 4 f= 8.63525D+03 |proj g|= 7.91071D+02\n",
"\n",
"At iterate 5 f= 8.81471D+03 |proj g|= 8.83013D+01\n",
"\n",
"At iterate 3 f= 1.29092D+04 |proj g|= 6.49445D+01\n",
"\n",
"At iterate 8 f= 1.00317D+04 |proj g|= 1.18317D+00\n",
"\n",
"At iterate 5 f= 8.37208D+03 |proj g|= 7.19233D+01\n",
"\n",
"At iterate 6 f= 8.80964D+03 |proj g|= 9.89741D+00\n",
"\n",
"At iterate 4 f= 1.29085D+04 |proj g|= 2.72819D+01\n",
"\n",
"At iterate 9 f= 1.00317D+04 |proj g|= 3.47534D-01\n",
"\n",
"At iterate 7 f= 8.80953D+03 |proj g|= 2.08715D+00\n",
"\n",
"At iterate 6 f= 8.36608D+03 |proj g|= 1.60920D+01\n",
"\n",
"At iterate 5 f= 1.29084D+04 |proj g|= 1.33457D+01\n",
"\n",
"At iterate 10 f= 1.00317D+04 |proj g|= 4.25486D-02\n",
"\n",
"At iterate 7 f= 8.36593D+03 |proj g|= 1.94532D+00\n",
"\n",
"At iterate 6 f= 1.29084D+04 |proj g|= 1.35278D-01\n",
"\n",
"At iterate 8 f= 8.80953D+03 |proj g|= 9.24984D-01\n",
"\n",
"At iterate 8 f= 8.36593D+03 |proj g|= 2.51220D-01\n",
"\n",
"At iterate 11 f= 1.00317D+04 |proj g|= 3.40186D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.402D-03 1.003D+04\n",
" F = 10031.718026550998 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.29084D+04 |proj g|= 1.65007D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 1.650D-02 1.291D+04\n",
" F = 12908.372421061194 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 8.80953D+03 |proj g|= 1.05608D-02\n",
"\n",
"At iterate 9 f= 8.36593D+03 |proj g|= 2.06805D-02\n",
"\n",
"At iterate 10 f= 8.80953D+03 |proj g|= 2.57263D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 2.573D-03 8.810D+03\n",
" F = 8809.5326827919289 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 8.36593D+03 |proj g|= 4.58143D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 4.581D-03 8.366D+03\n",
" F = 8365.9292135116193 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 1 f= 1.33061D+04 |proj g|= 3.84062D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 2 f= 1.14061D+04 |proj g|= 1.44134D+03\n",
"\n",
"At iterate 1 f= 1.38423D+04 |proj g|= 3.97249D+03\n",
"\n",
"At iterate 3 f= 1.12883D+04 |proj g|= 8.55249D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.00903D+03\n",
"\n",
"At iterate 2 f= 1.13195D+04 |proj g|= 1.97118D+03\n",
"\n",
"At iterate 4 f= 1.11886D+04 |proj g|= 3.33710D+02\n",
"\n",
"At iterate 1 f= 1.34833D+04 |proj g|= 2.70785D+03\n",
"\n",
"At iterate 3 f= 1.11093D+04 |proj g|= 1.08817D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.98745D+03\n",
"\n",
"At iterate 2 f= 1.17190D+04 |proj g|= 1.06367D+03\n",
"\n",
"At iterate 5 f= 1.11441D+04 |proj g|= 1.36752D+02\n",
"\n",
"At iterate 4 f= 1.09811D+04 |proj g|= 6.04348D+02\n",
"\n",
"At iterate 3 f= 1.16520D+04 |proj g|= 6.61607D+02\n",
"\n",
"At iterate 6 f= 1.11426D+04 |proj g|= 7.22856D+01\n",
"\n",
"At iterate 5 f= 1.08422D+04 |proj g|= 2.19890D+02\n",
"\n",
"At iterate 1 f= 1.25340D+04 |proj g|= 6.67318D+02\n",
"\n",
"At iterate 4 f= 1.15861D+04 |proj g|= 1.73232D+02\n",
"\n",
"At iterate 7 f= 1.11406D+04 |proj g|= 2.90763D+00\n",
"\n",
"At iterate 2 f= 1.25013D+04 |proj g|= 3.85475D+02\n",
"\n",
"At iterate 5 f= 1.15738D+04 |proj g|= 4.32654D+01\n",
"\n",
"At iterate 3 f= 1.24817D+04 |proj g|= 8.84217D+01\n",
"\n",
"\n",
"At iterate 8 f= 1.11406D+04 |proj g|= 3.06848D-01\n",
"At iterate 6 f= 1.08298D+04 |proj g|= 6.94520D+01\n",
"\n",
"\n",
"At iterate 4 f= 1.24798D+04 |proj g|= 3.62605D+01\n",
"At iterate 6 f= 1.15729D+04 |proj g|= 1.89973D+01\n",
"\n",
"At iterate 9 f= 1.11406D+04 |proj g|= 1.29491D-02\n",
"\n",
"At iterate 7 f= 1.08291D+04 |proj g|= 7.62119D+00\n",
"\n",
"At iterate 7 f= 1.15728D+04 |proj g|= 1.43909D+00\n",
"\n",
"\n",
"At iterate 10 f= 1.11406D+04 |proj g|= 3.13351D-03\n",
"At iterate 5 f= 1.24792D+04 |proj g|= 1.25108D+01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"\n",
" 3176 10 11 1 0 0 3.134D-03 1.114D+04\n",
"At iterate 8 f= 1.08290D+04 |proj g|= 2.39931D+00\n",
" F = 11140.637147555746 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.15728D+04 |proj g|= 2.66098D-01\n",
"\n",
"At iterate 6 f= 1.24791D+04 |proj g|= 4.15912D-01\n",
"\n",
"At iterate 9 f= 1.08290D+04 |proj g|= 7.42500D-02\n",
"\n",
"At iterate 7 f= 1.24791D+04 |proj g|= 4.18344D-02\n",
"\n",
"At iterate 9 f= 1.15728D+04 |proj g|= 9.57265D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 9.573D-03 1.157D+04\n",
" F = 11572.755020185472 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 1.08290D+04 |proj g|= 2.39438D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 12 1 0 0 2.394D-02 1.083D+04\n",
" F = 10829.045998098931 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 8 f= 1.24791D+04 |proj g|= 3.74190D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 10 1 0 0 3.742D-03 1.248D+04\n",
" F = 12479.148822853389 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 1 f= 1.36085D+04 |proj g|= 4.35941D+03\n",
"\n",
"At iterate 2 f= 1.18251D+04 |proj g|= 1.04209D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.68757D+03\n",
"\n",
"At iterate 3 f= 1.17620D+04 |proj g|= 6.59804D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99178D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.87116D+03\n",
"\n",
"At iterate 1 f= 1.30421D+04 |proj g|= 3.61552D+03\n",
"\n",
"At iterate 1 f= 1.35319D+04 |proj g|= 4.03258D+03\n",
"\n",
"At iterate 4 f= 1.16920D+04 |proj g|= 2.27090D+02\n",
"\n",
"At iterate 2 f= 1.08957D+04 |proj g|= 2.04152D+03\n",
"\n",
"At iterate 2 f= 1.16752D+04 |proj g|= 1.14160D+03\n",
"\n",
"At iterate 1 f= 1.32601D+04 |proj g|= 1.28442D+02\n",
"\n",
"At iterate 5 f= 1.16835D+04 |proj g|= 3.32663D+01\n",
"\n",
"At iterate 3 f= 1.06593D+04 |proj g|= 1.10455D+03\n",
"\n",
"At iterate 3 f= 1.15979D+04 |proj g|= 6.94835D+02\n",
"\n",
"At iterate 6 f= 1.16829D+04 |proj g|= 1.29664D+01\n",
"\n",
"At iterate 2 f= 1.32537D+04 |proj g|= 2.34193D+01\n",
"\n",
"At iterate 4 f= 1.15308D+04 |proj g|= 3.20572D+02\n",
"\n",
"At iterate 4 f= 1.05191D+04 |proj g|= 6.09247D+02\n",
"\n",
"At iterate 7 f= 1.16828D+04 |proj g|= 7.09800D-01\n",
"\n",
"At iterate 3 f= 1.32536D+04 |proj g|= 1.85639D+01\n",
"\n",
"\n",
"\n",
"At iterate 8 f= 1.16828D+04 |proj g|= 8.25093D-02\n",
"At iterate 5 f= 1.03795D+04 |proj g|= 2.55563D+02\n",
"At iterate 5 f= 1.15100D+04 |proj g|= 5.45480D+01\n",
"\n",
"At iterate 4 f= 1.32535D+04 |proj g|= 5.16233D+00\n",
"\n",
"At iterate 6 f= 1.15089D+04 |proj g|= 4.07276D+01\n",
"\n",
"At iterate 9 f= 1.16828D+04 |proj g|= 4.43093D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 4.431D-03 1.168D+04\n",
" F = 11682.833108365392 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 1.03614D+04 |proj g|= 6.48331D+01\n",
"\n",
"At iterate 5 f= 1.32535D+04 |proj g|= 4.38266D-01\n",
"\n",
"At iterate 7 f= 1.15082D+04 |proj g|= 3.64148D+00\n",
"\n",
"At iterate 7 f= 1.03603D+04 |proj g|= 3.87961D+00\n",
"\n",
"At iterate 6 f= 1.32535D+04 |proj g|= 3.63582D-01\n",
"\n",
"At iterate 8 f= 1.15082D+04 |proj g|= 8.97684D-01\n",
"\n",
"At iterate 9 f= 1.15082D+04 |proj g|= 3.90906D-02\n",
"\n",
"At iterate 7 f= 1.32535D+04 |proj g|= 1.14741D-02\n",
"\n",
"At iterate 8 f= 1.03603D+04 |proj g|= 2.47609D+00\n",
"\n",
"At iterate 10 f= 1.15082D+04 |proj g|= 7.08047D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 7.080D-03 1.151D+04\n",
" F = 11508.187130989534 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.32535D+04 |proj g|= 8.94594D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 8 10 1 0 0 8.946D-04 1.325D+04\n",
" F = 13253.541884822995 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 1.03603D+04 |proj g|= 1.26199D-01\n",
"\n",
"At iterate 10 f= 1.03603D+04 |proj g|= 1.73554D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
" 3176 10 13 1 0 0 1.736D-02 1.036D+04\n",
"\n",
" F = 10360.332012414643 \n",
"Machine precision = 2.220D-16\n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.92768D+03\n",
"\n",
"At iterate 1 f= 1.26444D+04 |proj g|= 8.88823D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03544D+03\n",
"\n",
"At iterate 2 f= 1.25849D+04 |proj g|= 4.54947D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.41410D+03\n",
"\n",
"At iterate 3 f= 1.25632D+04 |proj g|= 2.16335D+02\n",
"\n",
"At iterate 1 f= 1.32892D+04 |proj g|= 3.97878D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 4 f= 1.25518D+04 |proj g|= 3.96039D+01\n",
"\n",
"At iterate 2 f= 1.14897D+04 |proj g|= 1.32144D+03\n",
"\n",
"At iterate 1 f= 1.37321D+04 |proj g|= 4.11132D+03\n",
"\n",
"At iterate 1 f= 1.31684D+04 |proj g|= 1.74689D+02\n",
"\n",
"At iterate 3 f= 1.13917D+04 |proj g|= 8.08884D+02\n",
"\n",
"\n",
"At iterate 2 f= 1.10200D+04 |proj g|= 2.39891D+03\n",
"At iterate 5 f= 1.25509D+04 |proj g|= 1.74447D+01\n",
"\n",
"At iterate 2 f= 1.31600D+04 |proj g|= 5.28950D+01\n",
"\n",
"At iterate 4 f= 1.12932D+04 |proj g|= 3.09762D+02\n",
"\n",
"At iterate 3 f= 1.31597D+04 |proj g|= 3.26322D+01\n",
"\n",
"At iterate 6 f= 1.25508D+04 |proj g|= 4.44946D-01\n",
"\n",
"At iterate 3 f= 1.06975D+04 |proj g|= 1.21719D+03\n",
"\n",
"At iterate 5 f= 1.12666D+04 |proj g|= 9.62542D+01\n",
"\n",
"At iterate 7 f= 1.25508D+04 |proj g|= 3.37062D-01\n",
"\n",
"At iterate 4 f= 1.05414D+04 |proj g|= 8.74402D+02\n",
"\n",
"At iterate 4 f= 1.31596D+04 |proj g|= 5.16985D+00\n",
"\n",
"At iterate 6 f= 1.12650D+04 |proj g|= 3.60072D+01\n",
"\n",
"At iterate 8 f= 1.25508D+04 |proj g|= 6.07921D-03\n",
"\n",
"At iterate 5 f= 1.03631D+04 |proj g|= 4.41987D+02\n",
"\n",
"At iterate 5 f= 1.31596D+04 |proj g|= 3.59404D+00\n",
"\n",
"At iterate 9 f= 1.25508D+04 |proj g|= 9.02584D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 9.026D-04 1.255D+04\n",
" F = 12550.798094989530 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.12644D+04 |proj g|= 1.06140D+00\n",
"\n",
"At iterate 6 f= 1.03066D+04 |proj g|= 2.20482D+02\n",
"\n",
"At iterate 6 f= 1.31596D+04 |proj g|= 3.91427D-02\n",
"\n",
"At iterate 8 f= 1.12644D+04 |proj g|= 1.71481D-01\n",
"\n",
"At iterate 7 f= 1.02726D+04 |proj g|= 2.95808D+01\n",
"\n",
"At iterate 7 f= 1.31596D+04 |proj g|= 4.43876D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 4.439D-03 1.316D+04\n",
" F = 13159.552511078642 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 9 f= 1.12644D+04 |proj g|= 9.07776D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 9.078D-03 1.126D+04\n",
" F = 11264.433978128995 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.02721D+04 |proj g|= 4.16399D+00\n",
"\n",
"At iterate 9 f= 1.02721D+04 |proj g|= 1.36537D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 10 f= 1.02721D+04 |proj g|= 9.27085D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.01347D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21182D+03\n",
"\n",
"At iterate 11 f= 1.02721D+04 |proj g|= 5.79390D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 5.794D-03 1.027D+04\n",
" F = 10272.084242659905 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"\n",
"At iterate 1 f= 1.26947D+04 |proj g|= 3.39407D+03\n",
"At iterate 1 f= 1.13963D+04 |proj g|= 2.74947D+03\n",
"\n",
"At iterate 2 f= 1.06596D+04 |proj g|= 2.09969D+03\n",
"\n",
"At iterate 2 f= 1.09939D+04 |proj g|= 2.29486D+03\n",
"\n",
"At iterate 1 f= 1.35092D+04 |proj g|= 4.69144D+02\n",
"\n",
"At iterate 3 f= 1.03779D+04 |proj g|= 1.06764D+03\n",
"\n",
"At iterate 3 f= 1.04123D+04 |proj g|= 8.71632D+02\n",
"\n",
"At iterate 2 f= 1.34913D+04 |proj g|= 2.88913D+02\n",
"\n",
"At iterate 4 f= 1.02220D+04 |proj g|= 3.24951D+02\n",
"\n",
"At iterate 4 f= 1.02484D+04 |proj g|= 7.38821D+02\n",
"\n",
"At iterate 3 f= 1.34824D+04 |proj g|= 1.22950D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 5 f= 1.02062D+04 |proj g|= 2.91104D+02\n",
"\n",
"At iterate 5 f= 1.01412D+04 |proj g|= 3.84857D+02\n",
"\n",
"At iterate 4 f= 1.34824D+04 |proj g|= 9.13751D+00\n",
"\n",
"At iterate 6 f= 1.01600D+04 |proj g|= 1.46651D+01\n",
"\n",
"At iterate 6 f= 1.00770D+04 |proj g|= 1.26650D+02\n",
"\n",
"At iterate 5 f= 1.34824D+04 |proj g|= 1.24583D-01\n",
"\n",
"At iterate 1 f= 1.18044D+04 |proj g|= 2.36962D+03\n",
"\n",
"At iterate 7 f= 1.01599D+04 |proj g|= 3.24410D+00\n",
"\n",
"At iterate 2 f= 1.14684D+04 |proj g|= 1.87003D+03\n",
"\n",
"At iterate 7 f= 1.00675D+04 |proj g|= 9.24611D+00\n",
"\n",
"At iterate 6 f= 1.34824D+04 |proj g|= 1.79933D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 6 8 1 0 0 1.799D-02 1.348D+04\n",
" F = 13482.378171518134 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 1.01599D+04 |proj g|= 7.79701D-02\n",
"\n",
"At iterate 3 f= 1.11042D+04 |proj g|= 7.14932D+02\n",
"\n",
"At iterate 8 f= 1.00674D+04 |proj g|= 2.33499D+00\n",
"\n",
"At iterate 9 f= 1.01599D+04 |proj g|= 2.51723D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 11 1 0 0 2.517D-02 1.016D+04\n",
" F = 10159.932745031838 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 1.09780D+04 |proj g|= 2.12172D+02\n",
"\n",
"At iterate 9 f= 1.00674D+04 |proj g|= 2.31100D-01\n",
"\n",
"At iterate 10 f= 1.00674D+04 |proj g|= 5.05066D-02\n",
"\n",
"At iterate 5 f= 1.09564D+04 |proj g|= 1.24938D+02\n",
"\n",
"At iterate 11 f= 1.00674D+04 |proj g|= 2.55187D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 2.552D-03 1.007D+04\n",
" F = 10067.436984876842 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 1.09487D+04 |proj g|= 1.45350D+01\n",
"\n",
"At iterate 7 f= 1.09486D+04 |proj g|= 2.18158D+00\n",
"\n",
"At iterate 8 f= 1.09486D+04 |proj g|= 1.29949D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.97261D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.95923D+03\n",
"\n",
"At iterate 9 f= 1.09486D+04 |proj g|= 9.53542D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 12 1 0 0 9.535D-02 1.095D+04\n",
" F = 10948.642477745007 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.23509D+04 |proj g|= 4.11727D+03\n",
"\n",
"At iterate 1 f= 1.38871D+04 |proj g|= 5.52105D+03\n",
"\n",
"At iterate 2 f= 1.03765D+04 |proj g|= 4.97022D+03\n",
"\n",
"At iterate 2 f= 9.97938D+03 |proj g|= 3.00366D+03\n",
"\n",
"At iterate 3 f= 9.40110D+03 |proj g|= 1.23904D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.84026D+03\n",
"\n",
"At iterate 4 f= 9.16225D+03 |proj g|= 1.30571D+03\n",
"\n",
"At iterate 3 f= 7.86064D+03 |proj g|= 3.35498D+03\n",
"\n",
"At iterate 1 f= 1.26968D+04 |proj g|= 4.74934D+03\n",
"\n",
"At iterate 5 f= 8.78558D+03 |proj g|= 6.71511D+02\n",
"\n",
"At iterate 4 f= 7.31639D+03 |proj g|= 2.09297D+03\n",
"\n",
"At iterate 2 f= 9.76288D+03 |proj g|= 3.87240D+03\n",
"\n",
"At iterate 6 f= 8.67880D+03 |proj g|= 2.15598D+02\n",
"\n",
"At iterate 3 f= 8.92573D+03 |proj g|= 1.57811D+03\n",
"\n",
"At iterate 5 f= 6.44184D+03 |proj g|= 1.25031D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.83520D+03\n",
"\n",
"At iterate 4 f= 8.41554D+03 |proj g|= 2.01929D+03\n",
"\n",
"\n",
"At iterate 6 f= 5.32792D+03 |proj g|= 4.79786D+02\n",
"At iterate 7 f= 8.67061D+03 |proj g|= 5.90207D+01\n",
"\n",
"At iterate 1 f= 1.27788D+04 |proj g|= 4.78563D+03\n",
"\n",
"At iterate 8 f= 8.66896D+03 |proj g|= 6.02441D+00\n",
"\n",
"\n",
"At iterate 5 f= 8.14073D+03 |proj g|= 1.77728D+03\n",
"At iterate 7 f= 5.30051D+03 |proj g|= 4.48492D+02\n",
"\n",
"At iterate 2 f= 9.75718D+03 |proj g|= 4.00873D+03\n",
"\n",
"At iterate 9 f= 8.66894D+03 |proj g|= 2.86782D+00\n",
"\n",
"At iterate 6 f= 7.43853D+03 |proj g|= 5.86049D+02\n",
"\n",
"At iterate 8 f= 5.21435D+03 |proj g|= 4.92969D+01\n",
"\n",
"At iterate 3 f= 8.96611D+03 |proj g|= 1.93821D+03\n",
"\n",
"At iterate 10 f= 8.66894D+03 |proj g|= 1.03527D-01\n",
"\n",
"At iterate 7 f= 7.39791D+03 |proj g|= 2.42257D+02\n",
"\n",
"\n",
"At iterate 9 f= 5.21215D+03 |proj g|= 2.10091D+01\n",
"At iterate 4 f= 8.26835D+03 |proj g|= 2.23910D+03\n",
"\n",
"At iterate 10 f= 5.21162D+03 |proj g|= 2.79558D+00\n",
"\n",
"At iterate 5 f= 8.02899D+03 |proj g|= 1.92133D+03\n",
"\n",
"At iterate 8 f= 7.38092D+03 |proj g|= 3.40860D+01\n",
"\n",
"At iterate 11 f= 8.66894D+03 |proj g|= 3.44730D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.447D-02 8.669D+03\n",
" F = 8668.9364431651375 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 11 f= 5.21161D+03 |proj g|= 4.40046D-01\n",
"\n",
"At iterate 9 f= 7.38034D+03 |proj g|= 5.61961D+00\n",
"\n",
"At iterate 6 f= 7.33398D+03 |proj g|= 8.20644D+02\n",
"\n",
"At iterate 7 f= 7.14555D+03 |proj g|= 3.55300D+02\n",
"\n",
"At iterate 10 f= 7.38034D+03 |proj g|= 5.66689D-01\n",
"\n",
"At iterate 12 f= 5.21161D+03 |proj g|= 1.37103D-01\n",
"\n",
"At iterate 8 f= 7.10790D+03 |proj g|= 2.68729D+01\n",
"\n",
"At iterate 13 f= 5.21161D+03 |proj g|= 1.49440D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 15 1 0 0 1.494D-02 5.212D+03\n",
" F = 5211.6127746099719 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 11 f= 7.38033D+03 |proj g|= 1.84842D-01\n",
"\n",
"At iterate 9 f= 7.10764D+03 |proj g|= 2.50324D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.85957D+03\n",
"\n",
"At iterate 12 f= 7.38033D+03 |proj g|= 3.38684D-02\n",
"\n",
"At iterate 10 f= 7.10764D+03 |proj g|= 8.67763D-01\n",
"\n",
"At iterate 1 f= 1.27579D+04 |proj g|= 5.02020D+03\n",
"\n",
"At iterate 13 f= 7.38033D+03 |proj g|= 6.44894D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 6.449D-04 7.380D+03\n",
" F = 7380.3348394600362 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 11 f= 7.10764D+03 |proj g|= 4.07518D-01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 2 f= 9.72607D+03 |proj g|= 4.41497D+03\n",
"\n",
"At iterate 12 f= 7.10764D+03 |proj g|= 5.31225D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.84199D+03\n",
"\n",
"At iterate 13 f= 7.10764D+03 |proj g|= 3.48782D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 3.488D-04 7.108D+03\n",
" F = 7107.6402659372370 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.30675D+04 |proj g|= 5.04627D+03\n",
"\n",
"At iterate 3 f= 8.15005D+03 |proj g|= 3.26410D+03\n",
"\n",
"At iterate 2 f= 9.89591D+03 |proj g|= 4.43515D+03\n",
"\n",
"At iterate 4 f= 7.56414D+03 |proj g|= 1.60263D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 1 f= 1.17829D+04 |proj g|= 4.69499D+03\n",
"\n",
"At iterate 5 f= 7.09613D+03 |proj g|= 1.33543D+03\n",
"\n",
"At iterate 3 f= 8.32293D+03 |proj g|= 3.31237D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 6 f= 6.15938D+03 |proj g|= 3.34197D+02\n",
"\n",
"At iterate 2 f= 9.23183D+03 |proj g|= 3.98971D+03\n",
"\n",
"At iterate 4 f= 7.73474D+03 |proj g|= 1.58979D+03\n",
"\n",
"At iterate 1 f= 1.24418D+04 |proj g|= 4.96969D+03\n",
"\n",
"At iterate 7 f= 6.07407D+03 |proj g|= 5.88418D+01\n",
"\n",
"\n",
"At iterate 3 f= 8.33487D+03 |proj g|= 1.78876D+03\n",
"At iterate 5 f= 7.28448D+03 |proj g|= 1.40865D+03\n",
"\n",
"At iterate 2 f= 9.50978D+03 |proj g|= 4.32637D+03\n",
"\n",
"At iterate 8 f= 6.07035D+03 |proj g|= 1.34339D+01\n",
"\n",
"At iterate 4 f= 7.68842D+03 |proj g|= 2.17028D+03\n",
"\n",
"At iterate 6 f= 6.36729D+03 |proj g|= 4.20769D+02\n",
"\n",
"At iterate 9 f= 6.07027D+03 |proj g|= 2.41609D+00\n",
"\n",
"At iterate 5 f= 7.41643D+03 |proj g|= 1.85199D+03\n",
"\n",
"At iterate 7 f= 6.21794D+03 |proj g|= 1.18686D+02\n",
"\n",
"At iterate 3 f= 8.03902D+03 |proj g|= 3.01023D+03\n",
"\n",
"At iterate 10 f= 6.07026D+03 |proj g|= 1.13047D-01\n",
"\n",
"At iterate 6 f= 6.77829D+03 |proj g|= 8.03440D+02\n",
"\n",
"At iterate 4 f= 7.52833D+03 |proj g|= 1.73880D+03\n",
"\n",
"At iterate 8 f= 6.21269D+03 |proj g|= 1.46744D+01\n",
"\n",
"At iterate 11 f= 6.07026D+03 |proj g|= 1.48021D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 13 1 0 0 1.480D-02 6.070D+03\n",
" F = 6070.2638131813010 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 6.56606D+03 |proj g|= 2.90704D+02\n",
"\n",
"At iterate 5 f= 6.94847D+03 |proj g|= 9.74690D+02\n",
"\n",
"At iterate 9 f= 6.21259D+03 |proj g|= 1.10193D+00\n",
"\n",
"At iterate 8 f= 6.53778D+03 |proj g|= 2.21913D+01\n",
"\n",
"At iterate 6 f= 6.33401D+03 |proj g|= 6.27318D+02\n",
"\n",
"At iterate 10 f= 6.21259D+03 |proj g|= 4.72181D-01\n",
"\n",
"At iterate 9 f= 6.53754D+03 |proj g|= 1.74794D+00\n",
"\n",
"At iterate 7 f= 6.19711D+03 |proj g|= 3.84933D+02\n",
"\n",
"At iterate 11 f= 6.21259D+03 |proj g|= 2.19560D-02\n",
"\n",
"At iterate 10 f= 6.53754D+03 |proj g|= 6.11922D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91760D+03\n",
"\n",
"At iterate 8 f= 6.13794D+03 |proj g|= 3.13986D+01\n",
"\n",
"At iterate 12 f= 6.21259D+03 |proj g|= 1.00848D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"\n",
"At iterate 11 f= 6.53754D+03 |proj g|= 2.51322D-01\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 1.008D-03 6.213D+03\n",
" F = 6212.5877532483919 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.27166D+04 |proj g|= 4.99096D+03\n",
"\n",
"At iterate 9 f= 6.13740D+03 |proj g|= 1.06458D+01\n",
"\n",
"At iterate 12 f= 6.53754D+03 |proj g|= 1.28257D-03\n",
"\n",
"At iterate 2 f= 9.71043D+03 |proj g|= 4.39938D+03\n",
"\n",
"At iterate 10 f= 6.13727D+03 |proj g|= 7.15533D+00\n",
"\n",
"At iterate 13 f= 6.53754D+03 |proj g|= 5.86971D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 5.870D-05 6.538D+03\n",
" F = 6537.5379194040761 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 11 f= 6.13723D+03 |proj g|= 2.54700D-01\n",
"\n",
"At iterate 3 f= 8.13952D+03 |proj g|= 3.25907D+03\n",
"\n",
"At iterate 12 f= 6.13723D+03 |proj g|= 6.77331D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.84801D+03\n",
"\n",
"At iterate 4 f= 7.55442D+03 |proj g|= 1.59179D+03\n",
"\n",
"At iterate 13 f= 6.13723D+03 |proj g|= 1.42824D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 15 1 0 0 1.428D-02 6.137D+03\n",
" F = 6137.2337659075692 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.30654D+04 |proj g|= 5.04951D+03\n",
"\n",
"At iterate 5 f= 7.08903D+03 |proj g|= 1.33767D+03\n",
"\n",
"At iterate 2 f= 9.89397D+03 |proj g|= 4.43681D+03\n",
"\n",
"At iterate 6 f= 6.16085D+03 |proj g|= 3.40959D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 7 f= 6.07052D+03 |proj g|= 6.73481D+01\n",
"\n",
"At iterate 1 f= 1.20401D+04 |proj g|= 4.95238D+03\n",
"\n",
"At iterate 3 f= 8.32011D+03 |proj g|= 3.31276D+03\n",
"\n",
"At iterate 2 f= 9.33919D+03 |proj g|= 4.39353D+03\n",
"\n",
"At iterate 8 f= 6.06656D+03 |proj g|= 1.11828D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.57193D+03\n",
"\n",
"At iterate 4 f= 7.73138D+03 |proj g|= 1.59043D+03\n",
"\n",
"At iterate 9 f= 6.06650D+03 |proj g|= 2.58708D+00\n",
"\n",
"At iterate 5 f= 7.28049D+03 |proj g|= 1.40771D+03\n",
"\n",
"At iterate 3 f= 7.74604D+03 |proj g|= 3.26313D+03\n",
"\n",
"At iterate 10 f= 6.06649D+03 |proj g|= 4.74904D-02\n",
"\n",
"At iterate 1 f= 1.33339D+04 |proj g|= 2.97593D+02\n",
"\n",
"At iterate 6 f= 6.36355D+03 |proj g|= 4.21019D+02\n",
"\n",
"At iterate 4 f= 7.12821D+03 |proj g|= 1.54590D+03\n",
"\n",
"At iterate 11 f= 6.06649D+03 |proj g|= 4.32010D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 13 1 0 0 4.320D-03 6.066D+03\n",
" F = 6066.4918508498540 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.33225D+04 |proj g|= 1.34581D+02\n",
"\n",
"At iterate 7 f= 6.21423D+03 |proj g|= 1.17643D+02\n",
"\n",
"At iterate 5 f= 6.63021D+03 |proj g|= 1.29167D+03\n",
"\n",
"At iterate 6 f= 5.73709D+03 |proj g|= 3.44878D+02\n",
"\n",
"At iterate 8 f= 6.20909D+03 |proj g|= 1.45848D+01\n",
"\n",
"At iterate 3 f= 1.33209D+04 |proj g|= 5.99625D+01\n",
"\n",
"At iterate 4 f= 1.33203D+04 |proj g|= 1.11319D+01\n",
"\n",
"At iterate 7 f= 5.63285D+03 |proj g|= 7.50052D+01\n",
"\n",
"At iterate 9 f= 6.20899D+03 |proj g|= 1.18671D+00\n",
"\n",
"At iterate 8 f= 5.62880D+03 |proj g|= 1.25505D+01\n",
"\n",
"At iterate 10 f= 6.20899D+03 |proj g|= 4.69018D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.96281D+03\n",
"\n",
"At iterate 5 f= 1.33203D+04 |proj g|= 1.37130D+00\n",
"\n",
"At iterate 9 f= 5.62875D+03 |proj g|= 4.98982D-01\n",
"\n",
"At iterate 11 f= 6.20899D+03 |proj g|= 2.14967D-02\n",
"\n",
"At iterate 1 f= 1.33775D+04 |proj g|= 5.30761D+03\n",
"\n",
"At iterate 6 f= 1.33203D+04 |proj g|= 6.03111D-02\n",
"\n",
"At iterate 10 f= 5.62875D+03 |proj g|= 1.20755D-01\n",
"\n",
"At iterate 12 f= 6.20899D+03 |proj g|= 8.67509D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 8.675D-04 6.209D+03\n",
" F = 6208.9866158406539 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.00973D+04 |proj g|= 4.76390D+03\n",
"\n",
"At iterate 7 f= 1.33203D+04 |proj g|= 1.99864D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 1.999D-02 1.332D+04\n",
" F = 13320.291478306295 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 11 f= 5.62875D+03 |proj g|= 1.87379D-03\n",
"\n",
"At iterate 12 f= 5.62875D+03 |proj g|= 4.98301D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 4.983D-05 5.629D+03\n",
" F = 5628.7477190071404 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 3 f= 7.81690D+03 |proj g|= 3.10916D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.90665D+03\n",
"\n",
"At iterate 4 f= 7.31253D+03 |proj g|= 2.10858D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"At iterate 1 f= 1.26535D+04 |proj g|= 4.61163D+03\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.40567D+03\n",
"\n",
"At iterate 5 f= 6.29791D+03 |proj g|= 9.48058D+02\n",
"\n",
"At iterate 2 f= 9.84196D+03 |proj g|= 3.88896D+03\n",
"\n",
"At iterate 6 f= 5.64313D+03 |proj g|= 6.59054D+02\n",
"\n",
"At iterate 1 f= 1.28052D+04 |proj g|= 2.51688D+02\n",
"\n",
"At iterate 7 f= 5.47218D+03 |proj g|= 2.31745D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 3 f= 8.54989D+03 |proj g|= 2.71682D+03\n",
"\n",
"At iterate 2 f= 1.27944D+04 |proj g|= 1.63769D+02\n",
"\n",
"At iterate 1 f= 1.25459D+04 |proj g|= 5.01645D+03\n",
"\n",
"At iterate 8 f= 5.45478D+03 |proj g|= 3.77036D+01\n",
"\n",
"At iterate 3 f= 1.27914D+04 |proj g|= 6.77814D+01\n",
"\n",
"At iterate 4 f= 8.12302D+03 |proj g|= 1.58689D+03\n",
"\n",
"At iterate 2 f= 9.58338D+03 |proj g|= 4.15956D+03\n",
"\n",
"At iterate 9 f= 5.45401D+03 |proj g|= 2.30869D+01\n",
"\n",
"At iterate 5 f= 7.66047D+03 |proj g|= 8.77093D+02\n",
"\n",
"At iterate 4 f= 1.27907D+04 |proj g|= 6.44853D+00\n",
"\n",
"At iterate 10 f= 5.45374D+03 |proj g|= 1.60871D+01\n",
"\n",
"At iterate 3 f= 8.69195D+03 |proj g|= 1.88791D+03\n",
"\n",
"At iterate 6 f= 7.28407D+03 |proj g|= 6.51454D+02\n",
"\n",
"At iterate 11 f= 5.45367D+03 |proj g|= 5.62328D-01\n",
"\n",
"At iterate 4 f= 8.01394D+03 |proj g|= 2.26533D+03\n",
"\n",
"At iterate 7 f= 7.14710D+03 |proj g|= 5.43209D+02\n",
"\n",
"\n",
"At iterate 12 f= 5.45367D+03 |proj g|= 2.09043D-01\n",
"At iterate 5 f= 7.73629D+03 |proj g|= 1.96247D+03\n",
"\n",
"At iterate 5 f= 1.27907D+04 |proj g|= 8.42012D-01\n",
"\n",
"At iterate 6 f= 6.94038D+03 |proj g|= 7.54458D+02\n",
"\n",
"At iterate 8 f= 7.10849D+03 |proj g|= 4.17151D+01\n",
"\n",
"At iterate 13 f= 5.45367D+03 |proj g|= 3.20459D-02\n",
"\n",
"At iterate 6 f= 1.27907D+04 |proj g|= 6.71730D-02\n",
"\n",
"At iterate 7 f= 6.79278D+03 |proj g|= 3.87173D+02\n",
"\n",
"At iterate 9 f= 7.10813D+03 |proj g|= 7.13612D+00\n",
"\n",
"At iterate 14 f= 5.45367D+03 |proj g|= 1.44857D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 14 16 1 0 0 1.449D-02 5.454D+03\n",
" F = 5453.6717870643806 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 1.27907D+04 |proj g|= 5.34564D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 5.346D-03 1.279D+04\n",
" F = 12790.691221814375 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 6.74862D+03 |proj g|= 1.84979D+01\n",
"\n",
"At iterate 10 f= 7.10807D+03 |proj g|= 4.36115D+00\n",
"\n",
"At iterate 9 f= 6.74835D+03 |proj g|= 1.53366D+00\n",
"\n",
"At iterate 11 f= 7.10806D+03 |proj g|= 5.22760D-01\n",
"\n",
"At iterate 10 f= 6.74835D+03 |proj g|= 3.13051D-01\n",
"\n",
"At iterate 12 f= 7.10806D+03 |proj g|= 1.42594D-01\n",
"\n",
"At iterate 11 f= 6.74835D+03 |proj g|= 2.21590D-01\n",
"\n",
"At iterate 13 f= 7.10806D+03 |proj g|= 1.31149D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 15 1 0 0 1.311D-02 7.108D+03\n",
" F = 7108.0576875738634 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 12 f= 6.74835D+03 |proj g|= 1.62052D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 13 f= 6.74835D+03 |proj g|= 1.52896D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 1.529D-04 6.748D+03\n",
" F = 6748.3480448566088 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.85814D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.26777D+03\n",
"\n",
"At iterate 1 f= 1.35578D+04 |proj g|= 3.14340D+03\n",
"\n",
"At iterate 2 f= 1.15190D+04 |proj g|= 1.43533D+03\n",
"\n",
"At iterate 1 f= 1.28428D+04 |proj g|= 2.52502D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 3 f= 1.13879D+04 |proj g|= 7.96595D+02\n",
"\n",
"At iterate 2 f= 1.28324D+04 |proj g|= 1.62436D+02\n",
"\n",
"At iterate 4 f= 1.13136D+04 |proj g|= 4.08749D+02\n",
"\n",
"At iterate 3 f= 1.28294D+04 |proj g|= 6.72894D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 1 f= 1.04363D+04 |proj g|= 3.67133D+03\n",
"\n",
"At iterate 5 f= 1.12575D+04 |proj g|= 9.13406D+01\n",
"\n",
"At iterate 4 f= 1.28286D+04 |proj g|= 8.22916D+00\n",
"\n",
"At iterate 1 f= 1.26703D+04 |proj g|= 4.07272D+03\n",
"\n",
"At iterate 2 f= 9.97294D+03 |proj g|= 3.38884D+03\n",
"\n",
"At iterate 6 f= 1.12551D+04 |proj g|= 8.00283D+01\n",
"\n",
"At iterate 2 f= 1.02361D+04 |proj g|= 2.88706D+03\n",
"\n",
"\n",
"At iterate 3 f= 8.51056D+03 |proj g|= 1.30805D+03\n",
"At iterate 7 f= 1.12514D+04 |proj g|= 2.52555D+00\n",
"\n",
"At iterate 5 f= 1.28286D+04 |proj g|= 9.80377D-01\n",
"\n",
"At iterate 3 f= 9.67987D+03 |proj g|= 1.16830D+03\n",
"\n",
"\n",
"At iterate 4 f= 9.46250D+03 |proj g|= 1.24714D+03\n",
"At iterate 8 f= 1.12514D+04 |proj g|= 4.62336D-01\n",
"\n",
"At iterate 6 f= 1.28286D+04 |proj g|= 1.08921D-01\n",
"\n",
"At iterate 4 f= 8.01394D+03 |proj g|= 6.53800D+02\n",
"\n",
"\n",
"At iterate 5 f= 9.13264D+03 |proj g|= 6.71027D+02\n",
"At iterate 9 f= 1.12514D+04 |proj g|= 3.34787D-02\n",
"\n",
"At iterate 7 f= 1.28286D+04 |proj g|= 1.88488D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 10 1 0 0 1.885D-03 1.283D+04\n",
" F = 12828.629570149034 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 9.03852D+03 |proj g|= 1.77650D+02\n",
"\n",
"At iterate 10 f= 1.12514D+04 |proj g|= 3.32060D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 3.321D-03 1.125D+04\n",
" F = 11251.384398875543 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 7.83000D+03 |proj g|= 3.35919D+02\n",
"\n",
"At iterate 7 f= 9.03082D+03 |proj g|= 6.61150D+01\n",
"\n",
"At iterate 6 f= 7.74321D+03 |proj g|= 3.62685D+01\n",
"\n",
"At iterate 7 f= 7.74272D+03 |proj g|= 7.04966D+00\n",
"\n",
"At iterate 8 f= 9.02891D+03 |proj g|= 5.82576D+00\n",
"\n",
"At iterate 8 f= 7.74267D+03 |proj g|= 1.50283D+00\n",
"\n",
"At iterate 9 f= 9.02890D+03 |proj g|= 6.45271D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"At iterate 9 f= 7.74267D+03 |proj g|= 4.28291D-01\n",
"\n",
"At iterate 10 f= 9.02890D+03 |proj g|= 9.45869D-02\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.81651D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02989D+03\n",
"\n",
"\n",
"At iterate 11 f= 9.02890D+03 |proj g|= 2.76174D-02\n",
"\n",
"At iterate 10 f= 7.74267D+03 |proj g|= 9.16016D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"At iterate 1 f= 1.36105D+04 |proj g|= 3.31454D+03\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 2.762D-02 9.029D+03\n",
" F = 9028.8988512474207 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.25070D+04 |proj g|= 4.37220D+03\n",
"\n",
"At iterate 2 f= 1.13553D+04 |proj g|= 1.75816D+03\n",
"\n",
"At iterate 11 f= 7.74267D+03 |proj g|= 8.16634D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 14 1 0 0 8.166D-03 7.743D+03\n",
" F = 7742.6722237851045 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 9.96619D+03 |proj g|= 3.23161D+03\n",
"\n",
"At iterate 3 f= 1.11641D+04 |proj g|= 9.35044D+02\n",
"\n",
"At iterate 3 f= 9.30799D+03 |proj g|= 1.24852D+03\n",
"\n",
"At iterate 4 f= 9.02461D+03 |proj g|= 1.47969D+03\n",
"\n",
"At iterate 4 f= 1.10662D+04 |proj g|= 5.54902D+02\n",
"\n",
"At iterate 5 f= 8.65822D+03 |proj g|= 1.04669D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 5 f= 1.09727D+04 |proj g|= 1.60819D+02\n",
"\n",
"At iterate 6 f= 8.44133D+03 |proj g|= 3.73965D+02\n",
"\n",
"At iterate 1 f= 1.26734D+04 |proj g|= 4.05545D+03\n",
"\n",
"At iterate 1 f= 1.30149D+04 |proj g|= 4.48379D+03\n",
"\n",
"At iterate 6 f= 1.09649D+04 |proj g|= 1.73186D+02\n",
"\n",
"At iterate 7 f= 8.43723D+03 |proj g|= 2.11137D+02\n",
"\n",
"\n",
"At iterate 2 f= 1.02269D+04 |proj g|= 3.25020D+03\n",
"At iterate 2 f= 1.02402D+04 |proj g|= 2.88328D+03\n",
"\n",
"At iterate 7 f= 1.09551D+04 |proj g|= 2.35261D+00\n",
"\n",
"At iterate 8 f= 8.41266D+03 |proj g|= 1.55170D+01\n",
"\n",
"At iterate 3 f= 9.58443D+03 |proj g|= 1.23136D+03\n",
"\n",
"At iterate 3 f= 9.68466D+03 |proj g|= 1.16954D+03\n",
"\n",
"At iterate 8 f= 1.09551D+04 |proj g|= 3.37320D-01\n",
"\n",
"At iterate 9 f= 8.41245D+03 |proj g|= 5.21108D+00\n",
"\n",
"At iterate 4 f= 9.46653D+03 |proj g|= 1.24940D+03\n",
"\n",
"At iterate 4 f= 9.30181D+03 |proj g|= 1.51402D+03\n",
"\n",
"At iterate 9 f= 1.09551D+04 |proj g|= 2.05048D-02\n",
"\n",
"At iterate 5 f= 9.13570D+03 |proj g|= 6.74084D+02\n",
"\n",
"At iterate 10 f= 8.41244D+03 |proj g|= 3.21053D-01\n",
"\n",
"At iterate 5 f= 8.95983D+03 |proj g|= 1.14654D+03\n",
"\n",
"At iterate 10 f= 1.09551D+04 |proj g|= 4.78485D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 11 1 0 0 4.785D-03 1.096D+04\n",
" F = 10955.114263028630 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 9.04107D+03 |proj g|= 1.76444D+02\n",
"\n",
"At iterate 11 f= 8.41244D+03 |proj g|= 1.07427D-01\n",
"\n",
"At iterate 6 f= 8.71549D+03 |proj g|= 4.34759D+02\n",
"\n",
"At iterate 7 f= 9.03354D+03 |proj g|= 6.84997D+01\n",
"\n",
"\n",
"At iterate 7 f= 8.71028D+03 |proj g|= 2.83076D+02\n",
"At iterate 12 f= 8.41244D+03 |proj g|= 8.86174D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 13 1 0 0 8.862D-03 8.412D+03\n",
" F = 8412.4374845315397 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 8 f= 9.03162D+03 |proj g|= 6.44775D+00\n",
"\n",
"At iterate 8 f= 8.67676D+03 |proj g|= 1.93825D+01\n",
"\n",
"At iterate 9 f= 9.03160D+03 |proj g|= 8.71188D-01\n",
"\n",
"At iterate 9 f= 8.67649D+03 |proj g|= 6.24749D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30857D+03\n",
"\n",
"At iterate 10 f= 9.03160D+03 |proj g|= 1.12827D-01\n",
"\n",
"At iterate 10 f= 8.67646D+03 |proj g|= 4.83334D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02989D+03\n",
"\n",
"At iterate 11 f= 9.03160D+03 |proj g|= 3.17832D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.178D-02 9.032D+03\n",
" F = 9031.6020665933374 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.12538D+04 |proj g|= 2.98656D+03\n",
"\n",
"At iterate 11 f= 8.67646D+03 |proj g|= 1.46088D-01\n",
"\n",
"At iterate 1 f= 1.25096D+04 |proj g|= 4.36114D+03\n",
"\n",
"At iterate 12 f= 8.67646D+03 |proj g|= 3.12851D-02\n",
"\n",
"At iterate 2 f= 1.08268D+04 |proj g|= 2.64104D+03\n",
"\n",
"At iterate 2 f= 9.96968D+03 |proj g|= 3.22876D+03\n",
"\n",
"At iterate 13 f= 8.67646D+03 |proj g|= 1.03131D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 1.031D-02 8.676D+03\n",
" F = 8676.4645271555510 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 9.99944D+03 |proj g|= 1.04404D+03\n",
"\n",
"At iterate 3 f= 9.31225D+03 |proj g|= 1.25080D+03\n",
"\n",
"At iterate 4 f= 9.72335D+03 |proj g|= 4.31686D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 4 f= 9.02821D+03 |proj g|= 1.48209D+03\n",
"\n",
"At iterate 1 f= 1.35921D+04 |proj g|= 4.67751D+03\n",
"\n",
"At iterate 5 f= 8.66017D+03 |proj g|= 1.04889D+03\n",
"\n",
"At iterate 5 f= 9.65814D+03 |proj g|= 2.06906D+02\n",
"\n",
"At iterate 2 f= 1.04710D+04 |proj g|= 3.50895D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 6 f= 8.44292D+03 |proj g|= 3.72902D+02\n",
"\n",
"At iterate 6 f= 9.62197D+03 |proj g|= 1.49125D+01\n",
"\n",
"At iterate 3 f= 9.77750D+03 |proj g|= 1.39320D+03\n",
"\n",
"\n",
"At iterate 7 f= 9.62183D+03 |proj g|= 3.92562D+00\n",
"At iterate 1 f= 1.29865D+04 |proj g|= 4.52189D+03\n",
"\n",
"At iterate 7 f= 8.43892D+03 |proj g|= 2.19366D+02\n",
"\n",
"At iterate 4 f= 9.31016D+03 |proj g|= 1.89114D+03\n",
"\n",
"At iterate 8 f= 9.62181D+03 |proj g|= 4.86009D-01\n",
"\n",
"At iterate 2 f= 1.01939D+04 |proj g|= 3.28549D+03\n",
"\n",
"At iterate 8 f= 8.41435D+03 |proj g|= 1.65932D+01\n",
"\n",
"At iterate 5 f= 9.11135D+03 |proj g|= 1.65252D+03\n",
"\n",
"At iterate 3 f= 9.54094D+03 |proj g|= 1.24882D+03\n",
"\n",
"At iterate 9 f= 9.62181D+03 |proj g|= 5.43408D-02\n",
"\n",
"At iterate 9 f= 8.41415D+03 |proj g|= 5.25921D+00\n",
"\n",
"At iterate 6 f= 8.60233D+03 |proj g|= 4.49308D+02\n",
"\n",
"At iterate 4 f= 9.25213D+03 |proj g|= 1.53160D+03\n",
"\n",
"At iterate 10 f= 9.62181D+03 |proj g|= 3.94485D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 10 13 1 0 0 3.945D-03 9.622D+03\n",
" F = 9621.8134671118787 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 8.41413D+03 |proj g|= 3.82884D-01\n",
"\n",
"\n",
"At iterate 11 f= 8.41413D+03 |proj g|= 1.24333D-01\n",
"At iterate 5 f= 8.89608D+03 |proj g|= 1.15747D+03\n",
"\n",
"At iterate 7 f= 8.53670D+03 |proj g|= 2.19218D+02\n",
"\n",
"At iterate 12 f= 8.41413D+03 |proj g|= 9.45460D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 13 1 0 0 9.455D-03 8.414D+03\n",
" F = 8414.1317726590496 \n",
"\n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"At iterate 6 f= 8.64484D+03 |proj g|= 4.43553D+02\n",
"\n",
"At iterate 8 f= 8.52041D+03 |proj g|= 2.53007D+01\n",
"\n",
"At iterate 9 f= 8.52014D+03 |proj g|= 3.24490D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.87333D+03\n",
"\n",
"At iterate 7 f= 8.61974D+03 |proj g|= 2.65073D+02\n",
"\n",
"At iterate 10 f= 8.52013D+03 |proj g|= 1.17941D+00\n",
"\n",
"At iterate 8 f= 8.60444D+03 |proj g|= 1.54880D+01\n",
"\n",
"At iterate 1 f= 1.29589D+04 |proj g|= 2.57421D+02\n",
"\n",
"At iterate 11 f= 8.52013D+03 |proj g|= 6.71659D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 9 f= 8.60418D+03 |proj g|= 6.35012D+00\n",
"\n",
"At iterate 2 f= 1.29498D+04 |proj g|= 1.53838D+02\n",
"\n",
"At iterate 12 f= 8.52013D+03 |proj g|= 1.21594D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 1.216D-02 8.520D+03\n",
" F = 8520.1269738548144 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.34237D+04 |proj g|= 4.88993D+03\n",
"\n",
"At iterate 10 f= 8.60415D+03 |proj g|= 5.23608D-01\n",
"\n",
"At iterate 3 f= 1.29470D+04 |proj g|= 6.32837D+01\n",
"\n",
"At iterate 2 f= 1.02549D+04 |proj g|= 3.74148D+03\n",
"\n",
"At iterate 11 f= 8.60415D+03 |proj g|= 1.20864D-01\n",
"\n",
"At iterate 4 f= 1.29464D+04 |proj g|= 2.26446D+01\n",
"\n",
"At iterate 3 f= 9.51889D+03 |proj g|= 1.48998D+03\n",
"\n",
"At iterate 12 f= 8.60415D+03 |proj g|= 9.50486D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 9.505D-03 8.604D+03\n",
" F = 8604.1506301704485 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.29464D+04 |proj g|= 1.88635D+01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 4 f= 9.00395D+03 |proj g|= 2.03945D+03\n",
"\n",
"At iterate 6 f= 1.29463D+04 |proj g|= 1.60073D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 5 f= 8.77361D+03 |proj g|= 1.78979D+03\n",
"\n",
"At iterate 1 f= 1.35198D+04 |proj g|= 5.00674D+03\n",
"\n",
"At iterate 7 f= 1.29463D+04 |proj g|= 2.31443D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 2.314D-02 1.295D+04\n",
" F = 12946.301848835079 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 8.14880D+03 |proj g|= 4.60215D+02\n",
"\n",
"At iterate 2 f= 1.03076D+04 |proj g|= 3.84561D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 3 f= 9.48681D+03 |proj g|= 1.53072D+03\n",
"\n",
"At iterate 7 f= 8.06971D+03 |proj g|= 3.21344D+02\n",
"\n",
"At iterate 4 f= 8.96213D+03 |proj g|= 2.06803D+03\n",
"\n",
"At iterate 1 f= 1.31101D+04 |proj g|= 3.75171D+03\n",
"\n",
"At iterate 8 f= 8.04451D+03 |proj g|= 4.42342D+01\n",
"\n",
"At iterate 2 f= 1.13428D+04 |proj g|= 1.34121D+03\n",
"\n",
"At iterate 5 f= 8.71943D+03 |proj g|= 1.81812D+03\n",
"\n",
"At iterate 9 f= 8.04347D+03 |proj g|= 6.05564D+00\n",
"\n",
"At iterate 3 f= 1.12377D+04 |proj g|= 8.03294D+02\n",
"\n",
"At iterate 6 f= 8.05293D+03 |proj g|= 5.26603D+02\n",
"\n",
"At iterate 10 f= 8.04342D+03 |proj g|= 2.24179D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 4 f= 1.11495D+04 |proj g|= 3.19316D+02\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 11 f= 8.04342D+03 |proj g|= 2.81392D-01\n",
"\n",
"At iterate 1 f= 1.31508D+04 |proj g|= 4.23207D+03\n",
"\n",
"\n",
"At iterate 5 f= 1.11152D+04 |proj g|= 1.05617D+02\n",
"At iterate 7 f= 7.98551D+03 |proj g|= 2.54730D+02\n",
"\n",
"At iterate 12 f= 8.04342D+03 |proj g|= 3.41482D-02\n",
"\n",
"\n",
"At iterate 8 f= 7.96398D+03 |proj g|= 3.75804D+01\n",
"At iterate 6 f= 1.11136D+04 |proj g|= 5.37323D+01\n",
"\n",
"At iterate 2 f= 1.04660D+04 |proj g|= 2.93512D+03\n",
"\n",
"\n",
"\n",
"At iterate 13 f= 8.04342D+03 |proj g|= 6.69353D-03\n",
"At iterate 7 f= 1.11124D+04 |proj g|= 1.94030D+00\n",
"At iterate 9 f= 7.96302D+03 |proj g|= 7.42828D+00\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 15 1 0 0 6.694D-03 8.043D+03\n",
" F = 8043.4230961381345 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 3 f= 9.91247D+03 |proj g|= 1.17748D+03\n",
"\n",
"At iterate 10 f= 7.96298D+03 |proj g|= 1.82428D+00\n",
"\n",
"At iterate 8 f= 1.11124D+04 |proj g|= 1.98719D-01\n",
"\n",
"At iterate 4 f= 9.69235D+03 |proj g|= 1.28839D+03\n",
"\n",
"At iterate 9 f= 1.11124D+04 |proj g|= 9.84265D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 9.843D-03 1.111D+04\n",
" F = 11112.438810151642 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 11 f= 7.96298D+03 |proj g|= 1.27081D-01\n",
"\n",
"At iterate 5 f= 9.36099D+03 |proj g|= 7.64011D+02\n",
"\n",
"\n",
"At iterate 12 f= 7.96298D+03 |proj g|= 1.48331D-02\n",
"At iterate 6 f= 9.24295D+03 |proj g|= 2.25291D+02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 12 14 1 0 0 1.483D-02 7.963D+03\n",
" F = 7962.9823682346123 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 7 f= 9.23505D+03 |proj g|= 8.80726D+01\n",
"\n",
"At iterate 8 f= 9.23148D+03 |proj g|= 9.13905D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.67252D+03\n",
"\n",
"At iterate 9 f= 9.23145D+03 |proj g|= 1.12550D+00\n",
"\n",
"At iterate 10 f= 9.23145D+03 |proj g|= 1.20873D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 1 f= 1.27525D+04 |proj g|= 4.24274D+02\n",
"\n",
"At iterate 11 f= 9.23145D+03 |proj g|= 4.47641D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 4.476D-02 9.231D+03\n",
" F = 9231.4482594339570 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"\n",
"Machine precision = 2.220D-16\n",
"At iterate 1 f= 1.31460D+04 |proj g|= 4.22767D+03\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.34993D+03\n",
"\n",
"At iterate 2 f= 1.27335D+04 |proj g|= 2.34244D+02\n",
"\n",
"At iterate 2 f= 1.04638D+04 |proj g|= 2.93428D+03\n",
"\n",
"At iterate 3 f= 1.27271D+04 |proj g|= 9.58723D+01\n",
"\n",
"\n",
"At iterate 1 f= 1.29388D+04 |proj g|= 1.58236D+02\n",
"At iterate 3 f= 9.91044D+03 |proj g|= 1.17733D+03\n",
"\n",
"At iterate 4 f= 1.27254D+04 |proj g|= 2.47303D+01\n",
"\n",
"At iterate 2 f= 1.29322D+04 |proj g|= 9.56245D+01\n",
"\n",
"At iterate 4 f= 9.69022D+03 |proj g|= 1.28830D+03\n",
"\n",
"At iterate 5 f= 1.27254D+04 |proj g|= 2.01032D+01\n",
"\n",
"At iterate 3 f= 1.29314D+04 |proj g|= 5.16273D+01\n",
"\n",
"At iterate 5 f= 9.35883D+03 |proj g|= 7.63836D+02\n",
"\n",
"At iterate 6 f= 1.27252D+04 |proj g|= 1.68764D-01\n",
"\n",
"At iterate 4 f= 1.29310D+04 |proj g|= 1.42202D+01\n",
"\n",
"At iterate 6 f= 9.24091D+03 |proj g|= 2.24864D+02\n",
"\n",
"At iterate 7 f= 1.27252D+04 |proj g|= 2.88618D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 2.886D-02 1.273D+04\n",
" F = 12725.248993753923 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 5 f= 1.29310D+04 |proj g|= 1.20831D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.80715D+03\n",
"\n",
"At iterate 7 f= 9.23304D+03 |proj g|= 8.81846D+01\n",
"\n",
"At iterate 6 f= 1.29310D+04 |proj g|= 2.45219D-01\n",
"\n",
"At iterate 1 f= 1.26183D+04 |proj g|= 3.60298D+03\n",
"\n",
"At iterate 8 f= 9.22947D+03 |proj g|= 9.08776D+00\n",
"\n",
"At iterate 7 f= 1.29310D+04 |proj g|= 3.65875D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 3.659D-02 1.293D+04\n",
" F = 12931.029323066745 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.04895D+04 |proj g|= 2.33734D+03\n",
"\n",
"At iterate 9 f= 9.22944D+03 |proj g|= 1.12317D+00\n",
"\n",
"At iterate 3 f= 1.01366D+04 |proj g|= 1.13330D+03\n",
"\n",
"At iterate 10 f= 9.22944D+03 |proj g|= 1.22128D-01\n",
"\n",
"At iterate 11 f= 9.22944D+03 |proj g|= 4.46517D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 4.465D-02 9.229D+03\n",
" F = 9229.4387906648626 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 9.98614D+03 |proj g|= 8.61009D+02\n",
"\n",
"At iterate 5 f= 9.78378D+03 |proj g|= 2.91034D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.70594D+03\n",
"\n",
"At iterate 6 f= 9.76037D+03 |proj g|= 1.72656D+02\n",
"\n",
"At iterate 1 f= 1.26301D+04 |proj g|= 3.60550D+03\n",
"\n",
"At iterate 7 f= 9.74617D+03 |proj g|= 1.59693D+01\n",
"\n",
"At iterate 2 f= 1.04952D+04 |proj g|= 2.33900D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.50841D+03\n",
"\n",
"At iterate 8 f= 9.74606D+03 |proj g|= 3.82822D+00\n",
"\n",
"At iterate 3 f= 1.01421D+04 |proj g|= 1.13463D+03\n",
"\n",
"At iterate 1 f= 1.29341D+04 |proj g|= 4.49107D+03\n",
"\n",
"At iterate 9 f= 9.74606D+03 |proj g|= 3.95900D-01\n",
"\n",
"At iterate 2 f= 1.01743D+04 |proj g|= 3.29659D+03\n",
"\n",
"At iterate 4 f= 9.99138D+03 |proj g|= 8.62530D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.89430D+03\n",
"\n",
"At iterate 10 f= 9.74606D+03 |proj g|= 1.06832D-01\n",
"\n",
"At iterate 3 f= 9.51882D+03 |proj g|= 1.19969D+03\n",
"\n",
"At iterate 5 f= 9.78831D+03 |proj g|= 2.90506D+02\n",
"\n",
"At iterate 1 f= 1.31500D+04 |proj g|= 4.69751D+03\n",
"\n",
"At iterate 11 f= 9.74606D+03 |proj g|= 4.20433D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 4.204D-03 9.746D+03\n",
" F = 9746.0557380116079 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 4 f= 9.21251D+03 |proj g|= 1.56447D+03\n",
"\n",
"At iterate 6 f= 9.76494D+03 |proj g|= 1.71653D+02\n",
"\n",
"At iterate 2 f= 1.02234D+04 |proj g|= 3.59194D+03\n",
"\n",
"\n",
"At iterate 5 f= 8.90449D+03 |proj g|= 1.24795D+03\n",
"At iterate 7 f= 9.75056D+03 |proj g|= 1.67392D+01\n",
"\n",
"At iterate 3 f= 9.46189D+03 |proj g|= 1.22484D+03\n",
"\n",
"At iterate 6 f= 8.61390D+03 |proj g|= 4.98934D+02\n",
"\n",
"\n",
"At iterate 8 f= 9.75044D+03 |proj g|= 3.83980D+00\n",
"At iterate 4 f= 8.99449D+03 |proj g|= 1.91815D+03\n",
"\n",
"At iterate 7 f= 8.57408D+03 |proj g|= 1.60485D+02\n",
"\n",
"At iterate 5 f= 8.77220D+03 |proj g|= 1.66527D+03\n",
"\n",
"At iterate 9 f= 9.75044D+03 |proj g|= 4.22327D-01\n",
"\n",
"At iterate 8 f= 8.56436D+03 |proj g|= 5.43083D+01\n",
"\n",
"At iterate 6 f= 8.21206D+03 |proj g|= 3.38098D+02\n",
"\n",
"At iterate 10 f= 9.75044D+03 |proj g|= 1.12327D-01\n",
"\n",
"At iterate 9 f= 8.56295D+03 |proj g|= 1.11326D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.46872D+03\n",
"\n",
"At iterate 11 f= 9.75044D+03 |proj g|= 3.99910D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.999D-03 9.750D+03\n",
" F = 9750.4380621202490 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 8.56285D+03 |proj g|= 3.55021D+00\n",
"\n",
"At iterate 7 f= 8.16737D+03 |proj g|= 2.56040D+02\n",
"\n",
"At iterate 1 f= 1.29502D+04 |proj g|= 3.71703D+03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
"[Parallel(n_jobs=4)]: Done 233 out of 233 | elapsed: 4.7s finished\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 11 f= 8.56284D+03 |proj g|= 3.42839D-01\n",
"\n",
"At iterate 8 f= 8.14965D+03 |proj g|= 3.78500D+01\n",
"\n",
"At iterate 2 f= 1.06499D+04 |proj g|= 2.36222D+03\n",
"\n",
"\n",
"At iterate 9 f= 8.14919D+03 |proj g|= 4.82414D+00\n",
"At iterate 12 f= 8.56284D+03 |proj g|= 3.48813D-02\n",
"\n",
"At iterate 3 f= 1.02980D+04 |proj g|= 1.14403D+03\n",
"\n",
"At iterate 13 f= 8.56284D+03 |proj g|= 6.84496D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 14 1 0 0 6.845D-03 8.563D+03\n",
" F = 8562.8420633759451 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"\n",
"At iterate 4 f= 1.01477D+04 |proj g|= 8.86560D+02\n",
"At iterate 10 f= 8.14916D+03 |proj g|= 2.27812D+00\n",
"\n",
"At iterate 5 f= 9.92708D+03 |proj g|= 2.76334D+02\n",
"\n",
"At iterate 11 f= 8.14916D+03 |proj g|= 2.85208D-01\n",
"\n",
"At iterate 6 f= 9.90967D+03 |proj g|= 1.76607D+02\n",
"\n",
"At iterate 12 f= 8.14916D+03 |proj g|= 3.43800D-02\n",
"\n",
"\n",
"At iterate 13 f= 8.14916D+03 |proj g|= 6.79253D-03\n",
"At iterate 7 f= 9.89529D+03 |proj g|= 1.54790D+01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 13 15 1 0 0 6.793D-03 8.149D+03\n",
" F = 8149.1569170279872 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.46847D+03\n",
"\n",
"At iterate 1 f= 1.29614D+04 |proj g|= 3.72247D+03\n",
"\n",
"At iterate 8 f= 9.89519D+03 |proj g|= 4.34678D+00\n",
"\n",
"At iterate 2 f= 1.06551D+04 |proj g|= 2.36332D+03\n",
"\n",
"At iterate 9 f= 9.89518D+03 |proj g|= 4.20302D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21302D+03\n",
"\n",
"At iterate 3 f= 1.03033D+04 |proj g|= 1.14465D+03\n",
"\n",
"At iterate 10 f= 9.89518D+03 |proj g|= 1.16883D-01\n",
"\n",
"At iterate 4 f= 1.01530D+04 |proj g|= 8.87217D+02\n",
"\n",
"At iterate 11 f= 9.89518D+03 |proj g|= 3.21162D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.212D-03 9.895D+03\n",
" F = 9895.1841615424837 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.33814D+04 |proj g|= 3.95217D+02\n",
"\n",
"At iterate 5 f= 9.93196D+03 |proj g|= 2.77034D+02\n",
"\n",
"At iterate 2 f= 1.33659D+04 |proj g|= 2.14556D+02\n",
"\n",
"At iterate 6 f= 9.91440D+03 |proj g|= 1.77483D+02\n",
"\n",
"At iterate 3 f= 1.33614D+04 |proj g|= 5.67639D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.91239D+03\n",
"\n",
"At iterate 7 f= 9.90008D+03 |proj g|= 1.55008D+01\n",
"\n",
"At iterate 4 f= 1.33608D+04 |proj g|= 3.66486D+00\n",
"\n",
"At iterate 1 f= 1.31727D+04 |proj g|= 3.20946D+03\n",
"\n",
"At iterate 8 f= 9.89998D+03 |proj g|= 4.40340D+00\n",
"\n",
"At iterate 5 f= 1.33608D+04 |proj g|= 3.09814D+00\n",
"\n",
"At iterate 2 f= 1.14140D+04 |proj g|= 1.23553D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.20947D+03\n",
"\n",
"At iterate 3 f= 1.13218D+04 |proj g|= 7.22378D+02\n",
"\n",
"At iterate 9 f= 9.89997D+03 |proj g|= 4.18088D-01\n",
"\n",
"At iterate 6 f= 1.33608D+04 |proj g|= 4.49552D-02\n",
"\n",
"At iterate 4 f= 1.12544D+04 |proj g|= 2.58548D+02\n",
"\n",
"At iterate 10 f= 9.89997D+03 |proj g|= 1.17033D-01\n",
"\n",
"At iterate 7 f= 1.33608D+04 |proj g|= 5.13307D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 5.133D-03 1.336D+04\n",
" F = 13360.807925687153 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 1 f= 1.34993D+04 |proj g|= 4.41460D+02\n",
"\n",
"At iterate 5 f= 1.12261D+04 |proj g|= 6.09881D+01\n",
"\n",
"At iterate 11 f= 9.89997D+03 |proj g|= 3.27633D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 11 12 1 0 0 3.276D-03 9.900D+03\n",
" F = 9899.9739149662582 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 2 f= 1.34832D+04 |proj g|= 2.65755D+02\n",
"\n",
"At iterate 6 f= 1.12249D+04 |proj g|= 4.09955D+01\n",
"\n",
"At iterate 3 f= 1.34756D+04 |proj g|= 2.08740D+01\n",
"\n",
"At iterate 7 f= 1.12240D+04 |proj g|= 1.51655D+00\n",
"\n",
"At iterate 4 f= 1.34755D+04 |proj g|= 8.58655D+00\n",
"\n",
"At iterate 8 f= 1.12240D+04 |proj g|= 1.89175D-01\n",
"\n",
"At iterate 5 f= 1.34755D+04 |proj g|= 9.63444D-01\n",
"\n",
"At iterate 9 f= 1.12240D+04 |proj g|= 4.42804D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 9 10 1 0 0 4.428D-03 1.122D+04\n",
" F = 11223.956808439802 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 6 f= 1.34755D+04 |proj g|= 5.14446D-02\n",
"\n",
"At iterate 7 f= 1.34755D+04 |proj g|= 2.99776D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 7 9 1 0 0 2.998D-03 1.348D+04\n",
" F = 13475.515102186822 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.0001 ovr l2 0.7815927515498331\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.95402D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.73959D+03\n",
"\n",
"At iterate 1 f= 9.79826D+03 |proj g|= 1.06983D+03\n",
"\n",
"At iterate 2 f= 4.68482D+03 |proj g|= 7.12620D+02\n",
"\n",
"At iterate 1 f= 9.75099D+03 |proj g|= 1.18829D+03\n",
"\n",
"At iterate 3 f= 2.41760D+03 |proj g|= 1.11355D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 2 f= 5.76361D+03 |proj g|= 6.95173D+02\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21556D+03\n",
"\n",
"At iterate 4 f= 1.57034D+03 |proj g|= 6.52880D+02\n",
"\n",
"At iterate 3 f= 3.41103D+03 |proj g|= 1.15837D+03\n",
"\n",
"At iterate 1 f= 1.11680D+04 |proj g|= 1.03862D+03\n",
"\n",
"At iterate 5 f= 8.18015D+02 |proj g|= 2.94726D+02\n",
"\n",
"At iterate 4 f= 2.25748D+03 |proj g|= 5.61931D+02\n",
"\n",
"At iterate 2 f= 8.02770D+03 |proj g|= 1.64618D+03\n",
"\n",
"At iterate 6 f= 4.63111D+02 |proj g|= 1.43103D+02\n",
"\n",
"At iterate 5 f= 1.34739D+03 |proj g|= 3.03388D+02\n",
"\n",
"At iterate 3 f= 5.68733D+03 |proj g|= 5.93930D+02\n",
"\n",
"At iterate 6 f= 7.64723D+02 |proj g|= 1.83245D+02\n",
"\n",
"At iterate 7 f= 2.53036D+02 |proj g|= 6.53628D+01\n",
"\n",
"At iterate 4 f= 4.11907D+03 |proj g|= 3.64743D+02\n",
"\n",
"At iterate 7 f= 3.93359D+02 |proj g|= 7.16458D+01\n",
"\n",
"At iterate 8 f= 1.31334D+02 |proj g|= 2.77495D+01\n",
"\n",
"At iterate 5 f= 2.65351D+03 |proj g|= 2.52339D+02\n",
"\n",
"At iterate 8 f= 2.01862D+02 |proj g|= 2.52859D+01\n",
"\n",
"At iterate 9 f= 6.82118D+01 |proj g|= 8.43995D+00\n",
"\n",
"At iterate 6 f= 1.62189D+03 |proj g|= 6.90146D+01\n",
"\n",
"At iterate 9 f= 9.77171D+01 |proj g|= 1.01607D+01\n",
"\n",
"At iterate 10 f= 3.76815D+01 |proj g|= 4.89414D+00\n",
"\n",
"At iterate 7 f= 1.05712D+03 |proj g|= 1.19924D+02\n",
"\n",
"At iterate 10 f= 4.74506D+01 |proj g|= 2.28893D+00\n",
"\n",
"At iterate 11 f= 1.94188D+01 |proj g|= 3.43817D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21308D+03\n",
"\n",
"At iterate 8 f= 7.08067D+02 |proj g|= 9.20572D+01\n",
"\n",
"At iterate 11 f= 2.72952D+01 |proj g|= 1.52287D+00\n",
"\n",
"At iterate 12 f= 1.10797D+01 |proj g|= 1.26394D+00\n",
"\n",
"At iterate 1 f= 1.11278D+04 |proj g|= 1.04725D+03\n",
"\n",
"At iterate 9 f= 5.23324D+02 |proj g|= 2.57320D+01\n",
"\n",
"At iterate 12 f= 1.86796D+01 |proj g|= 5.16974D+00\n",
"\n",
"At iterate 13 f= 8.53847D+00 |proj g|= 6.19683D-01\n",
"\n",
"At iterate 2 f= 7.94945D+03 |proj g|= 1.54443D+03\n",
"\n",
"At iterate 10 f= 4.06243D+02 |proj g|= 2.15145D+01\n",
"\n",
"At iterate 13 f= 1.11564D+01 |proj g|= 5.86018D-01\n",
"\n",
"At iterate 14 f= 7.04623D+00 |proj g|= 3.71644D-01\n",
"\n",
"At iterate 11 f= 3.38188D+02 |proj g|= 8.73127D+00\n",
"\n",
"At iterate 3 f= 5.70945D+03 |proj g|= 2.95555D+02\n",
"\n",
"At iterate 14 f= 1.00033D+01 |proj g|= 5.48696D-01\n",
"\n",
"At iterate 4 f= 4.51686D+03 |proj g|= 1.09588D+02\n",
"\n",
"At iterate 12 f= 3.13109D+02 |proj g|= 2.10603D+01\n",
"\n",
"At iterate 15 f= 9.27505D+00 |proj g|= 1.45164D-01\n",
"\n",
"At iterate 15 f= 6.81565D+00 |proj g|= 5.58909D-01\n",
"\n",
"At iterate 5 f= 3.47147D+03 |proj g|= 8.46028D+01\n",
"\n",
"At iterate 16 f= 9.14425D+00 |proj g|= 6.32624D-02\n",
"\n",
"At iterate 6 f= 2.53911D+03 |proj g|= 2.07072D+01\n",
"\n",
"At iterate 16 f= 6.47879D+00 |proj g|= 1.55164D-01\n",
"\n",
"At iterate 13 f= 3.07091D+02 |proj g|= 6.15945D+00\n",
"\n",
"At iterate 7 f= 1.86032D+03 |proj g|= 2.61158D+02\n",
"\n",
"At iterate 17 f= 9.06437D+00 |proj g|= 3.83581D-02\n",
"\n",
"At iterate 17 f= 6.40060D+00 |proj g|= 5.80108D-02\n",
"\n",
"At iterate 14 f= 3.02205D+02 |proj g|= 6.75004D+00\n",
"\n",
"At iterate 8 f= 1.44990D+03 |proj g|= 1.77750D+02\n",
"\n",
"At iterate 18 f= 8.95479D+00 |proj g|= 4.30380D-02\n",
"\n",
"At iterate 18 f= 6.34175D+00 |proj g|= 2.37318D-02\n",
"\n",
"At iterate 15 f= 2.99110D+02 |proj g|= 7.11724D+00\n",
"\n",
"At iterate 9 f= 1.15468D+03 |proj g|= 7.37454D+01\n",
"\n",
"At iterate 19 f= 8.82764D+00 |proj g|= 5.13484D-02\n",
"\n",
"At iterate 19 f= 6.25937D+00 |proj g|= 6.18327D-02\n",
"\n",
"At iterate 16 f= 2.95944D+02 |proj g|= 3.41276D+00\n",
"\n",
"At iterate 10 f= 9.65192D+02 |proj g|= 5.34021D+01\n",
"\n",
"At iterate 20 f= 8.72501D+00 |proj g|= 1.13273D-01\n",
"\n",
"At iterate 17 f= 2.95007D+02 |proj g|= 2.03561D+00\n",
"\n",
"At iterate 11 f= 8.46661D+02 |proj g|= 8.11707D+01\n",
"\n",
"At iterate 18 f= 2.94505D+02 |proj g|= 5.79800D-01\n",
"\n",
"At iterate 20 f= 6.22406D+00 |proj g|= 7.35126D-02\n",
"\n",
"At iterate 21 f= 8.68303D+00 |proj g|= 5.76102D-02\n",
"\n",
"At iterate 12 f= 7.90370D+02 |proj g|= 4.64366D+01\n",
"\n",
"At iterate 19 f= 2.94298D+02 |proj g|= 1.52446D+00\n",
"\n",
"At iterate 21 f= 6.18942D+00 |proj g|= 6.41681D-02\n",
"\n",
"At iterate 22 f= 8.65279D+00 |proj g|= 4.94293D-02\n",
"\n",
"At iterate 13 f= 7.57512D+02 |proj g|= 1.57143D+00\n",
"\n",
"At iterate 20 f= 2.93841D+02 |proj g|= 2.24611D+00\n",
"\n",
"At iterate 22 f= 6.15849D+00 |proj g|= 6.05590D-02\n",
"\n",
"At iterate 23 f= 8.60310D+00 |proj g|= 3.22916D-02\n",
"\n",
"At iterate 14 f= 7.49848D+02 |proj g|= 1.77645D+00\n",
"\n",
"At iterate 21 f= 2.93332D+02 |proj g|= 6.47707D+00\n",
"\n",
"At iterate 23 f= 6.13691D+00 |proj g|= 2.23935D-02\n",
"\n",
"At iterate 24 f= 8.58879D+00 |proj g|= 3.58694D-02\n",
"\n",
"At iterate 15 f= 7.44814D+02 |proj g|= 6.90247D+00\n",
"\n",
"At iterate 22 f= 2.92700D+02 |proj g|= 3.00673D+00\n",
"\n",
"At iterate 24 f= 6.12718D+00 |proj g|= 3.18912D-02\n",
"\n",
"At iterate 25 f= 8.57731D+00 |proj g|= 7.77472D-02\n",
"\n",
"At iterate 23 f= 2.92461D+02 |proj g|= 4.76976D-01\n",
"\n",
"At iterate 16 f= 7.40337D+02 |proj g|= 3.73464D+00\n",
"\n",
"At iterate 25 f= 6.12159D+00 |proj g|= 2.69696D-02\n",
"\n",
"At iterate 26 f= 8.57290D+00 |proj g|= 5.59449D-02\n",
"\n",
"At iterate 24 f= 2.92424D+02 |proj g|= 2.61603D-01\n",
"\n",
"At iterate 17 f= 7.37949D+02 |proj g|= 2.42993D+00\n",
"\n",
"At iterate 26 f= 6.11473D+00 |proj g|= 1.22399D-02\n",
"\n",
"At iterate 25 f= 2.92390D+02 |proj g|= 3.23198D-01\n",
"\n",
"At iterate 27 f= 8.57088D+00 |proj g|= 1.74904D-02\n",
"\n",
"At iterate 18 f= 7.34561D+02 |proj g|= 1.10708D+00\n",
"\n",
"At iterate 27 f= 6.11286D+00 |proj g|= 3.47433D-02\n",
"\n",
"At iterate 26 f= 2.92331D+02 |proj g|= 9.76192D-01\n",
"\n",
"\n",
"At iterate 28 f= 8.56875D+00 |proj g|= 8.88133D-03\n",
"At iterate 19 f= 7.31973D+02 |proj g|= 1.89058D+01\n",
"\n",
"At iterate 28 f= 6.11112D+00 |proj g|= 1.85401D-02\n",
"\n",
"At iterate 27 f= 2.92260D+02 |proj g|= 5.32301D-01\n",
"\n",
"At iterate 29 f= 8.56581D+00 |proj g|= 2.63588D-02\n",
"\n",
"At iterate 20 f= 7.30818D+02 |proj g|= 4.97761D+00\n",
"\n",
"At iterate 29 f= 6.11037D+00 |proj g|= 1.02652D-02\n",
"\n",
"At iterate 28 f= 2.92173D+02 |proj g|= 3.50820D-01\n",
"\n",
"At iterate 30 f= 8.56283D+00 |proj g|= 2.73540D-02\n",
"\n",
"At iterate 21 f= 7.30697D+02 |proj g|= 1.02826D+00\n",
"\n",
"At iterate 30 f= 6.10958D+00 |proj g|= 5.04515D-03\n",
"\n",
"At iterate 29 f= 2.92100D+02 |proj g|= 3.22582D-01\n",
"\n",
"At iterate 31 f= 8.56110D+00 |proj g|= 2.41726D-02\n",
"\n",
"At iterate 22 f= 7.30590D+02 |proj g|= 6.53522D-01\n",
"\n",
"At iterate 31 f= 6.10893D+00 |proj g|= 4.79548D-03\n",
"\n",
"At iterate 30 f= 2.92015D+02 |proj g|= 2.34921D-01\n",
"\n",
"At iterate 32 f= 8.55884D+00 |proj g|= 4.37405D-03\n",
"\n",
"At iterate 23 f= 7.30411D+02 |proj g|= 1.50730D+00\n",
"\n",
"At iterate 32 f= 6.10817D+00 |proj g|= 5.47582D-03\n",
"\n",
"At iterate 31 f= 2.91896D+02 |proj g|= 1.97774D-01\n",
"\n",
"At iterate 24 f= 7.30176D+02 |proj g|= 2.79591D-01\n",
"\n",
"At iterate 33 f= 8.55821D+00 |proj g|= 3.92801D-03\n",
"\n",
"At iterate 33 f= 6.10767D+00 |proj g|= 4.53293D-03\n",
"\n",
"\n",
"At iterate 32 f= 2.91800D+02 |proj g|= 4.13942D-01\n",
"At iterate 25 f= 7.29783D+02 |proj g|= 2.38441D+00\n",
"\n",
"At iterate 34 f= 8.55752D+00 |proj g|= 6.01367D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 34 f= 6.10744D+00 |proj g|= 3.07831D-03\n",
"\n",
"At iterate 26 f= 7.29255D+02 |proj g|= 4.74032D+00\n",
"\n",
"At iterate 35 f= 8.55698D+00 |proj g|= 7.65340D-03\n",
"\n",
"At iterate 33 f= 2.91759D+02 |proj g|= 8.13122D-01\n",
"\n",
"At iterate 35 f= 6.10736D+00 |proj g|= 2.52609D-03\n",
"\n",
"At iterate 27 f= 7.28439D+02 |proj g|= 5.82553D+00\n",
"\n",
"At iterate 36 f= 8.55675D+00 |proj g|= 5.53724D-03\n",
"\n",
"At iterate 28 f= 7.27989D+02 |proj g|= 2.63484D+00\n",
"\n",
"At iterate 34 f= 2.91688D+02 |proj g|= 5.70267D-01\n",
"\n",
"At iterate 36 f= 6.10730D+00 |proj g|= 1.27200D-03\n",
"\n",
"At iterate 37 f= 8.55648D+00 |proj g|= 3.88963D-03\n",
"\n",
"At iterate 37 f= 6.10726D+00 |proj g|= 4.09376D-04\n",
"\n",
"At iterate 35 f= 2.91609D+02 |proj g|= 5.67255D-01\n",
"\n",
"At iterate 29 f= 7.27769D+02 |proj g|= 2.25023D-01\n",
"\n",
"At iterate 38 f= 8.55638D+00 |proj g|= 4.04337D-03\n",
"\n",
"At iterate 36 f= 2.91446D+02 |proj g|= 6.72000D-01\n",
"\n",
"At iterate 30 f= 7.27628D+02 |proj g|= 3.21508D+00\n",
"\n",
"At iterate 38 f= 6.10723D+00 |proj g|= 5.98802D-04\n",
"\n",
"At iterate 39 f= 8.55629D+00 |proj g|= 4.37124D-03\n",
"\n",
"At iterate 37 f= 2.91342D+02 |proj g|= 1.05618D+00\n",
"\n",
"At iterate 31 f= 7.27560D+02 |proj g|= 3.11254D+00\n",
"\n",
"At iterate 40 f= 8.55618D+00 |proj g|= 2.54290D-03\n",
"\n",
"At iterate 39 f= 6.10722D+00 |proj g|= 1.76294D-03\n",
"\n",
"At iterate 38 f= 2.91310D+02 |proj g|= 3.14289D-01\n",
"\n",
"At iterate 41 f= 8.55607D+00 |proj g|= 2.51604D-03\n",
"\n",
"At iterate 39 f= 2.91300D+02 |proj g|= 2.15242D-01\n",
"\n",
"At iterate 40 f= 6.10722D+00 |proj g|= 2.75756D-04\n",
"\n",
"At iterate 32 f= 7.27489D+02 |proj g|= 1.19028D+01\n",
"\n",
"At iterate 40 f= 2.91270D+02 |proj g|= 1.24994D-01\n",
"\n",
"\n",
"At iterate 41 f= 6.10721D+00 |proj g|= 1.32918D-04\n",
"At iterate 33 f= 7.26786D+02 |proj g|= 6.58754D+00\n",
"\n",
"At iterate 42 f= 8.55604D+00 |proj g|= 2.14463D-03\n",
"\n",
"At iterate 42 f= 6.10721D+00 |proj g|= 1.71828D-03\n",
"\n",
"At iterate 34 f= 7.25973D+02 |proj g|= 1.03613D+00\n",
"\n",
"At iterate 41 f= 2.91223D+02 |proj g|= 3.33713D-01\n",
"\n",
"At iterate 43 f= 8.55602D+00 |proj g|= 9.95326D-04\n",
"\n",
"At iterate 43 f= 6.10721D+00 |proj g|= 3.48789D-04\n",
"\n",
"At iterate 42 f= 2.91182D+02 |proj g|= 1.86876D-01\n",
"\n",
"At iterate 35 f= 7.25298D+02 |proj g|= 2.71179D+00\n",
"\n",
"At iterate 44 f= 8.55600D+00 |proj g|= 6.29383D-04\n",
"\n",
"At iterate 43 f= 2.91146D+02 |proj g|= 1.34974D-01\n",
"\n",
"At iterate 44 f= 6.10721D+00 |proj g|= 1.56518D-04\n",
"\n",
"At iterate 36 f= 7.25118D+02 |proj g|= 1.60549D+00\n",
"\n",
"At iterate 45 f= 8.55598D+00 |proj g|= 7.81802D-04\n",
"\n",
"At iterate 45 f= 6.10721D+00 |proj g|= 2.91644D-04\n",
"\n",
"At iterate 44 f= 2.91116D+02 |proj g|= 6.11779D-01\n",
"\n",
"At iterate 37 f= 7.25074D+02 |proj g|= 1.12473D-01\n",
"\n",
"At iterate 46 f= 8.55597D+00 |proj g|= 1.25307D-03\n",
"\n",
"At iterate 46 f= 6.10721D+00 |proj g|= 3.32204D-04\n",
"\n",
"At iterate 38 f= 7.25045D+02 |proj g|= 1.11839D+00\n",
"\n",
"\n",
"At iterate 47 f= 8.55597D+00 |proj g|= 3.00533D-04\n",
"At iterate 45 f= 2.91100D+02 |proj g|= 2.03137D-01\n",
"\n",
"At iterate 39 f= 7.25012D+02 |proj g|= 1.93850D+00\n",
"\n",
"\n",
"At iterate 48 f= 8.55596D+00 |proj g|= 2.08193D-04\n",
"At iterate 46 f= 2.91082D+02 |proj g|= 1.94676D-01\n",
"\n",
"At iterate 47 f= 6.10721D+00 |proj g|= 2.49121D-04\n",
"\n",
"At iterate 40 f= 7.24920D+02 |proj g|= 2.99534D+00\n",
"\n",
"At iterate 47 f= 2.90975D+02 |proj g|= 3.18518D-01\n",
"\n",
"At iterate 49 f= 8.55596D+00 |proj g|= 3.16739D-04\n",
"\n",
"At iterate 48 f= 6.10721D+00 |proj g|= 6.49886D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 48 54 1 0 0 6.499D-05 6.107D+00\n",
" F = 6.1072052663850522 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 41 f= 7.24782D+02 |proj g|= 3.17872D+00\n",
"\n",
"At iterate 48 f= 2.90941D+02 |proj g|= 4.52975D-01\n",
"\n",
"At iterate 50 f= 8.55596D+00 |proj g|= 1.25854D-03\n",
"\n",
"At iterate 49 f= 2.90901D+02 |proj g|= 5.25582D-01\n",
"\n",
"At iterate 51 f= 8.55596D+00 |proj g|= 1.89100D-04\n",
"\n",
"At iterate 42 f= 7.24723D+02 |proj g|= 3.58092D+00\n",
"\n",
"At iterate 50 f= 2.90893D+02 |proj g|= 1.25024D-01\n",
"\n",
"At iterate 52 f= 8.55596D+00 |proj g|= 8.15979D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 52 56 1 0 0 8.160D-05 8.556D+00\n",
" F = 8.5559551416535911 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 43 f= 7.24718D+02 |proj g|= 2.65825D+00\n",
"\n",
"At iterate 51 f= 2.90890D+02 |proj g|= 5.27990D-02\n",
"\n",
"At iterate 44 f= 7.24598D+02 |proj g|= 1.13659D+00\n",
"\n",
"At iterate 52 f= 2.90884D+02 |proj g|= 6.53234D-02\n",
"\n",
"At iterate 45 f= 7.24505D+02 |proj g|= 2.80060D-01\n",
"\n",
"At iterate 53 f= 2.90870D+02 |proj g|= 1.72444D-01\n",
"\n",
"At iterate 54 f= 2.90850D+02 |proj g|= 2.61913D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.01060D+03\n",
"\n",
"At iterate 46 f= 7.24496D+02 |proj g|= 1.02516D+00\n",
"\n",
"At iterate 55 f= 2.90833D+02 |proj g|= 2.09583D-01\n",
"\n",
"At iterate 1 f= 8.86283D+03 |proj g|= 1.94721D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.09731D+03\n",
"\n",
"At iterate 47 f= 7.24479D+02 |proj g|= 1.39886D+00\n",
"\n",
"At iterate 2 f= 5.11120D+03 |proj g|= 7.32638D+02\n",
"\n",
"At iterate 1 f= 8.12939D+03 |proj g|= 3.11179D+03\n",
"\n",
"At iterate 48 f= 7.24423D+02 |proj g|= 1.81939D+00\n",
"\n",
"At iterate 56 f= 2.90826D+02 |proj g|= 3.37259D-01\n",
"\n",
"At iterate 3 f= 2.43492D+03 |proj g|= 1.00306D+03\n",
"\n",
"At iterate 2 f= 5.58632D+03 |proj g|= 2.20190D+03\n",
"\n",
"At iterate 49 f= 7.24276D+02 |proj g|= 1.91383D+00\n",
"\n",
"\n",
"At iterate 4 f= 1.07296D+03 |proj g|= 1.45092D+02\n",
"At iterate 57 f= 2.90818D+02 |proj g|= 2.06601D-01\n",
"\n",
"At iterate 3 f= 2.24363D+03 |proj g|= 1.05161D+03\n",
"\n",
"At iterate 50 f= 7.24132D+02 |proj g|= 6.38186D-01\n",
"\n",
"At iterate 5 f= 5.83039D+02 |proj g|= 7.82793D+01\n",
"\n",
"At iterate 58 f= 2.90812D+02 |proj g|= 5.46337D-02\n",
"\n",
"At iterate 4 f= 1.12816D+03 |proj g|= 4.49716D+02\n",
"\n",
"At iterate 6 f= 2.90076D+02 |proj g|= 4.21788D+01\n",
"\n",
"At iterate 59 f= 2.90810D+02 |proj g|= 5.98635D-02\n",
"\n",
"At iterate 5 f= 5.50177D+02 |proj g|= 2.99381D+02\n",
"\n",
"At iterate 51 f= 7.24004D+02 |proj g|= 1.74907D-01\n",
"\n",
"At iterate 7 f= 1.50527D+02 |proj g|= 2.26000D+01\n",
"\n",
"At iterate 60 f= 2.90802D+02 |proj g|= 1.60874D-01\n",
"\n",
"At iterate 6 f= 2.80692D+02 |proj g|= 7.63142D+01\n",
"\n",
"\n",
"At iterate 8 f= 7.71411D+01 |proj g|= 1.09625D+01\n",
"At iterate 52 f= 7.23958D+02 |proj g|= 5.78437D-01\n",
"\n",
"At iterate 61 f= 2.90792D+02 |proj g|= 3.64092D-01\n",
"\n",
"At iterate 7 f= 1.54254D+02 |proj g|= 6.10207D+01\n",
"\n",
"At iterate 9 f= 3.92877D+01 |proj g|= 8.15424D+00\n",
"\n",
"At iterate 53 f= 7.23944D+02 |proj g|= 5.69732D-01\n",
"\n",
"At iterate 8 f= 8.63223D+01 |proj g|= 2.98708D+01\n",
"\n",
"At iterate 10 f= 1.76416D+01 |proj g|= 3.01601D+00\n",
"\n",
"At iterate 62 f= 2.90785D+02 |proj g|= 1.34715D-01\n",
"\n",
"At iterate 9 f= 4.53764D+01 |proj g|= 1.29881D+01\n",
"\n",
"At iterate 54 f= 7.23943D+02 |proj g|= 1.33155D-01\n",
"\n",
"At iterate 11 f= 1.10828D+01 |proj g|= 1.78298D+00\n",
"\n",
"\n",
"At iterate 63 f= 2.90776D+02 |proj g|= 1.17697D-01\n",
"At iterate 10 f= 2.31985D+01 |proj g|= 6.16615D+00\n",
"\n",
"At iterate 55 f= 7.23928D+02 |proj g|= 1.31591D-01\n",
"\n",
"At iterate 12 f= 6.37692D+00 |proj g|= 5.97124D-01\n",
"\n",
"At iterate 64 f= 2.90768D+02 |proj g|= 6.72557D-02\n",
"\n",
"At iterate 11 f= 1.14330D+01 |proj g|= 3.04041D+00\n",
"\n",
"At iterate 56 f= 7.23898D+02 |proj g|= 2.43728D-01\n",
"\n",
"At iterate 13 f= 4.48402D+00 |proj g|= 8.54637D-01\n",
"\n",
"At iterate 65 f= 2.90760D+02 |proj g|= 7.56651D-02\n",
"\n",
"At iterate 12 f= 5.63793D+00 |proj g|= 7.48851D-01\n",
"\n",
"At iterate 14 f= 3.29865D+00 |proj g|= 1.26245D-01\n",
"\n",
"At iterate 66 f= 2.90755D+02 |proj g|= 7.89213D-02\n",
"\n",
"At iterate 13 f= 3.62955D+00 |proj g|= 4.87209D-01\n",
"\n",
"At iterate 15 f= 3.13703D+00 |proj g|= 1.35657D-01\n",
"\n",
"At iterate 14 f= 2.45334D+00 |proj g|= 3.21553D-01\n",
"\n",
"\n",
"At iterate 67 f= 2.90753D+02 |proj g|= 2.78337D-01\n",
"At iterate 16 f= 3.07080D+00 |proj g|= 4.95476D-02\n",
"\n",
"At iterate 57 f= 7.23897D+02 |proj g|= 1.89920D-01\n",
"\n",
"At iterate 17 f= 3.05172D+00 |proj g|= 2.16822D-02\n",
"\n",
"At iterate 15 f= 1.94463D+00 |proj g|= 2.26388D-01\n",
"\n",
"At iterate 68 f= 2.90750D+02 |proj g|= 6.54332D-02\n",
"\n",
"At iterate 58 f= 7.23877D+02 |proj g|= 2.63546D-02\n",
"\n",
"At iterate 18 f= 3.04126D+00 |proj g|= 2.08928D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 16 f= 1.85613D+00 |proj g|= 1.21965D-01\n",
"\n",
"At iterate 69 f= 2.90749D+02 |proj g|= 6.14755D-02\n",
"\n",
"At iterate 59 f= 7.23865D+02 |proj g|= 4.45277D-02\n",
"\n",
"At iterate 19 f= 3.03443D+00 |proj g|= 1.81348D-02\n",
"\n",
"\n",
"At iterate 17 f= 1.80607D+00 |proj g|= 6.66076D-02\n",
"At iterate 70 f= 2.90745D+02 |proj g|= 1.66329D-01\n",
"\n",
"At iterate 60 f= 7.23860D+02 |proj g|= 4.22518D-01\n",
"\n",
"At iterate 20 f= 3.02551D+00 |proj g|= 9.45223D-03\n",
"\n",
"At iterate 18 f= 1.79238D+00 |proj g|= 2.75308D-02\n",
"\n",
"At iterate 71 f= 2.90740D+02 |proj g|= 1.03699D-01\n",
"\n",
"At iterate 61 f= 7.23836D+02 |proj g|= 4.96560D-02\n",
"\n",
"At iterate 21 f= 3.02254D+00 |proj g|= 6.36949D-03\n",
"\n",
"At iterate 72 f= 2.90735D+02 |proj g|= 6.21075D-02\n",
"\n",
"At iterate 19 f= 1.78327D+00 |proj g|= 1.80216D-02\n",
"\n",
"At iterate 62 f= 7.23830D+02 |proj g|= 5.73570D-02\n",
"\n",
"At iterate 22 f= 3.02145D+00 |proj g|= 8.09703D-03\n",
"\n",
"At iterate 20 f= 1.77431D+00 |proj g|= 1.22502D-02\n",
"\n",
"At iterate 73 f= 2.90734D+02 |proj g|= 2.16697D-01\n",
"\n",
"At iterate 21 f= 1.76262D+00 |proj g|= 2.02671D-02\n",
"\n",
"At iterate 23 f= 3.02045D+00 |proj g|= 4.31793D-03\n",
"\n",
"\n",
"At iterate 63 f= 7.23830D+02 |proj g|= 1.57395D-01\n",
"At iterate 74 f= 2.90732D+02 |proj g|= 6.27232D-02\n",
"\n",
"At iterate 22 f= 1.75475D+00 |proj g|= 2.45144D-02\n",
"\n",
"At iterate 24 f= 3.02023D+00 |proj g|= 1.54109D-03\n",
"\n",
"At iterate 64 f= 7.23827D+02 |proj g|= 1.06655D-01\n",
"\n",
"At iterate 75 f= 2.90731D+02 |proj g|= 3.96499D-02\n",
"\n",
"At iterate 23 f= 1.74678D+00 |proj g|= 1.80728D-02\n",
"\n",
"At iterate 25 f= 3.01974D+00 |proj g|= 2.52428D-03\n",
"\n",
"At iterate 24 f= 1.74180D+00 |proj g|= 6.58488D-03\n",
"\n",
"At iterate 76 f= 2.90729D+02 |proj g|= 3.31715D-02\n",
"\n",
"At iterate 26 f= 3.01966D+00 |proj g|= 7.36613D-03\n",
"\n",
"At iterate 65 f= 7.23826D+02 |proj g|= 2.84243D-01\n",
"\n",
"At iterate 25 f= 1.74027D+00 |proj g|= 3.44189D-03\n",
"\n",
"At iterate 77 f= 2.90727D+02 |proj g|= 3.75823D-02\n",
"\n",
"At iterate 27 f= 3.01950D+00 |proj g|= 1.55666D-03\n",
"\n",
"At iterate 26 f= 1.73962D+00 |proj g|= 3.24246D-03\n",
"\n",
"At iterate 66 f= 7.23823D+02 |proj g|= 2.33581D-01\n",
"\n",
"At iterate 28 f= 3.01946D+00 |proj g|= 7.58742D-04\n",
"\n",
"At iterate 27 f= 1.73917D+00 |proj g|= 3.67881D-03\n",
"\n",
"At iterate 67 f= 7.23816D+02 |proj g|= 3.85695D-02\n",
"\n",
"At iterate 78 f= 2.90725D+02 |proj g|= 7.77011D-02\n",
"\n",
"At iterate 29 f= 3.01943D+00 |proj g|= 9.79457D-04\n",
"\n",
"At iterate 28 f= 1.73866D+00 |proj g|= 3.38094D-03\n",
"\n",
"At iterate 79 f= 2.90724D+02 |proj g|= 1.61409D-01\n",
"\n",
"At iterate 30 f= 3.01940D+00 |proj g|= 8.52603D-04\n",
"\n",
"At iterate 68 f= 7.23814D+02 |proj g|= 4.81557D-01\n",
"\n",
"At iterate 29 f= 1.73844D+00 |proj g|= 2.31661D-03\n",
"\n",
"At iterate 80 f= 2.90722D+02 |proj g|= 4.20164D-02\n",
"\n",
"At iterate 31 f= 3.01940D+00 |proj g|= 7.81055D-04\n",
"\n",
"At iterate 69 f= 7.23807D+02 |proj g|= 3.90886D-01\n",
"\n",
"At iterate 81 f= 2.90722D+02 |proj g|= 2.62242D-02\n",
"\n",
"At iterate 30 f= 1.73827D+00 |proj g|= 3.19740D-03\n",
"\n",
"At iterate 32 f= 3.01939D+00 |proj g|= 2.20444D-04\n",
"\n",
"At iterate 70 f= 7.23794D+02 |proj g|= 7.40793D-02\n",
"\n",
"\n",
"At iterate 82 f= 2.90721D+02 |proj g|= 1.76273D-02\n",
"\n",
"At iterate 31 f= 1.73819D+00 |proj g|= 1.07116D-03\n",
"At iterate 33 f= 3.01939D+00 |proj g|= 1.73216D-04\n",
"\n",
"At iterate 71 f= 7.23793D+02 |proj g|= 1.07484D-02\n",
"\n",
"At iterate 34 f= 3.01938D+00 |proj g|= 1.45395D-04\n",
"\n",
"At iterate 83 f= 2.90720D+02 |proj g|= 3.37381D-02\n",
"\n",
"At iterate 32 f= 1.73813D+00 |proj g|= 9.45853D-04\n",
"\n",
"At iterate 72 f= 7.23791D+02 |proj g|= 6.02594D-02\n",
"\n",
"At iterate 33 f= 1.73807D+00 |proj g|= 1.58436D-03\n",
"\n",
"At iterate 35 f= 3.01938D+00 |proj g|= 1.62435D-04\n",
"\n",
"At iterate 73 f= 7.23790D+02 |proj g|= 2.21970D-02\n",
"\n",
"At iterate 84 f= 2.90720D+02 |proj g|= 8.49625D-02\n",
"\n",
"At iterate 34 f= 1.73804D+00 |proj g|= 7.66793D-04\n",
"\n",
"At iterate 36 f= 3.01938D+00 |proj g|= 8.19779D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 36 38 1 0 0 8.198D-05 3.019D+00\n",
" F = 3.0193838467869734 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 35 f= 1.73804D+00 |proj g|= 1.00398D-03\n",
"\n",
"At iterate 85 f= 2.90719D+02 |proj g|= 1.79859D-02\n",
"\n",
"At iterate 74 f= 7.23789D+02 |proj g|= 1.22066D-01\n",
"\n",
"At iterate 36 f= 1.73803D+00 |proj g|= 2.13174D-04\n",
"\n",
"At iterate 86 f= 2.90719D+02 |proj g|= 2.63950D-02\n",
"\n",
"At iterate 75 f= 7.23788D+02 |proj g|= 4.78092D-02\n",
"\n",
"At iterate 37 f= 1.73803D+00 |proj g|= 2.34781D-04\n",
"\n",
"At iterate 87 f= 2.90718D+02 |proj g|= 4.34868D-02\n",
"\n",
"At iterate 76 f= 7.23788D+02 |proj g|= 1.46834D-01\n",
"\n",
"At iterate 38 f= 1.73802D+00 |proj g|= 2.88170D-04\n",
"\n",
"At iterate 88 f= 2.90718D+02 |proj g|= 8.25597D-02\n",
"\n",
"At iterate 89 f= 2.90717D+02 |proj g|= 8.58814D-03\n",
"\n",
"At iterate 77 f= 7.23788D+02 |proj g|= 1.06086D-01\n",
"\n",
"At iterate 39 f= 1.73802D+00 |proj g|= 1.41591D-04\n",
"\n",
"At iterate 90 f= 2.90717D+02 |proj g|= 1.10416D-02\n",
"\n",
"At iterate 78 f= 7.23787D+02 |proj g|= 1.01827D-01\n",
"\n",
"At iterate 91 f= 2.90717D+02 |proj g|= 1.73551D-02\n",
"\n",
"At iterate 40 f= 1.73802D+00 |proj g|= 1.10154D-04\n",
"\n",
"At iterate 79 f= 7.23787D+02 |proj g|= 1.17403D-02\n",
"\n",
"At iterate 41 f= 1.73802D+00 |proj g|= 3.91514D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 41 43 1 0 0 3.915D-05 1.738D+00\n",
" F = 1.7380173832958545 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 92 f= 2.90716D+02 |proj g|= 9.70191D-02\n",
"\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"At iterate 80 f= 7.23785D+02 |proj g|= 1.26613D-02\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.26224D+03\n",
"\n",
"\n",
"At iterate 1 f= 8.90654D+03 |proj g|= 1.69001D+03\n",
"At iterate 93 f= 2.90715D+02 |proj g|= 3.84341D-02\n",
"\n",
"At iterate 2 f= 4.78492D+03 |proj g|= 7.13354D+02\n",
"\n",
"At iterate 94 f= 2.90714D+02 |proj g|= 2.72426D-02\n",
"\n",
"At iterate 81 f= 7.23784D+02 |proj g|= 9.09429D-02\n",
"\n",
"At iterate 3 f= 2.32574D+03 |proj g|= 8.72330D+02\n",
"\n",
"At iterate 95 f= 2.90713D+02 |proj g|= 2.89462D-02\n",
"\n",
"At iterate 82 f= 7.23781D+02 |proj g|= 8.63861D-02\n",
"\n",
"At iterate 4 f= 1.02637D+03 |proj g|= 1.35726D+02\n",
"\n",
"At iterate 5 f= 5.48708D+02 |proj g|= 7.82692D+01\n",
"\n",
"At iterate 83 f= 7.23780D+02 |proj g|= 2.32615D-02\n",
"\n",
"At iterate 96 f= 2.90713D+02 |proj g|= 4.83323D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.13923D+03\n",
"\n",
"At iterate 6 f= 2.67659D+02 |proj g|= 3.24715D+01\n",
"\n",
"At iterate 97 f= 2.90713D+02 |proj g|= 1.08148D-02\n",
"\n",
"At iterate 84 f= 7.23777D+02 |proj g|= 4.13133D-02\n",
"\n",
"\n",
"At iterate 1 f= 9.82807D+03 |proj g|= 1.09752D+03\n",
"At iterate 7 f= 1.33925D+02 |proj g|= 1.85885D+01\n",
"\n",
"At iterate 8 f= 6.63247D+01 |proj g|= 8.05959D+00\n",
"\n",
"At iterate 2 f= 5.34641D+03 |proj g|= 5.50523D+02\n",
"\n",
"At iterate 98 f= 2.90713D+02 |proj g|= 8.74554D-03\n",
"\n",
"At iterate 9 f= 3.40151D+01 |proj g|= 4.48641D+00\n",
"\n",
"At iterate 3 f= 3.25338D+03 |proj g|= 1.61946D+03\n",
"\n",
"At iterate 85 f= 7.23776D+02 |proj g|= 4.61019D-02\n",
"\n",
"At iterate 99 f= 2.90713D+02 |proj g|= 1.13368D-02\n",
"\n",
"At iterate 10 f= 1.76279D+01 |proj g|= 2.13018D+00\n",
"\n",
"At iterate 86 f= 7.23775D+02 |proj g|= 1.92080D-02\n",
"\n",
"At iterate 4 f= 1.52833D+03 |proj g|= 4.20062D+02\n",
"\n",
"At iterate 100 f= 2.90713D+02 |proj g|= 2.46343D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 112 1 0 0 2.463D-02 2.907D+02\n",
" F = 290.71259230583706 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 11 f= 9.46784D+00 |proj g|= 1.04540D+00\n",
"\n",
"At iterate 5 f= 1.02240D+03 |proj g|= 1.82282D+02\n",
"\n",
"At iterate 12 f= 5.75975D+00 |proj g|= 6.16406D-01\n",
"\n",
"At iterate 6 f= 5.47753D+02 |proj g|= 8.19075D+01\n",
"\n",
"At iterate 87 f= 7.23775D+02 |proj g|= 7.06646D-02\n",
"\n",
"At iterate 13 f= 4.06975D+00 |proj g|= 1.84956D-01\n",
"\n",
"At iterate 7 f= 2.69146D+02 |proj g|= 6.00651D+01\n",
"\n",
"At iterate 88 f= 7.23774D+02 |proj g|= 5.04758D-02\n",
"\n",
"At iterate 14 f= 3.34093D+00 |proj g|= 3.88314D-01\n",
"\n",
"At iterate 8 f= 1.19117D+02 |proj g|= 1.51755D+01\n",
"\n",
"At iterate 15 f= 3.13888D+00 |proj g|= 4.01715D-01\n",
"\n",
"At iterate 89 f= 7.23774D+02 |proj g|= 6.43507D-03\n",
"\n",
"At iterate 9 f= 6.21561D+01 |proj g|= 5.37238D+00\n",
"\n",
"At iterate 90 f= 7.23773D+02 |proj g|= 1.24840D-01\n",
"\n",
"At iterate 16 f= 3.00036D+00 |proj g|= 9.13375D-02\n",
"\n",
"At iterate 10 f= 3.22174D+01 |proj g|= 3.46807D+00\n",
"\n",
"At iterate 91 f= 7.23773D+02 |proj g|= 1.02351D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 11 f= 1.82644D+01 |proj g|= 1.75682D+00\n",
"\n",
"At iterate 17 f= 2.98959D+00 |proj g|= 2.79773D-02\n",
"\n",
"At iterate 92 f= 7.23773D+02 |proj g|= 1.44497D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At iterate 12 f= 1.12224D+01 |proj g|= 9.76688D-01\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21134D+03\n",
"\n",
"At iterate 18 f= 2.98581D+00 |proj g|= 1.47899D-02\n",
"\n",
"\n",
"At iterate 1 f= 1.16001D+04 |proj g|= 1.48752D+03\n",
"At iterate 93 f= 7.23773D+02 |proj g|= 4.44862D-02\n",
"\n",
"At iterate 13 f= 8.13341D+00 |proj g|= 3.44169D-01\n",
"\n",
"At iterate 19 f= 2.98311D+00 |proj g|= 2.22867D-02\n",
"\n",
"At iterate 94 f= 7.23773D+02 |proj g|= 6.20785D-02\n",
"\n",
"At iterate 2 f= 9.26285D+03 |proj g|= 6.34892D+02\n",
"\n",
"At iterate 14 f= 7.30345D+00 |proj g|= 1.65056D-01\n",
"\n",
"At iterate 20 f= 2.97775D+00 |proj g|= 3.21754D-02\n",
"\n",
"At iterate 3 f= 7.57119D+03 |proj g|= 5.17715D+02\n",
"\n",
"At iterate 15 f= 7.08950D+00 |proj g|= 7.11172D-01\n",
"\n",
"At iterate 21 f= 2.97106D+00 |proj g|= 3.08577D-02\n",
"\n",
"At iterate 4 f= 5.82908D+03 |proj g|= 1.94351D+02\n",
"\n",
"At iterate 95 f= 7.23772D+02 |proj g|= 5.22249D-03\n",
"\n",
"At iterate 16 f= 6.89884D+00 |proj g|= 8.74817D-02\n",
"\n",
"At iterate 22 f= 2.96841D+00 |proj g|= 2.32596D-02\n",
"\n",
"At iterate 5 f= 4.37117D+03 |proj g|= 3.70032D+02\n",
"\n",
"At iterate 96 f= 7.23772D+02 |proj g|= 1.87569D-02\n",
"\n",
"At iterate 17 f= 6.88054D+00 |proj g|= 2.96015D-02\n",
"\n",
"At iterate 23 f= 2.96533D+00 |proj g|= 3.89838D-03\n",
"\n",
"At iterate 97 f= 7.23772D+02 |proj g|= 6.94252D-02\n",
"\n",
"At iterate 6 f= 3.26591D+03 |proj g|= 7.35365D+02\n",
"\n",
"At iterate 18 f= 6.85532D+00 |proj g|= 4.36660D-02\n",
"\n",
"At iterate 24 f= 2.96503D+00 |proj g|= 3.34547D-03\n",
"\n",
"At iterate 7 f= 2.52535D+03 |proj g|= 2.33512D+02\n",
"\n",
"At iterate 19 f= 6.81395D+00 |proj g|= 9.99030D-02\n",
"\n",
"At iterate 25 f= 2.96463D+00 |proj g|= 4.81384D-03\n",
"\n",
"At iterate 8 f= 1.97179D+03 |proj g|= 5.25215D+01\n",
"\n",
"At iterate 98 f= 7.23772D+02 |proj g|= 1.19328D-02\n",
"\n",
"\n",
"At iterate 9 f= 1.65333D+03 |proj g|= 1.62259D+02\n",
"At iterate 99 f= 7.23772D+02 |proj g|= 3.78251D-03\n",
"\n",
"At iterate 20 f= 6.72664D+00 |proj g|= 1.19084D-01\n",
"\n",
"At iterate 26 f= 2.96433D+00 |proj g|= 5.29947D-03\n",
"\n",
"\n",
"At iterate 21 f= 6.67814D+00 |proj g|= 1.05921D-01\n",
"At iterate 100 f= 7.23772D+02 |proj g|= 4.80015D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 122 1 0 0 4.800D-02 7.238D+02\n",
" F = 723.77164511511955 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 10 f= 1.40396D+03 |proj g|= 1.93680D+02\n",
"\n",
"At iterate 27 f= 2.96430D+00 |proj g|= 6.74523D-03\n",
"\n",
"At iterate 22 f= 6.67063D+00 |proj g|= 8.04133D-02\n",
"\n",
"At iterate 11 f= 1.13001D+03 |proj g|= 1.22434D+02\n",
"\n",
"At iterate 28 f= 2.96411D+00 |proj g|= 6.57277D-04\n",
"\n",
"At iterate 23 f= 6.65039D+00 |proj g|= 1.58542D-02\n",
"\n",
"At iterate 12 f= 9.76283D+02 |proj g|= 6.31278D+01\n",
"\n",
"At iterate 29 f= 2.96409D+00 |proj g|= 3.06382D-04\n",
"\n",
"At iterate 24 f= 6.64679D+00 |proj g|= 5.30014D-03\n",
"\n",
"At iterate 13 f= 9.24967D+02 |proj g|= 3.44536D+01\n",
"\n",
"At iterate 30 f= 2.96408D+00 |proj g|= 3.41997D-04\n",
"\n",
"At iterate 25 f= 6.64557D+00 |proj g|= 4.71225D-03\n",
"\n",
"At iterate 14 f= 9.00633D+02 |proj g|= 1.56123D+01\n",
"\n",
"At iterate 31 f= 2.96407D+00 |proj g|= 6.12334D-04\n",
"\n",
"At iterate 26 f= 6.64388D+00 |proj g|= 1.13989D-02\n",
"\n",
"At iterate 15 f= 8.90778D+02 |proj g|= 4.49921D+00\n",
"\n",
"At iterate 27 f= 6.64279D+00 |proj g|= 3.22303D-02\n",
"\n",
"At iterate 16 f= 8.86655D+02 |proj g|= 1.33113D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.71402D+03\n",
"\n",
"At iterate 32 f= 2.96407D+00 |proj g|= 2.78665D-04\n",
"\n",
"At iterate 28 f= 6.64230D+00 |proj g|= 1.74589D-02\n",
"\n",
"At iterate 17 f= 8.84272D+02 |proj g|= 9.51621D+00\n",
"\n",
"At iterate 1 f= 8.06490D+03 |proj g|= 2.74410D+03\n",
"\n",
"At iterate 33 f= 2.96407D+00 |proj g|= 1.01986D-04\n",
"\n",
"At iterate 18 f= 8.82125D+02 |proj g|= 2.55747D+01\n",
"\n",
"At iterate 29 f= 6.64185D+00 |proj g|= 1.75505D-03\n",
"\n",
"At iterate 2 f= 5.14342D+03 |proj g|= 1.61969D+03\n",
"\n",
"At iterate 34 f= 2.96407D+00 |proj g|= 4.93375D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 34 36 1 0 0 4.934D-05 2.964D+00\n",
" F = 2.9640666135060658 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 30 f= 6.64178D+00 |proj g|= 8.82262D-04\n",
"\n",
"At iterate 3 f= 2.24038D+03 |proj g|= 9.50555D+02\n",
"\n",
"At iterate 19 f= 8.79334D+02 |proj g|= 8.82937D+00\n",
"\n",
"At iterate 31 f= 6.64168D+00 |proj g|= 9.34462D-04\n",
"\n",
"At iterate 4 f= 1.15500D+03 |proj g|= 2.89626D+02\n",
"\n",
"At iterate 20 f= 8.73873D+02 |proj g|= 1.03122D+01\n",
"\n",
"At iterate 21 f= 8.64586D+02 |proj g|= 3.21908D+01\n",
"\n",
"At iterate 5 f= 5.56618D+02 |proj g|= 1.92967D+02\n",
"\n",
"At iterate 32 f= 6.64161D+00 |proj g|= 1.90961D-03\n",
"\n",
"At iterate 22 f= 8.57965D+02 |proj g|= 3.57441D+01\n",
"\n",
"At iterate 6 f= 2.51504D+02 |proj g|= 7.06910D+01\n",
"\n",
"At iterate 33 f= 6.64158D+00 |proj g|= 1.18313D-03\n",
"\n",
"At iterate 7 f= 1.26019D+02 |proj g|= 4.44053D+01\n",
"\n",
"At iterate 23 f= 8.51389D+02 |proj g|= 1.77629D+01\n",
"\n",
"At iterate 34 f= 6.64155D+00 |proj g|= 5.00216D-04\n",
"\n",
"At iterate 8 f= 6.23089D+01 |proj g|= 1.73897D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.90310D+03\n",
"\n",
"At iterate 24 f= 8.49809D+02 |proj g|= 2.59263D+00\n",
"\n",
"At iterate 35 f= 6.64154D+00 |proj g|= 4.66803D-04\n",
"\n",
"At iterate 9 f= 3.14708D+01 |proj g|= 1.05986D+01\n",
"\n",
"At iterate 1 f= 1.02431D+04 |proj g|= 1.99912D+03\n",
"\n",
"At iterate 25 f= 8.49722D+02 |proj g|= 2.15047D+00\n",
"\n",
"At iterate 10 f= 1.60481D+01 |proj g|= 4.25082D+00\n",
"\n",
"At iterate 36 f= 6.64153D+00 |proj g|= 4.78038D-04\n",
"\n",
"At iterate 2 f= 6.09889D+03 |proj g|= 1.16649D+03\n",
"\n",
"At iterate 26 f= 8.49686D+02 |proj g|= 2.73084D+00\n",
"\n",
"At iterate 11 f= 8.47731D+00 |proj g|= 2.53244D+00\n",
"\n",
"At iterate 3 f= 3.85815D+03 |proj g|= 1.44277D+03\n",
"\n",
"At iterate 12 f= 4.76383D+00 |proj g|= 9.76580D-01\n",
"\n",
"At iterate 27 f= 8.49354D+02 |proj g|= 5.93201D+00\n",
"\n",
"At iterate 37 f= 6.64153D+00 |proj g|= 6.39646D-04\n",
"\n",
"At iterate 4 f= 2.34840D+03 |proj g|= 3.65288D+02\n",
"\n",
"At iterate 13 f= 2.99330D+00 |proj g|= 6.61240D-01\n",
"\n",
"At iterate 28 f= 8.48687D+02 |proj g|= 9.44943D+00\n",
"\n",
"At iterate 38 f= 6.64153D+00 |proj g|= 1.22305D-04\n",
"\n",
"At iterate 5 f= 1.57293D+03 |proj g|= 1.60495D+02\n",
"\n",
"At iterate 14 f= 2.19187D+00 |proj g|= 1.94427D-01\n",
"\n",
"At iterate 29 f= 8.47489D+02 |proj g|= 1.15486D+01\n",
"\n",
"At iterate 6 f= 1.12585D+03 |proj g|= 1.51137D+02\n",
"\n",
"At iterate 39 f= 6.64152D+00 |proj g|= 5.89767D-04\n",
"\n",
"\n",
"At iterate 30 f= 8.46018D+02 |proj g|= 7.91243D+00\n",
"At iterate 15 f= 1.88326D+00 |proj g|= 1.97543D-01\n",
"\n",
"At iterate 7 f= 8.10059D+02 |proj g|= 1.55772D+02\n",
"\n",
"At iterate 40 f= 6.64152D+00 |proj g|= 2.49115D-04\n",
"\n",
"At iterate 16 f= 1.77704D+00 |proj g|= 3.61672D-02\n",
"\n",
"At iterate 31 f= 8.45173D+02 |proj g|= 3.16959D+00\n",
"\n",
"At iterate 8 f= 4.80076D+02 |proj g|= 1.08952D+02\n",
"\n",
"At iterate 41 f= 6.64152D+00 |proj g|= 1.67854D-04\n",
"\n",
"At iterate 17 f= 1.75102D+00 |proj g|= 1.09843D-02\n",
"\n",
"At iterate 32 f= 8.45043D+02 |proj g|= 1.21389D+00\n",
"\n",
"At iterate 9 f= 2.47872D+02 |proj g|= 4.30663D+01\n",
"\n",
"At iterate 42 f= 6.64152D+00 |proj g|= 5.11025D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 42 44 1 0 0 5.110D-05 6.642D+00\n",
" F = 6.6415234549239823 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 18 f= 1.74873D+00 |proj g|= 6.53039D-03\n",
"\n",
"At iterate 33 f= 8.45018D+02 |proj g|= 8.78017D-01\n",
"\n",
"At iterate 10 f= 1.59155D+02 |proj g|= 3.81517D+01\n",
"\n",
"At iterate 34 f= 8.44930D+02 |proj g|= 9.02724D-01\n",
"\n",
"At iterate 19 f= 1.74389D+00 |proj g|= 2.80143D-03\n",
"\n",
"At iterate 11 f= 3.79197D+01 |proj g|= 3.93764D+00\n",
"\n",
"At iterate 35 f= 8.42099D+02 |proj g|= 5.67449D+00\n",
"\n",
"At iterate 12 f= 2.75827D+01 |proj g|= 4.77273D+00\n",
"\n",
"At iterate 20 f= 1.74025D+00 |proj g|= 7.46005D-03\n",
"\n",
"At iterate 13 f= 2.05444D+01 |proj g|= 4.08440D+00\n",
"\n",
"At iterate 21 f= 1.73919D+00 |proj g|= 6.09036D-03\n",
"\n",
"At iterate 36 f= 8.41666D+02 |proj g|= 1.03654D+00\n",
"\n",
"At iterate 22 f= 1.73801D+00 |proj g|= 1.41600D-03\n",
"\n",
"At iterate 23 f= 1.73781D+00 |proj g|= 1.00294D-03\n",
"\n",
"At iterate 14 f= 1.91669D+01 |proj g|= 1.70751D+00\n",
"\n",
"At iterate 37 f= 8.41474D+02 |proj g|= 1.55162D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.01060D+03\n",
"\n",
"\n",
"At iterate 38 f= 8.41412D+02 |proj g|= 1.17005D+00\n",
"At iterate 1 f= 9.18219D+03 |proj g|= 1.24275D+03\n",
"\n",
"At iterate 24 f= 1.73758D+00 |proj g|= 1.50833D-03\n",
"\n",
"At iterate 15 f= 1.66746D+01 |proj g|= 5.34546D-01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 2 f= 4.98072D+03 |proj g|= 6.03572D+02\n",
"\n",
"At iterate 25 f= 1.73751D+00 |proj g|= 1.77320D-03\n",
"\n",
"At iterate 16 f= 1.59708D+01 |proj g|= 3.33192D-01\n",
"\n",
"At iterate 39 f= 8.41321D+02 |proj g|= 5.26770D-01\n",
"\n",
"At iterate 3 f= 2.44546D+03 |proj g|= 1.03375D+03\n",
"\n",
"At iterate 40 f= 8.41224D+02 |proj g|= 6.15162D-01\n",
"\n",
"At iterate 17 f= 1.53646D+01 |proj g|= 2.12416D-01\n",
"\n",
"At iterate 26 f= 1.73745D+00 |proj g|= 4.84475D-04\n",
"\n",
"At iterate 18 f= 1.48014D+01 |proj g|= 8.57960D-02\n",
"\n",
"At iterate 4 f= 1.19533D+03 |proj g|= 3.79581D+02\n",
"\n",
"At iterate 41 f= 8.40317D+02 |proj g|= 1.34791D-01\n",
"\n",
"At iterate 27 f= 1.73744D+00 |proj g|= 3.47865D-04\n",
"\n",
"At iterate 5 f= 6.34004D+02 |proj g|= 1.85025D+02\n",
"\n",
"\n",
"At iterate 19 f= 1.46612D+01 |proj g|= 2.31001D-01\n",
"At iterate 42 f= 8.39507D+02 |proj g|= 1.78580D-01\n",
"\n",
"At iterate 28 f= 1.73744D+00 |proj g|= 6.99731D-04\n",
"\n",
"At iterate 6 f= 3.22608D+02 |proj g|= 8.93185D+01\n",
"\n",
"At iterate 20 f= 1.45411D+01 |proj g|= 1.19589D-01\n",
"\n",
"At iterate 29 f= 1.73743D+00 |proj g|= 3.97986D-04\n",
"\n",
"At iterate 43 f= 8.39499D+02 |proj g|= 1.85458D+00\n",
"\n",
"At iterate 7 f= 1.65615D+02 |proj g|= 4.31106D+01\n",
"\n",
"At iterate 21 f= 1.44510D+01 |proj g|= 4.97972D-02\n",
"\n",
"At iterate 30 f= 1.73743D+00 |proj g|= 9.71687D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 30 31 1 0 0 9.717D-05 1.737D+00\n",
" F = 1.7374274263476330 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 8 f= 8.47503D+01 |proj g|= 2.04283D+01\n",
"\n",
"At iterate 44 f= 8.39156D+02 |proj g|= 3.06431D-01\n",
"\n",
"At iterate 22 f= 1.44108D+01 |proj g|= 4.21032D-02\n",
"\n",
"At iterate 45 f= 8.39033D+02 |proj g|= 2.86541D-01\n",
"\n",
"At iterate 9 f= 4.37428D+01 |proj g|= 9.82703D+00\n",
"\n",
"At iterate 23 f= 1.43646D+01 |proj g|= 1.62548D-01\n",
"\n",
"At iterate 46 f= 8.38910D+02 |proj g|= 4.07939D-01\n",
"\n",
"At iterate 24 f= 1.43335D+01 |proj g|= 5.40421D-02\n",
"\n",
"At iterate 10 f= 2.30186D+01 |proj g|= 4.60041D+00\n",
"\n",
"At iterate 11 f= 1.27198D+01 |proj g|= 2.29971D+00\n",
"\n",
"At iterate 25 f= 1.43179D+01 |proj g|= 4.09971D-02\n",
"\n",
"At iterate 47 f= 8.38895D+02 |proj g|= 1.58420D+00\n",
"\n",
"At iterate 12 f= 7.70283D+00 |proj g|= 8.92472D-01\n",
"\n",
"At iterate 26 f= 1.43155D+01 |proj g|= 2.10320D-01\n",
"\n",
"At iterate 48 f= 8.38817D+02 |proj g|= 1.12916D+00\n",
"\n",
"At iterate 13 f= 5.31484D+00 |proj g|= 7.81321D-01\n",
"\n",
"At iterate 27 f= 1.43030D+01 |proj g|= 5.13411D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.98863D+03\n",
"\n",
"At iterate 49 f= 8.38738D+02 |proj g|= 6.40726D-02\n",
"\n",
"At iterate 28 f= 1.42958D+01 |proj g|= 2.22531D-02\n",
"\n",
"At iterate 14 f= 4.62340D+00 |proj g|= 9.80355D-01\n",
"\n",
"At iterate 1 f= 9.15069D+03 |proj g|= 1.23612D+03\n",
"\n",
"At iterate 50 f= 8.38691D+02 |proj g|= 5.53764D-01\n",
"\n",
"At iterate 29 f= 1.42830D+01 |proj g|= 6.34278D-02\n",
"\n",
"At iterate 15 f= 4.01779D+00 |proj g|= 1.00805D-01\n",
"\n",
"\n",
"At iterate 30 f= 1.42778D+01 |proj g|= 3.73371D-02\n",
"At iterate 2 f= 4.88572D+03 |proj g|= 5.91744D+02\n",
"\n",
"At iterate 51 f= 8.38655D+02 |proj g|= 6.15718D-01\n",
"\n",
"At iterate 16 f= 3.99042D+00 |proj g|= 4.27711D-02\n",
"\n",
"\n",
"At iterate 3 f= 2.36080D+03 |proj g|= 1.01946D+03\n",
"At iterate 31 f= 1.42757D+01 |proj g|= 8.05996D-03\n",
"\n",
"At iterate 17 f= 3.97718D+00 |proj g|= 9.58104D-03\n",
"\n",
"At iterate 52 f= 8.38577D+02 |proj g|= 4.08123D-01\n",
"\n",
"At iterate 4 f= 1.14011D+03 |proj g|= 3.65049D+02\n",
"\n",
"At iterate 32 f= 1.42748D+01 |proj g|= 1.62757D-02\n",
"\n",
"At iterate 18 f= 3.97120D+00 |proj g|= 9.86296D-03\n",
"\n",
"At iterate 53 f= 8.38557D+02 |proj g|= 9.18042D-01\n",
"\n",
"At iterate 5 f= 6.05719D+02 |proj g|= 1.76578D+02\n",
"\n",
"At iterate 19 f= 3.95636D+00 |proj g|= 2.63618D-02\n",
"\n",
"At iterate 33 f= 1.42737D+01 |proj g|= 2.05127D-02\n",
"\n",
"At iterate 6 f= 3.10976D+02 |proj g|= 8.70170D+01\n",
"\n",
"At iterate 54 f= 8.38536D+02 |proj g|= 9.72438D-01\n",
"\n",
"At iterate 20 f= 3.94232D+00 |proj g|= 3.22907D-02\n",
"\n",
"At iterate 34 f= 1.42724D+01 |proj g|= 1.99239D-02\n",
"\n",
"At iterate 7 f= 1.63365D+02 |proj g|= 4.41523D+01\n",
"\n",
"At iterate 55 f= 8.38508D+02 |proj g|= 1.30571D-01\n",
"\n",
"At iterate 21 f= 3.93438D+00 |proj g|= 1.38551D-02\n",
"\n",
"At iterate 8 f= 8.63268D+01 |proj g|= 2.25458D+01\n",
"\n",
"At iterate 56 f= 8.38500D+02 |proj g|= 6.18981D-02\n",
"\n",
"\n",
"At iterate 35 f= 1.42720D+01 |proj g|= 3.30629D-02\n",
"At iterate 9 f= 4.61252D+01 |proj g|= 1.16676D+01\n",
"\n",
"At iterate 22 f= 3.93332D+00 |proj g|= 1.14914D-02\n",
"\n",
"At iterate 57 f= 8.38493D+02 |proj g|= 1.18012D-01\n",
"\n",
"At iterate 36 f= 1.42711D+01 |proj g|= 1.16468D-02\n",
"\n",
"At iterate 10 f= 2.48483D+01 |proj g|= 5.78037D+00\n",
"\n",
"At iterate 23 f= 3.93294D+00 |proj g|= 2.96302D-03\n",
"\n",
"At iterate 37 f= 1.42707D+01 |proj g|= 3.50215D-03\n",
"\n",
"At iterate 11 f= 1.38457D+01 |proj g|= 2.84803D+00\n",
"\n",
"At iterate 58 f= 8.38492D+02 |proj g|= 3.79729D-01\n",
"\n",
"At iterate 24 f= 3.93281D+00 |proj g|= 1.80787D-03\n",
"\n",
"At iterate 12 f= 8.34941D+00 |proj g|= 1.30919D+00\n",
"\n",
"At iterate 38 f= 1.42704D+01 |proj g|= 4.81888D-03\n",
"\n",
"At iterate 59 f= 8.38487D+02 |proj g|= 3.03507D-01\n",
"\n",
"At iterate 25 f= 3.93255D+00 |proj g|= 5.29772D-03\n",
"\n",
"At iterate 13 f= 5.73081D+00 |proj g|= 8.06921D-01\n",
"\n",
"At iterate 60 f= 8.38473D+02 |proj g|= 8.30808D-02\n",
"\n",
"At iterate 26 f= 3.93245D+00 |proj g|= 1.56363D-03\n",
"\n",
"At iterate 39 f= 1.42703D+01 |proj g|= 1.79622D-02\n",
"\n",
"At iterate 14 f= 4.92442D+00 |proj g|= 1.05314D+00\n",
"\n",
"At iterate 27 f= 3.93239D+00 |proj g|= 3.91554D-03\n",
"\n",
"At iterate 61 f= 8.38461D+02 |proj g|= 3.00569D-01\n",
"\n",
"At iterate 40 f= 1.42701D+01 |proj g|= 3.38699D-03\n",
"\n",
"At iterate 15 f= 4.15576D+00 |proj g|= 1.01984D-01\n",
"\n",
"At iterate 62 f= 8.38429D+02 |proj g|= 6.90690D-01\n",
"\n",
"At iterate 41 f= 1.42701D+01 |proj g|= 2.01697D-03\n",
"\n",
"At iterate 28 f= 3.93234D+00 |proj g|= 5.09130D-04\n",
"\n",
"At iterate 16 f= 4.12221D+00 |proj g|= 6.92005D-02\n",
"\n",
"At iterate 63 f= 8.38408D+02 |proj g|= 6.24619D-01\n",
"\n",
"At iterate 42 f= 1.42700D+01 |proj g|= 1.57892D-03\n",
"\n",
"At iterate 29 f= 3.93233D+00 |proj g|= 1.35996D-03\n",
"\n",
"At iterate 17 f= 4.08880D+00 |proj g|= 1.51224D-02\n",
"\n",
"At iterate 30 f= 3.93232D+00 |proj g|= 1.19967D-03\n",
"\n",
"At iterate 43 f= 1.42700D+01 |proj g|= 2.39740D-03\n",
"\n",
"At iterate 18 f= 4.08263D+00 |proj g|= 1.88483D-02\n",
"\n",
"At iterate 31 f= 3.93231D+00 |proj g|= 6.64090D-04\n",
"\n",
"At iterate 64 f= 8.38402D+02 |proj g|= 4.91632D-01\n",
"\n",
"At iterate 44 f= 1.42699D+01 |proj g|= 4.34554D-03\n",
"\n",
"At iterate 19 f= 4.07174D+00 |proj g|= 2.39860D-02\n",
"\n",
"At iterate 32 f= 3.93230D+00 |proj g|= 5.06790D-04\n",
"\n",
"At iterate 45 f= 1.42699D+01 |proj g|= 1.01261D-03\n",
"\n",
"At iterate 20 f= 4.05979D+00 |proj g|= 2.78136D-02\n",
"\n",
"At iterate 65 f= 8.38398D+02 |proj g|= 1.21744D+00\n",
"\n",
"At iterate 33 f= 3.93230D+00 |proj g|= 8.99848D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 33 35 1 0 0 8.998D-05 3.932D+00\n",
" F = 3.9323019483329738 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 46 f= 1.42698D+01 |proj g|= 5.70743D-04\n",
"\n",
"At iterate 66 f= 8.38377D+02 |proj g|= 3.31192D-01\n",
"\n",
"At iterate 21 f= 4.05687D+00 |proj g|= 2.62056D-02\n",
"\n",
"At iterate 47 f= 1.42698D+01 |proj g|= 2.85907D-03\n",
"\n",
"At iterate 22 f= 4.05208D+00 |proj g|= 8.55933D-03\n",
"\n",
"At iterate 67 f= 8.38374D+02 |proj g|= 3.11328D-02\n",
"\n",
"At iterate 23 f= 4.05104D+00 |proj g|= 7.70171D-03\n",
"\n",
"At iterate 48 f= 1.42698D+01 |proj g|= 5.87790D-04\n",
"\n",
"At iterate 68 f= 8.38374D+02 |proj g|= 1.77108D-02\n",
"\n",
"At iterate 24 f= 4.05044D+00 |proj g|= 5.85613D-03\n",
"\n",
"At iterate 49 f= 1.42698D+01 |proj g|= 2.40938D-04\n",
"\n",
"At iterate 69 f= 8.38373D+02 |proj g|= 1.62858D-02\n",
"\n",
"At iterate 25 f= 4.05003D+00 |proj g|= 3.58971D-03\n",
"\n",
"At iterate 50 f= 1.42698D+01 |proj g|= 2.22822D-04\n",
"\n",
"At iterate 70 f= 8.38373D+02 |proj g|= 1.30858D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.89430D+03\n",
"\n",
"At iterate 26 f= 4.04989D+00 |proj g|= 7.58714D-03\n",
"\n",
"At iterate 51 f= 1.42698D+01 |proj g|= 1.77123D-03\n",
"\n",
"At iterate 71 f= 8.38372D+02 |proj g|= 1.77300D-02\n",
"\n",
"At iterate 1 f= 8.28161D+03 |proj g|= 3.09486D+03\n",
"\n",
"At iterate 27 f= 4.04975D+00 |proj g|= 1.52505D-03\n",
"\n",
"At iterate 52 f= 1.42698D+01 |proj g|= 1.21165D-03\n",
"\n",
"At iterate 72 f= 8.38370D+02 |proj g|= 1.19654D-01\n",
"\n",
"At iterate 2 f= 5.26417D+03 |proj g|= 2.01384D+03\n",
"\n",
"At iterate 28 f= 4.04971D+00 |proj g|= 1.26042D-03\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 53 f= 1.42698D+01 |proj g|= 4.04273D-04\n",
"\n",
"At iterate 73 f= 8.38365D+02 |proj g|= 3.52625D-01\n",
"\n",
"At iterate 3 f= 2.26681D+03 |proj g|= 9.13306D+02\n",
"\n",
"At iterate 29 f= 4.04961D+00 |proj g|= 1.36884D-03\n",
"\n",
"At iterate 54 f= 1.42698D+01 |proj g|= 1.96512D-04\n",
"\n",
"\n",
"At iterate 74 f= 8.38358D+02 |proj g|= 5.35284D-01\n",
"At iterate 4 f= 1.15920D+03 |proj g|= 4.81776D+02\n",
"\n",
"At iterate 30 f= 4.04955D+00 |proj g|= 1.21226D-03\n",
"\n",
"At iterate 55 f= 1.42698D+01 |proj g|= 2.60863D-04\n",
"\n",
"At iterate 5 f= 5.68374D+02 |proj g|= 2.43983D+02\n",
"\n",
"At iterate 75 f= 8.38347D+02 |proj g|= 6.02199D-01\n",
"\n",
"At iterate 56 f= 1.42698D+01 |proj g|= 4.08399D-04\n",
"\n",
"At iterate 6 f= 2.88099D+02 |proj g|= 1.21105D+02\n",
"\n",
"At iterate 31 f= 4.04953D+00 |proj g|= 3.70117D-04\n",
"\n",
"At iterate 57 f= 1.42698D+01 |proj g|= 2.10002D-04\n",
"\n",
"At iterate 76 f= 8.38347D+02 |proj g|= 9.13393D-01\n",
"\n",
"At iterate 32 f= 4.04952D+00 |proj g|= 2.83814D-04\n",
"\n",
"At iterate 58 f= 1.42698D+01 |proj g|= 1.20272D-04\n",
"\n",
"At iterate 7 f= 1.45848D+02 |proj g|= 6.05701D+01\n",
"\n",
"At iterate 77 f= 8.38339D+02 |proj g|= 4.31793D-01\n",
"\n",
"At iterate 59 f= 1.42698D+01 |proj g|= 3.08608D-04\n",
"\n",
"At iterate 33 f= 4.04952D+00 |proj g|= 2.83174D-04\n",
"\n",
"At iterate 8 f= 7.37301D+01 |proj g|= 3.02610D+01\n",
"\n",
"At iterate 78 f= 8.38337D+02 |proj g|= 5.79960D-02\n",
"\n",
"At iterate 60 f= 1.42698D+01 |proj g|= 1.26526D-04\n",
"\n",
"\n",
"At iterate 9 f= 3.72034D+01 |proj g|= 1.34698D+01\n",
"At iterate 79 f= 8.38337D+02 |proj g|= 2.98712D-02\n",
"\n",
"At iterate 61 f= 1.42698D+01 |proj g|= 9.84587D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 61 66 1 0 0 9.846D-05 1.427D+01\n",
" F = 14.269812997631188 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 34 f= 4.04952D+00 |proj g|= 2.36429D-04\n",
"\n",
"At iterate 80 f= 8.38337D+02 |proj g|= 4.37722D-02\n",
"\n",
"At iterate 10 f= 1.86878D+01 |proj g|= 9.01156D+00\n",
"\n",
"At iterate 35 f= 4.04952D+00 |proj g|= 9.29789D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 35 39 1 0 0 9.298D-05 4.050D+00\n",
" F = 4.0495157158271784 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 81 f= 8.38336D+02 |proj g|= 4.33930D-02\n",
"\n",
"At iterate 11 f= 8.89561D+00 |proj g|= 1.74487D+00\n",
"\n",
"At iterate 12 f= 5.18646D+00 |proj g|= 2.14569D+00\n",
"\n",
"At iterate 13 f= 2.90257D+00 |proj g|= 3.35260D-01\n",
"\n",
"At iterate 82 f= 8.38336D+02 |proj g|= 1.23507D-01\n",
"\n",
"At iterate 14 f= 2.16108D+00 |proj g|= 1.54756D-01\n",
"\n",
"At iterate 83 f= 8.38336D+02 |proj g|= 1.18270D-01\n",
"\n",
"At iterate 15 f= 1.83449D+00 |proj g|= 1.06747D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30836D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.95698D+03\n",
"\n",
"At iterate 84 f= 8.38335D+02 |proj g|= 2.41026D-01\n",
"\n",
"At iterate 16 f= 1.71036D+00 |proj g|= 5.28502D-02\n",
"\n",
"At iterate 1 f= 8.98759D+03 |proj g|= 4.59221D+03\n",
"\n",
"At iterate 1 f= 9.16836D+03 |proj g|= 1.20928D+03\n",
"\n",
"At iterate 85 f= 8.38333D+02 |proj g|= 5.38281D-02\n",
"\n",
"\n",
"At iterate 2 f= 6.98717D+03 |proj g|= 3.72632D+03\n",
"At iterate 17 f= 1.66490D+00 |proj g|= 2.90657D-02\n",
"\n",
"At iterate 2 f= 4.97344D+03 |proj g|= 5.61480D+02\n",
"\n",
"At iterate 86 f= 8.38332D+02 |proj g|= 1.26264D-01\n",
"\n",
"At iterate 18 f= 1.65398D+00 |proj g|= 1.66391D-02\n",
"\n",
"At iterate 3 f= 2.17362D+03 |proj g|= 8.96904D+02\n",
"\n",
"At iterate 3 f= 2.50658D+03 |proj g|= 1.03866D+03\n",
"\n",
"At iterate 4 f= 1.26558D+03 |proj g|= 4.89640D+02\n",
"\n",
"At iterate 19 f= 1.64398D+00 |proj g|= 7.23047D-03\n",
"\n",
"At iterate 4 f= 1.31278D+03 |proj g|= 3.96592D+02\n",
"\n",
"At iterate 87 f= 8.38331D+02 |proj g|= 1.69074D-01\n",
"\n",
"At iterate 5 f= 6.23819D+02 |proj g|= 2.43302D+02\n",
"\n",
"At iterate 20 f= 1.63661D+00 |proj g|= 6.42444D-03\n",
"\n",
"At iterate 5 f= 7.65349D+02 |proj g|= 2.01828D+02\n",
"\n",
"At iterate 88 f= 8.38330D+02 |proj g|= 1.88367D-01\n",
"\n",
"At iterate 6 f= 3.51387D+02 |proj g|= 9.20790D+01\n",
"\n",
"At iterate 21 f= 1.63243D+00 |proj g|= 8.94580D-03\n",
"\n",
"At iterate 6 f= 4.26061D+02 |proj g|= 1.00647D+02\n",
"\n",
"At iterate 7 f= 1.41805D+02 |proj g|= 4.46443D+01\n",
"\n",
"At iterate 22 f= 1.62997D+00 |proj g|= 2.81610D-03\n",
"\n",
"At iterate 7 f= 2.29077D+02 |proj g|= 4.68821D+01\n",
"\n",
"At iterate 89 f= 8.38330D+02 |proj g|= 3.86437D-02\n",
"\n",
"At iterate 23 f= 1.62908D+00 |proj g|= 5.53562D-03\n",
"\n",
"At iterate 8 f= 1.13944D+02 |proj g|= 1.92079D+01\n",
"\n",
"At iterate 8 f= 9.44538D+01 |proj g|= 2.88139D+01\n",
"\n",
"At iterate 90 f= 8.38330D+02 |proj g|= 1.21682D-02\n",
"\n",
"\n",
"At iterate 24 f= 1.62851D+00 |proj g|= 2.77580D-03\n",
"At iterate 9 f= 5.95753D+01 |proj g|= 7.32566D+00\n",
"\n",
"At iterate 9 f= 4.91447D+01 |proj g|= 8.44685D+00\n",
"\n",
"At iterate 91 f= 8.38329D+02 |proj g|= 7.14396D-03\n",
"\n",
"At iterate 25 f= 1.62803D+00 |proj g|= 2.91006D-03\n",
"\n",
"At iterate 10 f= 3.18388D+01 |proj g|= 4.86650D+00\n",
"\n",
"At iterate 10 f= 2.22161D+01 |proj g|= 5.41883D+00\n",
"\n",
"At iterate 26 f= 1.62797D+00 |proj g|= 6.44822D-03\n",
"\n",
"At iterate 11 f= 1.43472D+01 |proj g|= 1.24015D+00\n",
"\n",
"At iterate 11 f= 1.48133D+01 |proj g|= 2.89533D+00\n",
"\n",
"At iterate 92 f= 8.38328D+02 |proj g|= 1.50760D-01\n",
"\n",
"At iterate 27 f= 1.62771D+00 |proj g|= 6.48760D-04\n",
"\n",
"At iterate 12 f= 8.91629D+00 |proj g|= 9.15229D-01\n",
"\n",
"At iterate 12 f= 8.57819D+00 |proj g|= 2.31104D+00\n",
"\n",
"At iterate 93 f= 8.38326D+02 |proj g|= 1.95577D-01\n",
"\n",
"At iterate 28 f= 1.62770D+00 |proj g|= 6.16742D-04\n",
"\n",
"At iterate 13 f= 6.26301D+00 |proj g|= 6.01239D-01\n",
"\n",
"At iterate 13 f= 4.73572D+00 |proj g|= 1.55568D+00\n",
"\n",
"At iterate 29 f= 1.62765D+00 |proj g|= 1.53162D-03\n",
"\n",
"At iterate 14 f= 5.47834D+00 |proj g|= 4.91287D-01\n",
"\n",
"At iterate 94 f= 8.38326D+02 |proj g|= 1.15546D-02\n",
"\n",
"At iterate 14 f= 2.62118D+00 |proj g|= 1.34850D+00\n",
"\n",
"At iterate 30 f= 1.62761D+00 |proj g|= 1.35424D-03\n",
"\n",
"At iterate 15 f= 5.21346D+00 |proj g|= 2.57604D-01\n",
"\n",
"At iterate 15 f= 2.12357D+00 |proj g|= 8.16501D-01\n",
"\n",
"At iterate 95 f= 8.38324D+02 |proj g|= 4.35349D-02\n",
"\n",
"At iterate 31 f= 1.62760D+00 |proj g|= 5.09676D-04\n",
"\n",
"At iterate 16 f= 5.11612D+00 |proj g|= 7.89497D-02\n",
"\n",
"At iterate 16 f= 1.79327D+00 |proj g|= 4.22078D-01\n",
"\n",
"At iterate 32 f= 1.62759D+00 |proj g|= 3.11963D-04\n",
"\n",
"At iterate 17 f= 5.08987D+00 |proj g|= 4.24453D-02\n",
"\n",
"\n",
"At iterate 17 f= 1.65462D+00 |proj g|= 2.09723D-01\n",
"At iterate 96 f= 8.38324D+02 |proj g|= 5.29973D-03\n",
"\n",
"At iterate 33 f= 1.62758D+00 |proj g|= 1.01490D-04\n",
"\n",
"At iterate 18 f= 5.07313D+00 |proj g|= 3.20838D-02\n",
"\n",
"At iterate 18 f= 1.59777D+00 |proj g|= 9.33592D-02\n",
"\n",
"At iterate 97 f= 8.38324D+02 |proj g|= 2.97996D-03\n",
"\n",
"At iterate 34 f= 1.62758D+00 |proj g|= 7.54895D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 34 35 1 0 0 7.549D-05 1.628D+00\n",
" F = 1.6275841563447426 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 19 f= 5.05286D+00 |proj g|= 2.86827D-02\n",
"\n",
"At iterate 19 f= 1.57203D+00 |proj g|= 4.41684D-02\n",
"\n",
"At iterate 98 f= 8.38324D+02 |proj g|= 2.12669D-02\n",
"\n",
"At iterate 20 f= 5.03276D+00 |proj g|= 1.79691D-02\n",
"\n",
"At iterate 20 f= 1.53909D+00 |proj g|= 4.27334D-02\n",
"\n",
"At iterate 99 f= 8.38324D+02 |proj g|= 4.60546D-02\n",
"\n",
"At iterate 21 f= 5.02475D+00 |proj g|= 9.47517D-03\n",
"\n",
"At iterate 21 f= 1.49323D+00 |proj g|= 5.82636D-02\n",
"\n",
"At iterate 22 f= 5.01881D+00 |proj g|= 3.29419D-02\n",
"\n",
"At iterate 22 f= 1.42572D+00 |proj g|= 5.86568D-02\n",
"\n",
"At iterate 100 f= 8.38324D+02 |proj g|= 9.56136D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 118 1 0 0 9.561D-02 8.383D+02\n",
" F = 838.32353680715039 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 23 f= 5.01408D+00 |proj g|= 1.52510D-02\n",
"\n",
"At iterate 24 f= 5.01200D+00 |proj g|= 1.25774D-02\n",
"\n",
"At iterate 23 f= 1.39032D+00 |proj g|= 5.23624D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.90067D+03\n",
"\n",
"At iterate 25 f= 5.01007D+00 |proj g|= 8.53263D-03\n",
"\n",
"At iterate 24 f= 1.36311D+00 |proj g|= 3.83681D-02\n",
"\n",
"At iterate 1 f= 8.29683D+03 |proj g|= 3.14992D+03\n",
"\n",
"At iterate 26 f= 5.00945D+00 |proj g|= 6.92324D-03\n",
"\n",
"At iterate 25 f= 1.34160D+00 |proj g|= 1.96544D-02\n",
"\n",
"At iterate 2 f= 5.31626D+03 |proj g|= 2.09623D+03\n",
"\n",
"At iterate 26 f= 1.32985D+00 |proj g|= 3.70621D-02\n",
"\n",
"At iterate 27 f= 5.00909D+00 |proj g|= 1.69224D-02\n",
"\n",
"At iterate 3 f= 2.30187D+03 |proj g|= 9.54935D+02\n",
"\n",
"At iterate 27 f= 1.32150D+00 |proj g|= 5.85705D-02\n",
"\n",
"At iterate 28 f= 5.00865D+00 |proj g|= 3.05146D-03\n",
"\n",
"At iterate 4 f= 1.20952D+03 |proj g|= 4.86031D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.68777D+03\n",
"\n",
"At iterate 28 f= 1.30598D+00 |proj g|= 1.28952D-02\n",
"\n",
"At iterate 5 f= 6.07932D+02 |proj g|= 2.57346D+02\n",
"\n",
"At iterate 29 f= 5.00839D+00 |proj g|= 4.21889D-03\n",
"\n",
"At iterate 1 f= 1.01978D+04 |proj g|= 1.05607D+03\n",
"\n",
"At iterate 29 f= 1.30278D+00 |proj g|= 1.09995D-02\n",
"\n",
"At iterate 6 f= 3.15621D+02 |proj g|= 1.14570D+02\n",
"\n",
"At iterate 30 f= 5.00816D+00 |proj g|= 5.66785D-03\n",
"\n",
"At iterate 2 f= 7.02198D+03 |proj g|= 6.89542D+02\n",
"\n",
"At iterate 30 f= 1.29401D+00 |proj g|= 1.35391D-02\n",
"\n",
"At iterate 7 f= 1.63714D+02 |proj g|= 7.44941D+01\n",
"\n",
"At iterate 31 f= 5.00794D+00 |proj g|= 3.09835D-03\n",
"\n",
"At iterate 3 f= 4.86741D+03 |proj g|= 1.42693D+03\n",
"\n",
"At iterate 31 f= 1.28285D+00 |proj g|= 1.30024D-02\n",
"\n",
"At iterate 8 f= 8.26265D+01 |proj g|= 1.15702D+01\n",
"\n",
"At iterate 4 f= 2.80427D+03 |proj g|= 1.83878D+02\n",
"\n",
"At iterate 32 f= 5.00787D+00 |proj g|= 3.60401D-03\n",
"\n",
"At iterate 32 f= 1.27627D+00 |proj g|= 2.51556D-02\n",
"\n",
"At iterate 9 f= 3.93566D+01 |proj g|= 1.08949D+01\n",
"\n",
"At iterate 5 f= 2.12675D+03 |proj g|= 1.31472D+02\n",
"\n",
"At iterate 33 f= 5.00780D+00 |proj g|= 2.31994D-03\n",
"\n",
"At iterate 33 f= 1.27113D+00 |proj g|= 5.27967D-03\n",
"\n",
"At iterate 6 f= 1.01251D+03 |proj g|= 1.93571D+02\n",
"\n",
"At iterate 10 f= 2.17176D+01 |proj g|= 6.68207D+00\n",
"\n",
"At iterate 34 f= 1.27013D+00 |proj g|= 3.30975D-03\n",
"\n",
"At iterate 34 f= 5.00777D+00 |proj g|= 1.78042D-03\n",
"\n",
"At iterate 7 f= 5.75821D+02 |proj g|= 9.65136D+01\n",
"\n",
"At iterate 11 f= 1.16935D+01 |proj g|= 2.89084D+00\n",
"\n",
"At iterate 35 f= 1.26904D+00 |proj g|= 4.49946D-03\n",
"\n",
"At iterate 35 f= 5.00774D+00 |proj g|= 8.20752D-04\n",
"\n",
"At iterate 8 f= 3.09795D+02 |proj g|= 5.03879D+01\n",
"\n",
"At iterate 12 f= 4.98138D+00 |proj g|= 1.62834D+00\n",
"\n",
"At iterate 36 f= 1.26771D+00 |proj g|= 5.10608D-03\n",
"\n",
"At iterate 36 f= 5.00772D+00 |proj g|= 8.59890D-04\n",
"\n",
"At iterate 9 f= 1.73089D+02 |proj g|= 2.54365D+01\n",
"\n",
"At iterate 13 f= 3.74696D+00 |proj g|= 1.09426D+00\n",
"\n",
"At iterate 37 f= 1.26622D+00 |proj g|= 8.01069D-03\n",
"\n",
"At iterate 37 f= 5.00772D+00 |proj g|= 3.79175D-04\n",
"\n",
"At iterate 10 f= 1.00262D+02 |proj g|= 1.36651D+01\n",
"\n",
"At iterate 14 f= 2.58522D+00 |proj g|= 4.71217D-01\n",
"\n",
"At iterate 38 f= 1.26589D+00 |proj g|= 1.07355D-02\n",
"\n",
"At iterate 38 f= 5.00771D+00 |proj g|= 2.86162D-04\n",
"\n",
"At iterate 11 f= 5.47434D+01 |proj g|= 5.62796D+00\n",
"\n",
"At iterate 15 f= 2.18092D+00 |proj g|= 2.77970D-01\n",
"\n",
"At iterate 39 f= 1.26521D+00 |proj g|= 2.07542D-03\n",
"\n",
"At iterate 39 f= 5.00771D+00 |proj g|= 3.33388D-04\n",
"\n",
"At iterate 12 f= 3.08110D+01 |proj g|= 1.47974D+00\n",
"\n",
"At iterate 16 f= 2.02449D+00 |proj g|= 1.55455D-01\n",
"\n",
"At iterate 40 f= 1.26512D+00 |proj g|= 1.04314D-03\n",
"\n",
"At iterate 13 f= 2.20000D+01 |proj g|= 7.92977D-01\n",
"\n",
"At iterate 17 f= 1.95390D+00 |proj g|= 8.20457D-02\n",
"\n",
"At iterate 41 f= 1.26499D+00 |proj g|= 9.54296D-04\n",
"\n",
"At iterate 40 f= 5.00771D+00 |proj g|= 3.21249D-04\n",
"\n",
"At iterate 14 f= 2.02343D+01 |proj g|= 3.71291D+00\n",
"\n",
"At iterate 18 f= 1.90312D+00 |proj g|= 1.38663D-02\n",
"\n",
"At iterate 42 f= 1.26480D+00 |proj g|= 1.78201D-03\n",
"\n",
"At iterate 41 f= 5.00771D+00 |proj g|= 1.84544D-04\n",
"\n",
"At iterate 15 f= 1.86821D+01 |proj g|= 3.34124D-01\n",
"\n",
"At iterate 19 f= 1.89655D+00 |proj g|= 1.45825D-02\n",
"\n",
"At iterate 43 f= 1.26469D+00 |proj g|= 1.16268D-03\n",
"\n",
"At iterate 42 f= 5.00771D+00 |proj g|= 5.83644D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 42 45 1 0 0 5.836D-05 5.008D+00\n",
" F = 5.0077113635882649 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 16 f= 1.86401D+01 |proj g|= 1.40068D-01\n",
"\n",
"At iterate 20 f= 1.88738D+00 |proj g|= 1.15786D-02\n",
"\n",
"At iterate 44 f= 1.26462D+00 |proj g|= 5.84205D-04\n",
"\n",
"At iterate 17 f= 1.85786D+01 |proj g|= 2.92822D-01\n",
"\n",
"At iterate 21 f= 1.88106D+00 |proj g|= 1.08619D-02\n",
"\n",
"At iterate 45 f= 1.26458D+00 |proj g|= 9.55849D-04\n",
"\n",
"At iterate 46 f= 1.26456D+00 |proj g|= 9.73087D-04\n",
"\n",
"At iterate 18 f= 1.85147D+01 |proj g|= 4.68057D-01\n",
"\n",
"At iterate 22 f= 1.87639D+00 |proj g|= 7.84306D-03\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"At iterate 47 f= 1.26454D+00 |proj g|= 6.43882D-04\n",
"\n",
"At iterate 23 f= 1.86976D+00 |proj g|= 1.19671D-02\n",
"\n",
"At iterate 19 f= 1.83835D+01 |proj g|= 5.47822D-01\n",
"\n",
"At iterate 48 f= 1.26453D+00 |proj g|= 2.25536D-04\n",
"\n",
"At iterate 20 f= 1.81339D+01 |proj g|= 6.18838D-01\n",
"\n",
"At iterate 24 f= 1.86900D+00 |proj g|= 5.20094D-03\n",
"\n",
"At iterate 49 f= 1.26452D+00 |proj g|= 2.40417D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 21 f= 1.77023D+01 |proj g|= 4.61049D-01\n",
"\n",
"At iterate 25 f= 1.86826D+00 |proj g|= 3.07907D-03\n",
"\n",
"At iterate 1 f= 7.81971D+03 |proj g|= 3.12652D+03\n",
"\n",
"At iterate 26 f= 1.86772D+00 |proj g|= 2.80496D-03\n",
"\n",
"At iterate 22 f= 1.75140D+01 |proj g|= 4.26037D-01\n",
"\n",
"At iterate 2 f= 4.96054D+03 |proj g|= 2.13574D+03\n",
"\n",
"At iterate 50 f= 1.26452D+00 |proj g|= 1.17152D-03\n",
"\n",
"\n",
"At iterate 23 f= 1.74039D+01 |proj g|= 1.64249D-01\n",
"At iterate 27 f= 1.86699D+00 |proj g|= 2.21046D-03\n",
"\n",
"At iterate 3 f= 1.96254D+03 |proj g|= 1.04041D+03\n",
"\n",
"At iterate 51 f= 1.26451D+00 |proj g|= 4.28354D-04\n",
"\n",
"At iterate 28 f= 1.86686D+00 |proj g|= 5.03788D-03\n",
"\n",
"At iterate 24 f= 1.73298D+01 |proj g|= 6.43409D-02\n",
"\n",
"At iterate 4 f= 9.54248D+02 |proj g|= 4.69637D+02\n",
"\n",
"At iterate 25 f= 1.72818D+01 |proj g|= 5.00643D-02\n",
"\n",
"At iterate 52 f= 1.26451D+00 |proj g|= 1.63283D-04\n",
"\n",
"At iterate 5 f= 4.52328D+02 |proj g|= 2.62218D+02\n",
"\n",
"At iterate 29 f= 1.86646D+00 |proj g|= 8.13050D-04\n",
"\n",
"At iterate 6 f= 2.22245D+02 |proj g|= 1.03515D+02\n",
"\n",
"At iterate 30 f= 1.86641D+00 |proj g|= 5.48073D-04\n",
"\n",
"At iterate 26 f= 1.72295D+01 |proj g|= 1.02448D-01\n",
"\n",
"At iterate 53 f= 1.26451D+00 |proj g|= 9.91102D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 53 56 1 0 0 9.911D-05 1.265D+00\n",
" F = 1.2645053700822135 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 7 f= 1.09035D+02 |proj g|= 6.17988D+01\n",
"\n",
"At iterate 27 f= 1.72020D+01 |proj g|= 1.91537D-01\n",
"\n",
"At iterate 31 f= 1.86634D+00 |proj g|= 5.41145D-04\n",
"\n",
"At iterate 8 f= 5.40899D+01 |proj g|= 2.46855D+01\n",
"\n",
"At iterate 28 f= 1.71868D+01 |proj g|= 3.15448D-02\n",
"\n",
"At iterate 32 f= 1.86630D+00 |proj g|= 5.92266D-04\n",
"\n",
"At iterate 9 f= 2.72483D+01 |proj g|= 1.39220D+01\n",
"\n",
"At iterate 29 f= 1.71819D+01 |proj g|= 2.36366D-02\n",
"\n",
"At iterate 33 f= 1.86628D+00 |proj g|= 5.26665D-04\n",
"\n",
"At iterate 10 f= 1.38733D+01 |proj g|= 6.31660D+00\n",
"\n",
"At iterate 30 f= 1.71720D+01 |proj g|= 1.67407D-02\n",
"\n",
"At iterate 34 f= 1.86628D+00 |proj g|= 2.74566D-04\n",
"\n",
"At iterate 11 f= 7.24211D+00 |proj g|= 3.32722D+00\n",
"\n",
"At iterate 31 f= 1.71615D+01 |proj g|= 3.39452D-02\n",
"\n",
"At iterate 12 f= 3.95014D+00 |proj g|= 1.54448D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21314D+03\n",
"At iterate 35 f= 1.86627D+00 |proj g|= 2.16060D-04\n",
"\n",
"At iterate 13 f= 2.34214D+00 |proj g|= 8.62046D-01\n",
"\n",
"At iterate 32 f= 1.71576D+01 |proj g|= 2.90351D-02\n",
"\n",
"At iterate 1 f= 1.07535D+04 |proj g|= 9.78792D+02\n",
"\n",
"At iterate 14 f= 1.57464D+00 |proj g|= 3.32820D-01\n",
"\n",
"At iterate 33 f= 1.71541D+01 |proj g|= 1.30363D-02\n",
"\n",
"At iterate 36 f= 1.86627D+00 |proj g|= 6.03971D-04\n",
"\n",
"At iterate 2 f= 7.10519D+03 |proj g|= 2.00486D+03\n",
"\n",
"At iterate 15 f= 1.23483D+00 |proj g|= 2.35653D-01\n",
"\n",
"At iterate 34 f= 1.71515D+01 |proj g|= 1.29234D-02\n",
"\n",
"\n",
"At iterate 37 f= 1.86627D+00 |proj g|= 1.12032D-04\n",
"At iterate 3 f= 4.04268D+03 |proj g|= 2.75994D+02\n",
"\n",
"At iterate 16 f= 1.09281D+00 |proj g|= 5.01253D-02\n",
"\n",
"At iterate 35 f= 1.71506D+01 |proj g|= 4.36760D-02\n",
"\n",
"At iterate 38 f= 1.86627D+00 |proj g|= 6.54956D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 38 42 1 0 0 6.550D-05 1.866D+00\n",
" F = 1.8662658205588660 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 4 f= 2.78463D+03 |proj g|= 1.98603D+02\n",
"\n",
"At iterate 17 f= 1.05260D+00 |proj g|= 4.11243D-02\n",
"\n",
"At iterate 36 f= 1.71492D+01 |proj g|= 1.04046D-02\n",
"\n",
"At iterate 5 f= 1.55389D+03 |proj g|= 1.66909D+02\n",
"\n",
"At iterate 18 f= 1.04067D+00 |proj g|= 1.30615D-02\n",
"\n",
"At iterate 37 f= 1.71488D+01 |proj g|= 3.13101D-03\n",
"\n",
"At iterate 6 f= 1.04105D+03 |proj g|= 4.54008D+01\n",
"\n",
"At iterate 19 f= 1.03400D+00 |proj g|= 5.10300D-03\n",
"\n",
"At iterate 38 f= 1.71485D+01 |proj g|= 4.56875D-03\n",
"\n",
"At iterate 7 f= 7.97954D+02 |proj g|= 1.86914D+01\n",
"\n",
"At iterate 20 f= 1.02817D+00 |proj g|= 5.72354D-03\n",
"\n",
"At iterate 39 f= 1.71481D+01 |proj g|= 1.74392D-02\n",
"\n",
"At iterate 8 f= 6.78362D+02 |proj g|= 2.44917D+01\n",
"\n",
"At iterate 40 f= 1.71479D+01 |proj g|= 2.07403D-02\n",
"\n",
"At iterate 21 f= 1.02669D+00 |proj g|= 5.04066D-03\n",
"\n",
"At iterate 9 f= 5.98561D+02 |proj g|= 6.30423D+01\n",
"\n",
"At iterate 41 f= 1.71476D+01 |proj g|= 2.70472D-03\n",
"\n",
"At iterate 22 f= 1.02590D+00 |proj g|= 3.36909D-03\n",
"\n",
"At iterate 10 f= 5.62099D+02 |proj g|= 4.31884D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.69837D+03\n",
"\n",
"At iterate 23 f= 1.02534D+00 |proj g|= 1.91453D-03\n",
"\n",
"At iterate 42 f= 1.71476D+01 |proj g|= 4.12241D-03\n",
"\n",
"At iterate 11 f= 5.26629D+02 |proj g|= 4.12293D+01\n",
"\n",
"At iterate 24 f= 1.02526D+00 |proj g|= 2.22417D-03\n",
"\n",
"At iterate 1 f= 9.12210D+03 |proj g|= 1.96282D+03\n",
"\n",
"At iterate 43 f= 1.71475D+01 |proj g|= 6.43022D-03\n",
"\n",
"At iterate 12 f= 4.81306D+02 |proj g|= 8.57383D+00\n",
"\n",
"At iterate 2 f= 5.11221D+03 |proj g|= 7.18164D+02\n",
"\n",
"At iterate 25 f= 1.02509D+00 |proj g|= 9.50969D-04\n",
"\n",
"At iterate 13 f= 4.64157D+02 |proj g|= 1.36787D+01\n",
"\n",
"At iterate 44 f= 1.71473D+01 |proj g|= 4.33088D-03\n",
"\n",
"At iterate 3 f= 2.60252D+03 |proj g|= 1.09058D+03\n",
"\n",
"At iterate 14 f= 4.51873D+02 |proj g|= 2.74939D+01\n",
"\n",
"At iterate 26 f= 1.02507D+00 |proj g|= 4.65550D-04\n",
"\n",
"At iterate 45 f= 1.71473D+01 |proj g|= 5.96960D-03\n",
"\n",
"At iterate 4 f= 1.22438D+03 |proj g|= 1.60589D+02\n",
"\n",
"At iterate 15 f= 4.44969D+02 |proj g|= 7.12775D+00\n",
"\n",
"At iterate 27 f= 1.02505D+00 |proj g|= 2.57339D-04\n",
"\n",
"At iterate 46 f= 1.71473D+01 |proj g|= 1.64303D-02\n",
"\n",
"At iterate 5 f= 7.43251D+02 |proj g|= 1.09246D+02\n",
"\n",
"At iterate 16 f= 4.42301D+02 |proj g|= 3.87443D+00\n",
"\n",
"At iterate 47 f= 1.71472D+01 |proj g|= 4.25242D-03\n",
"\n",
"At iterate 6 f= 3.85555D+02 |proj g|= 4.91332D+01\n",
"\n",
"At iterate 17 f= 4.40810D+02 |proj g|= 4.83245D+00\n",
"\n",
"At iterate 28 f= 1.02504D+00 |proj g|= 8.44604D-04\n",
"\n",
"At iterate 7 f= 2.11824D+02 |proj g|= 3.06775D+01\n",
"\n",
"At iterate 48 f= 1.71472D+01 |proj g|= 1.90756D-03\n",
"\n",
"At iterate 18 f= 4.39791D+02 |proj g|= 1.10609D+00\n",
"\n",
"At iterate 29 f= 1.02504D+00 |proj g|= 4.88865D-04\n",
"\n",
"At iterate 8 f= 1.15213D+02 |proj g|= 1.77259D+01\n",
"\n",
"At iterate 49 f= 1.71472D+01 |proj g|= 1.74560D-03\n",
"\n",
"At iterate 19 f= 4.39470D+02 |proj g|= 1.71349D+00\n",
"\n",
"At iterate 30 f= 1.02503D+00 |proj g|= 1.10388D-04\n",
"\n",
"At iterate 9 f= 5.41452D+01 |proj g|= 8.64862D+00\n",
"\n",
"At iterate 50 f= 1.71472D+01 |proj g|= 2.10823D-03\n",
"\n",
"At iterate 20 f= 4.39107D+02 |proj g|= 3.39928D+00\n",
"\n",
"At iterate 31 f= 1.02503D+00 |proj g|= 5.43143D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 31 34 1 0 0 5.431D-05 1.025D+00\n",
" F = 1.0250327221068682 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 10 f= 3.28133D+01 |proj g|= 7.20059D+00\n",
"\n",
"At iterate 21 f= 4.37959D+02 |proj g|= 5.63519D+00\n",
"\n",
"At iterate 51 f= 1.71472D+01 |proj g|= 4.51167D-03\n",
"\n",
"At iterate 11 f= 1.69644D+01 |proj g|= 2.82310D+00\n",
"\n",
"At iterate 22 f= 4.37204D+02 |proj g|= 1.57662D+01\n",
"\n",
"At iterate 52 f= 1.71471D+01 |proj g|= 2.31133D-03\n",
"\n",
"At iterate 12 f= 1.06953D+01 |proj g|= 1.49842D+00\n",
"\n",
"At iterate 23 f= 4.34253D+02 |proj g|= 1.04669D+01\n",
"\n",
"At iterate 53 f= 1.71471D+01 |proj g|= 5.96438D-04\n",
"\n",
"At iterate 13 f= 6.53131D+00 |proj g|= 1.24156D+00\n",
"\n",
"At iterate 24 f= 4.30633D+02 |proj g|= 6.55979D+00\n",
"\n",
"At iterate 54 f= 1.71471D+01 |proj g|= 3.78639D-04\n",
"\n",
"At iterate 14 f= 5.46864D+00 |proj g|= 1.12484D-01\n",
"\n",
"At iterate 25 f= 4.27834D+02 |proj g|= 4.21857D+00\n",
"\n",
"At iterate 55 f= 1.71471D+01 |proj g|= 5.86454D-04\n",
"\n",
"At iterate 15 f= 5.09076D+00 |proj g|= 1.31686D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.84821D+03\n",
"\n",
"At iterate 56 f= 1.71471D+01 |proj g|= 5.04939D-04\n",
"\n",
"At iterate 16 f= 5.01580D+00 |proj g|= 3.06879D-01\n",
"\n",
"At iterate 26 f= 4.27381D+02 |proj g|= 5.69630D+00\n",
"\n",
"At iterate 1 f= 8.75109D+03 |proj g|= 2.17115D+03\n",
"\n",
"At iterate 17 f= 4.91092D+00 |proj g|= 7.80062D-02\n",
"\n",
"At iterate 27 f= 4.26714D+02 |proj g|= 2.20714D+00\n",
"\n",
"At iterate 2 f= 4.80610D+03 |proj g|= 1.19162D+03\n",
"\n",
"At iterate 57 f= 1.71471D+01 |proj g|= 1.06729D-03\n",
"\n",
"At iterate 18 f= 4.89026D+00 |proj g|= 3.21392D-02\n",
"\n",
"At iterate 28 f= 4.26469D+02 |proj g|= 7.37231D-01\n",
"\n",
"At iterate 3 f= 2.65264D+03 |proj g|= 7.83487D+02\n",
"\n",
"At iterate 58 f= 1.71471D+01 |proj g|= 8.07144D-04\n",
"\n",
"At iterate 19 f= 4.84920D+00 |proj g|= 4.09689D-02\n",
"\n",
"At iterate 29 f= 4.26425D+02 |proj g|= 5.52606D-01\n",
"\n",
"At iterate 4 f= 1.43363D+03 |proj g|= 2.76806D+02\n",
"\n",
"At iterate 59 f= 1.71471D+01 |proj g|= 4.29602D-04\n",
"\n",
"At iterate 20 f= 4.82432D+00 |proj g|= 6.38371D-02\n",
"\n",
"At iterate 30 f= 4.26310D+02 |proj g|= 4.82049D-01\n",
"\n",
"At iterate 5 f= 8.31651D+02 |proj g|= 1.32413D+02\n",
"\n",
"At iterate 60 f= 1.71471D+01 |proj g|= 1.49138D-04\n",
"\n",
"At iterate 21 f= 4.78668D+00 |proj g|= 5.33033D-02\n",
"\n",
"At iterate 31 f= 4.25976D+02 |proj g|= 1.55414D+00\n",
"\n",
"At iterate 6 f= 5.54641D+02 |proj g|= 7.85200D+01\n",
"\n",
"At iterate 61 f= 1.71471D+01 |proj g|= 1.23217D-04\n",
"\n",
"At iterate 22 f= 4.77683D+00 |proj g|= 4.82361D-02\n",
"\n",
"At iterate 32 f= 4.25324D+02 |proj g|= 2.74876D+00\n",
"\n",
"\n",
"At iterate 7 f= 4.39959D+02 |proj g|= 2.23838D+01\n",
"At iterate 62 f= 1.71471D+01 |proj g|= 2.23092D-04\n",
"\n",
"At iterate 23 f= 4.76269D+00 |proj g|= 1.50050D-02\n",
"\n",
"At iterate 33 f= 4.24248D+02 |proj g|= 2.93904D+00\n",
"\n",
"At iterate 8 f= 3.90249D+02 |proj g|= 1.16823D+01\n",
"\n",
"At iterate 63 f= 1.71471D+01 |proj g|= 3.77494D-04\n",
"\n",
"At iterate 24 f= 4.76003D+00 |proj g|= 2.04816D-02\n",
"\n",
"At iterate 9 f= 3.55474D+02 |proj g|= 8.77559D+00\n",
"\n",
"\n",
"At iterate 25 f= 4.75794D+00 |proj g|= 1.69126D-02\n",
"At iterate 34 f= 4.24129D+02 |proj g|= 4.49258D+00\n",
"\n",
"At iterate 10 f= 3.31609D+02 |proj g|= 3.31650D+00\n",
"\n",
"At iterate 64 f= 1.71471D+01 |proj g|= 8.86376D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 64 69 1 0 0 8.864D-05 1.715D+01\n",
" F = 17.147111318267569 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 26 f= 4.75540D+00 |proj g|= 6.79655D-03\n",
"\n",
"At iterate 35 f= 4.23419D+02 |proj g|= 2.17824D+00\n",
"\n",
"At iterate 11 f= 3.08450D+02 |proj g|= 7.13957D+00\n",
"\n",
"At iterate 36 f= 4.23282D+02 |proj g|= 5.38402D-01\n",
"\n",
"At iterate 27 f= 4.75195D+00 |proj g|= 5.64274D-03\n",
"\n",
"\n",
"At iterate 28 f= 4.74979D+00 |proj g|= 7.12869D-03\n",
"At iterate 37 f= 4.23256D+02 |proj g|= 2.90590D-01\n",
"\n",
"At iterate 12 f= 2.93666D+02 |proj g|= 1.97702D+01\n",
"\n",
"At iterate 38 f= 4.23242D+02 |proj g|= 7.59024D-01\n",
"\n",
"At iterate 29 f= 4.74843D+00 |proj g|= 9.96924D-03\n",
"\n",
"At iterate 13 f= 2.72500D+02 |proj g|= 4.33140D+00\n",
"\n",
"\n",
"At iterate 30 f= 4.74814D+00 |proj g|= 2.08179D-02\n",
"\n",
"At iterate 14 f= 2.59979D+02 |proj g|= 1.25773D+01\n",
"At iterate 39 f= 4.23227D+02 |proj g|= 6.17375D-01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.44316D+03\n",
"\n",
"At iterate 31 f= 4.74759D+00 |proj g|= 5.59908D-03\n",
"\n",
"At iterate 40 f= 4.23172D+02 |proj g|= 1.69814D+00\n",
"\n",
"At iterate 15 f= 2.52622D+02 |proj g|= 8.35126D+00\n",
"\n",
"At iterate 1 f= 9.04751D+03 |proj g|= 4.23683D+03\n",
"\n",
"\n",
"At iterate 16 f= 2.45584D+02 |proj g|= 6.11989D+00\n",
"At iterate 32 f= 4.74732D+00 |proj g|= 2.77377D-03\n",
"\n",
"At iterate 41 f= 4.23130D+02 |proj g|= 4.92445D-01\n",
"\n",
"At iterate 2 f= 6.95758D+03 |proj g|= 3.34370D+03\n",
"\n",
"At iterate 17 f= 2.41756D+02 |proj g|= 1.19888D+00\n",
"\n",
"At iterate 42 f= 4.23095D+02 |proj g|= 4.41832D-01\n",
"\n",
"At iterate 33 f= 4.74704D+00 |proj g|= 4.01298D-03\n",
"\n",
"At iterate 18 f= 2.39807D+02 |proj g|= 1.03532D+00\n",
"\n",
"At iterate 3 f= 2.75223D+03 |proj g|= 1.30690D+03\n",
"\n",
"At iterate 43 f= 4.23038D+02 |proj g|= 1.19743D+00\n",
"\n",
"At iterate 34 f= 4.74669D+00 |proj g|= 4.49833D-03\n",
"\n",
"At iterate 4 f= 1.63403D+03 |proj g|= 6.80333D+02\n",
"\n",
"At iterate 44 f= 4.22895D+02 |proj g|= 2.34482D+00\n",
"\n",
"At iterate 19 f= 2.36802D+02 |proj g|= 1.21826D+00\n",
"\n",
"At iterate 5 f= 9.09154D+02 |proj g|= 3.34875D+02\n",
"\n",
"At iterate 45 f= 4.22637D+02 |proj g|= 3.16744D+00\n",
"\n",
"At iterate 35 f= 4.74659D+00 |proj g|= 3.76833D-03\n",
"\n",
"At iterate 6 f= 5.19197D+02 |proj g|= 6.02241D+01\n",
"\n",
"At iterate 46 f= 4.22275D+02 |proj g|= 5.13618D+00\n",
"\n",
"At iterate 20 f= 2.34777D+02 |proj g|= 3.77797D+00\n",
"\n",
"At iterate 36 f= 4.74649D+00 |proj g|= 1.60200D-03\n",
"\n",
"At iterate 47 f= 4.22141D+02 |proj g|= 1.12684D+00\n",
"\n",
"At iterate 7 f= 2.73333D+02 |proj g|= 4.99928D+01\n",
"\n",
"At iterate 37 f= 4.74646D+00 |proj g|= 1.72203D-03\n",
"\n",
"At iterate 48 f= 4.22017D+02 |proj g|= 2.56627D-01\n",
"\n",
"At iterate 21 f= 2.34032D+02 |proj g|= 2.51136D+00\n",
"\n",
"At iterate 38 f= 4.74643D+00 |proj g|= 1.93085D-03\n",
"\n",
"At iterate 8 f= 1.84964D+02 |proj g|= 3.72210D+01\n",
"\n",
"At iterate 22 f= 2.32831D+02 |proj g|= 1.33584D+00\n",
"\n",
"At iterate 49 f= 4.21995D+02 |proj g|= 3.80426D-01\n",
"\n",
"At iterate 9 f= 1.04878D+02 |proj g|= 2.48647D+01\n",
"\n",
"At iterate 23 f= 2.32016D+02 |proj g|= 2.79422D+00\n",
"\n",
"At iterate 39 f= 4.74641D+00 |proj g|= 4.45052D-03\n",
"\n",
"At iterate 50 f= 4.21980D+02 |proj g|= 5.81226D-01\n",
"\n",
"At iterate 10 f= 5.59500D+01 |proj g|= 1.58210D+01\n",
"\n",
"At iterate 24 f= 2.30850D+02 |proj g|= 2.53964D+00\n",
"\n",
"At iterate 11 f= 3.02197D+01 |proj g|= 7.20269D+00\n",
"\n",
"At iterate 40 f= 4.74639D+00 |proj g|= 2.30984D-03\n",
"\n",
"At iterate 51 f= 4.21964D+02 |proj g|= 3.38685D-01\n",
"\n",
"At iterate 25 f= 2.29847D+02 |proj g|= 1.08290D+00\n",
"\n",
"At iterate 12 f= 1.68101D+01 |proj g|= 4.78918D+00\n",
"\n",
"At iterate 41 f= 4.74638D+00 |proj g|= 3.93432D-04\n",
"\n",
"At iterate 26 f= 2.29696D+02 |proj g|= 5.60242D-01\n",
"\n",
"At iterate 52 f= 4.21921D+02 |proj g|= 8.37747D-01\n",
"\n",
"At iterate 13 f= 1.29643D+01 |proj g|= 6.66097D+00\n",
"\n",
"At iterate 27 f= 2.29210D+02 |proj g|= 6.47725D-01\n",
"\n",
"At iterate 42 f= 4.74637D+00 |proj g|= 6.68094D-04\n",
"\n",
"At iterate 53 f= 4.21885D+02 |proj g|= 7.36074D-01\n",
"\n",
"At iterate 14 f= 6.05703D+00 |proj g|= 1.44176D+00\n",
"\n",
"At iterate 28 f= 2.28520D+02 |proj g|= 1.70415D+00\n",
"\n",
"At iterate 43 f= 4.74636D+00 |proj g|= 4.34882D-04\n",
"\n",
"At iterate 54 f= 4.21841D+02 |proj g|= 4.07081D-01\n",
"\n",
"At iterate 15 f= 4.74724D+00 |proj g|= 7.98849D-01\n",
"\n",
"At iterate 29 f= 2.27680D+02 |proj g|= 1.26069D+00\n",
"\n",
"At iterate 55 f= 4.21784D+02 |proj g|= 8.17878D-01\n",
"\n",
"At iterate 16 f= 3.70864D+00 |proj g|= 3.20166D-01\n",
"\n",
"At iterate 44 f= 4.74636D+00 |proj g|= 1.34014D-03\n",
"\n",
"At iterate 30 f= 2.26026D+02 |proj g|= 1.61592D+00\n",
"\n",
"At iterate 56 f= 4.21731D+02 |proj g|= 9.95890D-01\n",
"\n",
"At iterate 17 f= 3.35135D+00 |proj g|= 1.56790D-01\n",
"\n",
"\n",
"At iterate 31 f= 2.25632D+02 |proj g|= 1.50494D+00\n",
"At iterate 45 f= 4.74635D+00 |proj g|= 1.89785D-04\n",
"\n",
"At iterate 57 f= 4.21662D+02 |proj g|= 7.87219D-01\n",
"\n",
"\n",
"At iterate 32 f= 2.25487D+02 |proj g|= 8.24152D-01\n",
"At iterate 46 f= 4.74635D+00 |proj g|= 3.68142D-04\n",
"\n",
"At iterate 18 f= 3.17595D+00 |proj g|= 1.07454D-01\n",
"\n",
"At iterate 33 f= 2.25282D+02 |proj g|= 2.22119D-01\n",
"\n",
"At iterate 19 f= 3.06317D+00 |proj g|= 6.58930D-02\n",
"\n",
"At iterate 47 f= 4.74635D+00 |proj g|= 4.43793D-04\n",
"\n",
"At iterate 58 f= 4.21628D+02 |proj g|= 8.85646D-01\n",
"\n",
"At iterate 34 f= 2.25141D+02 |proj g|= 1.01073D+00\n",
"\n",
"At iterate 48 f= 4.74635D+00 |proj g|= 4.77527D-04\n",
"\n",
"At iterate 20 f= 2.99139D+00 |proj g|= 1.31421D-01\n",
"\n",
"At iterate 49 f= 4.74634D+00 |proj g|= 1.39231D-04\n",
"\n",
"At iterate 59 f= 4.21617D+02 |proj g|= 4.17743D-01\n",
"\n",
"At iterate 35 f= 2.24971D+02 |proj g|= 3.65360D-01\n",
"\n",
"At iterate 21 f= 2.96694D+00 |proj g|= 1.30373D-01\n",
"\n",
"At iterate 60 f= 4.21595D+02 |proj g|= 4.36695D-01\n",
"\n",
"At iterate 50 f= 4.74634D+00 |proj g|= 7.45219D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 50 54 1 0 0 7.452D-05 4.746D+00\n",
" F = 4.7463430935240662 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 36 f= 2.24847D+02 |proj g|= 2.75842D+00\n",
"\n",
"At iterate 22 f= 2.92272D+00 |proj g|= 1.06241D-01\n",
"\n",
"At iterate 61 f= 4.21585D+02 |proj g|= 1.74628D-01\n",
"\n",
"At iterate 37 f= 2.24758D+02 |proj g|= 5.17466D-01\n",
"\n",
"At iterate 23 f= 2.87400D+00 |proj g|= 8.46596D-02\n",
"\n",
"At iterate 62 f= 4.21577D+02 |proj g|= 3.43027D-01\n",
"\n",
"At iterate 38 f= 2.24734D+02 |proj g|= 4.22714D-01\n",
"\n",
"At iterate 24 f= 2.84670D+00 |proj g|= 7.12647D-02\n",
"\n",
"At iterate 63 f= 4.21568D+02 |proj g|= 1.64638D-01\n",
"\n",
"At iterate 39 f= 2.24714D+02 |proj g|= 8.13730D-01\n",
"\n",
"At iterate 25 f= 2.82213D+00 |proj g|= 4.51316D-02\n",
"\n",
"At iterate 64 f= 4.21558D+02 |proj g|= 2.63553D-01\n",
"\n",
"At iterate 40 f= 2.24664D+02 |proj g|= 1.14942D+00\n",
"\n",
"At iterate 26 f= 2.79770D+00 |proj g|= 2.58614D-02\n",
"\n",
"At iterate 65 f= 4.21545D+02 |proj g|= 3.37532D-01\n",
"\n",
"At iterate 41 f= 2.24549D+02 |proj g|= 1.34275D+00\n",
"\n",
"At iterate 27 f= 2.78076D+00 |proj g|= 2.16009D-02\n",
"\n",
"At iterate 66 f= 4.21520D+02 |proj g|= 1.52254D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.44316D+03\n",
"\n",
"At iterate 28 f= 2.76531D+00 |proj g|= 6.12245D-02\n",
"\n",
"At iterate 1 f= 9.65987D+03 |proj g|= 4.84473D+03\n",
"\n",
"At iterate 42 f= 2.24444D+02 |proj g|= 1.66614D+00\n",
"\n",
"At iterate 67 f= 4.21498D+02 |proj g|= 5.88247D-01\n",
"\n",
"At iterate 2 f= 7.76640D+03 |proj g|= 3.97447D+03\n",
"\n",
"At iterate 29 f= 2.75052D+00 |proj g|= 3.08036D-02\n",
"\n",
"At iterate 43 f= 2.24177D+02 |proj g|= 1.03202D+00\n",
"\n",
"At iterate 30 f= 2.74265D+00 |proj g|= 1.20322D-02\n",
"\n",
"\n",
"At iterate 68 f= 4.21453D+02 |proj g|= 2.91771D-01\n",
"At iterate 3 f= 2.57895D+03 |proj g|= 9.86039D+02\n",
"\n",
"At iterate 44 f= 2.23929D+02 |proj g|= 5.17428D-01\n",
"\n",
"At iterate 4 f= 1.68755D+03 |proj g|= 4.45289D+02\n",
"\n",
"\n",
"At iterate 69 f= 4.21404D+02 |proj g|= 2.81192D-01\n",
"At iterate 31 f= 2.73653D+00 |proj g|= 1.34150D-02\n",
"\n",
"At iterate 45 f= 2.23725D+02 |proj g|= 6.25911D-01\n",
"\n",
"At iterate 5 f= 9.43569D+02 |proj g|= 1.63070D+02\n",
"\n",
"At iterate 32 f= 2.72793D+00 |proj g|= 2.13491D-02\n",
"\n",
"At iterate 70 f= 4.21388D+02 |proj g|= 8.24452D-01\n",
"\n",
"At iterate 46 f= 2.23568D+02 |proj g|= 8.20224D-01\n",
"\n",
"At iterate 6 f= 5.67872D+02 |proj g|= 1.83934D+02\n",
"\n",
"At iterate 33 f= 2.72222D+00 |proj g|= 1.63619D-02\n",
"\n",
"At iterate 47 f= 2.23506D+02 |proj g|= 4.37465D-01\n",
"\n",
"At iterate 7 f= 3.11583D+02 |proj g|= 3.95510D+01\n",
"\n",
"At iterate 34 f= 2.71555D+00 |proj g|= 1.15618D-02\n",
"\n",
"At iterate 48 f= 2.23445D+02 |proj g|= 2.50068D-01\n",
"\n",
"At iterate 71 f= 4.21380D+02 |proj g|= 2.24267D-01\n",
"\n",
"At iterate 8 f= 2.13961D+02 |proj g|= 2.61144D+01\n",
"\n",
"At iterate 35 f= 2.70893D+00 |proj g|= 3.82736D-02\n",
"\n",
"At iterate 49 f= 2.23423D+02 |proj g|= 9.66051D-01\n",
"\n",
"At iterate 72 f= 4.21372D+02 |proj g|= 1.53487D-01\n",
"\n",
"At iterate 9 f= 1.20383D+02 |proj g|= 1.98419D+01\n",
"\n",
"At iterate 36 f= 2.70496D+00 |proj g|= 1.35517D-02\n",
"\n",
"At iterate 73 f= 4.21362D+02 |proj g|= 1.34663D-01\n",
"\n",
"At iterate 50 f= 2.23389D+02 |proj g|= 2.34473D-01\n",
"\n",
"At iterate 10 f= 5.97204D+01 |proj g|= 1.05988D+01\n",
"\n",
"At iterate 37 f= 2.70215D+00 |proj g|= 1.16080D-02\n",
"\n",
"At iterate 51 f= 2.23350D+02 |proj g|= 4.58860D-01\n",
"\n",
"At iterate 11 f= 3.83152D+01 |proj g|= 7.76180D+00\n",
"\n",
"At iterate 38 f= 2.69733D+00 |proj g|= 5.60823D-03\n",
"\n",
"At iterate 74 f= 4.21361D+02 |proj g|= 1.98122D-01\n",
"\n",
"At iterate 52 f= 2.23295D+02 |proj g|= 5.91337D-01\n",
"\n",
"At iterate 12 f= 1.98885D+01 |proj g|= 5.48577D+00\n",
"\n",
"At iterate 39 f= 2.69542D+00 |proj g|= 1.25979D-02\n",
"\n",
"At iterate 75 f= 4.21360D+02 |proj g|= 5.78254D-02\n",
"\n",
"At iterate 53 f= 2.23227D+02 |proj g|= 6.15887D-01\n",
"\n",
"At iterate 40 f= 2.69368D+00 |proj g|= 5.71681D-03\n",
"\n",
"At iterate 76 f= 4.21359D+02 |proj g|= 4.98830D-02\n",
"\n",
"At iterate 13 f= 1.61946D+01 |proj g|= 6.77160D+00\n",
"\n",
"At iterate 41 f= 2.69256D+00 |proj g|= 5.73754D-03\n",
"\n",
"At iterate 54 f= 2.23199D+02 |proj g|= 6.72068D-01\n",
"\n",
"At iterate 77 f= 4.21356D+02 |proj g|= 1.75204D-01\n",
"\n",
"At iterate 14 f= 8.55317D+00 |proj g|= 2.18317D+00\n",
"\n",
"At iterate 42 f= 2.69144D+00 |proj g|= 4.22846D-03\n",
"\n",
"At iterate 55 f= 2.23153D+02 |proj g|= 1.83185D-01\n",
"\n",
"At iterate 78 f= 4.21353D+02 |proj g|= 2.18368D-01\n",
"\n",
"At iterate 15 f= 6.01097D+00 |proj g|= 1.23218D+00\n",
"\n",
"At iterate 43 f= 2.69060D+00 |proj g|= 5.02594D-03\n",
"\n",
"At iterate 56 f= 2.23139D+02 |proj g|= 7.13359D-02\n",
"\n",
"At iterate 79 f= 4.21347D+02 |proj g|= 1.76863D-01\n",
"\n",
"At iterate 16 f= 4.24562D+00 |proj g|= 6.18594D-01\n",
"\n",
"At iterate 44 f= 2.68960D+00 |proj g|= 1.27436D-02\n",
"\n",
"At iterate 57 f= 2.23107D+02 |proj g|= 2.41106D-01\n",
"\n",
"At iterate 80 f= 4.21339D+02 |proj g|= 1.73560D-01\n",
"\n",
"At iterate 17 f= 3.42774D+00 |proj g|= 3.45293D-01\n",
"\n",
"At iterate 45 f= 2.68908D+00 |proj g|= 8.16429D-03\n",
"\n",
"\n",
"At iterate 58 f= 2.23087D+02 |proj g|= 2.43513D-01\n",
"At iterate 81 f= 4.21333D+02 |proj g|= 3.70616D-01\n",
"\n",
"At iterate 18 f= 3.06815D+00 |proj g|= 2.06202D-01\n",
"\n",
"At iterate 46 f= 2.68875D+00 |proj g|= 3.60759D-03\n",
"\n",
"At iterate 82 f= 4.21327D+02 |proj g|= 9.84762D-02\n",
"\n",
"At iterate 19 f= 2.91432D+00 |proj g|= 1.27628D-01\n",
"\n",
"At iterate 47 f= 2.68853D+00 |proj g|= 4.08328D-03\n",
"\n",
"At iterate 59 f= 2.23071D+02 |proj g|= 4.52359D-01\n",
"\n",
"At iterate 83 f= 4.21315D+02 |proj g|= 9.69633D-01\n",
"\n",
"At iterate 48 f= 2.68836D+00 |proj g|= 6.25486D-03\n",
"\n",
"At iterate 60 f= 2.23055D+02 |proj g|= 7.21529D-01\n",
"\n",
"At iterate 20 f= 2.85371D+00 |proj g|= 1.87746D-01\n",
"\n",
"At iterate 84 f= 4.21303D+02 |proj g|= 5.54162D-01\n",
"\n",
"At iterate 49 f= 2.68818D+00 |proj g|= 3.56207D-03\n",
"\n",
"At iterate 21 f= 2.78072D+00 |proj g|= 1.29289D-01\n",
"\n",
"At iterate 61 f= 2.23041D+02 |proj g|= 3.90666D-01\n",
"\n",
"At iterate 85 f= 4.21281D+02 |proj g|= 3.02356D-01\n",
"\n",
"At iterate 50 f= 2.68806D+00 |proj g|= 2.68441D-03\n",
"\n",
"At iterate 22 f= 2.69548D+00 |proj g|= 8.73015D-02\n",
"\n",
"At iterate 62 f= 2.23027D+02 |proj g|= 1.43474D-01\n",
"\n",
"At iterate 86 f= 4.21275D+02 |proj g|= 2.57096D-01\n",
"\n",
"At iterate 51 f= 2.68789D+00 |proj g|= 1.43625D-03\n",
"\n",
"At iterate 23 f= 2.59756D+00 |proj g|= 3.86758D-02\n",
"\n",
"At iterate 63 f= 2.23016D+02 |proj g|= 1.15953D-01\n",
"\n",
"At iterate 87 f= 4.21270D+02 |proj g|= 4.67824D-01\n",
"\n",
"At iterate 52 f= 2.68767D+00 |proj g|= 1.29818D-03\n",
"\n",
"At iterate 24 f= 2.58333D+00 |proj g|= 1.52452D-01\n",
"\n",
"At iterate 64 f= 2.23003D+02 |proj g|= 1.06917D-01\n",
"\n",
"At iterate 88 f= 4.21264D+02 |proj g|= 8.01467D-02\n",
"\n",
"At iterate 25 f= 2.53647D+00 |proj g|= 2.85265D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 65 f= 2.22994D+02 |proj g|= 3.49204D-01\n",
"\n",
"At iterate 89 f= 4.21262D+02 |proj g|= 1.04728D-01\n",
"\n",
"At iterate 53 f= 2.68758D+00 |proj g|= 2.55939D-03\n",
"\n",
"At iterate 26 f= 2.51021D+00 |proj g|= 4.06925D-02\n",
"\n",
"At iterate 66 f= 2.22990D+02 |proj g|= 2.18889D-01\n",
"\n",
"At iterate 54 f= 2.68747D+00 |proj g|= 1.07143D-03\n",
"\n",
"At iterate 90 f= 4.21260D+02 |proj g|= 1.36868D-01\n",
"\n",
"At iterate 27 f= 2.48438D+00 |proj g|= 2.47604D-02\n",
"\n",
"At iterate 67 f= 2.22976D+02 |proj g|= 8.63697D-02\n",
"\n",
"At iterate 91 f= 4.21257D+02 |proj g|= 5.68679D-02\n",
"\n",
"At iterate 55 f= 2.68743D+00 |proj g|= 9.72044D-04\n",
"\n",
"At iterate 28 f= 2.45478D+00 |proj g|= 5.98032D-02\n",
"\n",
"At iterate 56 f= 2.68739D+00 |proj g|= 1.84337D-03\n",
"\n",
"At iterate 92 f= 4.21255D+02 |proj g|= 8.65334D-02\n",
"\n",
"At iterate 68 f= 2.22970D+02 |proj g|= 5.96834D-02\n",
"\n",
"At iterate 29 f= 2.40470D+00 |proj g|= 5.26358D-02\n",
"\n",
"At iterate 57 f= 2.68736D+00 |proj g|= 8.77187D-04\n",
"\n",
"At iterate 93 f= 4.21252D+02 |proj g|= 2.07051D-01\n",
"\n",
"At iterate 69 f= 2.22964D+02 |proj g|= 8.87201D-02\n",
"\n",
"At iterate 94 f= 4.21242D+02 |proj g|= 4.48913D-01\n",
"\n",
"At iterate 58 f= 2.68733D+00 |proj g|= 6.99628D-04\n",
"\n",
"At iterate 70 f= 2.22962D+02 |proj g|= 2.02038D-01\n",
"\n",
"At iterate 30 f= 2.39158D+00 |proj g|= 3.82435D-02\n",
"\n",
"At iterate 95 f= 4.21234D+02 |proj g|= 4.63183D-01\n",
"\n",
"At iterate 59 f= 2.68732D+00 |proj g|= 1.76938D-03\n",
"\n",
"At iterate 31 f= 2.37894D+00 |proj g|= 1.50854D-02\n",
"\n",
"At iterate 71 f= 2.22959D+02 |proj g|= 1.44465D-01\n",
"\n",
"At iterate 60 f= 2.68731D+00 |proj g|= 9.57828D-04\n",
"\n",
"At iterate 96 f= 4.21234D+02 |proj g|= 2.85255D-01\n",
"\n",
"At iterate 32 f= 2.36875D+00 |proj g|= 2.31073D-02\n",
"\n",
"At iterate 72 f= 2.22958D+02 |proj g|= 3.09830D-01\n",
"\n",
"At iterate 61 f= 2.68731D+00 |proj g|= 4.75618D-04\n",
"\n",
"At iterate 97 f= 4.21229D+02 |proj g|= 1.01075D-01\n",
"\n",
"At iterate 33 f= 2.36137D+00 |proj g|= 4.64771D-02\n",
"\n",
"At iterate 73 f= 2.22956D+02 |proj g|= 4.66532D-02\n",
"\n",
"At iterate 62 f= 2.68730D+00 |proj g|= 3.45175D-04\n",
"\n",
"At iterate 98 f= 4.21228D+02 |proj g|= 4.03276D-02\n",
"\n",
"At iterate 34 f= 2.34962D+00 |proj g|= 5.25170D-02\n",
"\n",
"At iterate 74 f= 2.22956D+02 |proj g|= 4.89365D-02\n",
"\n",
"At iterate 63 f= 2.68730D+00 |proj g|= 4.41336D-04\n",
"\n",
"At iterate 99 f= 4.21227D+02 |proj g|= 1.66868D-01\n",
"\n",
"At iterate 35 f= 2.33684D+00 |proj g|= 8.56093D-02\n",
"\n",
"At iterate 75 f= 2.22954D+02 |proj g|= 1.29091D-01\n",
"\n",
"At iterate 64 f= 2.68729D+00 |proj g|= 6.10806D-04\n",
"\n",
"At iterate 36 f= 2.32325D+00 |proj g|= 1.84703D-02\n",
"\n",
"At iterate 76 f= 2.22950D+02 |proj g|= 2.03848D-01\n",
"\n",
"At iterate 100 f= 4.21227D+02 |proj g|= 1.47210D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 109 1 0 0 1.472D-01 4.212D+02\n",
" F = 421.22653632069864 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 37 f= 2.31752D+00 |proj g|= 2.29999D-02\n",
"\n",
"At iterate 77 f= 2.22944D+02 |proj g|= 2.51233D-01\n",
"\n",
"At iterate 65 f= 2.68729D+00 |proj g|= 3.65872D-04\n",
"\n",
"At iterate 38 f= 2.30840D+00 |proj g|= 1.52556D-02\n",
"\n",
"At iterate 66 f= 2.68728D+00 |proj g|= 1.46600D-04\n",
"\n",
"At iterate 78 f= 2.22940D+02 |proj g|= 1.62715D-01\n",
"\n",
"At iterate 39 f= 2.30468D+00 |proj g|= 2.96983D-02\n",
"\n",
"At iterate 67 f= 2.68728D+00 |proj g|= 2.19064D-04\n",
"\n",
"At iterate 79 f= 2.22932D+02 |proj g|= 1.18189D-01\n",
"\n",
"At iterate 40 f= 2.29916D+00 |proj g|= 1.07699D-02\n",
"\n",
"At iterate 80 f= 2.22929D+02 |proj g|= 3.36733D-02\n",
"\n",
"At iterate 68 f= 2.68728D+00 |proj g|= 2.94328D-04\n",
"\n",
"At iterate 41 f= 2.29695D+00 |proj g|= 1.06788D-02\n",
"\n",
"At iterate 81 f= 2.22927D+02 |proj g|= 9.65595D-02\n",
"\n",
"At iterate 69 f= 2.68728D+00 |proj g|= 1.68747D-04\n",
"\n",
"At iterate 42 f= 2.29448D+00 |proj g|= 1.04952D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.44316D+03\n",
"\n",
"At iterate 82 f= 2.22926D+02 |proj g|= 8.24749D-02\n",
"\n",
"At iterate 43 f= 2.29222D+00 |proj g|= 1.19733D-02\n",
"\n",
"At iterate 1 f= 8.77638D+03 |proj g|= 3.34807D+03\n",
"\n",
"At iterate 83 f= 2.22924D+02 |proj g|= 3.68913D-01\n",
"\n",
"At iterate 70 f= 2.68728D+00 |proj g|= 2.02545D-04\n",
"\n",
"At iterate 2 f= 5.88992D+03 |proj g|= 2.30931D+03\n",
"\n",
"At iterate 44 f= 2.29002D+00 |proj g|= 7.07072D-03\n",
"\n",
"At iterate 84 f= 2.22922D+02 |proj g|= 1.06518D-01\n",
"\n",
"At iterate 71 f= 2.68728D+00 |proj g|= 2.55006D-04\n",
"\n",
"At iterate 3 f= 2.69700D+03 |proj g|= 1.16388D+03\n",
"\n",
"At iterate 45 f= 2.28859D+00 |proj g|= 3.61671D-03\n",
"\n",
"At iterate 85 f= 2.22921D+02 |proj g|= 2.97176D-02\n",
"\n",
"At iterate 72 f= 2.68728D+00 |proj g|= 8.16242D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 72 77 1 0 0 8.162D-05 2.687D+00\n",
" F = 2.6872776764609556 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 4 f= 1.47002D+03 |proj g|= 4.89954D+02\n",
"\n",
"At iterate 46 f= 2.28780D+00 |proj g|= 4.10700D-03\n",
"\n",
"At iterate 86 f= 2.22921D+02 |proj g|= 2.13815D-02\n",
"\n",
"At iterate 5 f= 8.08430D+02 |proj g|= 3.41043D+02\n",
"\n",
"At iterate 47 f= 2.28658D+00 |proj g|= 4.48538D-03\n",
"\n",
"At iterate 87 f= 2.22920D+02 |proj g|= 1.84761D-02\n",
"\n",
"At iterate 6 f= 4.38803D+02 |proj g|= 5.92597D+01\n",
"\n",
"At iterate 88 f= 2.22917D+02 |proj g|= 4.94361D-02\n",
"\n",
"At iterate 7 f= 2.50469D+02 |proj g|= 4.10002D+01\n",
"\n",
"At iterate 48 f= 2.28602D+00 |proj g|= 1.03457D-02\n",
"\n",
"At iterate 49 f= 2.28561D+00 |proj g|= 3.91665D-03\n",
"\n",
"At iterate 8 f= 1.39289D+02 |proj g|= 2.06731D+01\n",
"\n",
"At iterate 89 f= 2.22916D+02 |proj g|= 6.75143D-02\n",
"\n",
"At iterate 50 f= 2.28540D+00 |proj g|= 2.20252D-03\n",
"\n",
"At iterate 9 f= 6.96381D+01 |proj g|= 9.55378D+00\n",
"\n",
"At iterate 90 f= 2.22914D+02 |proj g|= 4.31071D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.44316D+03\n",
"\n",
"At iterate 51 f= 2.28513D+00 |proj g|= 6.69880D-03\n",
"\n",
"At iterate 10 f= 3.40802D+01 |proj g|= 7.13336D+00\n",
"\n",
"At iterate 1 f= 8.77734D+03 |proj g|= 3.32657D+03\n",
"\n",
"At iterate 91 f= 2.22912D+02 |proj g|= 3.54730D-02\n",
"\n",
"At iterate 52 f= 2.28490D+00 |proj g|= 5.01405D-03\n",
"\n",
"At iterate 11 f= 1.44385D+01 |proj g|= 2.57339D+00\n",
"\n",
"At iterate 2 f= 5.75639D+03 |proj g|= 2.29120D+03\n",
"\n",
"At iterate 92 f= 2.22910D+02 |proj g|= 3.13340D-02\n",
"\n",
"At iterate 53 f= 2.28477D+00 |proj g|= 2.18916D-03\n",
"\n",
"At iterate 3 f= 2.62482D+03 |proj g|= 1.12292D+03\n",
"\n",
"At iterate 12 f= 9.56846D+00 |proj g|= 2.55755D+00\n",
"\n",
"At iterate 54 f= 2.28462D+00 |proj g|= 1.84708D-03\n",
"\n",
"At iterate 4 f= 1.43862D+03 |proj g|= 5.16945D+02\n",
"\n",
"At iterate 93 f= 2.22908D+02 |proj g|= 7.24052D-02\n",
"\n",
"At iterate 13 f= 6.07026D+00 |proj g|= 9.87262D-01\n",
"\n",
"At iterate 55 f= 2.28442D+00 |proj g|= 1.89025D-03\n",
"\n",
"At iterate 5 f= 7.89073D+02 |proj g|= 3.28169D+02\n",
"\n",
"At iterate 94 f= 2.22906D+02 |proj g|= 1.30698D-01\n",
"\n",
"At iterate 14 f= 4.38539D+00 |proj g|= 5.67634D-01\n",
"\n",
"At iterate 56 f= 2.28407D+00 |proj g|= 3.80611D-03\n",
"\n",
"At iterate 6 f= 4.30861D+02 |proj g|= 7.45833D+01\n",
"\n",
"At iterate 15 f= 3.67634D+00 |proj g|= 2.28898D-01\n",
"\n",
"At iterate 95 f= 2.22906D+02 |proj g|= 7.50643D-02\n",
"\n",
"\n",
"At iterate 7 f= 2.25452D+02 |proj g|= 3.96940D+01\n",
"At iterate 16 f= 3.38431D+00 |proj g|= 1.42877D-01\n",
"\n",
"At iterate 96 f= 2.22906D+02 |proj g|= 2.75323D-02\n",
"\n",
"At iterate 57 f= 2.28396D+00 |proj g|= 1.64963D-03\n",
"\n",
"At iterate 8 f= 1.30019D+02 |proj g|= 2.07203D+01\n",
"\n",
"At iterate 17 f= 3.32102D+00 |proj g|= 8.45058D-02\n",
"\n",
"At iterate 58 f= 2.28390D+00 |proj g|= 8.53589D-04\n",
"\n",
"At iterate 97 f= 2.22905D+02 |proj g|= 1.21770D-02\n",
"\n",
"At iterate 18 f= 3.27894D+00 |proj g|= 2.79932D-02\n",
"\n",
"At iterate 9 f= 6.52190D+01 |proj g|= 8.59010D+00\n",
"\n",
"\n",
"At iterate 59 f= 2.28384D+00 |proj g|= 8.11808D-04\n",
"At iterate 98 f= 2.22905D+02 |proj g|= 1.76131D-02\n",
"\n",
"At iterate 19 f= 3.24841D+00 |proj g|= 5.31796D-02\n",
"\n",
"At iterate 10 f= 3.54586D+01 |proj g|= 5.07904D+00\n",
"\n",
"At iterate 60 f= 2.28381D+00 |proj g|= 3.75108D-03\n",
"\n",
"At iterate 99 f= 2.22905D+02 |proj g|= 3.47572D-02\n",
"\n",
"At iterate 20 f= 3.22244D+00 |proj g|= 6.50080D-02\n",
"\n",
"At iterate 11 f= 1.54714D+01 |proj g|= 1.03774D+00\n",
"\n",
"At iterate 61 f= 2.28378D+00 |proj g|= 6.96122D-04\n",
"\n",
"At iterate 100 f= 2.22904D+02 |proj g|= 4.40889D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 111 1 0 0 4.409D-02 2.229D+02\n",
" F = 222.90358955865517 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 12 f= 1.16232D+01 |proj g|= 2.27007D+00\n",
"\n",
"At iterate 62 f= 2.28377D+00 |proj g|= 9.47302D-04\n",
"\n",
"At iterate 21 f= 3.19919D+00 |proj g|= 2.45918D-02\n",
"\n",
"At iterate 13 f= 6.45803D+00 |proj g|= 8.48694D-01\n",
"\n",
"At iterate 63 f= 2.28375D+00 |proj g|= 1.27868D-03\n",
"\n",
"At iterate 14 f= 4.43753D+00 |proj g|= 3.84521D-01\n",
"\n",
"At iterate 22 f= 3.19141D+00 |proj g|= 1.85976D-02\n",
"\n",
"At iterate 64 f= 2.28374D+00 |proj g|= 6.98159D-04\n",
"\n",
"At iterate 15 f= 3.43052D+00 |proj g|= 3.17695D-01\n",
"\n",
"At iterate 23 f= 3.18393D+00 |proj g|= 1.98785D-02\n",
"\n",
"At iterate 65 f= 2.28372D+00 |proj g|= 3.15798D-04\n",
"\n",
"At iterate 16 f= 3.31429D+00 |proj g|= 1.76824D-01\n",
"\n",
"At iterate 66 f= 2.28371D+00 |proj g|= 3.77182D-04\n",
"\n",
"At iterate 24 f= 3.17628D+00 |proj g|= 1.43818D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.83460D+03\n",
"\n",
"At iterate 17 f= 3.27220D+00 |proj g|= 1.09734D-01\n",
"\n",
"At iterate 1 f= 8.34602D+03 |proj g|= 2.34886D+03\n",
"\n",
"At iterate 67 f= 2.28370D+00 |proj g|= 6.23475D-04\n",
"\n",
"At iterate 25 f= 3.17274D+00 |proj g|= 7.09064D-03\n",
"\n",
"At iterate 18 f= 3.23330D+00 |proj g|= 4.10708D-02\n",
"\n",
"At iterate 2 f= 4.84939D+03 |proj g|= 1.07523D+03\n",
"\n",
"At iterate 26 f= 3.16697D+00 |proj g|= 7.26600D-03\n",
"\n",
"At iterate 68 f= 2.28370D+00 |proj g|= 7.09181D-04\n",
"\n",
"At iterate 19 f= 3.19271D+00 |proj g|= 7.65890D-02\n",
"\n",
"At iterate 3 f= 2.47136D+03 |proj g|= 6.89322D+02\n",
"\n",
"\n",
"At iterate 27 f= 3.16277D+00 |proj g|= 2.61808D-02\n",
"At iterate 69 f= 2.28369D+00 |proj g|= 1.43896D-04\n",
"\n",
"At iterate 20 f= 3.15706D+00 |proj g|= 9.75716D-02\n",
"\n",
"At iterate 4 f= 1.33121D+03 |proj g|= 1.90095D+02\n",
"\n",
"At iterate 28 f= 3.15964D+00 |proj g|= 8.01814D-03\n",
"\n",
"At iterate 70 f= 2.28369D+00 |proj g|= 1.31085D-04\n",
"\n",
"At iterate 21 f= 3.12642D+00 |proj g|= 1.25880D-01\n",
"\n",
"At iterate 5 f= 6.93177D+02 |proj g|= 1.71924D+02\n",
"\n",
"At iterate 29 f= 3.15771D+00 |proj g|= 4.81222D-03\n",
"\n",
"At iterate 22 f= 3.10265D+00 |proj g|= 6.45273D-02\n",
"\n",
"At iterate 71 f= 2.28369D+00 |proj g|= 2.27789D-04\n",
"\n",
"At iterate 6 f= 3.20808D+02 |proj g|= 4.16917D+01\n",
"\n",
"At iterate 30 f= 3.15608D+00 |proj g|= 6.15351D-03\n",
"\n",
"At iterate 72 f= 2.28369D+00 |proj g|= 6.40721D-04\n",
"\n",
"At iterate 23 f= 3.06458D+00 |proj g|= 5.35620D-02\n",
"\n",
"At iterate 7 f= 1.45617D+02 |proj g|= 4.39895D+01\n",
"\n",
"At iterate 31 f= 3.15518D+00 |proj g|= 4.91238D-03\n",
"\n",
"At iterate 73 f= 2.28369D+00 |proj g|= 1.41350D-04\n",
"\n",
"At iterate 24 f= 3.05535D+00 |proj g|= 1.27265D-02\n",
"\n",
"At iterate 8 f= 7.06217D+01 |proj g|= 1.03000D+01\n",
"\n",
"At iterate 32 f= 3.15447D+00 |proj g|= 3.79493D-03\n",
"\n",
"At iterate 74 f= 2.28369D+00 |proj g|= 1.56849D-04\n",
"\n",
"At iterate 25 f= 3.05134D+00 |proj g|= 1.97664D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 9 f= 3.61200D+01 |proj g|= 6.50970D+00\n",
"\n",
"At iterate 75 f= 2.28369D+00 |proj g|= 1.03418D-04\n",
"\n",
"At iterate 33 f= 3.15399D+00 |proj g|= 4.17814D-03\n",
"\n",
"At iterate 26 f= 3.04561D+00 |proj g|= 4.77934D-02\n",
"\n",
"At iterate 10 f= 1.85609D+01 |proj g|= 2.87095D+00\n",
"\n",
"\n",
"At iterate 27 f= 3.04108D+00 |proj g|= 1.31034D-02\n",
"At iterate 34 f= 3.15349D+00 |proj g|= 3.10389D-03\n",
"\n",
"At iterate 11 f= 1.00337D+01 |proj g|= 1.58193D+00\n",
"\n",
"At iterate 28 f= 3.03879D+00 |proj g|= 1.98105D-02\n",
"\n",
"At iterate 76 f= 2.28369D+00 |proj g|= 2.71220D-04\n",
"\n",
"At iterate 35 f= 3.15316D+00 |proj g|= 2.53601D-03\n",
"\n",
"At iterate 12 f= 5.86532D+00 |proj g|= 6.51371D-01\n",
"\n",
"At iterate 29 f= 3.03655D+00 |proj g|= 3.33889D-02\n",
"\n",
"\n",
"At iterate 36 f= 3.15300D+00 |proj g|= 1.47002D-03\n",
"At iterate 13 f= 3.90970D+00 |proj g|= 5.10242D-01\n",
"\n",
"At iterate 77 f= 2.28368D+00 |proj g|= 7.96710D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 77 85 1 0 0 7.967D-05 2.284D+00\n",
" F = 2.2836844946869110 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 30 f= 3.03116D+00 |proj g|= 4.06705D-02\n",
"\n",
"At iterate 14 f= 3.10977D+00 |proj g|= 1.09613D-01\n",
"\n",
"At iterate 37 f= 3.15295D+00 |proj g|= 8.19370D-04\n",
"\n",
"At iterate 31 f= 3.02561D+00 |proj g|= 3.12131D-02\n",
"\n",
"At iterate 15 f= 2.84989D+00 |proj g|= 1.27080D-01\n",
"\n",
"At iterate 38 f= 3.15291D+00 |proj g|= 1.02283D-03\n",
"\n",
"At iterate 16 f= 2.77665D+00 |proj g|= 3.26760D-02\n",
"\n",
"At iterate 32 f= 3.02391D+00 |proj g|= 1.26687D-02\n",
"\n",
"At iterate 39 f= 3.15289D+00 |proj g|= 2.24217D-03\n",
"\n",
"At iterate 17 f= 2.76478D+00 |proj g|= 1.71428D-02\n",
"\n",
"At iterate 33 f= 3.02309D+00 |proj g|= 3.85568D-03\n",
"\n",
"At iterate 40 f= 3.15288D+00 |proj g|= 1.10348D-03\n",
"\n",
"At iterate 18 f= 2.76364D+00 |proj g|= 5.97680D-03\n",
"\n",
"At iterate 34 f= 3.02259D+00 |proj g|= 6.00337D-03\n",
"\n",
"At iterate 41 f= 3.15287D+00 |proj g|= 2.93581D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.97464D+03\n",
"\n",
"At iterate 19 f= 2.76159D+00 |proj g|= 1.08456D-02\n",
"\n",
"At iterate 35 f= 3.02208D+00 |proj g|= 1.16655D-02\n",
"\n",
"At iterate 42 f= 3.15285D+00 |proj g|= 6.76339D-04\n",
"\n",
"At iterate 1 f= 8.71219D+03 |proj g|= 2.47691D+03\n",
"\n",
"At iterate 20 f= 2.75961D+00 |proj g|= 1.67704D-02\n",
"\n",
"At iterate 36 f= 3.02146D+00 |proj g|= 1.15723D-02\n",
"\n",
"At iterate 43 f= 3.15283D+00 |proj g|= 9.21333D-04\n",
"\n",
"At iterate 2 f= 3.79328D+03 |proj g|= 1.34997D+03\n",
"\n",
"At iterate 21 f= 2.75729D+00 |proj g|= 1.40036D-02\n",
"\n",
"At iterate 37 f= 3.02072D+00 |proj g|= 5.88840D-03\n",
"\n",
"At iterate 3 f= 2.05617D+03 |proj g|= 6.12093D+02\n",
"\n",
"At iterate 38 f= 3.02061D+00 |proj g|= 4.16271D-03\n",
"\n",
"At iterate 44 f= 3.15283D+00 |proj g|= 6.09172D-04\n",
"\n",
"At iterate 4 f= 1.09953D+03 |proj g|= 2.29066D+02\n",
"\n",
"At iterate 22 f= 2.75688D+00 |proj g|= 6.01838D-03\n",
"\n",
"At iterate 39 f= 3.02038D+00 |proj g|= 1.42187D-03\n",
"\n",
"At iterate 5 f= 5.89097D+02 |proj g|= 1.24232D+02\n",
"\n",
"At iterate 45 f= 3.15282D+00 |proj g|= 3.23657D-04\n",
"\n",
"At iterate 23 f= 2.75663D+00 |proj g|= 9.06656D-04\n",
"\n",
"At iterate 40 f= 3.02035D+00 |proj g|= 1.11248D-03\n",
"\n",
"At iterate 6 f= 2.96384D+02 |proj g|= 6.04479D+01\n",
"\n",
"At iterate 46 f= 3.15282D+00 |proj g|= 2.18499D-04\n",
"\n",
"At iterate 24 f= 2.75658D+00 |proj g|= 1.20599D-03\n",
"\n",
"At iterate 7 f= 1.50089D+02 |proj g|= 2.84582D+01\n",
"\n",
"At iterate 41 f= 3.02030D+00 |proj g|= 2.74829D-03\n",
"\n",
"At iterate 47 f= 3.15281D+00 |proj g|= 2.86367D-04\n",
"\n",
"At iterate 25 f= 2.75655D+00 |proj g|= 1.81231D-03\n",
"\n",
"At iterate 8 f= 7.17010D+01 |proj g|= 2.08154D+01\n",
"\n",
"At iterate 42 f= 3.02026D+00 |proj g|= 1.40848D-03\n",
"\n",
"At iterate 48 f= 3.15281D+00 |proj g|= 3.80471D-04\n",
"\n",
"\n",
"At iterate 9 f= 3.75427D+01 |proj g|= 6.47885D+00\n",
"At iterate 26 f= 2.75651D+00 |proj g|= 1.84090D-03\n",
"\n",
"At iterate 43 f= 3.02023D+00 |proj g|= 6.87059D-04\n",
"\n",
"At iterate 49 f= 3.15281D+00 |proj g|= 9.27530D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 49 54 1 0 0 9.275D-05 3.153D+00\n",
" F = 3.1528114849933422 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 10 f= 2.35070D+01 |proj g|= 3.25850D+00\n",
"\n",
"At iterate 44 f= 3.02021D+00 |proj g|= 1.32184D-03\n",
"\n",
"At iterate 27 f= 2.75650D+00 |proj g|= 4.44524D-04\n",
"\n",
"At iterate 11 f= 1.36849D+01 |proj g|= 1.34020D+00\n",
"\n",
"At iterate 45 f= 3.02019D+00 |proj g|= 1.06027D-03\n",
"\n",
"At iterate 28 f= 2.75649D+00 |proj g|= 2.04549D-04\n",
"\n",
"At iterate 12 f= 6.40035D+00 |proj g|= 9.85378D-01\n",
"\n",
"At iterate 46 f= 3.02019D+00 |proj g|= 5.47555D-04\n",
"\n",
"At iterate 29 f= 2.75649D+00 |proj g|= 8.74934D-04\n",
"\n",
"At iterate 13 f= 4.58916D+00 |proj g|= 6.93377D-01\n",
"\n",
"At iterate 47 f= 3.02018D+00 |proj g|= 2.91826D-04\n",
"\n",
"At iterate 30 f= 2.75649D+00 |proj g|= 3.62388D-04\n",
"\n",
"At iterate 14 f= 3.69196D+00 |proj g|= 3.36609D-01\n",
"\n",
"At iterate 48 f= 3.02017D+00 |proj g|= 2.74088D-04\n",
"\n",
"At iterate 31 f= 2.75649D+00 |proj g|= 8.18595D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 31 34 1 0 0 8.186D-05 2.756D+00\n",
" F = 2.7564907761784445 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 7.74137D+02\n",
"\n",
"At iterate 15 f= 3.54239D+00 |proj g|= 1.12454D-01\n",
"\n",
"At iterate 49 f= 3.02016D+00 |proj g|= 3.06232D-04\n",
"\n",
"At iterate 16 f= 3.50449D+00 |proj g|= 4.98198D-02\n",
"\n",
"At iterate 1 f= 1.12051D+04 |proj g|= 5.37648D+02\n",
"\n",
"At iterate 2 f= 8.79528D+03 |proj g|= 4.56126D+02\n",
"\n",
"At iterate 17 f= 3.47377D+00 |proj g|= 3.10178D-02\n",
"\n",
"At iterate 50 f= 3.02016D+00 |proj g|= 4.00666D-04\n",
"\n",
"At iterate 3 f= 6.36878D+03 |proj g|= 1.86831D+03\n",
"\n",
"At iterate 18 f= 3.44782D+00 |proj g|= 2.71289D-02\n",
"\n",
"At iterate 51 f= 3.02016D+00 |proj g|= 1.18047D-04\n",
"\n",
"At iterate 4 f= 4.55731D+03 |proj g|= 1.65462D+02\n",
"\n",
"At iterate 52 f= 3.02016D+00 |proj g|= 8.83295D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 52 55 1 0 0 8.833D-05 3.020D+00\n",
" F = 3.0201583771235292 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 5 f= 3.87294D+03 |proj g|= 2.06618D+02\n",
"\n",
"At iterate 19 f= 3.44297D+00 |proj g|= 2.31754D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03014D+03\n",
"\n",
"At iterate 6 f= 3.11984D+03 |proj g|= 2.78448D+02\n",
"\n",
"At iterate 20 f= 3.44044D+00 |proj g|= 9.11911D-03\n",
"\n",
"At iterate 1 f= 7.82161D+03 |proj g|= 3.89752D+03\n",
"\n",
"At iterate 7 f= 2.39574D+03 |proj g|= 1.49490D+02\n",
"\n",
"At iterate 21 f= 3.43888D+00 |proj g|= 3.94662D-03\n",
"\n",
"At iterate 2 f= 5.21331D+03 |proj g|= 2.84106D+03\n",
"\n",
"At iterate 8 f= 1.90080D+03 |proj g|= 1.18698D+02\n",
"\n",
"At iterate 22 f= 3.43669D+00 |proj g|= 6.09675D-03\n",
"\n",
"At iterate 3 f= 2.06348D+03 |proj g|= 1.16218D+03\n",
"\n",
"At iterate 9 f= 1.50429D+03 |proj g|= 1.32644D+02\n",
"\n",
"At iterate 23 f= 3.43420D+00 |proj g|= 5.73206D-03\n",
"\n",
"At iterate 4 f= 1.13240D+03 |proj g|= 6.16918D+02\n",
"\n",
"At iterate 5 f= 6.18507D+02 |proj g|= 3.04972D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03014D+03\n",
"\n",
"At iterate 10 f= 1.38346D+03 |proj g|= 1.90553D+02\n",
"\n",
"At iterate 1 f= 7.83292D+03 |proj g|= 3.87683D+03\n",
"\n",
"At iterate 6 f= 3.45381D+02 |proj g|= 1.52900D+02\n",
"\n",
"At iterate 24 f= 3.43375D+00 |proj g|= 1.10579D-02\n",
"\n",
"At iterate 11 f= 1.18850D+03 |proj g|= 3.45506D+01\n",
"\n",
"At iterate 2 f= 5.33420D+03 |proj g|= 2.85261D+03\n",
"\n",
"At iterate 25 f= 3.43308D+00 |proj g|= 2.99767D-03\n",
"\n",
"At iterate 7 f= 1.58739D+02 |proj g|= 6.04459D+01\n",
"\n",
"At iterate 12 f= 1.09794D+03 |proj g|= 2.63635D+01\n",
"\n",
"At iterate 3 f= 2.18654D+03 |proj g|= 1.21413D+03\n",
"\n",
"At iterate 26 f= 3.43298D+00 |proj g|= 1.25830D-03\n",
"\n",
"At iterate 8 f= 7.33299D+01 |proj g|= 1.88324D+01\n",
"\n",
"At iterate 13 f= 1.06150D+03 |proj g|= 4.81547D+01\n",
"\n",
"At iterate 4 f= 1.18299D+03 |proj g|= 6.37161D+02\n",
"\n",
"At iterate 9 f= 3.47393D+01 |proj g|= 1.38301D+01\n",
"\n",
"At iterate 27 f= 3.43294D+00 |proj g|= 7.37685D-04\n",
"\n",
"At iterate 14 f= 1.02169D+03 |proj g|= 4.09994D+01\n",
"\n",
"At iterate 5 f= 6.26275D+02 |proj g|= 3.00740D+02\n",
"\n",
"At iterate 10 f= 1.72130D+01 |proj g|= 6.29987D+00\n",
"\n",
"At iterate 28 f= 3.43285D+00 |proj g|= 1.41627D-03\n",
"\n",
"At iterate 6 f= 3.48359D+02 |proj g|= 1.46357D+02\n",
"\n",
"At iterate 11 f= 8.32409D+00 |proj g|= 2.18256D+00\n",
"\n",
"At iterate 29 f= 3.43277D+00 |proj g|= 1.00096D-03\n",
"\n",
"At iterate 15 f= 9.86975D+02 |proj g|= 1.06018D+01\n",
"\n",
"At iterate 7 f= 1.63355D+02 |proj g|= 5.74571D+01\n",
"\n",
"At iterate 12 f= 4.85603D+00 |proj g|= 1.25829D+00\n",
"\n",
"At iterate 8 f= 7.56467D+01 |proj g|= 1.83628D+01\n",
"\n",
"At iterate 13 f= 3.03256D+00 |proj g|= 1.44431D+00\n",
"\n",
"At iterate 30 f= 3.43275D+00 |proj g|= 2.08455D-03\n",
"\n",
"At iterate 16 f= 9.69232D+02 |proj g|= 1.08682D+01\n",
"\n",
"At iterate 9 f= 3.55585D+01 |proj g|= 1.60188D+01\n",
"\n",
"At iterate 14 f= 1.82486D+00 |proj g|= 4.05124D-01\n",
"\n",
"At iterate 31 f= 3.43274D+00 |proj g|= 1.05770D-03\n",
"\n",
"At iterate 17 f= 9.40520D+02 |proj g|= 1.35978D+01\n",
"\n",
"At iterate 10 f= 1.62648D+01 |proj g|= 4.92487D+00\n",
"\n",
"At iterate 15 f= 1.56927D+00 |proj g|= 2.34265D-01\n",
"\n",
"At iterate 32 f= 3.43274D+00 |proj g|= 2.60079D-04\n",
"\n",
"At iterate 11 f= 9.15615D+00 |proj g|= 2.42065D+00\n",
"\n",
"At iterate 16 f= 1.40615D+00 |proj g|= 1.05423D-01\n",
"\n",
"At iterate 33 f= 3.43274D+00 |proj g|= 1.54634D-04\n",
"\n",
"At iterate 18 f= 9.29014D+02 |proj g|= 7.43919D+00\n",
"\n",
"At iterate 12 f= 4.89871D+00 |proj g|= 1.25590D+00\n",
"\n",
"At iterate 17 f= 1.35083D+00 |proj g|= 4.70086D-02\n",
"\n",
"At iterate 34 f= 3.43273D+00 |proj g|= 1.92356D-04\n",
"\n",
"At iterate 13 f= 2.99869D+00 |proj g|= 9.21047D-01\n",
"\n",
"At iterate 19 f= 9.14244D+02 |proj g|= 4.76963D+00\n",
"\n",
"At iterate 18 f= 1.32527D+00 |proj g|= 1.19887D-02\n",
"\n",
"At iterate 35 f= 3.43273D+00 |proj g|= 1.67523D-04\n",
"\n",
"At iterate 14 f= 1.94214D+00 |proj g|= 4.75876D-01\n",
"\n",
"At iterate 19 f= 1.31224D+00 |proj g|= 1.54364D-02\n",
"\n",
"At iterate 15 f= 1.58571D+00 |proj g|= 1.56426D-01\n",
"\n",
"At iterate 20 f= 9.05796D+02 |proj g|= 7.99392D+00\n",
"\n",
"At iterate 20 f= 1.30464D+00 |proj g|= 7.39108D-03\n",
"\n",
"At iterate 16 f= 1.48390D+00 |proj g|= 7.12139D-02\n",
"\n",
"At iterate 36 f= 3.43273D+00 |proj g|= 4.17792D-04\n",
"\n",
"At iterate 21 f= 1.29883D+00 |proj g|= 1.17500D-02\n",
"\n",
"At iterate 17 f= 1.43100D+00 |proj g|= 3.51066D-02\n",
"\n",
"At iterate 37 f= 3.43273D+00 |proj g|= 1.70839D-04\n",
"\n",
"At iterate 21 f= 9.00536D+02 |proj g|= 5.32320D+00\n",
"\n",
"At iterate 22 f= 1.29499D+00 |proj g|= 1.20358D-02\n",
"\n",
"At iterate 18 f= 1.40426D+00 |proj g|= 2.38335D-02\n",
"\n",
"At iterate 38 f= 3.43273D+00 |proj g|= 6.15994D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 38 43 1 0 0 6.160D-05 3.433D+00\n",
" F = 3.4327265056119955 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 22 f= 8.99302D+02 |proj g|= 2.36664D+01\n",
"\n",
"At iterate 19 f= 1.38539D+00 |proj g|= 2.11293D-02\n",
"\n",
"At iterate 23 f= 8.96587D+02 |proj g|= 1.08350D+01\n",
"\n",
"At iterate 23 f= 1.29393D+00 |proj g|= 7.16012D-03\n",
"\n",
"At iterate 20 f= 1.37010D+00 |proj g|= 2.43651D-02\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 24 f= 8.95071D+02 |proj g|= 1.96065D+00\n",
"\n",
"At iterate 24 f= 1.29220D+00 |proj g|= 2.99528D-03\n",
"\n",
"At iterate 25 f= 8.94749D+02 |proj g|= 1.24569D+00\n",
"\n",
"At iterate 25 f= 1.29183D+00 |proj g|= 9.66468D-03\n",
"\n",
"At iterate 21 f= 1.36375D+00 |proj g|= 1.29057D-02\n",
"\n",
"At iterate 26 f= 8.94002D+02 |proj g|= 3.52497D+00\n",
"\n",
"At iterate 26 f= 1.29135D+00 |proj g|= 3.66579D-03\n",
"\n",
"At iterate 22 f= 1.35853D+00 |proj g|= 1.32464D-02\n",
"\n",
"At iterate 27 f= 8.93460D+02 |proj g|= 2.55662D+00\n",
"\n",
"At iterate 27 f= 1.29101D+00 |proj g|= 1.94026D-03\n",
"\n",
"At iterate 23 f= 1.35674D+00 |proj g|= 1.50031D-02\n",
"\n",
"At iterate 28 f= 8.92463D+02 |proj g|= 2.07370D+00\n",
"\n",
"At iterate 28 f= 1.29068D+00 |proj g|= 2.54989D-03\n",
"\n",
"At iterate 24 f= 1.35534D+00 |proj g|= 6.25008D-03\n",
"\n",
"At iterate 29 f= 8.90024D+02 |proj g|= 2.19890D+00\n",
"\n",
"At iterate 29 f= 1.29033D+00 |proj g|= 2.22276D-03\n",
"\n",
"At iterate 25 f= 1.35452D+00 |proj g|= 2.80784D-03\n",
"\n",
"At iterate 30 f= 8.86543D+02 |proj g|= 2.43821D+00\n",
"\n",
"At iterate 30 f= 1.29018D+00 |proj g|= 1.00482D-03\n",
"\n",
"At iterate 26 f= 1.35387D+00 |proj g|= 3.17522D-03\n",
"\n",
"At iterate 31 f= 8.83237D+02 |proj g|= 2.79153D+00\n",
"\n",
"At iterate 27 f= 1.35353D+00 |proj g|= 8.40835D-03\n",
"\n",
"At iterate 31 f= 1.29014D+00 |proj g|= 4.97722D-04\n",
"\n",
"At iterate 28 f= 1.35289D+00 |proj g|= 4.12327D-03\n",
"\n",
"At iterate 32 f= 8.82774D+02 |proj g|= 3.59841D+00\n",
"\n",
"At iterate 32 f= 1.29013D+00 |proj g|= 3.07588D-04\n",
"\n",
"At iterate 29 f= 1.35249D+00 |proj g|= 1.36569D-03\n",
"\n",
"At iterate 33 f= 1.29012D+00 |proj g|= 3.13777D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.88949D+03\n",
"\n",
"At iterate 33 f= 8.82694D+02 |proj g|= 1.40175D+00\n",
"\n",
"At iterate 30 f= 1.35233D+00 |proj g|= 6.34789D-04\n",
"\n",
"At iterate 34 f= 1.29012D+00 |proj g|= 2.86964D-04\n",
"\n",
"At iterate 1 f= 8.78431D+03 |proj g|= 4.68484D+03\n",
"\n",
"At iterate 34 f= 8.82589D+02 |proj g|= 6.74036D-01\n",
"\n",
"At iterate 31 f= 1.35227D+00 |proj g|= 7.53244D-04\n",
"\n",
"At iterate 2 f= 6.89558D+03 |proj g|= 3.79459D+03\n",
"\n",
"At iterate 35 f= 8.82509D+02 |proj g|= 4.45268D-01\n",
"\n",
"At iterate 35 f= 1.29012D+00 |proj g|= 1.86759D-04\n",
"\n",
"At iterate 3 f= 2.50165D+03 |proj g|= 1.29706D+03\n",
"\n",
"At iterate 32 f= 1.35224D+00 |proj g|= 5.21745D-04\n",
"\n",
"At iterate 36 f= 8.82469D+02 |proj g|= 3.16105D+00\n",
"\n",
"At iterate 33 f= 1.35223D+00 |proj g|= 1.84773D-04\n",
"\n",
"At iterate 4 f= 1.48964D+03 |proj g|= 6.70173D+02\n",
"\n",
"At iterate 36 f= 1.29012D+00 |proj g|= 1.13748D-04\n",
"\n",
"At iterate 37 f= 8.82299D+02 |proj g|= 1.43515D+00\n",
"\n",
"\n",
"At iterate 34 f= 1.35222D+00 |proj g|= 1.50807D-04\n",
"At iterate 5 f= 8.51522D+02 |proj g|= 2.69507D+02\n",
"\n",
"At iterate 37 f= 1.29012D+00 |proj g|= 1.42952D-04\n",
"\n",
"At iterate 38 f= 8.82148D+02 |proj g|= 4.58464D-01\n",
"\n",
"At iterate 6 f= 5.21733D+02 |proj g|= 1.19341D+02\n",
"\n",
"At iterate 35 f= 1.35222D+00 |proj g|= 2.68778D-04\n",
"\n",
"At iterate 38 f= 1.29012D+00 |proj g|= 2.84155D-04\n",
"\n",
"At iterate 39 f= 8.81945D+02 |proj g|= 1.16891D+00\n",
"\n",
"At iterate 7 f= 3.50770D+02 |proj g|= 1.39815D+02\n",
"\n",
"At iterate 40 f= 8.81693D+02 |proj g|= 1.34783D+00\n",
"\n",
"At iterate 36 f= 1.35222D+00 |proj g|= 2.60999D-04\n",
"\n",
"At iterate 39 f= 1.29012D+00 |proj g|= 4.27936D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 39 43 1 0 0 4.279D-05 1.290D+00\n",
" F = 1.2901162812192906 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 8 f= 1.68323D+02 |proj g|= 4.01682D+01\n",
"\n",
"At iterate 41 f= 8.81003D+02 |proj g|= 1.80759D+00\n",
"\n",
"At iterate 37 f= 1.35222D+00 |proj g|= 1.55311D-04\n",
"\n",
"At iterate 9 f= 1.13364D+02 |proj g|= 2.52720D+01\n",
"\n",
"At iterate 38 f= 1.35221D+00 |proj g|= 6.80533D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 38 41 1 0 0 6.805D-05 1.352D+00\n",
" F = 1.3522147711469621 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 10 f= 6.03431D+01 |proj g|= 1.99544D+01\n",
"\n",
"At iterate 42 f= 8.80856D+02 |proj g|= 2.41197D+00\n",
"\n",
"At iterate 11 f= 3.37643D+01 |proj g|= 7.89464D+00\n",
"\n",
"At iterate 43 f= 8.80503D+02 |proj g|= 8.30264D-01\n",
"\n",
"At iterate 12 f= 1.85757D+01 |proj g|= 7.04518D+00\n",
"\n",
"At iterate 44 f= 8.80371D+02 |proj g|= 1.39037D+00\n",
"\n",
"At iterate 13 f= 8.87281D+00 |proj g|= 1.55370D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.88949D+03\n",
"\n",
"At iterate 14 f= 5.60665D+00 |proj g|= 1.00715D+00\n",
"\n",
"At iterate 45 f= 8.80339D+02 |proj g|= 1.91667D+00\n",
"\n",
"At iterate 1 f= 8.41195D+03 |proj g|= 4.09815D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.88949D+03\n",
"\n",
"At iterate 15 f= 3.72228D+00 |proj g|= 5.39508D-01\n",
"\n",
"\n",
"At iterate 2 f= 6.02144D+03 |proj g|= 3.08129D+03\n",
"At iterate 46 f= 8.80261D+02 |proj g|= 1.55486D+00\n",
"\n",
"At iterate 1 f= 8.41598D+03 |proj g|= 4.10476D+03\n",
"\n",
"At iterate 16 f= 2.74308D+00 |proj g|= 2.37497D-01\n",
"\n",
"At iterate 3 f= 2.51838D+03 |proj g|= 1.22906D+03\n",
"\n",
"At iterate 47 f= 8.80100D+02 |proj g|= 5.00251D-01\n",
"\n",
"At iterate 2 f= 6.00966D+03 |proj g|= 3.08656D+03\n",
"\n",
"At iterate 17 f= 2.60648D+00 |proj g|= 1.73504D-01\n",
"\n",
"At iterate 4 f= 1.47007D+03 |proj g|= 6.60695D+02\n",
"\n",
"At iterate 3 f= 2.49043D+03 |proj g|= 1.22533D+03\n",
"\n",
"At iterate 48 f= 8.79965D+02 |proj g|= 3.84742D-01\n",
"\n",
"At iterate 18 f= 2.46472D+00 |proj g|= 9.36121D-02\n",
"\n",
"At iterate 5 f= 8.35397D+02 |proj g|= 3.13552D+02\n",
"\n",
"At iterate 4 f= 1.44280D+03 |proj g|= 6.61140D+02\n",
"\n",
"At iterate 19 f= 2.38986D+00 |proj g|= 4.95122D-02\n",
"\n",
"At iterate 6 f= 4.99267D+02 |proj g|= 1.66874D+02\n",
"\n",
"At iterate 5 f= 8.11256D+02 |proj g|= 3.16256D+02\n",
"\n",
"At iterate 49 f= 8.79923D+02 |proj g|= 1.35916D+00\n",
"\n",
"\n",
"\n",
"At iterate 7 f= 2.77464D+02 |proj g|= 6.15202D+01\n",
"At iterate 20 f= 2.33346D+00 |proj g|= 4.46020D-02\n",
"At iterate 6 f= 4.71093D+02 |proj g|= 1.69818D+02\n",
"\n",
"At iterate 50 f= 8.79851D+02 |proj g|= 7.64132D-01\n",
"\n",
"At iterate 8 f= 1.49255D+02 |proj g|= 4.12211D+01\n",
"\n",
"At iterate 7 f= 2.50072D+02 |proj g|= 5.13020D+01\n",
"\n",
"At iterate 21 f= 2.25945D+00 |proj g|= 5.77400D-02\n",
"\n",
"At iterate 51 f= 8.79761D+02 |proj g|= 4.25367D-01\n",
"\n",
"At iterate 9 f= 6.74574D+01 |proj g|= 3.13977D+01\n",
"\n",
"At iterate 8 f= 1.26333D+02 |proj g|= 3.71585D+01\n",
"\n",
"At iterate 22 f= 2.21254D+00 |proj g|= 5.38618D-02\n",
"\n",
"At iterate 52 f= 8.79596D+02 |proj g|= 4.56988D-01\n",
"\n",
"At iterate 10 f= 3.74258D+01 |proj g|= 1.32805D+01\n",
"\n",
"At iterate 9 f= 5.65629D+01 |proj g|= 2.38284D+01\n",
"\n",
"At iterate 23 f= 2.12892D+00 |proj g|= 4.29399D-02\n",
"\n",
"At iterate 53 f= 8.79418D+02 |proj g|= 5.51513D-01\n",
"\n",
"At iterate 11 f= 1.95266D+01 |proj g|= 6.65121D+00\n",
"\n",
"At iterate 24 f= 2.11746D+00 |proj g|= 1.28252D-01\n",
"\n",
"At iterate 10 f= 3.14691D+01 |proj g|= 1.11895D+01\n",
"\n",
"At iterate 54 f= 8.79299D+02 |proj g|= 5.06703D-01\n",
"\n",
"At iterate 12 f= 1.05172D+01 |proj g|= 2.76869D+00\n",
"\n",
"At iterate 25 f= 2.10119D+00 |proj g|= 4.13265D-02\n",
"\n",
"At iterate 11 f= 1.63871D+01 |proj g|= 5.29955D+00\n",
"\n",
"At iterate 55 f= 8.79174D+02 |proj g|= 5.32162D-01\n",
"\n",
"At iterate 13 f= 6.13108D+00 |proj g|= 1.79388D+00\n",
"\n",
"At iterate 26 f= 2.09476D+00 |proj g|= 1.73556D-02\n",
"\n",
"At iterate 12 f= 8.96855D+00 |proj g|= 2.44452D+00\n",
"\n",
"At iterate 14 f= 4.31198D+00 |proj g|= 6.43897D-01\n",
"\n",
"At iterate 27 f= 2.08061D+00 |proj g|= 2.95248D-02\n",
"\n",
"At iterate 13 f= 5.29622D+00 |proj g|= 1.34560D+00\n",
"\n",
"At iterate 56 f= 8.79147D+02 |proj g|= 2.41778D+00\n",
"\n",
"At iterate 15 f= 3.34595D+00 |proj g|= 2.53637D-01\n",
"\n",
"At iterate 28 f= 2.06563D+00 |proj g|= 2.91304D-02\n",
"\n",
"At iterate 14 f= 3.62964D+00 |proj g|= 3.83204D-01\n",
"\n",
"At iterate 57 f= 8.79048D+02 |proj g|= 1.83821D+00\n",
"\n",
"At iterate 16 f= 3.00364D+00 |proj g|= 1.31130D-01\n",
"\n",
"At iterate 29 f= 2.04260D+00 |proj g|= 3.85447D-02\n",
"\n",
"At iterate 15 f= 2.82958D+00 |proj g|= 2.67752D-01\n",
"\n",
"At iterate 58 f= 8.78924D+02 |proj g|= 8.52373D-01\n",
"\n",
"At iterate 17 f= 2.86339D+00 |proj g|= 6.52980D-02\n",
"\n",
"At iterate 30 f= 2.01879D+00 |proj g|= 3.52966D-02\n",
"\n",
"At iterate 16 f= 2.59214D+00 |proj g|= 1.73069D-01\n",
"\n",
"At iterate 59 f= 8.78828D+02 |proj g|= 4.76419D-01\n",
"\n",
"At iterate 18 f= 2.80870D+00 |proj g|= 4.12507D-02\n",
"\n",
"At iterate 31 f= 2.00504D+00 |proj g|= 1.50732D-02\n",
"\n",
"At iterate 17 f= 2.51913D+00 |proj g|= 7.60950D-02\n",
"\n",
"At iterate 60 f= 8.78758D+02 |proj g|= 7.77230D-01\n",
"\n",
"At iterate 19 f= 2.76395D+00 |proj g|= 3.04722D-02\n",
"\n",
"At iterate 32 f= 1.99397D+00 |proj g|= 2.29395D-02\n",
"\n",
"At iterate 18 f= 2.48962D+00 |proj g|= 3.40170D-02\n",
"\n",
"At iterate 20 f= 2.72570D+00 |proj g|= 2.94367D-02\n",
"\n",
"At iterate 33 f= 1.98300D+00 |proj g|= 1.83913D-02\n",
"\n",
"At iterate 19 f= 2.46261D+00 |proj g|= 3.25336D-02\n",
"\n",
"At iterate 61 f= 8.78725D+02 |proj g|= 3.17550D-01\n",
"\n",
"At iterate 21 f= 2.71241D+00 |proj g|= 4.45037D-02\n",
"\n",
"At iterate 34 f= 1.98077D+00 |proj g|= 4.43871D-02\n",
"\n",
"\n",
"At iterate 20 f= 2.43843D+00 |proj g|= 2.20951D-02\n",
"At iterate 62 f= 8.78702D+02 |proj g|= 1.55719D-01\n",
"\n",
"At iterate 22 f= 2.70365D+00 |proj g|= 2.67901D-02\n",
"\n",
"At iterate 35 f= 1.96671D+00 |proj g|= 1.06171D-02\n",
"\n",
"At iterate 21 f= 2.42642D+00 |proj g|= 6.59566D-02\n",
"\n",
"At iterate 63 f= 8.78670D+02 |proj g|= 1.65831D-01\n",
"\n",
"At iterate 23 f= 2.69446D+00 |proj g|= 1.31952D-02\n",
"\n",
"At iterate 36 f= 1.96477D+00 |proj g|= 7.18921D-03\n",
"\n",
"At iterate 64 f= 8.78497D+02 |proj g|= 5.63186D-01\n",
"\n",
"At iterate 22 f= 2.41467D+00 |proj g|= 3.87934D-02\n",
"\n",
"At iterate 24 f= 2.68544D+00 |proj g|= 9.57416D-03\n",
"\n",
"At iterate 37 f= 1.96231D+00 |proj g|= 1.76242D-02\n",
"\n",
"At iterate 23 f= 2.39870D+00 |proj g|= 3.00731D-02\n",
"\n",
"At iterate 65 f= 8.78432D+02 |proj g|= 6.94162D-01\n",
"\n",
"At iterate 25 f= 2.67975D+00 |proj g|= 2.37317D-02\n",
"\n",
"At iterate 38 f= 1.95991D+00 |proj g|= 1.70767D-02\n",
"\n",
"At iterate 66 f= 8.78339D+02 |proj g|= 2.34564D-01\n",
"\n",
"At iterate 24 f= 2.39074D+00 |proj g|= 3.58420D-02\n",
"\n",
"At iterate 26 f= 2.67204D+00 |proj g|= 2.67031D-02\n",
"\n",
"At iterate 39 f= 1.95761D+00 |proj g|= 1.17015D-02\n",
"\n",
"At iterate 25 f= 2.37855D+00 |proj g|= 1.23584D-02\n",
"\n",
"At iterate 27 f= 2.66671D+00 |proj g|= 1.10688D-02\n",
"\n",
"At iterate 40 f= 1.95184D+00 |proj g|= 1.01711D-02\n",
"\n",
"At iterate 67 f= 8.78333D+02 |proj g|= 1.17286D+00\n",
"\n",
"At iterate 26 f= 2.37659D+00 |proj g|= 2.43964D-02\n",
"\n",
"At iterate 28 f= 2.66354D+00 |proj g|= 7.50735D-03\n",
"\n",
"At iterate 41 f= 1.95019D+00 |proj g|= 7.19481D-03\n",
"\n",
"At iterate 68 f= 8.78313D+02 |proj g|= 1.44853D-01\n",
"\n",
"At iterate 27 f= 2.37161D+00 |proj g|= 1.62361D-02\n",
"\n",
"At iterate 29 f= 2.65788D+00 |proj g|= 1.18874D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 69 f= 8.78306D+02 |proj g|= 1.02484D-01\n",
"\n",
"At iterate 42 f= 1.94887D+00 |proj g|= 4.37531D-03\n",
"\n",
"At iterate 28 f= 2.36992D+00 |proj g|= 1.49217D-02\n",
"\n",
"At iterate 30 f= 2.65262D+00 |proj g|= 7.63372D-03\n",
"\n",
"At iterate 70 f= 8.78292D+02 |proj g|= 3.62234D-01\n",
"\n",
"At iterate 43 f= 1.94824D+00 |proj g|= 5.24521D-03\n",
"\n",
"At iterate 29 f= 2.36698D+00 |proj g|= 9.75185D-03\n",
"\n",
"At iterate 31 f= 2.65016D+00 |proj g|= 4.85802D-03\n",
"\n",
"At iterate 71 f= 8.78281D+02 |proj g|= 1.85248D-01\n",
"\n",
"At iterate 30 f= 2.36474D+00 |proj g|= 8.39306D-03\n",
"\n",
"At iterate 44 f= 1.94780D+00 |proj g|= 3.01573D-03\n",
"\n",
"At iterate 31 f= 2.36300D+00 |proj g|= 5.40095D-03\n",
"\n",
"At iterate 72 f= 8.78270D+02 |proj g|= 1.78444D-01\n",
"\n",
"At iterate 32 f= 2.64973D+00 |proj g|= 4.17425D-03\n",
"\n",
"At iterate 45 f= 1.94708D+00 |proj g|= 2.78022D-03\n",
"\n",
"At iterate 32 f= 2.36237D+00 |proj g|= 6.73529D-03\n",
"\n",
"At iterate 73 f= 8.78248D+02 |proj g|= 2.41284D-01\n",
"\n",
"At iterate 33 f= 2.64930D+00 |proj g|= 3.91814D-03\n",
"\n",
"At iterate 46 f= 1.94662D+00 |proj g|= 6.71343D-03\n",
"\n",
"At iterate 33 f= 2.36194D+00 |proj g|= 4.05409D-03\n",
"\n",
"At iterate 47 f= 1.94619D+00 |proj g|= 1.96268D-03\n",
"\n",
"At iterate 34 f= 2.64889D+00 |proj g|= 2.80272D-03\n",
"\n",
"At iterate 74 f= 8.78220D+02 |proj g|= 2.79728D-01\n",
"\n",
"At iterate 34 f= 2.36148D+00 |proj g|= 4.02651D-03\n",
"\n",
"At iterate 48 f= 1.94611D+00 |proj g|= 7.01153D-04\n",
"\n",
"At iterate 75 f= 8.78211D+02 |proj g|= 7.96442D-02\n",
"\n",
"At iterate 35 f= 2.64858D+00 |proj g|= 5.10933D-03\n",
"\n",
"At iterate 49 f= 1.94604D+00 |proj g|= 1.20736D-03\n",
"\n",
"At iterate 35 f= 2.36110D+00 |proj g|= 1.26635D-02\n",
"\n",
"At iterate 76 f= 8.78207D+02 |proj g|= 8.58799D-02\n",
"\n",
"At iterate 36 f= 2.64826D+00 |proj g|= 2.78805D-03\n",
"\n",
"At iterate 36 f= 2.36076D+00 |proj g|= 3.11354D-03\n",
"\n",
"At iterate 77 f= 8.78196D+02 |proj g|= 1.03093D-01\n",
"\n",
"At iterate 37 f= 2.64800D+00 |proj g|= 2.88579D-03\n",
"\n",
"At iterate 50 f= 1.94599D+00 |proj g|= 4.17392D-03\n",
"\n",
"At iterate 37 f= 2.36063D+00 |proj g|= 2.83468D-03\n",
"\n",
"At iterate 51 f= 1.94591D+00 |proj g|= 2.06918D-03\n",
"\n",
"At iterate 38 f= 2.64788D+00 |proj g|= 3.70554D-03\n",
"\n",
"At iterate 38 f= 2.36044D+00 |proj g|= 3.45234D-03\n",
"\n",
"At iterate 78 f= 8.78194D+02 |proj g|= 8.01140D-01\n",
"\n",
"At iterate 52 f= 1.94584D+00 |proj g|= 6.79094D-04\n",
"\n",
"At iterate 39 f= 2.64779D+00 |proj g|= 1.71401D-03\n",
"\n",
"At iterate 39 f= 2.36024D+00 |proj g|= 1.79464D-03\n",
"\n",
"At iterate 79 f= 8.78182D+02 |proj g|= 4.52692D-01\n",
"\n",
"At iterate 53 f= 1.94579D+00 |proj g|= 1.00973D-03\n",
"\n",
"At iterate 40 f= 2.64775D+00 |proj g|= 1.83017D-03\n",
"\n",
"At iterate 40 f= 2.36018D+00 |proj g|= 1.05545D-03\n",
"\n",
"At iterate 80 f= 8.78177D+02 |proj g|= 6.40649D-01\n",
"\n",
"At iterate 41 f= 2.64769D+00 |proj g|= 1.32623D-03\n",
"\n",
"At iterate 41 f= 2.36016D+00 |proj g|= 7.42842D-04\n",
"\n",
"At iterate 54 f= 1.94573D+00 |proj g|= 1.16064D-03\n",
"\n",
"At iterate 81 f= 8.78171D+02 |proj g|= 3.13007D-01\n",
"\n",
"At iterate 42 f= 2.64767D+00 |proj g|= 1.84381D-03\n",
"\n",
"At iterate 42 f= 2.36014D+00 |proj g|= 6.79752D-04\n",
"\n",
"At iterate 82 f= 8.78165D+02 |proj g|= 1.60778D-01\n",
"\n",
"At iterate 43 f= 2.36012D+00 |proj g|= 8.05532D-04\n",
"\n",
"At iterate 55 f= 1.94571D+00 |proj g|= 9.69944D-04\n",
"\n",
"At iterate 43 f= 2.64763D+00 |proj g|= 7.39065D-04\n",
"\n",
"At iterate 83 f= 8.78155D+02 |proj g|= 1.55896D-01\n",
"\n",
"At iterate 44 f= 2.64762D+00 |proj g|= 3.95912D-04\n",
"\n",
"At iterate 56 f= 1.94569D+00 |proj g|= 4.45465D-04\n",
"\n",
"At iterate 44 f= 2.36010D+00 |proj g|= 6.75088D-04\n",
"\n",
"At iterate 84 f= 8.78147D+02 |proj g|= 9.31545D-02\n",
"\n",
"At iterate 45 f= 2.64761D+00 |proj g|= 4.64370D-04\n",
"\n",
"At iterate 57 f= 1.94568D+00 |proj g|= 3.00788D-04\n",
"\n",
"At iterate 45 f= 2.36010D+00 |proj g|= 2.96996D-04\n",
"\n",
"At iterate 85 f= 8.78144D+02 |proj g|= 1.49093D-01\n",
"\n",
"At iterate 46 f= 2.36009D+00 |proj g|= 2.80440D-04\n",
"\n",
"At iterate 58 f= 1.94567D+00 |proj g|= 3.87771D-04\n",
"\n",
"At iterate 86 f= 8.78141D+02 |proj g|= 3.30297D-01\n",
"\n",
"At iterate 46 f= 2.64761D+00 |proj g|= 1.23660D-03\n",
"\n",
"At iterate 47 f= 2.36009D+00 |proj g|= 6.82845D-04\n",
"\n",
"At iterate 47 f= 2.64760D+00 |proj g|= 7.11512D-04\n",
"\n",
"At iterate 87 f= 8.78135D+02 |proj g|= 1.97327D-01\n",
"\n",
"At iterate 59 f= 1.94567D+00 |proj g|= 3.42447D-04\n",
"\n",
"At iterate 48 f= 2.36009D+00 |proj g|= 1.21655D-03\n",
"\n",
"At iterate 88 f= 8.78130D+02 |proj g|= 8.04188D-02\n",
"\n",
"At iterate 60 f= 1.94566D+00 |proj g|= 2.02677D-04\n",
"\n",
"At iterate 48 f= 2.64760D+00 |proj g|= 2.57434D-04\n",
"\n",
"At iterate 49 f= 2.36008D+00 |proj g|= 1.83961D-04\n",
"\n",
"\n",
"At iterate 89 f= 8.78120D+02 |proj g|= 5.80714D-01\n",
"At iterate 61 f= 1.94566D+00 |proj g|= 2.50553D-04\n",
"\n",
"At iterate 49 f= 2.64760D+00 |proj g|= 3.28530D-04\n",
"\n",
"At iterate 50 f= 2.36008D+00 |proj g|= 3.26458D-04\n",
"\n",
"At iterate 62 f= 1.94566D+00 |proj g|= 3.22873D-04\n",
"\n",
"At iterate 50 f= 2.64759D+00 |proj g|= 5.84231D-04\n",
"\n",
"At iterate 51 f= 2.36008D+00 |proj g|= 3.35110D-04\n",
"\n",
"At iterate 90 f= 8.78116D+02 |proj g|= 1.64368D-01\n",
"\n",
"At iterate 63 f= 1.94566D+00 |proj g|= 1.23428D-04\n",
"\n",
"At iterate 52 f= 2.36008D+00 |proj g|= 3.78295D-04\n",
"\n",
"At iterate 91 f= 8.78113D+02 |proj g|= 1.26116D-01\n",
"\n",
"At iterate 51 f= 2.64759D+00 |proj g|= 4.26552D-04\n",
"\n",
"At iterate 64 f= 1.94566D+00 |proj g|= 6.35620D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 64 68 1 0 0 6.356D-05 1.946D+00\n",
" F = 1.9456595895657436 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 52 f= 2.64759D+00 |proj g|= 2.34375D-04\n",
"\n",
"At iterate 92 f= 8.78111D+02 |proj g|= 6.27707D-02\n",
"\n",
"At iterate 53 f= 2.36008D+00 |proj g|= 1.50916D-04\n",
"\n",
"At iterate 53 f= 2.64759D+00 |proj g|= 1.15934D-04\n",
"\n",
"At iterate 93 f= 8.78109D+02 |proj g|= 2.82675D-01\n",
"\n",
"At iterate 54 f= 2.36007D+00 |proj g|= 7.08582D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 54 56 1 0 0 7.086D-05 2.360D+00\n",
" F = 2.3600749435739306 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 54 f= 2.64758D+00 |proj g|= 1.24713D-04\n",
"\n",
"At iterate 94 f= 8.78106D+02 |proj g|= 6.79805D-02\n",
"\n",
"At iterate 55 f= 2.64758D+00 |proj g|= 2.42576D-04\n",
"\n",
"At iterate 95 f= 8.78104D+02 |proj g|= 9.18759D-02\n",
"\n",
"At iterate 56 f= 2.64758D+00 |proj g|= 1.16807D-04\n",
"\n",
"At iterate 96 f= 8.78101D+02 |proj g|= 9.91346D-02\n",
"\n",
"At iterate 57 f= 2.64758D+00 |proj g|= 7.60758D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 57 61 1 0 0 7.608D-05 2.648D+00\n",
" F = 2.6475815024203970 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.88949D+03\n",
"\n",
"At iterate 97 f= 8.78096D+02 |proj g|= 1.02556D-01\n",
"\n",
"At iterate 1 f= 9.43252D+03 |proj g|= 5.13243D+03\n",
"\n",
"At iterate 98 f= 8.78092D+02 |proj g|= 1.31353D-01\n",
"\n",
"At iterate 2 f= 7.63666D+03 |proj g|= 4.28480D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03014D+03\n",
"\n",
"At iterate 99 f= 8.78088D+02 |proj g|= 1.09822D-01\n",
"\n",
"At iterate 3 f= 2.47334D+03 |proj g|= 9.34439D+02\n",
"\n",
"At iterate 1 f= 7.35253D+03 |proj g|= 4.27844D+03\n",
"\n",
"At iterate 4 f= 1.66329D+03 |proj g|= 4.61761D+02\n",
"\n",
"At iterate 2 f= 5.41889D+03 |proj g|= 3.44729D+03\n",
"\n",
"At iterate 100 f= 8.78084D+02 |proj g|= 4.33893D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 118 1 0 0 4.339D-01 8.781D+02\n",
" F = 878.08443663773858 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 5 f= 8.97576D+02 |proj g|= 1.78282D+02\n",
"\n",
"At iterate 3 f= 1.80802D+03 |proj g|= 1.21344D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.22711D+03\n",
"\n",
"At iterate 6 f= 5.26355D+02 |proj g|= 9.69068D+01\n",
"\n",
"At iterate 4 f= 9.34433D+02 |proj g|= 6.85055D+02\n",
"\n",
"At iterate 1 f= 8.72968D+03 |proj g|= 2.51467D+03\n",
"\n",
"At iterate 7 f= 3.26885D+02 |proj g|= 7.50027D+01\n",
"\n",
"At iterate 5 f= 4.56453D+02 |proj g|= 2.97118D+02\n",
"\n",
"At iterate 2 f= 5.25559D+03 |proj g|= 1.25589D+03\n",
"\n",
"At iterate 8 f= 1.79383D+02 |proj g|= 3.93211D+01\n",
"\n",
"At iterate 3 f= 2.83664D+03 |proj g|= 7.64571D+02\n",
"\n",
"At iterate 9 f= 9.36704D+01 |proj g|= 2.53731D+01\n",
"\n",
"At iterate 6 f= 2.39794D+02 |proj g|= 1.70373D+02\n",
"\n",
"At iterate 4 f= 1.51840D+03 |proj g|= 2.38768D+02\n",
"\n",
"At iterate 10 f= 4.46235D+01 |proj g|= 6.14550D+00\n",
"\n",
"At iterate 7 f= 1.28255D+02 |proj g|= 8.05009D+01\n",
"\n",
"At iterate 5 f= 8.55805D+02 |proj g|= 2.65458D+02\n",
"\n",
"At iterate 11 f= 2.49879D+01 |proj g|= 4.98541D+00\n",
"\n",
"At iterate 8 f= 7.24669D+01 |proj g|= 4.49137D+01\n",
"\n",
"At iterate 6 f= 5.48078D+02 |proj g|= 4.48335D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02989D+03\n",
"\n",
"At iterate 12 f= 1.14199D+01 |proj g|= 5.09210D+00\n",
"\n",
"At iterate 9 f= 3.95383D+01 |proj g|= 2.32184D+01\n",
"\n",
"At iterate 7 f= 4.29656D+02 |proj g|= 3.63229D+01\n",
"\n",
"At iterate 1 f= 7.57833D+03 |proj g|= 3.98802D+03\n",
"\n",
"At iterate 13 f= 6.40653D+00 |proj g|= 1.62801D+00\n",
"\n",
"At iterate 10 f= 1.82996D+01 |proj g|= 1.01927D+01\n",
"\n",
"At iterate 8 f= 3.58427D+02 |proj g|= 1.98614D+01\n",
"\n",
"At iterate 2 f= 5.50572D+03 |proj g|= 3.08495D+03\n",
"\n",
"At iterate 14 f= 4.10654D+00 |proj g|= 6.40844D-01\n",
"\n",
"At iterate 11 f= 9.38424D+00 |proj g|= 4.35044D+00\n",
"\n",
"At iterate 9 f= 3.27055D+02 |proj g|= 7.68978D+00\n",
"\n",
"At iterate 3 f= 2.13983D+03 |proj g|= 1.25490D+03\n",
"\n",
"At iterate 15 f= 2.96759D+00 |proj g|= 3.29437D-01\n",
"\n",
"At iterate 12 f= 5.56095D+00 |proj g|= 3.86643D+00\n",
"\n",
"At iterate 10 f= 3.13169D+02 |proj g|= 1.22775D+01\n",
"\n",
"At iterate 4 f= 1.21066D+03 |proj g|= 6.68338D+02\n",
"\n",
"At iterate 13 f= 2.15708D+00 |proj g|= 3.78739D-01\n",
"\n",
"At iterate 16 f= 2.44686D+00 |proj g|= 1.52706D-01\n",
"\n",
"At iterate 11 f= 3.07183D+02 |proj g|= 4.69798D+00\n",
"\n",
"At iterate 5 f= 7.22848D+02 |proj g|= 3.32894D+02\n",
"\n",
"At iterate 17 f= 2.23561D+00 |proj g|= 9.16169D-02\n",
"\n",
"At iterate 14 f= 1.68077D+00 |proj g|= 3.13142D-01\n",
"\n",
"At iterate 12 f= 3.05268D+02 |proj g|= 6.59349D+00\n",
"\n",
"At iterate 6 f= 5.14400D+02 |proj g|= 1.83152D+02\n",
"\n",
"At iterate 18 f= 2.13059D+00 |proj g|= 6.42598D-02\n",
"\n",
"At iterate 15 f= 1.08812D+00 |proj g|= 1.29125D-01\n",
"\n",
"At iterate 13 f= 3.04290D+02 |proj g|= 5.04074D+00\n",
"\n",
"At iterate 7 f= 4.12826D+02 |proj g|= 1.05546D+02\n",
"\n",
"At iterate 19 f= 2.07538D+00 |proj g|= 5.81917D-02\n",
"\n",
"At iterate 16 f= 9.13855D-01 |proj g|= 1.66778D-01\n",
"\n",
"At iterate 14 f= 3.03817D+02 |proj g|= 1.51395D+00\n",
"\n",
"At iterate 8 f= 3.58601D+02 |proj g|= 6.34773D+01\n",
"\n",
"At iterate 20 f= 2.03132D+00 |proj g|= 7.51467D-02\n",
"\n",
"At iterate 17 f= 8.08814D-01 |proj g|= 2.96390D-02\n",
"\n",
"At iterate 15 f= 3.03649D+02 |proj g|= 2.63790D+00\n",
"\n",
"At iterate 9 f= 3.25487D+02 |proj g|= 2.83323D+01\n",
"\n",
"At iterate 21 f= 1.99936D+00 |proj g|= 8.88732D-02\n",
"\n",
"At iterate 18 f= 7.99164D-01 |proj g|= 2.54409D-02\n",
"\n",
"\n",
"At iterate 10 f= 3.14034D+02 |proj g|= 6.64943D+00\n",
"At iterate 16 f= 3.03370D+02 |proj g|= 3.16230D+00\n",
"\n",
"At iterate 22 f= 1.95138D+00 |proj g|= 8.65193D-02\n",
"\n",
"At iterate 19 f= 7.55563D-01 |proj g|= 2.89787D-02\n",
"\n",
"At iterate 17 f= 3.02810D+02 |proj g|= 2.15591D+00\n",
"\n",
"At iterate 11 f= 3.10552D+02 |proj g|= 1.01710D+01\n",
"\n",
"At iterate 23 f= 1.87274D+00 |proj g|= 6.38501D-02\n",
"\n",
"At iterate 20 f= 7.18630D-01 |proj g|= 3.25715D-02\n",
"\n",
"At iterate 18 f= 3.02386D+02 |proj g|= 1.18670D+00\n",
"\n",
"At iterate 24 f= 1.85308D+00 |proj g|= 7.32058D-02\n",
"\n",
"At iterate 21 f= 7.01593D-01 |proj g|= 2.79907D-02\n",
"\n",
"At iterate 12 f= 3.06849D+02 |proj g|= 1.17658D+01\n",
"\n",
"At iterate 19 f= 3.02307D+02 |proj g|= 4.81654D-01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
"[Parallel(n_jobs=4)]: Done 33 tasks | elapsed: 2.3s\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 25 f= 1.81326D+00 |proj g|= 4.41150D-02\n",
"\n",
"At iterate 22 f= 6.89090D-01 |proj g|= 1.78641D-02\n",
"\n",
"At iterate 13 f= 3.04683D+02 |proj g|= 5.61866D+00\n",
"\n",
"At iterate 20 f= 3.02272D+02 |proj g|= 2.55422D-01\n",
"\n",
"At iterate 23 f= 6.74813D-01 |proj g|= 1.38178D-02\n",
"\n",
"At iterate 14 f= 3.03122D+02 |proj g|= 2.26967D+00\n",
"\n",
"At iterate 21 f= 3.02250D+02 |proj g|= 2.13265D-01\n",
"\n",
"At iterate 24 f= 6.70748D-01 |proj g|= 1.01662D-02\n",
"\n",
"At iterate 15 f= 3.02127D+02 |proj g|= 1.94699D+00\n",
"\n",
"At iterate 26 f= 1.80265D+00 |proj g|= 1.96184D-02\n",
"\n",
"At iterate 22 f= 3.02239D+02 |proj g|= 1.95551D-01\n",
"\n",
"At iterate 27 f= 1.79413D+00 |proj g|= 1.95529D-02\n",
"\n",
"At iterate 16 f= 3.01786D+02 |proj g|= 1.09042D+00\n",
"\n",
"At iterate 28 f= 1.76032D+00 |proj g|= 2.15741D-02\n",
"\n",
"At iterate 25 f= 6.68335D-01 |proj g|= 9.97307D-03\n",
"\n",
"At iterate 23 f= 3.02238D+02 |proj g|= 1.10159D-01\n",
"\n",
"At iterate 29 f= 1.73396D+00 |proj g|= 4.21283D-02\n",
"\n",
"At iterate 17 f= 3.01478D+02 |proj g|= 9.71458D-01\n",
"\n",
"At iterate 26 f= 6.66632D-01 |proj g|= 2.77894D-03\n",
"\n",
"At iterate 30 f= 1.69998D+00 |proj g|= 1.95908D-02\n",
"\n",
"At iterate 24 f= 3.02237D+02 |proj g|= 4.27179D-02\n",
"\n",
"At iterate 18 f= 3.01356D+02 |proj g|= 4.55695D-01\n",
"\n",
"At iterate 27 f= 6.66037D-01 |proj g|= 4.50709D-03\n",
"\n",
"At iterate 25 f= 3.02236D+02 |proj g|= 4.21404D-02\n",
"\n",
"At iterate 19 f= 3.01306D+02 |proj g|= 5.08589D-01\n",
"\n",
"At iterate 31 f= 1.67696D+00 |proj g|= 1.66653D-02\n",
"\n",
"At iterate 28 f= 6.65556D-01 |proj g|= 4.38286D-03\n",
"\n",
"\n",
"At iterate 26 f= 3.02236D+02 |proj g|= 6.87383D-02\n",
"At iterate 20 f= 3.01232D+02 |proj g|= 3.04260D-01\n",
"\n",
"At iterate 32 f= 1.66118D+00 |proj g|= 1.64183D-02\n",
"\n",
"At iterate 29 f= 6.65094D-01 |proj g|= 4.88482D-03\n",
"\n",
"At iterate 21 f= 3.01195D+02 |proj g|= 3.56154D-01\n",
"\n",
"At iterate 27 f= 3.02235D+02 |proj g|= 1.38404D-01\n",
"\n",
"At iterate 33 f= 1.64502D+00 |proj g|= 2.15982D-02\n",
"\n",
"At iterate 30 f= 6.64639D-01 |proj g|= 2.04896D-03\n",
"\n",
"At iterate 34 f= 1.64075D+00 |proj g|= 2.48720D-02\n",
"\n",
"At iterate 28 f= 3.02233D+02 |proj g|= 9.03503D-02\n",
"\n",
"At iterate 22 f= 3.01165D+02 |proj g|= 2.24252D-01\n",
"\n",
"At iterate 35 f= 1.63537D+00 |proj g|= 1.20327D-02\n",
"\n",
"At iterate 31 f= 6.64350D-01 |proj g|= 2.22468D-03\n",
"\n",
"At iterate 23 f= 3.01145D+02 |proj g|= 1.00364D+00\n",
"\n",
"At iterate 29 f= 3.02232D+02 |proj g|= 3.03117D-01\n",
"\n",
"At iterate 36 f= 1.63349D+00 |proj g|= 1.14328D-02\n",
"\n",
"At iterate 24 f= 3.01131D+02 |proj g|= 9.78455D-02\n",
"\n",
"At iterate 32 f= 6.64043D-01 |proj g|= 1.55435D-03\n",
"\n",
"At iterate 37 f= 1.63120D+00 |proj g|= 1.37371D-02\n",
"\n",
"At iterate 30 f= 3.02229D+02 |proj g|= 1.77233D-01\n",
"\n",
"At iterate 25 f= 3.01129D+02 |proj g|= 6.44805D-02\n",
"\n",
"At iterate 33 f= 6.63750D-01 |proj g|= 8.62489D-04\n",
"\n",
"At iterate 34 f= 6.63680D-01 |proj g|= 5.98487D-04\n",
"\n",
"At iterate 26 f= 3.01127D+02 |proj g|= 5.64504D-02\n",
"\n",
"At iterate 31 f= 3.02226D+02 |proj g|= 7.07854D-02\n",
"\n",
"At iterate 38 f= 1.62957D+00 |proj g|= 2.29581D-02\n",
"\n",
"At iterate 35 f= 6.63667D-01 |proj g|= 5.69817D-04\n",
"\n",
"At iterate 27 f= 3.01126D+02 |proj g|= 3.75520D-02\n",
"\n",
"At iterate 32 f= 3.02225D+02 |proj g|= 1.03073D-01\n",
"\n",
"At iterate 36 f= 6.63662D-01 |proj g|= 4.02624D-04\n",
"\n",
"At iterate 28 f= 3.01125D+02 |proj g|= 2.73068D-02\n",
"\n",
"At iterate 39 f= 1.62742D+00 |proj g|= 9.52579D-03\n",
"\n",
"At iterate 33 f= 3.02220D+02 |proj g|= 1.90432D-01\n",
"\n",
"At iterate 37 f= 6.63661D-01 |proj g|= 1.45648D-04\n",
"\n",
"At iterate 29 f= 3.01125D+02 |proj g|= 2.86426D-02\n",
"\n",
"At iterate 40 f= 1.62652D+00 |proj g|= 6.79780D-03\n",
"\n",
"At iterate 34 f= 3.02212D+02 |proj g|= 2.52382D-01\n",
"\n",
"At iterate 38 f= 6.63660D-01 |proj g|= 1.33007D-04\n",
"\n",
"At iterate 30 f= 3.01125D+02 |proj g|= 5.97007D-02\n",
"\n",
"At iterate 41 f= 1.62573D+00 |proj g|= 6.91668D-03\n",
"\n",
"At iterate 35 f= 3.02201D+02 |proj g|= 3.50129D-01\n",
"\n",
"At iterate 39 f= 6.63659D-01 |proj g|= 1.40652D-04\n",
"\n",
"At iterate 31 f= 3.01125D+02 |proj g|= 3.13411D-02\n",
"\n",
"At iterate 42 f= 1.62523D+00 |proj g|= 1.33021D-02\n",
"\n",
"At iterate 40 f= 6.63657D-01 |proj g|= 9.63193D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 40 42 1 0 0 9.632D-05 6.637D-01\n",
" F = 0.66365730968741810 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"\n",
"At iterate 43 f= 1.62396D+00 |proj g|= 3.66754D-03\n",
"At iterate 36 f= 3.02198D+02 |proj g|= 2.01195D-01\n",
"\n",
"At iterate 32 f= 3.01124D+02 |proj g|= 2.97098D-02\n",
"\n",
"At iterate 33 f= 3.01124D+02 |proj g|= 5.68689D-02\n",
"\n",
"At iterate 44 f= 1.62362D+00 |proj g|= 2.39332D-03\n",
"\n",
"At iterate 37 f= 3.02193D+02 |proj g|= 1.00340D-01\n",
"\n",
"At iterate 34 f= 3.01122D+02 |proj g|= 1.13730D-01\n",
"\n",
"At iterate 38 f= 3.02193D+02 |proj g|= 2.28743D-02\n",
"\n",
"At iterate 45 f= 1.62326D+00 |proj g|= 4.95031D-03\n",
"\n",
"At iterate 39 f= 3.02192D+02 |proj g|= 2.00392D-02\n",
"\n",
"At iterate 35 f= 3.01119D+02 |proj g|= 1.44212D-01\n",
"\n",
"At iterate 46 f= 1.62288D+00 |proj g|= 3.49282D-03\n",
"\n",
"At iterate 40 f= 3.02192D+02 |proj g|= 1.32108D-01\n",
"\n",
"At iterate 47 f= 1.62284D+00 |proj g|= 1.23898D-02\n",
"\n",
"At iterate 41 f= 3.02192D+02 |proj g|= 3.24682D-02\n",
"\n",
"At iterate 36 f= 3.01116D+02 |proj g|= 3.74666D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.72841D+03\n",
"\n",
"At iterate 48 f= 1.62240D+00 |proj g|= 1.51008D-03\n",
"\n",
"At iterate 42 f= 3.02192D+02 |proj g|= 2.71310D-02\n",
"\n",
"At iterate 37 f= 3.01111D+02 |proj g|= 2.57091D-01\n",
"\n",
"At iterate 1 f= 9.88316D+03 |proj g|= 8.27127D+02\n",
"\n",
"At iterate 49 f= 1.62232D+00 |proj g|= 2.15147D-03\n",
"\n",
"At iterate 43 f= 3.02191D+02 |proj g|= 2.09168D-02\n",
"\n",
"At iterate 38 f= 3.01101D+02 |proj g|= 1.53663D-01\n",
"\n",
"At iterate 2 f= 6.87490D+03 |proj g|= 6.82590D+02\n",
"\n",
"At iterate 50 f= 1.62212D+00 |proj g|= 3.67884D-03\n",
"\n",
"At iterate 44 f= 3.02191D+02 |proj g|= 3.46439D-02\n",
"\n",
"At iterate 39 f= 3.01097D+02 |proj g|= 1.49032D-01\n",
"\n",
"At iterate 3 f= 4.35283D+03 |proj g|= 1.62803D+03\n",
"\n",
"\n",
"At iterate 45 f= 3.02190D+02 |proj g|= 4.03734D-02\n",
"At iterate 40 f= 3.01091D+02 |proj g|= 1.56073D-01\n",
"\n",
"At iterate 4 f= 2.72439D+03 |proj g|= 6.32173D+02\n",
"\n",
"At iterate 51 f= 1.62202D+00 |proj g|= 1.33332D-03\n",
"\n",
"At iterate 5 f= 1.84134D+03 |proj g|= 2.71529D+02\n",
"\n",
"At iterate 46 f= 3.02190D+02 |proj g|= 4.84556D-02\n",
"\n",
"At iterate 41 f= 3.01082D+02 |proj g|= 1.68322D-01\n",
"\n",
"At iterate 52 f= 1.62193D+00 |proj g|= 1.00447D-03\n",
"\n",
"At iterate 6 f= 1.22404D+03 |proj g|= 1.55214D+02\n",
"\n",
"At iterate 42 f= 3.01071D+02 |proj g|= 1.72645D-01\n",
"\n",
"At iterate 53 f= 1.62184D+00 |proj g|= 6.40766D-04\n",
"\n",
"At iterate 7 f= 7.70715D+02 |proj g|= 7.40420D+01\n",
"\n",
"At iterate 47 f= 3.02189D+02 |proj g|= 6.93191D-02\n",
"\n",
"At iterate 54 f= 1.62176D+00 |proj g|= 1.24921D-03\n",
"\n",
"At iterate 8 f= 4.72068D+02 |proj g|= 4.97624D+01\n",
"\n",
"At iterate 43 f= 3.01068D+02 |proj g|= 2.10269D-01\n",
"\n",
"At iterate 48 f= 3.02189D+02 |proj g|= 2.46020D-02\n",
"\n",
"At iterate 55 f= 1.62171D+00 |proj g|= 7.35309D-04\n",
"\n",
"At iterate 49 f= 3.02188D+02 |proj g|= 1.35651D-02\n",
"\n",
"At iterate 44 f= 3.01062D+02 |proj g|= 8.34167D-02\n",
"\n",
"At iterate 9 f= 2.45633D+02 |proj g|= 1.86804D+01\n",
"\n",
"At iterate 56 f= 1.62169D+00 |proj g|= 6.36928D-04\n",
"\n",
"At iterate 50 f= 3.02188D+02 |proj g|= 2.38006D-02\n",
"\n",
"At iterate 45 f= 3.01061D+02 |proj g|= 1.32586D-02\n",
"\n",
"At iterate 10 f= 1.54934D+02 |proj g|= 1.31942D+01\n",
"\n",
"At iterate 57 f= 1.62167D+00 |proj g|= 5.64236D-04\n",
"\n",
"At iterate 51 f= 3.02188D+02 |proj g|= 4.11105D-02\n",
"\n",
"At iterate 11 f= 8.14997D+01 |proj g|= 1.04959D+01\n",
"\n",
"At iterate 46 f= 3.01061D+02 |proj g|= 8.86393D-03\n",
"\n",
"At iterate 58 f= 1.62166D+00 |proj g|= 2.80308D-04\n",
"\n",
"At iterate 12 f= 4.60615D+01 |proj g|= 3.57906D+00\n",
"\n",
"At iterate 52 f= 3.02187D+02 |proj g|= 7.44541D-02\n",
"\n",
"At iterate 47 f= 3.01061D+02 |proj g|= 1.66318D-02\n",
"\n",
"At iterate 59 f= 1.62165D+00 |proj g|= 5.26399D-04\n",
"\n",
"At iterate 53 f= 3.02187D+02 |proj g|= 3.26389D-01\n",
"\n",
"At iterate 13 f= 3.47031D+01 |proj g|= 2.79633D+00\n",
"\n",
"At iterate 48 f= 3.01061D+02 |proj g|= 1.13086D-02\n",
"\n",
"At iterate 54 f= 3.02185D+02 |proj g|= 1.25536D-01\n",
"\n",
"At iterate 49 f= 3.01061D+02 |proj g|= 8.31996D-03\n",
"\n",
"At iterate 14 f= 2.85920D+01 |proj g|= 3.96227D+00\n",
"\n",
"At iterate 60 f= 1.62165D+00 |proj g|= 6.60957D-04\n",
"\n",
"At iterate 55 f= 3.02182D+02 |proj g|= 1.52487D-01\n",
"\n",
"At iterate 15 f= 2.60215D+01 |proj g|= 1.18947D+00\n",
"\n",
"At iterate 50 f= 3.01061D+02 |proj g|= 4.81376D-03\n",
"\n",
"At iterate 61 f= 1.62165D+00 |proj g|= 4.53166D-04\n",
"\n",
"At iterate 56 f= 3.02180D+02 |proj g|= 1.95931D-01\n",
"\n",
"At iterate 16 f= 2.55796D+01 |proj g|= 7.65735D-01\n",
"\n",
"At iterate 51 f= 3.01061D+02 |proj g|= 5.12800D-03\n",
"\n",
"At iterate 62 f= 1.62164D+00 |proj g|= 1.65175D-04\n",
"\n",
"At iterate 57 f= 3.02179D+02 |proj g|= 1.29342D-01\n",
"\n",
"At iterate 52 f= 3.01061D+02 |proj g|= 1.15027D-02\n",
"\n",
"At iterate 17 f= 2.43221D+01 |proj g|= 8.58865D-01\n",
"\n",
"At iterate 63 f= 1.62164D+00 |proj g|= 3.00684D-04\n",
"\n",
"At iterate 58 f= 3.02178D+02 |proj g|= 1.82721D-02\n",
"\n",
"At iterate 53 f= 3.01060D+02 |proj g|= 1.66421D-02\n",
"\n",
"At iterate 18 f= 2.34175D+01 |proj g|= 1.10519D+00\n",
"\n",
"At iterate 64 f= 1.62164D+00 |proj g|= 4.02618D-04\n",
"\n",
"At iterate 19 f= 2.24668D+01 |proj g|= 8.69851D-01\n",
"\n",
"At iterate 59 f= 3.02178D+02 |proj g|= 3.57166D-02\n",
"\n",
"At iterate 54 f= 3.01060D+02 |proj g|= 2.99796D-02\n",
"\n",
"At iterate 65 f= 1.62163D+00 |proj g|= 1.62898D-04\n",
"\n",
"At iterate 20 f= 2.17048D+01 |proj g|= 5.40240D-01\n",
"\n",
"At iterate 60 f= 3.02178D+02 |proj g|= 6.81835D-02\n",
"\n",
"At iterate 55 f= 3.01060D+02 |proj g|= 3.98536D-02\n",
"\n",
"At iterate 66 f= 1.62163D+00 |proj g|= 1.53015D-04\n",
"\n",
"At iterate 21 f= 2.15345D+01 |proj g|= 5.64657D-01\n",
"\n",
"At iterate 61 f= 3.02178D+02 |proj g|= 6.18894D-02\n",
"\n",
"At iterate 56 f= 3.01059D+02 |proj g|= 3.15093D-02\n",
"\n",
"At iterate 22 f= 2.11521D+01 |proj g|= 1.58037D-01\n",
"\n",
"At iterate 67 f= 1.62163D+00 |proj g|= 1.00963D-04\n",
"\n",
"At iterate 57 f= 3.01059D+02 |proj g|= 2.07587D-02\n",
"\n",
"At iterate 62 f= 3.02178D+02 |proj g|= 3.82305D-02\n",
"\n",
"At iterate 68 f= 1.62163D+00 |proj g|= 9.93146D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 68 73 1 0 0 9.931D-05 1.622D+00\n",
" F = 1.6216315295310981 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 23 f= 2.10130D+01 |proj g|= 1.24582D-01\n",
"\n",
"At iterate 58 f= 3.01059D+02 |proj g|= 4.77404D-02\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 63 f= 3.02177D+02 |proj g|= 2.09263D-02\n",
"\n",
"At iterate 24 f= 2.07289D+01 |proj g|= 3.91327D-01\n",
"\n",
"At iterate 64 f= 3.02177D+02 |proj g|= 4.07093D-02\n",
"\n",
"At iterate 59 f= 3.01059D+02 |proj g|= 5.00542D-02\n",
"\n",
"At iterate 25 f= 2.05952D+01 |proj g|= 3.33222D-01\n",
"\n",
"At iterate 65 f= 3.02177D+02 |proj g|= 1.85047D-02\n",
"\n",
"At iterate 60 f= 3.01059D+02 |proj g|= 1.83898D-02\n",
"\n",
"At iterate 26 f= 2.04621D+01 |proj g|= 2.37364D-01\n",
"\n",
"\n",
"At iterate 66 f= 3.02177D+02 |proj g|= 6.26159D-02\n",
"At iterate 61 f= 3.01059D+02 |proj g|= 2.04780D-02\n",
"\n",
"At iterate 27 f= 2.03029D+01 |proj g|= 1.66428D-01\n",
"\n",
"At iterate 62 f= 3.01059D+02 |proj g|= 5.02623D-02\n",
"\n",
"At iterate 67 f= 3.02177D+02 |proj g|= 1.77010D-02\n",
"\n",
"\n",
"At iterate 28 f= 2.01326D+01 |proj g|= 1.54482D-01\n",
"At iterate 63 f= 3.01058D+02 |proj g|= 6.09190D-02\n",
"\n",
"At iterate 68 f= 3.02177D+02 |proj g|= 3.80708D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.93429D+03\n",
"\n",
"At iterate 69 f= 3.02176D+02 |proj g|= 5.35381D-02\n",
"\n",
"At iterate 64 f= 3.01058D+02 |proj g|= 5.84906D-02\n",
"\n",
"At iterate 29 f= 1.99823D+01 |proj g|= 3.48445D-01\n",
"\n",
"At iterate 1 f= 9.15030D+03 |proj g|= 1.34021D+03\n",
"\n",
"At iterate 70 f= 3.02176D+02 |proj g|= 2.56024D-02\n",
"\n",
"At iterate 30 f= 1.98377D+01 |proj g|= 1.21323D-01\n",
"\n",
"At iterate 65 f= 3.01058D+02 |proj g|= 2.59142D-02\n",
"\n",
"At iterate 2 f= 4.73400D+03 |proj g|= 7.03167D+02\n",
"\n",
"At iterate 71 f= 3.02176D+02 |proj g|= 1.68725D-02\n",
"\n",
"At iterate 31 f= 1.97825D+01 |proj g|= 7.67560D-02\n",
"\n",
"At iterate 66 f= 3.01058D+02 |proj g|= 3.57354D-02\n",
"\n",
"At iterate 3 f= 2.30406D+03 |proj g|= 1.00885D+03\n",
"\n",
"At iterate 72 f= 3.02176D+02 |proj g|= 6.75995D-03\n",
"\n",
"At iterate 32 f= 1.96851D+01 |proj g|= 9.69742D-02\n",
"\n",
"At iterate 67 f= 3.01057D+02 |proj g|= 6.63413D-02\n",
"\n",
"At iterate 4 f= 1.12513D+03 |proj g|= 3.33306D+02\n",
"\n",
"At iterate 73 f= 3.02176D+02 |proj g|= 1.61171D-02\n",
"\n",
"At iterate 68 f= 3.01057D+02 |proj g|= 7.98995D-02\n",
"\n",
"At iterate 33 f= 1.96359D+01 |proj g|= 9.48675D-02\n",
"\n",
"At iterate 5 f= 5.90853D+02 |proj g|= 1.36389D+02\n",
"\n",
"At iterate 74 f= 3.02176D+02 |proj g|= 2.50236D-02\n",
"\n",
"At iterate 69 f= 3.01057D+02 |proj g|= 5.27785D-02\n",
"\n",
"At iterate 75 f= 3.02176D+02 |proj g|= 2.62221D-02\n",
"\n",
"\n",
"At iterate 34 f= 1.95744D+01 |proj g|= 1.05466D-01\n",
"At iterate 6 f= 2.94935D+02 |proj g|= 6.07551D+01\n",
"\n",
"At iterate 76 f= 3.02176D+02 |proj g|= 4.31162D-02\n",
"\n",
"At iterate 7 f= 1.49769D+02 |proj g|= 2.90306D+01\n",
"\n",
"At iterate 70 f= 3.01056D+02 |proj g|= 8.96577D-02\n",
"\n",
"At iterate 77 f= 3.02176D+02 |proj g|= 9.46398D-02\n",
"\n",
"At iterate 35 f= 1.95486D+01 |proj g|= 1.57359D-01\n",
"\n",
"At iterate 8 f= 7.58171D+01 |proj g|= 1.41125D+01\n",
"\n",
"At iterate 71 f= 3.01056D+02 |proj g|= 3.10784D-02\n",
"\n",
"At iterate 36 f= 1.95354D+01 |proj g|= 8.11340D-02\n",
"\n",
"At iterate 78 f= 3.02175D+02 |proj g|= 7.34763D-02\n",
"\n",
"At iterate 9 f= 3.88684D+01 |proj g|= 6.95672D+00\n",
"\n",
"At iterate 72 f= 3.01056D+02 |proj g|= 3.81721D-02\n",
"\n",
"At iterate 37 f= 1.95284D+01 |proj g|= 2.38926D-02\n",
"\n",
"At iterate 10 f= 2.04416D+01 |proj g|= 3.46283D+00\n",
"\n",
"At iterate 79 f= 3.02175D+02 |proj g|= 3.11352D-02\n",
"\n",
"At iterate 73 f= 3.01056D+02 |proj g|= 3.46677D-02\n",
"\n",
"At iterate 38 f= 1.95149D+01 |proj g|= 6.38420D-02\n",
"\n",
"At iterate 11 f= 1.13694D+01 |proj g|= 1.71361D+00\n",
"\n",
"At iterate 80 f= 3.02174D+02 |proj g|= 3.67300D-02\n",
"\n",
"At iterate 74 f= 3.01055D+02 |proj g|= 9.19033D-02\n",
"\n",
"At iterate 12 f= 6.99927D+00 |proj g|= 8.47986D-01\n",
"\n",
"At iterate 39 f= 1.95046D+01 |proj g|= 6.35217D-02\n",
"\n",
"At iterate 75 f= 3.01055D+02 |proj g|= 2.11568D-02\n",
"\n",
"At iterate 13 f= 4.99183D+00 |proj g|= 4.18070D-01\n",
"\n",
"At iterate 40 f= 1.94975D+01 |proj g|= 2.00078D-01\n",
"\n",
"At iterate 81 f= 3.02174D+02 |proj g|= 6.78539D-02\n",
"\n",
"At iterate 14 f= 4.15356D+00 |proj g|= 1.28454D-01\n",
"\n",
"At iterate 76 f= 3.01055D+02 |proj g|= 2.15825D-02\n",
"\n",
"At iterate 41 f= 1.94833D+01 |proj g|= 3.29501D-02\n",
"\n",
"At iterate 82 f= 3.02174D+02 |proj g|= 3.43120D-02\n",
"\n",
"At iterate 15 f= 3.91332D+00 |proj g|= 3.95797D-01\n",
"\n",
"At iterate 77 f= 3.01055D+02 |proj g|= 3.24159D-02\n",
"\n",
"At iterate 42 f= 1.94799D+01 |proj g|= 2.51905D-02\n",
"\n",
"At iterate 83 f= 3.02174D+02 |proj g|= 1.36643D-02\n",
"\n",
"At iterate 16 f= 3.79616D+00 |proj g|= 1.29954D-01\n",
"\n",
"At iterate 78 f= 3.01054D+02 |proj g|= 5.19992D-02\n",
"\n",
"At iterate 84 f= 3.02174D+02 |proj g|= 6.65355D-03\n",
"\n",
"At iterate 43 f= 1.94735D+01 |proj g|= 2.88265D-02\n",
"\n",
"At iterate 17 f= 3.78133D+00 |proj g|= 3.75590D-02\n",
"\n",
"At iterate 79 f= 3.01053D+02 |proj g|= 5.77871D-02\n",
"\n",
"\n",
"At iterate 85 f= 3.02174D+02 |proj g|= 4.92216D-03\n",
"At iterate 44 f= 1.94685D+01 |proj g|= 2.16531D-02\n",
"\n",
"At iterate 18 f= 3.77762D+00 |proj g|= 1.15040D-02\n",
"\n",
"At iterate 86 f= 3.02174D+02 |proj g|= 7.11858D-03\n",
"\n",
"At iterate 45 f= 1.94653D+01 |proj g|= 5.03595D-02\n",
"\n",
"At iterate 80 f= 3.01053D+02 |proj g|= 3.97802D-02\n",
"\n",
"At iterate 19 f= 3.77508D+00 |proj g|= 2.39342D-02\n",
"\n",
"At iterate 87 f= 3.02174D+02 |proj g|= 2.30866D-02\n",
"\n",
"At iterate 46 f= 1.94620D+01 |proj g|= 1.00323D-02\n",
"\n",
"At iterate 81 f= 3.01053D+02 |proj g|= 2.44308D-02\n",
"\n",
"At iterate 20 f= 3.76314D+00 |proj g|= 4.99012D-02\n",
"\n",
"At iterate 88 f= 3.02174D+02 |proj g|= 1.04368D-02\n",
"\n",
"At iterate 47 f= 1.94613D+01 |proj g|= 1.60815D-02\n",
"\n",
"At iterate 21 f= 3.75630D+00 |proj g|= 4.27691D-02\n",
"\n",
"At iterate 89 f= 3.02174D+02 |proj g|= 1.02368D-02\n",
"\n",
"At iterate 82 f= 3.01053D+02 |proj g|= 1.37543D-02\n",
"\n",
"At iterate 48 f= 1.94607D+01 |proj g|= 5.42203D-03\n",
"\n",
"At iterate 22 f= 3.75441D+00 |proj g|= 1.36982D-02\n",
"\n",
"At iterate 90 f= 3.02174D+02 |proj g|= 4.82610D-03\n",
"\n",
"At iterate 83 f= 3.01053D+02 |proj g|= 8.93774D-03\n",
"\n",
"At iterate 49 f= 1.94601D+01 |proj g|= 6.90059D-03\n",
"\n",
"At iterate 91 f= 3.02174D+02 |proj g|= 7.64819D-03\n",
"\n",
"At iterate 23 f= 3.75327D+00 |proj g|= 2.88072D-03\n",
"\n",
"At iterate 84 f= 3.01053D+02 |proj g|= 7.88102D-03\n",
"\n",
"At iterate 50 f= 1.94594D+01 |proj g|= 2.02532D-02\n",
"\n",
"At iterate 92 f= 3.02174D+02 |proj g|= 2.96559D-02\n",
"\n",
"At iterate 24 f= 3.75306D+00 |proj g|= 3.95702D-03\n",
"\n",
"At iterate 85 f= 3.01053D+02 |proj g|= 1.45660D-02\n",
"\n",
"At iterate 51 f= 1.94588D+01 |proj g|= 8.34493D-03\n",
"\n",
"At iterate 25 f= 3.75276D+00 |proj g|= 4.46087D-03\n",
"\n",
"At iterate 93 f= 3.02173D+02 |proj g|= 8.56773D-03\n",
"\n",
"At iterate 52 f= 1.94585D+01 |proj g|= 4.95067D-03\n",
"\n",
"At iterate 94 f= 3.02173D+02 |proj g|= 1.07587D-02\n",
"\n",
"At iterate 26 f= 3.75254D+00 |proj g|= 1.50650D-03\n",
"\n",
"At iterate 86 f= 3.01053D+02 |proj g|= 1.71083D-02\n",
"\n",
"At iterate 53 f= 1.94584D+01 |proj g|= 3.30499D-03\n",
"\n",
"At iterate 95 f= 3.02173D+02 |proj g|= 8.58651D-03\n",
"\n",
"At iterate 27 f= 3.75247D+00 |proj g|= 5.01687D-04\n",
"\n",
"At iterate 87 f= 3.01053D+02 |proj g|= 1.07563D-02\n",
"\n",
"At iterate 96 f= 3.02173D+02 |proj g|= 1.49575D-02\n",
"\n",
"At iterate 28 f= 3.75245D+00 |proj g|= 8.39598D-04\n",
"\n",
"At iterate 88 f= 3.01053D+02 |proj g|= 5.05688D-03\n",
"\n",
"At iterate 54 f= 1.94583D+01 |proj g|= 1.15850D-02\n",
"\n",
"At iterate 97 f= 3.02173D+02 |proj g|= 2.52853D-02\n",
"\n",
"At iterate 29 f= 3.75244D+00 |proj g|= 3.84778D-04\n",
"\n",
"At iterate 89 f= 3.01053D+02 |proj g|= 6.55053D-03\n",
"\n",
"At iterate 55 f= 1.94582D+01 |proj g|= 3.18539D-03\n",
"\n",
"\n",
"At iterate 30 f= 3.75243D+00 |proj g|= 2.26506D-04\n",
"At iterate 98 f= 3.02173D+02 |proj g|= 2.67547D-02\n",
"\n",
"At iterate 90 f= 3.01053D+02 |proj g|= 9.68977D-03\n",
"\n",
"At iterate 56 f= 1.94581D+01 |proj g|= 3.95524D-03\n",
"\n",
"At iterate 99 f= 3.02173D+02 |proj g|= 2.80801D-02\n",
"\n",
"At iterate 91 f= 3.01053D+02 |proj g|= 2.12592D-02\n",
"\n",
"At iterate 31 f= 3.75243D+00 |proj g|= 5.08429D-04\n",
"\n",
"At iterate 57 f= 1.94580D+01 |proj g|= 3.52988D-03\n",
"\n",
"At iterate 100 f= 3.02173D+02 |proj g|= 1.33765D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 106 1 0 0 1.338D-02 3.022D+02\n",
" F = 302.17259420143205 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 92 f= 3.01053D+02 |proj g|= 2.78215D-02\n",
"\n",
"At iterate 32 f= 3.75243D+00 |proj g|= 1.44361D-04\n",
"\n",
"At iterate 58 f= 1.94579D+01 |proj g|= 2.20396D-02\n",
"\n",
"At iterate 93 f= 3.01052D+02 |proj g|= 1.29243D-01\n",
"\n",
"At iterate 33 f= 3.75243D+00 |proj g|= 8.75026D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 33 35 1 0 0 8.750D-05 3.752D+00\n",
" F = 3.7524285726384292 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 59 f= 1.94577D+01 |proj g|= 3.53835D-03\n",
"\n",
"At iterate 94 f= 3.01052D+02 |proj g|= 5.39708D-02\n",
"\n",
"At iterate 60 f= 1.94577D+01 |proj g|= 3.76360D-03\n",
"\n",
"At iterate 95 f= 3.01052D+02 |proj g|= 2.08416D-02\n",
"\n",
"At iterate 61 f= 1.94576D+01 |proj g|= 6.02322D-03\n",
"\n",
"At iterate 96 f= 3.01052D+02 |proj g|= 2.42081D-02\n",
"\n",
"At iterate 62 f= 1.94576D+01 |proj g|= 3.77724D-03\n",
"\n",
"At iterate 97 f= 3.01052D+02 |proj g|= 4.51648D-02\n",
"\n",
"At iterate 63 f= 1.94575D+01 |proj g|= 3.45627D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 98 f= 3.01052D+02 |proj g|= 1.27822D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.36510D+03\n",
"\n",
"At iterate 64 f= 1.94575D+01 |proj g|= 1.34673D-03\n",
"\n",
"At iterate 99 f= 3.01052D+02 |proj g|= 8.69736D-03\n",
"\n",
"At iterate 1 f= 8.66733D+03 |proj g|= 1.79945D+03\n",
"\n",
"At iterate 100 f= 3.01051D+02 |proj g|= 1.36664D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 110 1 0 0 1.367D-02 3.011D+02\n",
" F = 301.05149471494298 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 65 f= 1.94575D+01 |proj g|= 2.85220D-03\n",
"\n",
"At iterate 2 f= 4.24702D+03 |proj g|= 6.45761D+02\n",
"\n",
"At iterate 66 f= 1.94575D+01 |proj g|= 2.80842D-03\n",
"\n",
"At iterate 3 f= 1.97879D+03 |proj g|= 8.26071D+02\n",
"\n",
"At iterate 67 f= 1.94574D+01 |proj g|= 5.46812D-03\n",
"\n",
"At iterate 4 f= 8.62315D+02 |proj g|= 1.30455D+02\n",
"\n",
"At iterate 5 f= 4.53225D+02 |proj g|= 7.64090D+01\n",
"\n",
"At iterate 68 f= 1.94574D+01 |proj g|= 1.49497D-03\n",
"\n",
"At iterate 6 f= 2.19507D+02 |proj g|= 3.61909D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"At iterate 69 f= 1.94574D+01 |proj g|= 5.63431D-04\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.41509D+03\n",
"\n",
"At iterate 7 f= 1.11085D+02 |proj g|= 1.88415D+01\n",
"\n",
"At iterate 1 f= 1.00980D+04 |proj g|= 8.84864D+02\n",
"\n",
"At iterate 70 f= 1.94574D+01 |proj g|= 6.76916D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30857D+03\n",
"\n",
"At iterate 8 f= 5.58928D+01 |proj g|= 9.44382D+00\n",
"\n",
"At iterate 2 f= 5.96828D+03 |proj g|= 3.65264D+02\n",
"\n",
"At iterate 71 f= 1.94574D+01 |proj g|= 1.38871D-03\n",
"\n",
"At iterate 1 f= 1.00900D+04 |proj g|= 4.49284D+03\n",
"\n",
"At iterate 3 f= 3.64142D+03 |proj g|= 1.09470D+03\n",
"\n",
"At iterate 9 f= 2.85556D+01 |proj g|= 4.63662D+00\n",
"\n",
"At iterate 2 f= 8.12887D+03 |proj g|= 3.56990D+03\n",
"\n",
"At iterate 4 f= 1.75568D+03 |proj g|= 4.73780D+02\n",
"\n",
"At iterate 72 f= 1.94574D+01 |proj g|= 1.64853D-03\n",
"\n",
"At iterate 10 f= 1.48074D+01 |proj g|= 2.38083D+00\n",
"\n",
"At iterate 3 f= 3.43489D+03 |proj g|= 8.83597D+02\n",
"\n",
"At iterate 5 f= 1.25469D+03 |proj g|= 1.75609D+02\n",
"\n",
"At iterate 11 f= 7.91242D+00 |proj g|= 1.06706D+00\n",
"\n",
"At iterate 73 f= 1.94574D+01 |proj g|= 5.04199D-04\n",
"\n",
"At iterate 4 f= 2.42297D+03 |proj g|= 2.67054D+02\n",
"\n",
"At iterate 12 f= 4.59242D+00 |proj g|= 7.02718D-01\n",
"\n",
"At iterate 6 f= 8.51615D+02 |proj g|= 1.01643D+02\n",
"\n",
"At iterate 5 f= 1.53361D+03 |proj g|= 1.83897D+02\n",
"\n",
"At iterate 74 f= 1.94574D+01 |proj g|= 2.63996D-04\n",
"\n",
"At iterate 13 f= 3.18372D+00 |proj g|= 2.40907D-01\n",
"\n",
"At iterate 7 f= 5.38834D+02 |proj g|= 6.10324D+01\n",
"\n",
"At iterate 6 f= 1.02991D+03 |proj g|= 7.62606D+01\n",
"\n",
"At iterate 75 f= 1.94574D+01 |proj g|= 7.27690D-04\n",
"\n",
"At iterate 14 f= 2.56767D+00 |proj g|= 2.85268D-01\n",
"\n",
"At iterate 8 f= 2.96365D+02 |proj g|= 5.10039D+01\n",
"\n",
"At iterate 7 f= 7.83075D+02 |proj g|= 4.39781D+01\n",
"\n",
"At iterate 9 f= 1.59580D+02 |proj g|= 4.37498D+01\n",
"\n",
"At iterate 15 f= 2.38087D+00 |proj g|= 2.69111D-01\n",
"\n",
"At iterate 8 f= 5.76850D+02 |proj g|= 5.69653D+01\n",
"\n",
"At iterate 76 f= 1.94574D+01 |proj g|= 1.16482D-03\n",
"\n",
"At iterate 9 f= 4.65374D+02 |proj g|= 9.09774D+01\n",
"\n",
"\n",
"At iterate 10 f= 5.23108D+01 |proj g|= 1.06014D+01\n",
"At iterate 16 f= 2.26797D+00 |proj g|= 3.94442D-02\n",
"\n",
"At iterate 77 f= 1.94574D+01 |proj g|= 7.42110D-04\n",
"\n",
"At iterate 17 f= 2.26239D+00 |proj g|= 1.18162D-02\n",
"\n",
"At iterate 10 f= 3.65019D+02 |proj g|= 4.77396D+01\n",
"\n",
"At iterate 11 f= 3.43011D+01 |proj g|= 6.77070D+00\n",
"\n",
"At iterate 78 f= 1.94574D+01 |proj g|= 3.01453D-04\n",
"\n",
"At iterate 18 f= 2.25993D+00 |proj g|= 5.13823D-03\n",
"\n",
"At iterate 11 f= 3.49207D+02 |proj g|= 4.76182D+01\n",
"\n",
"At iterate 79 f= 1.94574D+01 |proj g|= 2.07736D-04\n",
"\n",
"At iterate 12 f= 2.19508D+01 |proj g|= 3.67277D+00\n",
"\n",
"At iterate 19 f= 2.25791D+00 |proj g|= 1.38578D-02\n",
"\n",
"At iterate 80 f= 1.94574D+01 |proj g|= 1.14580D-03\n",
"\n",
"At iterate 13 f= 1.60098D+01 |proj g|= 1.96372D+00\n",
"\n",
"At iterate 20 f= 2.25390D+00 |proj g|= 2.19206D-02\n",
"\n",
"At iterate 81 f= 1.94574D+01 |proj g|= 1.12870D-04\n",
"\n",
"At iterate 14 f= 1.35355D+01 |proj g|= 7.48295D-01\n",
"\n",
"At iterate 12 f= 3.27636D+02 |proj g|= 1.10060D+01\n",
"\n",
"At iterate 21 f= 2.24973D+00 |proj g|= 2.04986D-02\n",
"\n",
"At iterate 82 f= 1.94574D+01 |proj g|= 9.96411D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 82 89 1 0 0 9.964D-05 1.946D+01\n",
" F = 19.457385917412957 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 15 f= 1.26622D+01 |proj g|= 4.89657D-01\n",
"\n",
"At iterate 13 f= 2.96204D+02 |proj g|= 1.25274D+01\n",
"\n",
"At iterate 22 f= 2.24902D+00 |proj g|= 1.32840D-02\n",
"\n",
"At iterate 14 f= 2.80493D+02 |proj g|= 7.42341D+00\n",
"\n",
"At iterate 23 f= 2.24669D+00 |proj g|= 3.90379D-03\n",
"\n",
"At iterate 16 f= 1.25709D+01 |proj g|= 2.82179D-01\n",
"\n",
"At iterate 24 f= 2.24659D+00 |proj g|= 8.18095D-04\n",
"\n",
"At iterate 15 f= 2.69309D+02 |proj g|= 6.29278D+00\n",
"\n",
"At iterate 17 f= 1.23656D+01 |proj g|= 1.58841D-01\n",
"\n",
"At iterate 18 f= 1.21884D+01 |proj g|= 1.56611D-01\n",
"\n",
"At iterate 25 f= 2.24652D+00 |proj g|= 1.31278D-03\n",
"\n",
"At iterate 16 f= 2.60677D+02 |proj g|= 4.33138D+00\n",
"\n",
"At iterate 26 f= 2.24646D+00 |proj g|= 2.52452D-03\n",
"\n",
"At iterate 17 f= 2.56532D+02 |proj g|= 4.73131D+00\n",
"\n",
"At iterate 19 f= 1.19152D+01 |proj g|= 1.68759D-01\n",
"\n",
"At iterate 27 f= 2.24638D+00 |proj g|= 1.82439D-03\n",
"\n",
"\n",
"At iterate 20 f= 1.17415D+01 |proj g|= 1.76481D-01\n",
"At iterate 18 f= 2.54650D+02 |proj g|= 8.86929D+00\n",
"\n",
"At iterate 28 f= 2.24637D+00 |proj g|= 1.44741D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.93397D+03\n",
"\n",
"\n",
"At iterate 21 f= 1.16470D+01 |proj g|= 1.29791D-01\n",
"At iterate 19 f= 2.52292D+02 |proj g|= 2.34487D+00\n",
"\n",
"At iterate 29 f= 2.24634D+00 |proj g|= 2.51426D-04\n",
"\n",
"At iterate 1 f= 9.85988D+03 |proj g|= 9.64313D+02\n",
"\n",
"At iterate 22 f= 1.15996D+01 |proj g|= 8.23017D-02\n",
"\n",
"At iterate 20 f= 2.51786D+02 |proj g|= 2.27710D+00\n",
"\n",
"At iterate 30 f= 2.24634D+00 |proj g|= 1.26909D-04\n",
"\n",
"At iterate 2 f= 5.40771D+03 |proj g|= 4.86741D+02\n",
"\n",
"At iterate 21 f= 2.48724D+02 |proj g|= 2.88209D+00\n",
"\n",
"At iterate 23 f= 1.15598D+01 |proj g|= 8.23399D-02\n",
"\n",
"At iterate 31 f= 2.24634D+00 |proj g|= 1.48953D-04\n",
"\n",
"At iterate 3 f= 3.37249D+03 |proj g|= 1.77986D+03\n",
"\n",
"At iterate 24 f= 1.15386D+01 |proj g|= 4.67753D-02\n",
"\n",
"At iterate 22 f= 2.47988D+02 |proj g|= 2.14639D+00\n",
"\n",
"At iterate 32 f= 2.24634D+00 |proj g|= 4.73356D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 32 33 1 0 0 4.734D-05 2.246D+00\n",
" F = 2.2463367646114238 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 4 f= 1.70273D+03 |proj g|= 6.42352D+02\n",
"\n",
"At iterate 23 f= 2.47431D+02 |proj g|= 1.09923D+00\n",
"\n",
"At iterate 25 f= 1.15225D+01 |proj g|= 2.40545D-02\n",
"\n",
"At iterate 5 f= 1.05965D+03 |proj g|= 2.74880D+02\n",
"\n",
"At iterate 24 f= 2.46708D+02 |proj g|= 2.43002D+00\n",
"\n",
"At iterate 26 f= 1.15075D+01 |proj g|= 1.34518D-02\n",
"\n",
"At iterate 25 f= 2.46312D+02 |proj g|= 3.87896D+00\n",
"\n",
"At iterate 6 f= 5.94769D+02 |proj g|= 1.03533D+02\n",
"\n",
"At iterate 27 f= 1.14977D+01 |proj g|= 1.08527D-01\n",
"\n",
"At iterate 26 f= 2.45261D+02 |proj g|= 2.73544D+00\n",
"\n",
"At iterate 7 f= 3.10162D+02 |proj g|= 5.26866D+01\n",
"\n",
"At iterate 27 f= 2.44333D+02 |proj g|= 1.74629D+00\n",
"\n",
"At iterate 8 f= 1.54209D+02 |proj g|= 1.51478D+01\n",
"\n",
"At iterate 28 f= 1.14932D+01 |proj g|= 1.46841D-02\n",
"\n",
"At iterate 28 f= 2.43394D+02 |proj g|= 1.09220D+00\n",
"\n",
"At iterate 29 f= 1.14920D+01 |proj g|= 1.07636D-02\n",
"\n",
"At iterate 9 f= 7.52681D+01 |proj g|= 8.08908D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.88960D+03\n",
"\n",
"At iterate 29 f= 2.43032D+02 |proj g|= 1.26387D+00\n",
"\n",
"\n",
"At iterate 30 f= 1.14883D+01 |proj g|= 8.24254D-03\n",
"At iterate 10 f= 3.61913D+01 |proj g|= 2.54545D+00\n",
"\n",
"At iterate 1 f= 9.67357D+03 |proj g|= 2.53008D+03\n",
"\n",
"\n",
"At iterate 11 f= 2.12885D+01 |proj g|= 1.43791D+00\n",
"At iterate 31 f= 1.14849D+01 |proj g|= 9.61177D-03\n",
"\n",
"At iterate 30 f= 2.42527D+02 |proj g|= 1.29088D+00\n",
"\n",
"At iterate 2 f= 4.66582D+03 |proj g|= 1.07886D+03\n",
"\n",
"At iterate 31 f= 2.41608D+02 |proj g|= 2.47329D+00\n",
"\n",
"At iterate 3 f= 2.54182D+03 |proj g|= 8.28143D+02\n",
"\n",
"At iterate 32 f= 1.14845D+01 |proj g|= 2.44587D-02\n",
"\n",
"At iterate 12 f= 1.32430D+01 |proj g|= 1.17149D+00\n",
"\n",
"At iterate 4 f= 1.03618D+03 |proj g|= 3.08240D+02\n",
"\n",
"At iterate 32 f= 2.40898D+02 |proj g|= 1.00863D+00\n",
"\n",
"At iterate 33 f= 1.14820D+01 |proj g|= 7.49751D-03\n",
"\n",
"At iterate 13 f= 8.73547D+00 |proj g|= 5.67777D-01\n",
"\n",
"At iterate 5 f= 6.43391D+02 |proj g|= 1.27505D+02\n",
"\n",
"At iterate 33 f= 2.40599D+02 |proj g|= 1.03587D+00\n",
"\n",
"At iterate 14 f= 7.85617D+00 |proj g|= 3.54672D-01\n",
"\n",
"At iterate 34 f= 1.14814D+01 |proj g|= 2.66576D-03\n",
"\n",
"At iterate 6 f= 4.10955D+02 |proj g|= 4.70730D+01\n",
"\n",
"At iterate 34 f= 2.40294D+02 |proj g|= 8.89722D-01\n",
"\n",
"At iterate 15 f= 7.39545D+00 |proj g|= 4.27402D-01\n",
"\n",
"At iterate 35 f= 1.14809D+01 |proj g|= 2.76984D-03\n",
"\n",
"At iterate 7 f= 2.52654D+02 |proj g|= 2.38286D+01\n",
"\n",
"At iterate 35 f= 2.39895D+02 |proj g|= 8.87128D-01\n",
"\n",
"At iterate 16 f= 7.29647D+00 |proj g|= 6.51708D-02\n",
"\n",
"At iterate 8 f= 1.27543D+02 |proj g|= 1.21991D+01\n",
"\n",
"At iterate 36 f= 1.14803D+01 |proj g|= 5.40173D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 17 f= 7.27936D+00 |proj g|= 2.39447D-02\n",
"\n",
"\n",
"At iterate 9 f= 6.32652D+01 |proj g|= 4.81336D+00\n",
"At iterate 37 f= 1.14800D+01 |proj g|= 6.21157D-03\n",
"\n",
"At iterate 36 f= 2.39775D+02 |proj g|= 8.80826D-01\n",
"\n",
"At iterate 18 f= 7.24066D+00 |proj g|= 1.19076D-01\n",
"\n",
"At iterate 10 f= 4.63157D+01 |proj g|= 2.74278D+00\n",
"\n",
"At iterate 38 f= 1.14797D+01 |proj g|= 2.70485D-03\n",
"\n",
"At iterate 37 f= 2.39637D+02 |proj g|= 3.18468D-01\n",
"\n",
"At iterate 19 f= 7.18005D+00 |proj g|= 2.11118D-01\n",
"\n",
"At iterate 11 f= 3.81649D+01 |proj g|= 1.85586D+00\n",
"\n",
"At iterate 38 f= 2.39585D+02 |proj g|= 3.96034D-01\n",
"\n",
"At iterate 39 f= 1.14795D+01 |proj g|= 2.26948D-03\n",
"\n",
"\n",
"At iterate 12 f= 3.36135D+01 |proj g|= 1.96403D+00\n",
"At iterate 20 f= 7.08694D+00 |proj g|= 2.66479D-01\n",
"\n",
"At iterate 39 f= 2.39526D+02 |proj g|= 4.10958D-01\n",
"\n",
"At iterate 40 f= 1.14794D+01 |proj g|= 1.01885D-02\n",
"\n",
"At iterate 13 f= 3.09300D+01 |proj g|= 6.60492D-01\n",
"\n",
"At iterate 21 f= 6.98669D+00 |proj g|= 2.25309D-01\n",
"\n",
"At iterate 40 f= 2.39400D+02 |proj g|= 5.42086D-01\n",
"\n",
"At iterate 14 f= 3.06651D+01 |proj g|= 5.04509D-01\n",
"\n",
"At iterate 41 f= 2.39289D+02 |proj g|= 1.01261D+00\n",
"\n",
"At iterate 41 f= 1.14793D+01 |proj g|= 1.55327D-03\n",
"\n",
"At iterate 15 f= 3.06508D+01 |proj g|= 5.63504D-01\n",
"\n",
"At iterate 42 f= 2.39207D+02 |proj g|= 4.40294D-01\n",
"\n",
"At iterate 22 f= 6.94094D+00 |proj g|= 1.78344D-01\n",
"\n",
"At iterate 42 f= 1.14793D+01 |proj g|= 7.01564D-04\n",
"\n",
"At iterate 16 f= 3.06035D+01 |proj g|= 1.20626D-01\n",
"\n",
"At iterate 43 f= 1.14793D+01 |proj g|= 1.04755D-03\n",
"\n",
"At iterate 43 f= 2.39175D+02 |proj g|= 1.99266D-01\n",
"\n",
"At iterate 23 f= 6.89079D+00 |proj g|= 4.16756D-02\n",
"\n",
"At iterate 17 f= 3.05942D+01 |proj g|= 7.91726D-02\n",
"\n",
"At iterate 44 f= 1.14792D+01 |proj g|= 1.02841D-03\n",
"\n",
"At iterate 44 f= 2.39161D+02 |proj g|= 1.69044D-01\n",
"\n",
"At iterate 24 f= 6.88293D+00 |proj g|= 2.62378D-02\n",
"\n",
"At iterate 18 f= 3.05791D+01 |proj g|= 5.53186D-02\n",
"\n",
"At iterate 25 f= 6.88002D+00 |proj g|= 1.38669D-02\n",
"\n",
"At iterate 45 f= 2.39144D+02 |proj g|= 2.99929D-01\n",
"\n",
"At iterate 19 f= 3.05481D+01 |proj g|= 7.55383D-02\n",
"\n",
"At iterate 26 f= 6.87849D+00 |proj g|= 1.26051D-02\n",
"\n",
"At iterate 20 f= 3.05191D+01 |proj g|= 2.36867D-02\n",
"\n",
"At iterate 45 f= 1.14792D+01 |proj g|= 1.04968D-03\n",
"\n",
"At iterate 46 f= 2.39125D+02 |proj g|= 1.66087D-01\n",
"\n",
"At iterate 27 f= 6.87540D+00 |proj g|= 6.18478D-03\n",
"\n",
"At iterate 47 f= 2.39090D+02 |proj g|= 1.96773D-01\n",
"\n",
"At iterate 46 f= 1.14792D+01 |proj g|= 5.00166D-04\n",
"\n",
"At iterate 21 f= 3.05067D+01 |proj g|= 3.76115D-02\n",
"\n",
"At iterate 28 f= 6.87518D+00 |proj g|= 2.25727D-02\n",
"\n",
"At iterate 48 f= 2.39034D+02 |proj g|= 5.28318D-01\n",
"\n",
"At iterate 22 f= 3.04880D+01 |proj g|= 4.69926D-02\n",
"\n",
"At iterate 47 f= 1.14792D+01 |proj g|= 4.49738D-04\n",
"\n",
"At iterate 49 f= 2.38974D+02 |proj g|= 1.09201D+00\n",
"\n",
"At iterate 29 f= 6.87392D+00 |proj g|= 9.05002D-03\n",
"\n",
"At iterate 23 f= 3.04795D+01 |proj g|= 5.95483D-02\n",
"\n",
"At iterate 48 f= 1.14792D+01 |proj g|= 7.30387D-04\n",
"\n",
"\n",
"At iterate 50 f= 2.38918D+02 |proj g|= 4.74455D-01\n",
"At iterate 30 f= 6.87364D+00 |proj g|= 2.98273D-03\n",
"\n",
"At iterate 24 f= 3.04785D+01 |proj g|= 6.14970D-02\n",
"\n",
"At iterate 49 f= 1.14792D+01 |proj g|= 8.05703D-04\n",
"\n",
"At iterate 31 f= 6.87340D+00 |proj g|= 2.40617D-03\n",
"\n",
"At iterate 51 f= 2.38874D+02 |proj g|= 3.29724D-01\n",
"\n",
"At iterate 25 f= 3.04771D+01 |proj g|= 1.08809D-02\n",
"\n",
"At iterate 50 f= 1.14792D+01 |proj g|= 2.59882D-04\n",
"\n",
"At iterate 32 f= 6.87314D+00 |proj g|= 2.61345D-03\n",
"\n",
"At iterate 52 f= 2.38844D+02 |proj g|= 4.58486D-01\n",
"\n",
"At iterate 51 f= 1.14792D+01 |proj g|= 1.22344D-04\n",
"\n",
"At iterate 26 f= 3.04768D+01 |proj g|= 3.17554D-03\n",
"\n",
"At iterate 33 f= 6.87290D+00 |proj g|= 2.07522D-03\n",
"\n",
"At iterate 53 f= 2.38807D+02 |proj g|= 2.08843D-01\n",
"\n",
"At iterate 52 f= 1.14792D+01 |proj g|= 9.40297D-04\n",
"\n",
"At iterate 27 f= 3.04764D+01 |proj g|= 1.62785D-02\n",
"\n",
"At iterate 53 f= 1.14792D+01 |proj g|= 3.36746D-04\n",
"\n",
"\n",
"At iterate 54 f= 2.38799D+02 |proj g|= 5.01846D-01\n",
"At iterate 34 f= 6.87285D+00 |proj g|= 4.17167D-03\n",
"\n",
"At iterate 28 f= 3.04762D+01 |proj g|= 1.64661D-02\n",
"\n",
"At iterate 54 f= 1.14792D+01 |proj g|= 1.82885D-04\n",
"\n",
"At iterate 55 f= 2.38784D+02 |proj g|= 2.04269D-01\n",
"\n",
"At iterate 35 f= 6.87280D+00 |proj g|= 9.72517D-04\n",
"\n",
"\n",
"At iterate 55 f= 1.14792D+01 |proj g|= 2.76584D-04\n",
"At iterate 29 f= 3.04760D+01 |proj g|= 5.02819D-03\n",
"\n",
"At iterate 56 f= 2.38772D+02 |proj g|= 2.55340D-01\n",
"\n",
"At iterate 36 f= 6.87278D+00 |proj g|= 4.65997D-04\n",
"\n",
"At iterate 30 f= 3.04758D+01 |proj g|= 4.36238D-03\n",
"\n",
"At iterate 56 f= 1.14792D+01 |proj g|= 2.18333D-04\n",
"\n",
"At iterate 57 f= 2.38763D+02 |proj g|= 3.56004D-01\n",
"\n",
"At iterate 37 f= 6.87277D+00 |proj g|= 1.21270D-03\n",
"\n",
"\n",
"At iterate 57 f= 1.14792D+01 |proj g|= 2.09693D-04\n",
"At iterate 31 f= 3.04756D+01 |proj g|= 8.49208D-03\n",
"\n",
"At iterate 58 f= 2.38745D+02 |proj g|= 4.30042D-01\n",
"\n",
"At iterate 38 f= 6.87275D+00 |proj g|= 9.09892D-04\n",
"\n",
"\n",
"At iterate 58 f= 1.14792D+01 |proj g|= 9.31897D-05\n",
"At iterate 32 f= 3.04752D+01 |proj g|= 1.04707D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 58 63 1 0 0 9.319D-05 1.148D+01\n",
" F = 11.479178385193849 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 59 f= 2.38704D+02 |proj g|= 5.70033D-01\n",
"\n",
"At iterate 39 f= 6.87275D+00 |proj g|= 3.31890D-04\n",
"\n",
"At iterate 33 f= 3.04749D+01 |proj g|= 1.34084D-03\n",
"\n",
"At iterate 60 f= 2.38651D+02 |proj g|= 4.91425D-01\n",
"\n",
"At iterate 40 f= 6.87274D+00 |proj g|= 3.99401D-04\n",
"\n",
"At iterate 34 f= 3.04748D+01 |proj g|= 2.94010D-03\n",
"\n",
"At iterate 41 f= 6.87274D+00 |proj g|= 1.08728D-03\n",
"\n",
"At iterate 35 f= 3.04747D+01 |proj g|= 3.33710D-03\n",
"\n",
"At iterate 61 f= 2.38628D+02 |proj g|= 5.67898D-01\n",
"\n",
"At iterate 42 f= 6.87274D+00 |proj g|= 1.95201D-04\n",
"\n",
"At iterate 36 f= 3.04746D+01 |proj g|= 4.05234D-03\n",
"\n",
"At iterate 62 f= 2.38598D+02 |proj g|= 3.92887D-01\n",
"\n",
"At iterate 43 f= 6.87274D+00 |proj g|= 1.85846D-04\n",
"\n",
"At iterate 37 f= 3.04746D+01 |proj g|= 3.30982D-03\n",
"\n",
"At iterate 63 f= 2.38585D+02 |proj g|= 1.25043D-01\n",
"\n",
"At iterate 44 f= 6.87274D+00 |proj g|= 2.31764D-04\n",
"\n",
"At iterate 38 f= 3.04746D+01 |proj g|= 3.59896D-03\n",
"\n",
"At iterate 64 f= 2.38583D+02 |proj g|= 1.46481D-01\n",
"\n",
"At iterate 45 f= 6.87274D+00 |proj g|= 3.38467D-04\n",
"\n",
"At iterate 39 f= 3.04746D+01 |proj g|= 1.24161D-03\n",
"\n",
"At iterate 65 f= 2.38579D+02 |proj g|= 9.30781D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.23838D+03\n",
"\n",
"At iterate 46 f= 6.87274D+00 |proj g|= 2.40158D-04\n",
"\n",
"At iterate 40 f= 3.04746D+01 |proj g|= 8.45753D-04\n",
"\n",
"At iterate 66 f= 2.38572D+02 |proj g|= 1.36985D-01\n",
"\n",
"At iterate 1 f= 9.89653D+03 |proj g|= 2.21637D+03\n",
"\n",
"At iterate 41 f= 3.04746D+01 |proj g|= 2.40328D-03\n",
"\n",
"At iterate 47 f= 6.87274D+00 |proj g|= 4.98956D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 47 50 1 0 0 4.990D-05 6.873D+00\n",
" F = 6.8727397367083718 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 2 f= 4.83934D+03 |proj g|= 7.42458D+02\n",
"\n",
"At iterate 42 f= 3.04746D+01 |proj g|= 2.59852D-03\n",
"\n",
"At iterate 67 f= 2.38568D+02 |proj g|= 2.42435D-01\n",
"\n",
"At iterate 3 f= 2.87365D+03 |proj g|= 1.04375D+03\n",
"\n",
"At iterate 43 f= 3.04746D+01 |proj g|= 5.73571D-03\n",
"\n",
"At iterate 68 f= 2.38557D+02 |proj g|= 2.43488D-01\n",
"\n",
"At iterate 4 f= 1.35789D+03 |proj g|= 1.29066D+02\n",
"\n",
"At iterate 44 f= 3.04746D+01 |proj g|= 5.41946D-04\n",
"\n",
"At iterate 69 f= 2.38513D+02 |proj g|= 5.03369D-01\n",
"\n",
"At iterate 5 f= 1.11395D+03 |proj g|= 6.88878D+01\n",
"\n",
"At iterate 45 f= 3.04746D+01 |proj g|= 4.15292D-04\n",
"\n",
"At iterate 70 f= 2.38460D+02 |proj g|= 2.90413D-01\n",
"\n",
"At iterate 6 f= 7.64061D+02 |proj g|= 3.56580D+01\n",
"\n",
"At iterate 46 f= 3.04746D+01 |proj g|= 6.65586D-04\n",
"\n",
"At iterate 71 f= 2.38400D+02 |proj g|= 1.22519D-01\n",
"\n",
"At iterate 7 f= 6.13864D+02 |proj g|= 4.44336D+01\n",
"\n",
"At iterate 47 f= 3.04746D+01 |proj g|= 3.19436D-04\n",
"\n",
"At iterate 8 f= 5.25785D+02 |proj g|= 4.21325D+01\n",
"\n",
"At iterate 48 f= 3.04746D+01 |proj g|= 1.36182D-04\n",
"\n",
"At iterate 72 f= 2.38387D+02 |proj g|= 2.37626D-01\n",
"\n",
"At iterate 9 f= 4.39205D+02 |proj g|= 5.50317D+00\n",
"\n",
"At iterate 49 f= 3.04746D+01 |proj g|= 8.48576D-04\n",
"\n",
"At iterate 73 f= 2.38376D+02 |proj g|= 3.16720D-01\n",
"\n",
"At iterate 10 f= 3.86112D+02 |proj g|= 4.94834D+01\n",
"\n",
"At iterate 50 f= 3.04746D+01 |proj g|= 5.08425D-04\n",
"\n",
"At iterate 74 f= 2.38372D+02 |proj g|= 9.11958D-02\n",
"\n",
"At iterate 11 f= 3.54744D+02 |proj g|= 5.75119D+01\n",
"\n",
"At iterate 51 f= 3.04746D+01 |proj g|= 1.49176D-04\n",
"\n",
"At iterate 75 f= 2.38369D+02 |proj g|= 9.02334D-02\n",
"\n",
"At iterate 12 f= 3.07961D+02 |proj g|= 2.60751D+01\n",
"\n",
"At iterate 52 f= 3.04746D+01 |proj g|= 1.79593D-04\n",
"\n",
"At iterate 76 f= 2.38361D+02 |proj g|= 1.81851D-01\n",
"\n",
"At iterate 13 f= 2.88535D+02 |proj g|= 6.85867D+00\n",
"\n",
"At iterate 53 f= 3.04746D+01 |proj g|= 3.53377D-04\n",
"\n",
"At iterate 77 f= 2.38354D+02 |proj g|= 2.43872D-01\n",
"\n",
"At iterate 14 f= 2.76803D+02 |proj g|= 1.27014D+01\n",
"\n",
"At iterate 54 f= 3.04746D+01 |proj g|= 3.05830D-04\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 15 f= 2.73746D+02 |proj g|= 1.04231D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21302D+03\n",
"\n",
"At iterate 78 f= 2.38351D+02 |proj g|= 2.70078D-01\n",
"\n",
"At iterate 16 f= 2.71059D+02 |proj g|= 3.03043D+00\n",
"\n",
"At iterate 1 f= 1.10984D+04 |proj g|= 1.03287D+03\n",
"\n",
"At iterate 79 f= 2.38345D+02 |proj g|= 1.50768D-01\n",
"\n",
"At iterate 55 f= 3.04746D+01 |proj g|= 1.70056D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 55 58 1 0 0 1.701D-04 3.047D+01\n",
" F = 30.474576823647030 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 17 f= 2.70165D+02 |proj g|= 1.97884D+00\n",
"\n",
"\n",
"At iterate 2 f= 7.99135D+03 |proj g|= 1.54215D+03\n",
"At iterate 80 f= 2.38339D+02 |proj g|= 1.55406D-01\n",
"\n",
"At iterate 3 f= 5.84974D+03 |proj g|= 2.77957D+02\n",
"\n",
"At iterate 18 f= 2.69792D+02 |proj g|= 3.95701D+00\n",
"\n",
"At iterate 81 f= 2.38333D+02 |proj g|= 2.23997D-01\n",
"\n",
"At iterate 4 f= 4.74074D+03 |proj g|= 1.04581D+02\n",
"\n",
"At iterate 82 f= 2.38325D+02 |proj g|= 2.36233D-01\n",
"\n",
"At iterate 19 f= 2.69195D+02 |proj g|= 5.44289D+00\n",
"\n",
"At iterate 5 f= 3.71467D+03 |proj g|= 1.17104D+02\n",
"\n",
"At iterate 20 f= 2.67924D+02 |proj g|= 5.98194D+00\n",
"\n",
"At iterate 83 f= 2.38322D+02 |proj g|= 1.76510D-01\n",
"\n",
"At iterate 6 f= 2.75348D+03 |proj g|= 2.10962D+01\n",
"\n",
"At iterate 21 f= 2.64783D+02 |proj g|= 2.33153D+00\n",
"\n",
"At iterate 7 f= 2.10431D+03 |proj g|= 2.62211D+02\n",
"\n",
"At iterate 84 f= 2.38314D+02 |proj g|= 1.58988D-01\n",
"\n",
"At iterate 22 f= 2.62998D+02 |proj g|= 3.94507D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.99735D+03\n",
"\n",
"At iterate 8 f= 1.72532D+03 |proj g|= 2.10959D+02\n",
"\n",
"At iterate 85 f= 2.38306D+02 |proj g|= 1.71062D-01\n",
"\n",
"At iterate 23 f= 2.62618D+02 |proj g|= 6.76556D-01\n",
"\n",
"At iterate 1 f= 9.24551D+03 |proj g|= 1.31001D+03\n",
"\n",
"At iterate 9 f= 1.41572D+03 |proj g|= 1.05569D+01\n",
"\n",
"At iterate 24 f= 2.62474D+02 |proj g|= 1.46603D+00\n",
"\n",
"At iterate 2 f= 5.29461D+03 |proj g|= 5.54526D+02\n",
"\n",
"At iterate 86 f= 2.38294D+02 |proj g|= 2.63557D-01\n",
"\n",
"At iterate 10 f= 1.25108D+03 |proj g|= 2.43974D+01\n",
"\n",
"At iterate 25 f= 2.62209D+02 |proj g|= 5.40179D+00\n",
"\n",
"At iterate 3 f= 2.84635D+03 |proj g|= 1.02207D+03\n",
"\n",
"At iterate 87 f= 2.38265D+02 |proj g|= 3.43359D-01\n",
"\n",
"At iterate 11 f= 1.13769D+03 |proj g|= 1.90969D+02\n",
"\n",
"At iterate 4 f= 1.56699D+03 |proj g|= 4.06065D+02\n",
"\n",
"At iterate 26 f= 2.61488D+02 |proj g|= 3.80493D-01\n",
"\n",
"At iterate 88 f= 2.38236D+02 |proj g|= 4.26532D-01\n",
"\n",
"At iterate 5 f= 9.26260D+02 |proj g|= 2.12949D+02\n",
"\n",
"At iterate 12 f= 1.08530D+03 |proj g|= 1.40760D+02\n",
"\n",
"At iterate 27 f= 2.60946D+02 |proj g|= 2.44232D+00\n",
"\n",
"At iterate 89 f= 2.38212D+02 |proj g|= 1.71835D-01\n",
"\n",
"At iterate 6 f= 5.08033D+02 |proj g|= 1.00585D+02\n",
"\n",
"At iterate 13 f= 1.01875D+03 |proj g|= 6.94768D+01\n",
"\n",
"At iterate 28 f= 2.60554D+02 |proj g|= 2.03829D+00\n",
"\n",
"At iterate 90 f= 2.38209D+02 |proj g|= 1.05623D-01\n",
"\n",
"At iterate 7 f= 2.39380D+02 |proj g|= 3.36963D+01\n",
"\n",
"At iterate 14 f= 9.74848D+02 |proj g|= 2.99375D+01\n",
"\n",
"\n",
"At iterate 91 f= 2.38208D+02 |proj g|= 3.82845D-02\n",
"At iterate 15 f= 9.58865D+02 |proj g|= 2.32593D+01\n",
"\n",
"At iterate 8 f= 1.18727D+02 |proj g|= 1.43978D+01\n",
"\n",
"At iterate 29 f= 2.60474D+02 |proj g|= 1.23994D-01\n",
"\n",
"At iterate 92 f= 2.38207D+02 |proj g|= 2.83185D-02\n",
"\n",
"At iterate 16 f= 9.52040D+02 |proj g|= 7.15949D+00\n",
"\n",
"At iterate 9 f= 5.86095D+01 |proj g|= 8.04442D+00\n",
"\n",
"At iterate 30 f= 2.60389D+02 |proj g|= 1.04270D+00\n",
"\n",
"At iterate 93 f= 2.38207D+02 |proj g|= 2.25656D-01\n",
"\n",
"At iterate 10 f= 2.83573D+01 |proj g|= 3.20521D+00\n",
"\n",
"At iterate 17 f= 9.48773D+02 |proj g|= 5.64003D+00\n",
"\n",
"At iterate 31 f= 2.60092D+02 |proj g|= 4.11715D+00\n",
"\n",
"At iterate 94 f= 2.38204D+02 |proj g|= 8.01273D-02\n",
"\n",
"At iterate 11 f= 1.60446D+01 |proj g|= 1.60804D+00\n",
"\n",
"At iterate 32 f= 2.59848D+02 |proj g|= 5.30974D+00\n",
"\n",
"At iterate 18 f= 9.37607D+02 |proj g|= 1.46075D+01\n",
"\n",
"At iterate 95 f= 2.38202D+02 |proj g|= 5.90800D-02\n",
"\n",
"At iterate 33 f= 2.59282D+02 |proj g|= 5.61334D+00\n",
"\n",
"At iterate 12 f= 8.76209D+00 |proj g|= 7.45750D-01\n",
"\n",
"At iterate 19 f= 9.32322D+02 |proj g|= 2.35328D+00\n",
"\n",
"At iterate 20 f= 9.30800D+02 |proj g|= 1.71386D+00\n",
"\n",
"At iterate 96 f= 2.38197D+02 |proj g|= 1.70972D-01\n",
"\n",
"At iterate 13 f= 6.85446D+00 |proj g|= 4.62064D-01\n",
"\n",
"At iterate 97 f= 2.38193D+02 |proj g|= 1.89011D-01\n",
"\n",
"At iterate 34 f= 2.58955D+02 |proj g|= 2.56102D+00\n",
"\n",
"At iterate 21 f= 9.29655D+02 |proj g|= 1.05173D+00\n",
"\n",
"At iterate 14 f= 6.31734D+00 |proj g|= 1.42312D+00\n",
"\n",
"At iterate 35 f= 2.58657D+02 |proj g|= 1.70097D+00\n",
"\n",
"At iterate 15 f= 5.72419D+00 |proj g|= 3.60838D-01\n",
"\n",
"At iterate 98 f= 2.38192D+02 |proj g|= 1.12212D-01\n",
"\n",
"At iterate 22 f= 9.29329D+02 |proj g|= 8.74478D+00\n",
"\n",
"At iterate 16 f= 5.66839D+00 |proj g|= 1.44455D-01\n",
"\n",
"At iterate 36 f= 2.58592D+02 |proj g|= 5.73588D-01\n",
"\n",
"At iterate 23 f= 9.28432D+02 |proj g|= 7.10219D+00\n",
"\n",
"At iterate 99 f= 2.38190D+02 |proj g|= 8.00297D-02\n",
"\n",
"At iterate 17 f= 5.64422D+00 |proj g|= 3.80343D-02\n",
"\n",
"At iterate 37 f= 2.58585D+02 |proj g|= 7.47524D-01\n",
"\n",
"At iterate 24 f= 9.24188D+02 |proj g|= 2.77971D+00\n",
"\n",
"At iterate 100 f= 2.38187D+02 |proj g|= 7.61342D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 112 1 0 0 7.613D-02 2.382D+02\n",
" F = 238.18653862145609 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 18 f= 5.63193D+00 |proj g|= 5.02104D-02\n",
"\n",
"At iterate 38 f= 2.58552D+02 |proj g|= 3.52503D-01\n",
"\n",
"At iterate 25 f= 9.21043D+02 |proj g|= 6.92994D+00\n",
"\n",
"At iterate 19 f= 5.61143D+00 |proj g|= 7.43338D-02\n",
"\n",
"At iterate 39 f= 2.58445D+02 |proj g|= 6.84057D-01\n",
"\n",
"At iterate 26 f= 9.19270D+02 |proj g|= 5.54564D+00\n",
"\n",
"At iterate 20 f= 5.58494D+00 |proj g|= 7.62307D-02\n",
"\n",
"At iterate 40 f= 2.58429D+02 |proj g|= 3.94493D-01\n",
"\n",
"At iterate 27 f= 9.18723D+02 |proj g|= 5.19596D+00\n",
"\n",
"At iterate 21 f= 5.55582D+00 |proj g|= 4.93500D-02\n",
"\n",
"At iterate 41 f= 2.58415D+02 |proj g|= 1.62869D-01\n",
"\n",
"At iterate 22 f= 5.53664D+00 |proj g|= 2.69088D-02\n",
"\n",
"At iterate 42 f= 2.58411D+02 |proj g|= 6.11193D-02\n",
"\n",
"At iterate 28 f= 9.18153D+02 |proj g|= 9.99174D-01\n",
"\n",
"At iterate 23 f= 5.52693D+00 |proj g|= 7.13988D-03\n",
"\n",
"At iterate 43 f= 2.58400D+02 |proj g|= 2.93243D-01\n",
"\n",
"At iterate 29 f= 9.18070D+02 |proj g|= 2.46128D-01\n",
"\n",
"At iterate 24 f= 5.52427D+00 |proj g|= 5.40018D-03\n",
"\n",
"At iterate 44 f= 2.58375D+02 |proj g|= 7.25827D-01\n",
"\n",
"At iterate 30 f= 9.18038D+02 |proj g|= 1.50674D-01\n",
"\n",
"At iterate 45 f= 2.58334D+02 |proj g|= 9.92229D-01\n",
"\n",
"At iterate 25 f= 5.52128D+00 |proj g|= 6.77026D-03\n",
"\n",
"At iterate 31 f= 9.17771D+02 |proj g|= 5.11068D-01\n",
"\n",
"At iterate 46 f= 2.58287D+02 |proj g|= 8.95350D-01\n",
"\n",
"At iterate 26 f= 5.51997D+00 |proj g|= 9.20777D-03\n",
"\n",
"At iterate 32 f= 9.17485D+02 |proj g|= 7.98182D-01\n",
"\n",
"At iterate 27 f= 5.51858D+00 |proj g|= 3.23221D-03\n",
"\n",
"At iterate 47 f= 2.58285D+02 |proj g|= 4.14813D-01\n",
"\n",
"At iterate 33 f= 9.17462D+02 |proj g|= 3.42453D+00\n",
"\n",
"At iterate 28 f= 5.51768D+00 |proj g|= 2.50813D-03\n",
"\n",
"At iterate 48 f= 2.58256D+02 |proj g|= 1.92076D-01\n",
"\n",
"At iterate 34 f= 9.16822D+02 |proj g|= 2.50664D+00\n",
"\n",
"At iterate 29 f= 5.51670D+00 |proj g|= 2.14264D-02\n",
"\n",
"At iterate 49 f= 2.58241D+02 |proj g|= 6.49372D-02\n",
"\n",
"At iterate 35 f= 9.16164D+02 |proj g|= 2.45010D+00\n",
"\n",
"At iterate 50 f= 2.58236D+02 |proj g|= 5.10269D-02\n",
"\n",
"At iterate 30 f= 5.51628D+00 |proj g|= 2.92885D-03\n",
"\n",
"At iterate 36 f= 9.15944D+02 |proj g|= 1.47753D+00\n",
"\n",
"At iterate 51 f= 2.58226D+02 |proj g|= 2.49990D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.91239D+03\n",
"\n",
"At iterate 31 f= 5.51614D+00 |proj g|= 2.08402D-03\n",
"\n",
"At iterate 37 f= 9.15592D+02 |proj g|= 3.43984D-01\n",
"\n",
"At iterate 52 f= 2.58224D+02 |proj g|= 2.53765D-01\n",
"\n",
"At iterate 1 f= 7.91603D+03 |proj g|= 3.71113D+03\n",
"\n",
"At iterate 32 f= 5.51597D+00 |proj g|= 9.22561D-04\n",
"\n",
"At iterate 38 f= 9.15559D+02 |proj g|= 1.28210D-01\n",
"\n",
"At iterate 2 f= 5.54607D+03 |proj g|= 2.72740D+03\n",
"\n",
"At iterate 53 f= 2.58216D+02 |proj g|= 4.96777D-02\n",
"\n",
"At iterate 33 f= 5.51586D+00 |proj g|= 1.44856D-03\n",
"\n",
"At iterate 39 f= 9.15516D+02 |proj g|= 7.26712D-01\n",
"\n",
"At iterate 3 f= 2.24445D+03 |proj g|= 1.11944D+03\n",
"\n",
"At iterate 54 f= 2.58213D+02 |proj g|= 1.43284D-01\n",
"\n",
"At iterate 40 f= 9.15437D+02 |proj g|= 4.32125D-01\n",
"\n",
"At iterate 4 f= 1.16004D+03 |proj g|= 6.06612D+02\n",
"\n",
"At iterate 55 f= 2.58210D+02 |proj g|= 7.21310D-02\n",
"\n",
"At iterate 5 f= 5.48822D+02 |proj g|= 2.84692D+02\n",
"\n",
"At iterate 41 f= 9.15228D+02 |proj g|= 9.92499D-01\n",
"\n",
"At iterate 34 f= 5.51583D+00 |proj g|= 1.96055D-03\n",
"\n",
"At iterate 6 f= 2.70752D+02 |proj g|= 1.46252D+02\n",
"\n",
"At iterate 42 f= 9.14835D+02 |proj g|= 1.22830D+00\n",
"\n",
"At iterate 35 f= 5.51580D+00 |proj g|= 5.54508D-04\n",
"\n",
"At iterate 56 f= 2.58209D+02 |proj g|= 1.31556D-01\n",
"\n",
"At iterate 7 f= 1.34051D+02 |proj g|= 6.50946D+01\n",
"\n",
"At iterate 43 f= 9.14662D+02 |proj g|= 1.07005D+00\n",
"\n",
"At iterate 36 f= 5.51578D+00 |proj g|= 3.67603D-04\n",
"\n",
"At iterate 57 f= 2.58206D+02 |proj g|= 1.44497D-02\n",
"\n",
"At iterate 8 f= 6.68908D+01 |proj g|= 3.70360D+01\n",
"\n",
"At iterate 37 f= 5.51577D+00 |proj g|= 3.39135D-04\n",
"\n",
"At iterate 58 f= 2.58205D+02 |proj g|= 2.03106D-01\n",
"\n",
"At iterate 9 f= 3.30846D+01 |proj g|= 1.22892D+01\n",
"\n",
"At iterate 44 f= 9.14638D+02 |proj g|= 1.69520D+00\n",
"\n",
"At iterate 38 f= 5.51576D+00 |proj g|= 4.35139D-04\n",
"\n",
"At iterate 59 f= 2.58204D+02 |proj g|= 1.75908D-01\n",
"\n",
"At iterate 10 f= 1.60223D+01 |proj g|= 8.41709D+00\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 45 f= 9.14555D+02 |proj g|= 6.63638D-01\n",
"\n",
"At iterate 39 f= 5.51576D+00 |proj g|= 4.38180D-04\n",
"\n",
"At iterate 11 f= 8.23659D+00 |proj g|= 3.41937D+00\n",
"\n",
"At iterate 40 f= 5.51575D+00 |proj g|= 1.72535D-04\n",
"\n",
"At iterate 46 f= 9.14533D+02 |proj g|= 1.59207D-01\n",
"\n",
"At iterate 60 f= 2.58203D+02 |proj g|= 4.98987D-01\n",
"\n",
"At iterate 12 f= 4.50483D+00 |proj g|= 2.04979D+00\n",
"\n",
"At iterate 47 f= 9.14523D+02 |proj g|= 1.42883D-01\n",
"\n",
"At iterate 41 f= 5.51575D+00 |proj g|= 5.02775D-04\n",
"\n",
"At iterate 61 f= 2.58200D+02 |proj g|= 3.92106D-01\n",
"\n",
"At iterate 13 f= 2.65627D+00 |proj g|= 4.14049D-01\n",
"\n",
"At iterate 42 f= 5.51575D+00 |proj g|= 1.69694D-04\n",
"\n",
"At iterate 48 f= 9.14502D+02 |proj g|= 2.41052D-01\n",
"\n",
"At iterate 62 f= 2.58194D+02 |proj g|= 1.08904D-01\n",
"\n",
"At iterate 14 f= 1.65840D+00 |proj g|= 4.46290D-01\n",
"\n",
"At iterate 43 f= 5.51575D+00 |proj g|= 9.90208D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 43 47 1 0 0 9.902D-05 5.516D+00\n",
" F = 5.5157524021872195 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 49 f= 9.14440D+02 |proj g|= 5.96016D-01\n",
"\n",
"At iterate 63 f= 2.58193D+02 |proj g|= 6.47774D-03\n",
"\n",
"At iterate 15 f= 1.36057D+00 |proj g|= 2.29647D-01\n",
"\n",
"At iterate 50 f= 9.14381D+02 |proj g|= 4.63253D-01\n",
"\n",
"At iterate 64 f= 2.58193D+02 |proj g|= 1.41436D-02\n",
"\n",
"At iterate 16 f= 1.21847D+00 |proj g|= 1.12930D-01\n",
"\n",
"At iterate 65 f= 2.58192D+02 |proj g|= 8.30037D-03\n",
"\n",
"At iterate 51 f= 9.14357D+02 |proj g|= 1.00910D+00\n",
"\n",
"At iterate 66 f= 2.58191D+02 |proj g|= 1.08466D-01\n",
"\n",
"At iterate 17 f= 1.16630D+00 |proj g|= 5.53686D-02\n",
"\n",
"At iterate 52 f= 9.14311D+02 |proj g|= 1.72750D-01\n",
"\n",
"At iterate 67 f= 2.58190D+02 |proj g|= 4.38904D-02\n",
"\n",
"At iterate 18 f= 1.14201D+00 |proj g|= 1.98848D-02\n",
"\n",
"At iterate 53 f= 9.14291D+02 |proj g|= 1.73937D-01\n",
"\n",
"At iterate 68 f= 2.58188D+02 |proj g|= 1.46308D-02\n",
"\n",
"At iterate 19 f= 1.12753D+00 |proj g|= 1.04663D-02\n",
"\n",
"At iterate 54 f= 9.14268D+02 |proj g|= 3.55262D-01\n",
"\n",
"At iterate 69 f= 2.58188D+02 |proj g|= 4.00173D-02\n",
"\n",
"At iterate 20 f= 1.12013D+00 |proj g|= 8.56957D-03\n",
"\n",
"At iterate 55 f= 9.14255D+02 |proj g|= 1.68112D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.91239D+03\n",
"\n",
"At iterate 70 f= 2.58187D+02 |proj g|= 3.83261D-02\n",
"\n",
"At iterate 21 f= 1.11510D+00 |proj g|= 7.12687D-03\n",
"\n",
"At iterate 56 f= 9.14239D+02 |proj g|= 1.99699D-01\n",
"\n",
"At iterate 1 f= 7.90210D+03 |proj g|= 3.68881D+03\n",
"\n",
"At iterate 57 f= 9.14234D+02 |proj g|= 9.45196D-02\n",
"\n",
"At iterate 71 f= 2.58187D+02 |proj g|= 8.68974D-03\n",
"\n",
"At iterate 22 f= 1.11303D+00 |proj g|= 1.47365D-02\n",
"\n",
"At iterate 2 f= 5.60998D+03 |proj g|= 2.73731D+03\n",
"\n",
"At iterate 58 f= 9.14230D+02 |proj g|= 4.83599D-02\n",
"\n",
"At iterate 72 f= 2.58186D+02 |proj g|= 1.18858D-02\n",
"\n",
"At iterate 3 f= 2.31781D+03 |proj g|= 1.15590D+03\n",
"\n",
"At iterate 23 f= 1.11136D+00 |proj g|= 3.72134D-03\n",
"\n",
"At iterate 59 f= 9.14225D+02 |proj g|= 8.97210D-02\n",
"\n",
"At iterate 4 f= 1.18364D+03 |proj g|= 6.13007D+02\n",
"\n",
"At iterate 24 f= 1.11067D+00 |proj g|= 2.08050D-03\n",
"\n",
"At iterate 60 f= 9.14215D+02 |proj g|= 3.99350D-01\n",
"\n",
"At iterate 5 f= 5.54576D+02 |proj g|= 2.86775D+02\n",
"\n",
"At iterate 73 f= 2.58186D+02 |proj g|= 5.51031D-02\n",
"\n",
"At iterate 25 f= 1.11021D+00 |proj g|= 3.40524D-03\n",
"\n",
"At iterate 6 f= 2.73901D+02 |proj g|= 1.44749D+02\n",
"\n",
"At iterate 61 f= 9.14199D+02 |proj g|= 3.26832D-01\n",
"\n",
"At iterate 74 f= 2.58186D+02 |proj g|= 3.42661D-02\n",
"\n",
"At iterate 7 f= 1.35796D+02 |proj g|= 6.61597D+01\n",
"\n",
"At iterate 26 f= 1.11004D+00 |proj g|= 1.86878D-03\n",
"\n",
"At iterate 62 f= 9.14181D+02 |proj g|= 2.46517D-01\n",
"\n",
"At iterate 75 f= 2.58185D+02 |proj g|= 2.27845D-02\n",
"\n",
"At iterate 8 f= 6.80196D+01 |proj g|= 3.65368D+01\n",
"\n",
"At iterate 63 f= 9.14162D+02 |proj g|= 1.20170D+00\n",
"\n",
"At iterate 27 f= 1.10985D+00 |proj g|= 5.45154D-04\n",
"\n",
"At iterate 76 f= 2.58184D+02 |proj g|= 1.70487D-02\n",
"\n",
"At iterate 9 f= 3.39386D+01 |proj g|= 1.24195D+01\n",
"\n",
"At iterate 64 f= 9.14138D+02 |proj g|= 2.83175D-01\n",
"\n",
"At iterate 28 f= 1.10977D+00 |proj g|= 9.66288D-04\n",
"\n",
"At iterate 10 f= 1.62401D+01 |proj g|= 8.93445D+00\n",
"\n",
"At iterate 65 f= 9.14132D+02 |proj g|= 8.79619D-02\n",
"\n",
"At iterate 29 f= 1.10969D+00 |proj g|= 7.57422D-04\n",
"\n",
"At iterate 77 f= 2.58184D+02 |proj g|= 2.61954D-02\n",
"\n",
"At iterate 11 f= 8.19334D+00 |proj g|= 3.39784D+00\n",
"\n",
"At iterate 66 f= 9.14130D+02 |proj g|= 4.08785D-01\n",
"\n",
"At iterate 30 f= 1.10966D+00 |proj g|= 2.32599D-04\n",
"\n",
"At iterate 78 f= 2.58183D+02 |proj g|= 7.91299D-03\n",
"\n",
"At iterate 12 f= 4.55869D+00 |proj g|= 2.03313D+00\n",
"\n",
"At iterate 31 f= 1.10966D+00 |proj g|= 9.13010D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 31 33 1 0 0 9.130D-05 1.110D+00\n",
" F = 1.1096561620783567 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 79 f= 2.58183D+02 |proj g|= 5.11376D-03\n",
"\n",
"At iterate 13 f= 2.69942D+00 |proj g|= 4.05025D-01\n",
"\n",
"At iterate 67 f= 9.14130D+02 |proj g|= 6.26798D-02\n",
"\n",
"At iterate 80 f= 2.58183D+02 |proj g|= 8.76761D-03\n",
"\n",
"At iterate 14 f= 1.67067D+00 |proj g|= 4.31821D-01\n",
"\n",
"At iterate 68 f= 9.14129D+02 |proj g|= 4.46277D-02\n",
"\n",
"At iterate 81 f= 2.58183D+02 |proj g|= 1.14294D-02\n",
"\n",
"At iterate 15 f= 1.39392D+00 |proj g|= 2.38147D-01\n",
"\n",
"At iterate 69 f= 9.14128D+02 |proj g|= 4.97714D-02\n",
"\n",
"At iterate 16 f= 1.24720D+00 |proj g|= 1.18326D-01\n",
"\n",
"At iterate 70 f= 9.14121D+02 |proj g|= 1.48234D-01\n",
"\n",
"At iterate 82 f= 2.58183D+02 |proj g|= 5.94557D-02\n",
"\n",
"At iterate 17 f= 1.19524D+00 |proj g|= 5.68049D-02\n",
"\n",
"At iterate 71 f= 9.14114D+02 |proj g|= 1.07748D-01\n",
"\n",
"At iterate 18 f= 1.17025D+00 |proj g|= 2.48301D-02\n",
"\n",
"At iterate 83 f= 2.58183D+02 |proj g|= 3.25718D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.85814D+03\n",
"\n",
"At iterate 72 f= 9.14103D+02 |proj g|= 1.69139D-01\n",
"\n",
"At iterate 19 f= 1.15585D+00 |proj g|= 8.91224D-03\n",
"\n",
"At iterate 84 f= 2.58183D+02 |proj g|= 1.18979D-02\n",
"\n",
"At iterate 1 f= 8.67628D+03 |proj g|= 4.48134D+03\n",
"\n",
"At iterate 20 f= 1.14458D+00 |proj g|= 1.28204D-02\n",
"\n",
"At iterate 85 f= 2.58183D+02 |proj g|= 7.62575D-03\n",
"\n",
"At iterate 2 f= 6.78703D+03 |proj g|= 3.62107D+03\n",
"\n",
"At iterate 73 f= 9.14091D+02 |proj g|= 2.00549D-01\n",
"\n",
"At iterate 21 f= 1.14058D+00 |proj g|= 1.04059D-02\n",
"\n",
"At iterate 86 f= 2.58183D+02 |proj g|= 2.32313D-03\n",
"\n",
"At iterate 3 f= 2.47020D+03 |proj g|= 1.25256D+03\n",
"\n",
"At iterate 74 f= 9.14074D+02 |proj g|= 1.09919D-01\n",
"\n",
"At iterate 87 f= 2.58183D+02 |proj g|= 2.68450D-03\n",
"\n",
"At iterate 22 f= 1.13729D+00 |proj g|= 1.06720D-02\n",
"\n",
"At iterate 4 f= 1.41522D+03 |proj g|= 6.87575D+02\n",
"\n",
"At iterate 88 f= 2.58183D+02 |proj g|= 7.64139D-03\n",
"\n",
"At iterate 23 f= 1.13544D+00 |proj g|= 3.65112D-03\n",
"\n",
"At iterate 5 f= 7.65255D+02 |proj g|= 3.25588D+02\n",
"\n",
"At iterate 75 f= 9.14072D+02 |proj g|= 3.18606D-01\n",
"\n",
"At iterate 24 f= 1.13442D+00 |proj g|= 2.63755D-03\n",
"\n",
"At iterate 6 f= 4.53001D+02 |proj g|= 1.93791D+02\n",
"\n",
"At iterate 76 f= 9.14068D+02 |proj g|= 2.03262D-01\n",
"\n",
"At iterate 89 f= 2.58183D+02 |proj g|= 2.84255D-03\n",
"\n",
"At iterate 7 f= 2.63818D+02 |proj g|= 5.09119D+01\n",
"\n",
"At iterate 77 f= 9.14066D+02 |proj g|= 9.66179D-02\n",
"\n",
"At iterate 90 f= 2.58183D+02 |proj g|= 7.75322D-04\n",
"\n",
"At iterate 25 f= 1.13406D+00 |proj g|= 8.06486D-03\n",
"\n",
"At iterate 8 f= 1.45307D+02 |proj g|= 2.94181D+01\n",
"\n",
"At iterate 91 f= 2.58183D+02 |proj g|= 1.39694D-03\n",
"\n",
"At iterate 78 f= 9.14064D+02 |proj g|= 1.63720D-01\n",
"\n",
"At iterate 26 f= 1.13371D+00 |proj g|= 3.20158D-03\n",
"\n",
"At iterate 9 f= 9.47849D+01 |proj g|= 1.68578D+01\n",
"\n",
"At iterate 92 f= 2.58183D+02 |proj g|= 1.11619D-02\n",
"\n",
"At iterate 27 f= 1.13357D+00 |proj g|= 8.34370D-04\n",
"\n",
"At iterate 10 f= 5.43671D+01 |proj g|= 1.31472D+01\n",
"\n",
"At iterate 28 f= 1.13349D+00 |proj g|= 1.09293D-03\n",
"\n",
"At iterate 79 f= 9.14064D+02 |proj g|= 1.00959D-01\n",
"\n",
"At iterate 93 f= 2.58183D+02 |proj g|= 1.03835D-03\n",
"\n",
"At iterate 11 f= 1.97767D+01 |proj g|= 4.02754D+00\n",
"\n",
"At iterate 29 f= 1.13341D+00 |proj g|= 4.65611D-04\n",
"\n",
"At iterate 80 f= 9.14063D+02 |proj g|= 3.71992D-02\n",
"\n",
"At iterate 94 f= 2.58183D+02 |proj g|= 4.12745D-03\n",
"\n",
"At iterate 12 f= 1.28533D+01 |proj g|= 4.57427D+00\n",
"\n",
"At iterate 30 f= 1.13339D+00 |proj g|= 7.30726D-04\n",
"\n",
"At iterate 81 f= 9.14063D+02 |proj g|= 2.01459D-02\n",
"\n",
"At iterate 95 f= 2.58183D+02 |proj g|= 7.60286D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 95 107 1 0 0 7.603D-03 2.582D+02\n",
" F = 258.18296079579892 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 13 f= 6.81807D+00 |proj g|= 1.71412D+00\n",
"\n",
"At iterate 31 f= 1.13338D+00 |proj g|= 1.65296D-04\n",
"\n",
"At iterate 82 f= 9.14063D+02 |proj g|= 2.46290D-02\n",
"\n",
"At iterate 14 f= 4.02698D+00 |proj g|= 1.04369D+00\n",
"\n",
"At iterate 32 f= 1.13337D+00 |proj g|= 2.53790D-04\n",
"\n",
"At iterate 83 f= 9.14062D+02 |proj g|= 6.16403D-02\n",
"\n",
"At iterate 15 f= 2.72991D+00 |proj g|= 4.55937D-01\n",
"\n",
"At iterate 33 f= 1.13337D+00 |proj g|= 2.53300D-04\n",
"\n",
"At iterate 84 f= 9.14059D+02 |proj g|= 1.05487D-01\n",
"\n",
"At iterate 16 f= 2.29936D+00 |proj g|= 1.48456D-01\n",
"\n",
"At iterate 34 f= 1.13337D+00 |proj g|= 3.48426D-04\n",
"\n",
"At iterate 85 f= 9.14055D+02 |proj g|= 1.31982D-01\n",
"\n",
"At iterate 17 f= 2.07887D+00 |proj g|= 8.48837D-02\n",
"\n",
"At iterate 35 f= 1.13337D+00 |proj g|= 4.07229D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 35 37 1 0 0 4.072D-05 1.133D+00\n",
" F = 1.1333655689420605 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 18 f= 2.03080D+00 |proj g|= 4.61433D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30857D+03\n",
"At iterate 86 f= 9.14053D+02 |proj g|= 4.08155D-01\n",
"\n",
"At iterate 19 f= 1.98973D+00 |proj g|= 5.42643D-02\n",
"\n",
"At iterate 1 f= 9.27967D+03 |proj g|= 4.96795D+03\n",
"\n",
"At iterate 87 f= 9.14049D+02 |proj g|= 1.60974D-01\n",
"\n",
"At iterate 20 f= 1.94194D+00 |proj g|= 4.25089D-02\n",
"\n",
"At iterate 2 f= 7.49249D+03 |proj g|= 4.13613D+03\n",
"\n",
"At iterate 88 f= 9.14046D+02 |proj g|= 1.06504D-01\n",
"\n",
"At iterate 21 f= 1.88232D+00 |proj g|= 1.00520D-01\n",
"\n",
"At iterate 3 f= 2.38729D+03 |proj g|= 9.97750D+02\n",
"\n",
"At iterate 89 f= 9.14044D+02 |proj g|= 8.11016D-02\n",
"\n",
"At iterate 22 f= 1.81982D+00 |proj g|= 3.66135D-02\n",
"\n",
"At iterate 4 f= 1.48144D+03 |proj g|= 5.04422D+02\n",
"\n",
"At iterate 90 f= 9.14042D+02 |proj g|= 1.45948D-01\n",
"\n",
"At iterate 23 f= 1.79181D+00 |proj g|= 3.16102D-02\n",
"\n",
"At iterate 5 f= 8.11361D+02 |proj g|= 2.02007D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.85814D+03\n",
"\n",
"At iterate 6 f= 4.94799D+02 |proj g|= 2.00286D+02\n",
"\n",
"At iterate 24 f= 1.75186D+00 |proj g|= 2.92385D-02\n",
"\n",
"At iterate 1 f= 8.31643D+03 |proj g|= 3.85354D+03\n",
"\n",
"At iterate 91 f= 9.14040D+02 |proj g|= 3.57815D-01\n",
"\n",
"At iterate 25 f= 1.73686D+00 |proj g|= 2.97174D-02\n",
"\n",
"At iterate 7 f= 2.69956D+02 |proj g|= 6.53915D+01\n",
"\n",
"At iterate 2 f= 6.03792D+03 |proj g|= 2.87565D+03\n",
"\n",
"At iterate 92 f= 9.14039D+02 |proj g|= 5.22603D-02\n",
"\n",
"At iterate 8 f= 1.82117D+02 |proj g|= 3.88638D+01\n",
"\n",
"At iterate 26 f= 1.72092D+00 |proj g|= 2.37967D-02\n",
"\n",
"At iterate 3 f= 2.53904D+03 |proj g|= 1.16003D+03\n",
"\n",
"At iterate 93 f= 9.14038D+02 |proj g|= 3.96545D-02\n",
"\n",
"At iterate 9 f= 1.01026D+02 |proj g|= 1.87397D+01\n",
"\n",
"At iterate 27 f= 1.69173D+00 |proj g|= 6.10755D-02\n",
"\n",
"At iterate 4 f= 1.48759D+03 |proj g|= 6.65063D+02\n",
"\n",
"At iterate 28 f= 1.67023D+00 |proj g|= 3.15309D-02\n",
"\n",
"At iterate 10 f= 5.80167D+01 |proj g|= 1.09782D+01\n",
"\n",
"At iterate 94 f= 9.14038D+02 |proj g|= 3.93126D-02\n",
"\n",
"At iterate 5 f= 8.59559D+02 |proj g|= 3.51323D+02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 29 f= 1.66112D+00 |proj g|= 1.59433D-02\n",
"\n",
"At iterate 95 f= 9.14037D+02 |proj g|= 2.36434D-02\n",
"\n",
"At iterate 11 f= 2.50485D+01 |proj g|= 6.64248D+00\n",
"\n",
"At iterate 6 f= 5.08642D+02 |proj g|= 2.01401D+02\n",
"\n",
"At iterate 30 f= 1.65079D+00 |proj g|= 1.93209D-02\n",
"\n",
"At iterate 96 f= 9.14037D+02 |proj g|= 2.25995D-02\n",
"\n",
"At iterate 7 f= 2.74836D+02 |proj g|= 7.09652D+01\n",
"\n",
"At iterate 12 f= 1.52036D+01 |proj g|= 2.50630D+00\n",
"\n",
"At iterate 31 f= 1.64082D+00 |proj g|= 2.47708D-02\n",
"\n",
"At iterate 97 f= 9.14037D+02 |proj g|= 5.96351D-02\n",
"\n",
"At iterate 8 f= 1.47075D+02 |proj g|= 3.56257D+01\n",
"\n",
"At iterate 98 f= 9.14036D+02 |proj g|= 8.26970D-02\n",
"\n",
"At iterate 32 f= 1.62749D+00 |proj g|= 2.86326D-02\n",
"\n",
"At iterate 9 f= 8.12789D+01 |proj g|= 1.59312D+01\n",
"\n",
"At iterate 13 f= 1.29290D+01 |proj g|= 8.87102D+00\n",
"\n",
"At iterate 99 f= 9.14036D+02 |proj g|= 7.02882D-02\n",
"\n",
"At iterate 14 f= 6.28873D+00 |proj g|= 3.38270D+00\n",
"\n",
"At iterate 10 f= 4.45842D+01 |proj g|= 1.00697D+01\n",
"\n",
"At iterate 33 f= 1.62338D+00 |proj g|= 1.09417D-02\n",
"\n",
"\n",
"At iterate 15 f= 4.10357D+00 |proj g|= 1.85748D+00\n",
"At iterate 11 f= 3.80953D+01 |proj g|= 2.06655D+01\n",
"\n",
"At iterate 100 f= 9.14036D+02 |proj g|= 2.45700D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 112 1 0 0 2.457D-02 9.140D+02\n",
" F = 914.03599193766559 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 34 f= 1.61903D+00 |proj g|= 1.08007D-02\n",
"\n",
"At iterate 16 f= 2.71285D+00 |proj g|= 9.15337D-01\n",
"\n",
"At iterate 12 f= 1.14987D+01 |proj g|= 2.66545D+00\n",
"\n",
"At iterate 35 f= 1.61613D+00 |proj g|= 1.56108D-02\n",
"\n",
"At iterate 17 f= 2.12103D+00 |proj g|= 4.62474D-01\n",
"\n",
"At iterate 13 f= 8.21377D+00 |proj g|= 1.70974D+00\n",
"\n",
"At iterate 36 f= 1.61350D+00 |proj g|= 9.21755D-03\n",
"\n",
"At iterate 18 f= 1.86509D+00 |proj g|= 2.23665D-01\n",
"\n",
"At iterate 14 f= 4.83495D+00 |proj g|= 6.89284D-01\n",
"\n",
"At iterate 19 f= 1.76839D+00 |proj g|= 1.18833D-01\n",
"\n",
"At iterate 15 f= 3.62257D+00 |proj g|= 3.60187D-01\n",
"\n",
"At iterate 37 f= 1.61261D+00 |proj g|= 1.35540D-02\n",
"\n",
"At iterate 16 f= 3.03825D+00 |proj g|= 1.70877D-01\n",
"\n",
"At iterate 20 f= 1.74373D+00 |proj g|= 9.68626D-02\n",
"\n",
"At iterate 38 f= 1.61009D+00 |proj g|= 5.68423D-03\n",
"\n",
"At iterate 17 f= 2.83175D+00 |proj g|= 1.18842D-01\n",
"\n",
"At iterate 21 f= 1.69872D+00 |proj g|= 3.86743D-02\n",
"\n",
"At iterate 39 f= 1.60919D+00 |proj g|= 4.93792D-03\n",
"\n",
"At iterate 18 f= 2.75862D+00 |proj g|= 7.00209D-02\n",
"\n",
"At iterate 22 f= 1.68159D+00 |proj g|= 3.57962D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.85814D+03\n",
"\n",
"At iterate 40 f= 1.60843D+00 |proj g|= 4.36301D-03\n",
"\n",
"At iterate 19 f= 2.72427D+00 |proj g|= 5.08149D-02\n",
"\n",
"At iterate 23 f= 1.58942D+00 |proj g|= 3.03667D-02\n",
"\n",
"At iterate 41 f= 1.60753D+00 |proj g|= 3.54010D-03\n",
"\n",
"At iterate 1 f= 8.32229D+03 |proj g|= 3.85828D+03\n",
"\n",
"At iterate 20 f= 2.67904D+00 |proj g|= 4.31557D-02\n",
"\n",
"At iterate 21 f= 2.62759D+00 |proj g|= 4.01117D-02\n",
"\n",
"At iterate 2 f= 6.03294D+03 |proj g|= 2.87612D+03\n",
"\n",
"At iterate 24 f= 1.52825D+00 |proj g|= 5.37027D-02\n",
"\n",
"\n",
"At iterate 42 f= 1.60723D+00 |proj g|= 5.06811D-03\n",
"At iterate 22 f= 2.58605D+00 |proj g|= 5.44707D-02\n",
"\n",
"At iterate 3 f= 2.53861D+03 |proj g|= 1.16136D+03\n",
"\n",
"\n",
"At iterate 23 f= 2.54948D+00 |proj g|= 2.55574D-02\n",
"At iterate 43 f= 1.60681D+00 |proj g|= 2.64143D-03\n",
"\n",
"At iterate 25 f= 1.49313D+00 |proj g|= 5.49812D-02\n",
"\n",
"At iterate 4 f= 1.49002D+03 |proj g|= 6.71414D+02\n",
"\n",
"At iterate 26 f= 1.45989D+00 |proj g|= 2.10105D-02\n",
"\n",
"At iterate 24 f= 2.52036D+00 |proj g|= 4.62734D-02\n",
"\n",
"At iterate 44 f= 1.60653D+00 |proj g|= 3.24465D-03\n",
"\n",
"At iterate 5 f= 8.52439D+02 |proj g|= 3.56216D+02\n",
"\n",
"At iterate 27 f= 1.43420D+00 |proj g|= 3.20391D-02\n",
"\n",
"At iterate 45 f= 1.60625D+00 |proj g|= 1.78752D-03\n",
"\n",
"At iterate 25 f= 2.50649D+00 |proj g|= 6.33081D-02\n",
"\n",
"At iterate 6 f= 4.77444D+02 |proj g|= 2.02481D+02\n",
"\n",
"At iterate 28 f= 1.41375D+00 |proj g|= 1.77401D-02\n",
"\n",
"At iterate 26 f= 2.49947D+00 |proj g|= 3.28644D-02\n",
"\n",
"At iterate 7 f= 2.40850D+02 |proj g|= 5.38732D+01\n",
"\n",
"At iterate 29 f= 1.39621D+00 |proj g|= 3.80764D-02\n",
"\n",
"At iterate 46 f= 1.60617D+00 |proj g|= 3.68432D-03\n",
"\n",
"At iterate 27 f= 2.49330D+00 |proj g|= 2.04918D-02\n",
"\n",
"At iterate 8 f= 1.31988D+02 |proj g|= 3.37584D+01\n",
"\n",
"At iterate 30 f= 1.37557D+00 |proj g|= 4.06748D-02\n",
"\n",
"At iterate 47 f= 1.60605D+00 |proj g|= 1.15624D-03\n",
"\n",
"\n",
"At iterate 28 f= 2.48840D+00 |proj g|= 1.13675D-02\n",
"At iterate 9 f= 6.64917D+01 |proj g|= 2.15244D+01\n",
"\n",
"At iterate 31 f= 1.34429D+00 |proj g|= 3.68324D-02\n",
"\n",
"At iterate 29 f= 2.48180D+00 |proj g|= 9.88575D-03\n",
"\n",
"At iterate 10 f= 3.50520D+01 |proj g|= 9.11357D+00\n",
"\n",
"At iterate 48 f= 1.60599D+00 |proj g|= 1.52366D-03\n",
"\n",
"At iterate 11 f= 1.82414D+01 |proj g|= 4.72142D+00\n",
"\n",
"At iterate 30 f= 2.47686D+00 |proj g|= 1.42800D-02\n",
"\n",
"At iterate 49 f= 1.60592D+00 |proj g|= 2.24575D-03\n",
"\n",
"At iterate 32 f= 1.33337D+00 |proj g|= 3.11518D-02\n",
"\n",
"At iterate 12 f= 9.40272D+00 |proj g|= 1.91713D+00\n",
"\n",
"At iterate 31 f= 2.47166D+00 |proj g|= 2.19784D-02\n",
"\n",
"At iterate 50 f= 1.60584D+00 |proj g|= 2.13967D-03\n",
"\n",
"At iterate 33 f= 1.31041D+00 |proj g|= 1.55828D-02\n",
"\n",
"At iterate 13 f= 5.19871D+00 |proj g|= 1.19028D+00\n",
"\n",
"At iterate 32 f= 2.46613D+00 |proj g|= 1.28662D-02\n",
"\n",
"At iterate 34 f= 1.29613D+00 |proj g|= 1.55714D-02\n",
"\n",
"At iterate 51 f= 1.60579D+00 |proj g|= 2.04281D-03\n",
"\n",
"At iterate 14 f= 3.59246D+00 |proj g|= 3.56646D-01\n",
"\n",
"At iterate 33 f= 2.46259D+00 |proj g|= 7.73835D-03\n",
"\n",
"At iterate 35 f= 1.28996D+00 |proj g|= 1.04017D-02\n",
"\n",
"At iterate 52 f= 1.60577D+00 |proj g|= 9.76739D-04\n",
"\n",
"At iterate 15 f= 2.79219D+00 |proj g|= 2.68909D-01\n",
"\n",
"At iterate 34 f= 2.45928D+00 |proj g|= 6.95788D-03\n",
"\n",
"At iterate 36 f= 1.28729D+00 |proj g|= 6.14123D-03\n",
"\n",
"At iterate 53 f= 1.60575D+00 |proj g|= 6.41461D-04\n",
"\n",
"At iterate 16 f= 2.54649D+00 |proj g|= 2.46895D-01\n",
"\n",
"At iterate 35 f= 2.45717D+00 |proj g|= 1.27225D-02\n",
"\n",
"At iterate 17 f= 2.44557D+00 |proj g|= 1.16773D-01\n",
"\n",
"At iterate 36 f= 2.45555D+00 |proj g|= 3.91830D-03\n",
"\n",
"At iterate 37 f= 1.28496D+00 |proj g|= 7.09056D-03\n",
"\n",
"At iterate 54 f= 1.60574D+00 |proj g|= 1.35499D-03\n",
"\n",
"\n",
"At iterate 37 f= 2.45503D+00 |proj g|= 3.56900D-03\n",
"At iterate 18 f= 2.39246D+00 |proj g|= 5.35538D-02\n",
"\n",
"At iterate 38 f= 1.28373D+00 |proj g|= 1.65845D-02\n",
"\n",
"At iterate 55 f= 1.60573D+00 |proj g|= 5.48135D-04\n",
"\n",
"At iterate 39 f= 1.28229D+00 |proj g|= 5.11313D-03\n",
"\n",
"At iterate 19 f= 2.34142D+00 |proj g|= 1.81656D-02\n",
"\n",
"At iterate 38 f= 2.45474D+00 |proj g|= 8.56912D-03\n",
"\n",
"At iterate 56 f= 1.60572D+00 |proj g|= 2.66250D-04\n",
"\n",
"At iterate 39 f= 2.45437D+00 |proj g|= 2.85229D-03\n",
"\n",
"At iterate 57 f= 1.60571D+00 |proj g|= 2.29491D-04\n",
"\n",
"At iterate 40 f= 1.28167D+00 |proj g|= 2.26541D-03\n",
"\n",
"At iterate 20 f= 2.28480D+00 |proj g|= 2.25540D-02\n",
"\n",
"At iterate 40 f= 2.45400D+00 |proj g|= 4.22003D-03\n",
"\n",
"At iterate 41 f= 1.28099D+00 |proj g|= 2.14173D-03\n",
"\n",
"At iterate 58 f= 1.60571D+00 |proj g|= 1.73807D-04\n",
"\n",
"At iterate 42 f= 1.28037D+00 |proj g|= 3.38861D-03\n",
"\n",
"At iterate 21 f= 2.26266D+00 |proj g|= 3.03766D-02\n",
"\n",
"At iterate 41 f= 2.45372D+00 |proj g|= 3.42076D-03\n",
"\n",
"At iterate 59 f= 1.60571D+00 |proj g|= 1.26059D-04\n",
"\n",
"At iterate 43 f= 1.28022D+00 |proj g|= 7.98124D-03\n",
"\n",
"At iterate 22 f= 2.24971D+00 |proj g|= 2.91655D-02\n",
"\n",
"At iterate 42 f= 2.45337D+00 |proj g|= 3.08564D-03\n",
"\n",
"At iterate 60 f= 1.60571D+00 |proj g|= 1.35573D-04\n",
"\n",
"At iterate 23 f= 2.23308D+00 |proj g|= 1.24100D-02\n",
"\n",
"At iterate 44 f= 1.27962D+00 |proj g|= 1.30681D-03\n",
"\n",
"At iterate 43 f= 2.45319D+00 |proj g|= 3.79959D-03\n",
"\n",
"At iterate 61 f= 1.60571D+00 |proj g|= 1.02973D-04\n",
"\n",
"At iterate 24 f= 2.22399D+00 |proj g|= 2.35652D-02\n",
"\n",
"At iterate 45 f= 1.27946D+00 |proj g|= 1.24676D-03\n",
"\n",
"At iterate 44 f= 2.45304D+00 |proj g|= 1.52675D-03\n",
"\n",
"At iterate 25 f= 2.21977D+00 |proj g|= 3.30180D-02\n",
"\n",
"At iterate 46 f= 1.27921D+00 |proj g|= 2.06430D-03\n",
"\n",
"At iterate 62 f= 1.60571D+00 |proj g|= 7.74169D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 62 68 1 0 0 7.742D-05 1.606D+00\n",
" F = 1.6057065581120933 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 45 f= 2.45296D+00 |proj g|= 1.71452D-03\n",
"\n",
"At iterate 26 f= 2.21547D+00 |proj g|= 1.69530D-02\n",
"\n",
"At iterate 46 f= 2.45288D+00 |proj g|= 1.30418D-03\n",
"\n",
"At iterate 47 f= 1.27910D+00 |proj g|= 2.63572D-03\n",
"\n",
"At iterate 27 f= 2.21083D+00 |proj g|= 7.27991D-03\n",
"\n",
"At iterate 47 f= 2.45283D+00 |proj g|= 1.78157D-03\n",
"\n",
"At iterate 48 f= 1.27895D+00 |proj g|= 1.49018D-03\n",
"\n",
"At iterate 28 f= 2.20652D+00 |proj g|= 9.98646D-03\n",
"\n",
"At iterate 48 f= 2.45278D+00 |proj g|= 9.00402D-04\n",
"\n",
"At iterate 49 f= 1.27884D+00 |proj g|= 1.01366D-03\n",
"\n",
"At iterate 49 f= 2.45276D+00 |proj g|= 7.00528D-04\n",
"\n",
"At iterate 50 f= 1.27877D+00 |proj g|= 1.21895D-03\n",
"\n",
"At iterate 29 f= 2.20462D+00 |proj g|= 1.26728D-02\n",
"\n",
"At iterate 50 f= 2.45275D+00 |proj g|= 6.91582D-04\n",
"\n",
"At iterate 30 f= 2.20210D+00 |proj g|= 5.89285D-03\n",
"\n",
"At iterate 51 f= 2.45275D+00 |proj g|= 1.87134D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.26777D+03\n",
"\n",
"At iterate 51 f= 1.27874D+00 |proj g|= 1.37681D-03\n",
"\n",
"At iterate 52 f= 1.27871D+00 |proj g|= 7.24561D-04\n",
"\n",
"At iterate 31 f= 2.19886D+00 |proj g|= 4.37940D-03\n",
"\n",
"At iterate 52 f= 2.45274D+00 |proj g|= 3.00182D-04\n",
"\n",
"At iterate 1 f= 9.67508D+03 |proj g|= 1.18064D+03\n",
"\n",
"At iterate 53 f= 1.27869D+00 |proj g|= 7.02480D-04\n",
"\n",
"At iterate 53 f= 2.45274D+00 |proj g|= 3.98784D-04\n",
"\n",
"\n",
"At iterate 2 f= 5.02681D+03 |proj g|= 5.78252D+02\n",
"At iterate 32 f= 2.19775D+00 |proj g|= 6.37371D-03\n",
"\n",
"\n",
"At iterate 33 f= 2.19725D+00 |proj g|= 4.54114D-03\n",
"At iterate 54 f= 1.27867D+00 |proj g|= 7.03793D-04\n",
"\n",
"At iterate 3 f= 3.00251D+03 |proj g|= 1.48494D+03\n",
"\n",
"At iterate 54 f= 2.45273D+00 |proj g|= 2.77554D-04\n",
"\n",
"At iterate 34 f= 2.19690D+00 |proj g|= 2.59055D-03\n",
"\n",
"At iterate 55 f= 2.45273D+00 |proj g|= 6.43632D-04\n",
"\n",
"At iterate 4 f= 1.47686D+03 |proj g|= 4.26133D+02\n",
"\n",
"At iterate 55 f= 1.27865D+00 |proj g|= 5.75634D-04\n",
"\n",
"At iterate 56 f= 2.45273D+00 |proj g|= 5.77079D-04\n",
"\n",
"At iterate 35 f= 2.19654D+00 |proj g|= 1.98680D-03\n",
"\n",
"At iterate 5 f= 1.01594D+03 |proj g|= 2.05350D+02\n",
"\n",
"At iterate 57 f= 2.45272D+00 |proj g|= 2.02321D-04\n",
"\n",
"At iterate 36 f= 2.19603D+00 |proj g|= 3.21810D-03\n",
"\n",
"At iterate 6 f= 6.62141D+02 |proj g|= 1.06776D+02\n",
"\n",
"At iterate 56 f= 1.27865D+00 |proj g|= 2.66054D-04\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 58 f= 2.45272D+00 |proj g|= 1.14817D-04\n",
"\n",
"At iterate 7 f= 4.84353D+02 |proj g|= 7.23989D+01\n",
"\n",
"At iterate 37 f= 2.19553D+00 |proj g|= 2.47221D-03\n",
"\n",
"At iterate 57 f= 1.27864D+00 |proj g|= 1.86701D-04\n",
"\n",
"At iterate 8 f= 3.89695D+02 |proj g|= 4.48819D+01\n",
"\n",
"At iterate 59 f= 2.45272D+00 |proj g|= 9.96768D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 59 60 1 0 0 9.968D-05 2.453D+00\n",
" F = 2.4527199186866375 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 58 f= 1.27864D+00 |proj g|= 4.67084D-04\n",
"\n",
"At iterate 9 f= 3.45039D+02 |proj g|= 2.96630D+01\n",
"\n",
"At iterate 38 f= 2.19534D+00 |proj g|= 3.20868D-03\n",
"\n",
"At iterate 59 f= 1.27864D+00 |proj g|= 1.86188D-04\n",
"\n",
"At iterate 10 f= 3.25883D+02 |proj g|= 2.64387D+01\n",
"\n",
"At iterate 39 f= 2.19517D+00 |proj g|= 4.34662D-03\n",
"\n",
"At iterate 60 f= 1.27864D+00 |proj g|= 9.36837D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 60 67 1 0 0 9.368D-05 1.279D+00\n",
" F = 1.2786351725533325 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 11 f= 3.14530D+02 |proj g|= 1.79088D+01\n",
"\n",
"At iterate 40 f= 2.19511D+00 |proj g|= 1.70705D-03\n",
"\n",
"At iterate 12 f= 3.11388D+02 |proj g|= 1.57032D+01\n",
"\n",
"At iterate 41 f= 2.19507D+00 |proj g|= 1.09575D-03\n",
"\n",
"At iterate 13 f= 3.06723D+02 |proj g|= 6.34416D+00\n",
"\n",
"At iterate 42 f= 2.19502D+00 |proj g|= 6.73206D-04\n",
"\n",
"At iterate 14 f= 3.05784D+02 |proj g|= 8.01732D-01\n",
"\n",
"At iterate 43 f= 2.19500D+00 |proj g|= 2.26057D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.45267D+03\n",
"\n",
"At iterate 15 f= 3.05373D+02 |proj g|= 1.08026D+00\n",
"\n",
"At iterate 44 f= 2.19498D+00 |proj g|= 7.84565D-04\n",
"\n",
"At iterate 16 f= 3.04964D+02 |proj g|= 2.03627D+00\n",
"\n",
"At iterate 1 f= 1.08355D+04 |proj g|= 1.20938D+03\n",
"\n",
"At iterate 45 f= 2.19497D+00 |proj g|= 4.12583D-04\n",
"\n",
"At iterate 2 f= 7.31028D+03 |proj g|= 2.02687D+03\n",
"\n",
"At iterate 17 f= 3.04691D+02 |proj g|= 8.90400D-01\n",
"\n",
"At iterate 46 f= 2.19496D+00 |proj g|= 4.46423D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.51309D+03\n",
"\n",
"At iterate 3 f= 4.49618D+03 |proj g|= 2.40136D+02\n",
"\n",
"At iterate 18 f= 3.04407D+02 |proj g|= 9.95633D-01\n",
"\n",
"At iterate 47 f= 2.19495D+00 |proj g|= 4.76758D-04\n",
"\n",
"At iterate 1 f= 9.21898D+03 |proj g|= 1.62408D+03\n",
"\n",
"At iterate 4 f= 3.20486D+03 |proj g|= 1.80505D+02\n",
"\n",
"At iterate 19 f= 3.04266D+02 |proj g|= 5.65838D-01\n",
"\n",
"At iterate 2 f= 5.19299D+03 |proj g|= 6.30378D+02\n",
"\n",
"At iterate 5 f= 1.69424D+03 |proj g|= 3.15832D+02\n",
"\n",
"At iterate 20 f= 3.04255D+02 |proj g|= 1.45971D-01\n",
"\n",
"At iterate 48 f= 2.19495D+00 |proj g|= 6.41867D-04\n",
"\n",
"At iterate 3 f= 2.90518D+03 |proj g|= 7.35862D+02\n",
"\n",
"At iterate 6 f= 9.16875D+02 |proj g|= 6.78395D+01\n",
"\n",
"At iterate 21 f= 3.04251D+02 |proj g|= 3.32595D-02\n",
"\n",
"At iterate 49 f= 2.19494D+00 |proj g|= 3.03187D-04\n",
"\n",
"At iterate 4 f= 1.58929D+03 |proj g|= 1.68665D+02\n",
"\n",
"At iterate 7 f= 5.48522D+02 |proj g|= 4.89830D+01\n",
"\n",
"At iterate 50 f= 2.19494D+00 |proj g|= 1.88169D-04\n",
"\n",
"At iterate 5 f= 9.80747D+02 |proj g|= 1.72664D+02\n",
"\n",
"At iterate 8 f= 2.85796D+02 |proj g|= 2.73509D+01\n",
"\n",
"At iterate 22 f= 3.04249D+02 |proj g|= 6.64603D-02\n",
"\n",
"At iterate 6 f= 6.70332D+02 |proj g|= 5.19545D+01\n",
"\n",
"At iterate 51 f= 2.19493D+00 |proj g|= 9.00646D-04\n",
"\n",
"At iterate 9 f= 1.38551D+02 |proj g|= 6.45344D+00\n",
"\n",
"At iterate 23 f= 3.04244D+02 |proj g|= 2.32760D-01\n",
"\n",
"At iterate 7 f= 5.15628D+02 |proj g|= 4.01512D+01\n",
"\n",
"At iterate 52 f= 2.19493D+00 |proj g|= 3.18153D-04\n",
"\n",
"At iterate 10 f= 7.06318D+01 |proj g|= 4.05441D+00\n",
"\n",
"At iterate 24 f= 3.04234D+02 |proj g|= 3.65787D-01\n",
"\n",
"At iterate 8 f= 4.23442D+02 |proj g|= 3.98910D+01\n",
"\n",
"At iterate 11 f= 3.81874D+01 |proj g|= 2.97834D+00\n",
"\n",
"At iterate 53 f= 2.19493D+00 |proj g|= 1.92250D-04\n",
"\n",
"At iterate 25 f= 3.04214D+02 |proj g|= 4.67524D-01\n",
"\n",
"At iterate 9 f= 3.62372D+02 |proj g|= 1.04958D+01\n",
"\n",
"\n",
"At iterate 12 f= 2.39739D+01 |proj g|= 1.05441D+00\n",
"At iterate 54 f= 2.19493D+00 |proj g|= 1.50169D-04\n",
"\n",
"At iterate 10 f= 3.35787D+02 |proj g|= 1.00496D+01\n",
"\n",
"At iterate 55 f= 2.19493D+00 |proj g|= 1.84817D-04\n",
"\n",
"At iterate 13 f= 2.09139D+01 |proj g|= 1.98455D+00\n",
"\n",
"At iterate 26 f= 3.04202D+02 |proj g|= 5.42718D-01\n",
"\n",
"At iterate 11 f= 3.23392D+02 |proj g|= 2.04550D+01\n",
"\n",
"At iterate 56 f= 2.19492D+00 |proj g|= 1.39265D-04\n",
"\n",
"At iterate 14 f= 1.89766D+01 |proj g|= 1.34486D+00\n",
"\n",
"At iterate 27 f= 3.04180D+02 |proj g|= 5.30731D-01\n",
"\n",
"At iterate 12 f= 3.17531D+02 |proj g|= 2.81648D+00\n",
"\n",
"At iterate 15 f= 1.87396D+01 |proj g|= 5.99466D-01\n",
"\n",
"At iterate 28 f= 3.04173D+02 |proj g|= 5.08408D-01\n",
"\n",
"At iterate 13 f= 3.16023D+02 |proj g|= 2.70603D+00\n",
"\n",
"At iterate 57 f= 2.19492D+00 |proj g|= 1.32031D-04\n",
"\n",
"At iterate 16 f= 1.86382D+01 |proj g|= 1.33359D-01\n",
"\n",
"At iterate 29 f= 3.04167D+02 |proj g|= 5.45874D-02\n",
"\n",
"At iterate 14 f= 3.15021D+02 |proj g|= 3.14911D+00\n",
"\n",
"At iterate 58 f= 2.19492D+00 |proj g|= 8.69557D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 58 64 1 0 0 8.696D-05 2.195D+00\n",
" F = 2.1949228655646147 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 30 f= 3.04166D+02 |proj g|= 4.62165D-02\n",
"\n",
"At iterate 17 f= 1.86032D+01 |proj g|= 1.74845D-01\n",
"\n",
"At iterate 15 f= 3.14598D+02 |proj g|= 2.55608D+00\n",
"\n",
"At iterate 31 f= 3.04165D+02 |proj g|= 2.40936D-02\n",
"\n",
"At iterate 18 f= 1.85461D+01 |proj g|= 3.71212D-01\n",
"\n",
"At iterate 16 f= 3.14409D+02 |proj g|= 1.05594D+00\n",
"\n",
"At iterate 32 f= 3.04164D+02 |proj g|= 2.60647D-02\n",
"\n",
"At iterate 19 f= 1.84602D+01 |proj g|= 4.60949D-01\n",
"\n",
"At iterate 17 f= 3.14326D+02 |proj g|= 4.26692D-01\n",
"\n",
"At iterate 33 f= 3.04164D+02 |proj g|= 3.48967D-02\n",
"\n",
"At iterate 20 f= 1.83115D+01 |proj g|= 4.39590D-01\n",
"\n",
"At iterate 18 f= 3.14302D+02 |proj g|= 8.01799D-02\n",
"\n",
"At iterate 34 f= 3.04163D+02 |proj g|= 5.85659D-02\n",
"\n",
"At iterate 21 f= 1.80508D+01 |proj g|= 4.15835D-01\n",
"\n",
"At iterate 19 f= 3.14300D+02 |proj g|= 9.02863D-02\n",
"\n",
"At iterate 35 f= 3.04162D+02 |proj g|= 5.49016D-02\n",
"\n",
"At iterate 22 f= 1.78397D+01 |proj g|= 1.97729D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.41234D+03\n",
"\n",
"At iterate 20 f= 3.14295D+02 |proj g|= 1.53038D-01\n",
"\n",
"At iterate 36 f= 3.04152D+02 |proj g|= 1.52855D-01\n",
"\n",
"At iterate 23 f= 1.77471D+01 |proj g|= 6.00918D-02\n",
"\n",
"At iterate 1 f= 9.73089D+03 |proj g|= 1.13805D+03\n",
"\n",
"At iterate 21 f= 3.14282D+02 |proj g|= 3.63956D-01\n",
"\n",
"At iterate 37 f= 3.04145D+02 |proj g|= 1.78184D-01\n",
"\n",
"At iterate 2 f= 5.08059D+03 |proj g|= 6.12972D+02\n",
"\n",
"At iterate 24 f= 1.77091D+01 |proj g|= 1.03596D-01\n",
"\n",
"At iterate 22 f= 3.14256D+02 |proj g|= 3.45588D-01\n",
"\n",
"At iterate 3 f= 2.85197D+03 |proj g|= 1.41257D+03\n",
"\n",
"At iterate 38 f= 3.04138D+02 |proj g|= 2.15401D-01\n",
"\n",
"At iterate 25 f= 1.76957D+01 |proj g|= 4.97076D-02\n",
"\n",
"At iterate 23 f= 3.14224D+02 |proj g|= 1.54499D+00\n",
"\n",
"At iterate 4 f= 1.78100D+03 |proj g|= 6.83710D+02\n",
"\n",
"At iterate 39 f= 3.04133D+02 |proj g|= 1.05811D-01\n",
"\n",
"At iterate 26 f= 1.76858D+01 |proj g|= 4.42407D-02\n",
"\n",
"At iterate 24 f= 3.14193D+02 |proj g|= 6.15613D-01\n",
"\n",
"At iterate 5 f= 1.21296D+03 |proj g|= 3.20801D+02\n",
"\n",
"At iterate 27 f= 1.76658D+01 |proj g|= 2.65300D-02\n",
"\n",
"At iterate 40 f= 3.04132D+02 |proj g|= 2.38275D-01\n",
"\n",
"At iterate 6 f= 9.15149D+02 |proj g|= 1.63844D+02\n",
"\n",
"At iterate 25 f= 3.14179D+02 |proj g|= 8.98271D-02\n",
"\n",
"At iterate 28 f= 1.76551D+01 |proj g|= 5.76769D-02\n",
"\n",
"At iterate 7 f= 7.12030D+02 |proj g|= 8.78984D+01\n",
"\n",
"At iterate 26 f= 3.14177D+02 |proj g|= 8.39469D-02\n",
"\n",
"At iterate 41 f= 3.04131D+02 |proj g|= 2.05909D-02\n",
"\n",
"At iterate 8 f= 5.33010D+02 |proj g|= 4.09614D+01\n",
"\n",
"At iterate 27 f= 3.14172D+02 |proj g|= 6.39770D-02\n",
"\n",
"At iterate 42 f= 3.04131D+02 |proj g|= 1.12731D-02\n",
"\n",
"At iterate 29 f= 1.76525D+01 |proj g|= 5.35501D-02\n",
"\n",
"\n",
"At iterate 28 f= 3.14155D+02 |proj g|= 2.34893D-01\n",
"At iterate 9 f= 4.36499D+02 |proj g|= 2.03409D+01\n",
"\n",
"At iterate 43 f= 3.04131D+02 |proj g|= 8.33405D-03\n",
"\n",
"At iterate 30 f= 1.76501D+01 |proj g|= 3.65358D-02\n",
"\n",
"At iterate 29 f= 3.14133D+02 |proj g|= 6.35574D-01\n",
"\n",
"At iterate 10 f= 3.97506D+02 |proj g|= 2.68445D+01\n",
"\n",
"At iterate 44 f= 3.04131D+02 |proj g|= 8.38904D-03\n",
"\n",
"At iterate 31 f= 1.76470D+01 |proj g|= 1.11652D-02\n",
"\n",
"At iterate 30 f= 3.14110D+02 |proj g|= 4.03098D-01\n",
"\n",
"At iterate 11 f= 3.66232D+02 |proj g|= 1.04594D+01\n",
"\n",
"At iterate 45 f= 3.04130D+02 |proj g|= 2.22021D-02\n",
"\n",
"At iterate 32 f= 1.76454D+01 |proj g|= 6.11680D-03\n",
"\n",
"At iterate 31 f= 3.14094D+02 |proj g|= 1.06439D-01\n",
"\n",
"At iterate 12 f= 3.62376D+02 |proj g|= 1.53573D+01\n",
"\n",
"At iterate 46 f= 3.04130D+02 |proj g|= 2.20401D-02\n",
"\n",
"At iterate 33 f= 1.76437D+01 |proj g|= 8.86657D-03\n",
"\n",
"At iterate 32 f= 3.14091D+02 |proj g|= 2.63653D-02\n",
"\n",
"At iterate 13 f= 3.58738D+02 |proj g|= 1.40346D+01\n",
"\n",
"At iterate 47 f= 3.04130D+02 |proj g|= 1.15689D-02\n",
"\n",
"At iterate 34 f= 1.76420D+01 |proj g|= 1.88646D-02\n",
"\n",
"At iterate 33 f= 3.14090D+02 |proj g|= 7.09434D-02\n",
"\n",
"At iterate 35 f= 1.76417D+01 |proj g|= 1.80168D-02\n",
"\n",
"At iterate 48 f= 3.04130D+02 |proj g|= 1.78948D-02\n",
"\n",
"At iterate 34 f= 3.14088D+02 |proj g|= 1.69740D-01\n",
"\n",
"At iterate 36 f= 1.76408D+01 |proj g|= 1.64336D-03\n",
"\n",
"At iterate 49 f= 3.04130D+02 |proj g|= 2.44043D-02\n",
"\n",
"At iterate 35 f= 3.14085D+02 |proj g|= 5.36542D-02\n",
"\n",
"At iterate 14 f= 3.56837D+02 |proj g|= 2.91564D+00\n",
"\n",
"At iterate 37 f= 1.76407D+01 |proj g|= 1.39725D-03\n",
"\n",
"At iterate 50 f= 3.04129D+02 |proj g|= 2.13290D-02\n",
"\n",
"At iterate 36 f= 3.14081D+02 |proj g|= 4.97473D-02\n",
"\n",
"At iterate 15 f= 3.54153D+02 |proj g|= 1.46082D+00\n",
"\n",
"At iterate 38 f= 1.76405D+01 |proj g|= 1.87959D-03\n",
"\n",
"At iterate 51 f= 3.04129D+02 |proj g|= 1.08766D-01\n",
"\n",
"At iterate 37 f= 3.14073D+02 |proj g|= 2.01524D-01\n",
"\n",
"At iterate 16 f= 3.53411D+02 |proj g|= 2.15062D+00\n",
"\n",
"At iterate 39 f= 1.76405D+01 |proj g|= 7.91905D-03\n",
"\n",
"At iterate 52 f= 3.04129D+02 |proj g|= 4.15051D-02\n",
"\n",
"At iterate 17 f= 3.52931D+02 |proj g|= 1.48436D+00\n",
"\n",
"At iterate 38 f= 3.14071D+02 |proj g|= 6.32357D-01\n",
"\n",
"At iterate 53 f= 3.04128D+02 |proj g|= 1.67853D-02\n",
"\n",
"At iterate 18 f= 3.52817D+02 |proj g|= 4.94988D-01\n",
"\n",
"At iterate 39 f= 3.14051D+02 |proj g|= 1.80501D-01\n",
"\n",
"At iterate 40 f= 1.76404D+01 |proj g|= 8.26603D-03\n",
"\n",
"At iterate 54 f= 3.04128D+02 |proj g|= 3.05500D-02\n",
"\n",
"At iterate 40 f= 3.14039D+02 |proj g|= 1.62897D-01\n",
"\n",
"At iterate 19 f= 3.52765D+02 |proj g|= 2.29906D-01\n",
"\n",
"At iterate 41 f= 1.76404D+01 |proj g|= 4.03159D-03\n",
"\n",
"At iterate 55 f= 3.04128D+02 |proj g|= 7.69985D-03\n",
"\n",
"\n",
"At iterate 41 f= 3.14036D+02 |proj g|= 2.03334D-01\n",
"At iterate 20 f= 3.52728D+02 |proj g|= 2.69533D-01\n",
"\n",
"At iterate 42 f= 1.76403D+01 |proj g|= 7.94982D-04\n",
"\n",
"At iterate 21 f= 3.52642D+02 |proj g|= 2.57489D-01\n",
"\n",
"At iterate 56 f= 3.04128D+02 |proj g|= 1.47576D-02\n",
"\n",
"At iterate 43 f= 1.76403D+01 |proj g|= 1.15724D-03\n",
"\n",
"At iterate 42 f= 3.14035D+02 |proj g|= 1.03603D-01\n",
"\n",
"At iterate 57 f= 3.04128D+02 |proj g|= 2.56128D-02\n",
"\n",
"At iterate 22 f= 3.52533D+02 |proj g|= 6.31199D-01\n",
"\n",
"At iterate 44 f= 1.76403D+01 |proj g|= 1.44470D-03\n",
"\n",
"At iterate 43 f= 3.14035D+02 |proj g|= 2.77332D-02\n",
"\n",
"At iterate 58 f= 3.04128D+02 |proj g|= 2.99542D-02\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 23 f= 3.52353D+02 |proj g|= 3.39421D-01\n",
"\n",
"At iterate 45 f= 1.76403D+01 |proj g|= 8.19377D-04\n",
"\n",
"At iterate 44 f= 3.14035D+02 |proj g|= 2.75675D-02\n",
"\n",
"At iterate 59 f= 3.04128D+02 |proj g|= 3.15167D-02\n",
"\n",
"At iterate 24 f= 3.52276D+02 |proj g|= 3.33708D-01\n",
"\n",
"\n",
"At iterate 46 f= 1.76403D+01 |proj g|= 6.61079D-04\n",
"At iterate 45 f= 3.14034D+02 |proj g|= 6.89487D-02\n",
"\n",
"At iterate 60 f= 3.04128D+02 |proj g|= 7.00682D-03\n",
"\n",
"At iterate 46 f= 3.14034D+02 |proj g|= 1.26070D-01\n",
"\n",
"At iterate 47 f= 1.76403D+01 |proj g|= 6.16003D-04\n",
"\n",
"At iterate 25 f= 3.52267D+02 |proj g|= 6.02250D-01\n",
"\n",
"At iterate 61 f= 3.04128D+02 |proj g|= 3.99515D-03\n",
"\n",
"At iterate 47 f= 3.14033D+02 |proj g|= 2.35419D-01\n",
"\n",
"At iterate 48 f= 1.76403D+01 |proj g|= 3.99353D-04\n",
"\n",
"At iterate 26 f= 3.52249D+02 |proj g|= 1.47636D-01\n",
"\n",
"At iterate 62 f= 3.04128D+02 |proj g|= 9.82385D-03\n",
"\n",
"At iterate 48 f= 3.14030D+02 |proj g|= 2.30650D-01\n",
"\n",
"At iterate 49 f= 1.76403D+01 |proj g|= 1.79472D-04\n",
"\n",
"At iterate 27 f= 3.52241D+02 |proj g|= 2.23004D-01\n",
"\n",
"At iterate 63 f= 3.04128D+02 |proj g|= 1.22597D-02\n",
"\n",
"At iterate 49 f= 3.14029D+02 |proj g|= 5.84717D-01\n",
"\n",
"At iterate 50 f= 1.76403D+01 |proj g|= 6.86761D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 50 53 1 0 0 6.868D-05 1.764D+01\n",
" F = 17.640262402450620 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 50 f= 3.14026D+02 |proj g|= 2.17219D-01\n",
"\n",
"\n",
"At iterate 64 f= 3.04128D+02 |proj g|= 1.64847D-02\n",
"At iterate 28 f= 3.52239D+02 |proj g|= 1.36943D-01\n",
"\n",
"At iterate 51 f= 3.14025D+02 |proj g|= 5.67070D-02\n",
"\n",
"\n",
"At iterate 65 f= 3.04128D+02 |proj g|= 9.05405D-03\n",
"At iterate 29 f= 3.52238D+02 |proj g|= 9.45054D-02\n",
"\n",
"At iterate 52 f= 3.14024D+02 |proj g|= 2.96670D-02\n",
"\n",
"\n",
"At iterate 30 f= 3.52234D+02 |proj g|= 8.73459D-02\n",
"At iterate 66 f= 3.04128D+02 |proj g|= 4.07390D-02\n",
"\n",
"At iterate 53 f= 3.14024D+02 |proj g|= 2.45939D-02\n",
"\n",
"At iterate 31 f= 3.52226D+02 |proj g|= 1.40531D-01\n",
"\n",
"At iterate 67 f= 3.04128D+02 |proj g|= 2.06790D-02\n",
"\n",
"At iterate 32 f= 3.52209D+02 |proj g|= 3.06679D-01\n",
"\n",
"At iterate 54 f= 3.14024D+02 |proj g|= 4.14691D-02\n",
"\n",
"At iterate 68 f= 3.04128D+02 |proj g|= 1.21117D-02\n",
"\n",
"At iterate 33 f= 3.52178D+02 |proj g|= 4.49655D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.54037D+03\n",
"\n",
"At iterate 55 f= 3.14024D+02 |proj g|= 1.17523D-01\n",
"\n",
"At iterate 69 f= 3.04128D+02 |proj g|= 8.79058D-03\n",
"\n",
"At iterate 34 f= 3.52140D+02 |proj g|= 3.88189D-01\n",
"\n",
"At iterate 1 f= 1.05164D+04 |proj g|= 7.40961D+02\n",
"\n",
"At iterate 70 f= 3.04128D+02 |proj g|= 8.37995D-03\n",
"\n",
"At iterate 56 f= 3.14023D+02 |proj g|= 6.45004D-02\n",
"\n",
"At iterate 2 f= 7.53233D+03 |proj g|= 6.20457D+02\n",
"\n",
"At iterate 71 f= 3.04128D+02 |proj g|= 1.33747D-02\n",
"\n",
"At iterate 57 f= 3.14022D+02 |proj g|= 4.73277D-02\n",
"\n",
"At iterate 72 f= 3.04128D+02 |proj g|= 2.31006D-02\n",
"\n",
"At iterate 35 f= 3.52128D+02 |proj g|= 4.92730D-01\n",
"\n",
"\n",
"At iterate 3 f= 5.68524D+03 |proj g|= 1.99731D+03\n",
"At iterate 58 f= 3.14022D+02 |proj g|= 1.24490D-01\n",
"\n",
"\n",
"At iterate 36 f= 3.52109D+02 |proj g|= 1.72100D-01\n",
"At iterate 73 f= 3.04128D+02 |proj g|= 1.21395D-02\n",
"\n",
"At iterate 4 f= 3.72959D+03 |proj g|= 5.65083D+02\n",
"\n",
"At iterate 59 f= 3.14020D+02 |proj g|= 2.11432D-01\n",
"\n",
"At iterate 37 f= 3.52107D+02 |proj g|= 1.99216D-01\n",
"\n",
"At iterate 74 f= 3.04128D+02 |proj g|= 5.20697D-03\n",
"\n",
"At iterate 60 f= 3.14016D+02 |proj g|= 2.69160D-01\n",
"\n",
"At iterate 5 f= 2.90330D+03 |proj g|= 1.89865D+02\n",
"\n",
"At iterate 38 f= 3.52106D+02 |proj g|= 3.54977D-02\n",
"\n",
"At iterate 75 f= 3.04127D+02 |proj g|= 5.07303D-03\n",
"\n",
"At iterate 6 f= 1.94852D+03 |proj g|= 1.20206D+02\n",
"\n",
"At iterate 61 f= 3.14012D+02 |proj g|= 2.32112D-01\n",
"\n",
"At iterate 39 f= 3.52105D+02 |proj g|= 4.57980D-02\n",
"\n",
"At iterate 76 f= 3.04127D+02 |proj g|= 5.50603D-03\n",
"\n",
"At iterate 7 f= 1.05847D+03 |proj g|= 2.13597D+02\n",
"\n",
"At iterate 8 f= 5.67697D+02 |proj g|= 9.41606D+01\n",
"\n",
"At iterate 40 f= 3.52103D+02 |proj g|= 1.31665D-01\n",
"\n",
"At iterate 77 f= 3.04127D+02 |proj g|= 6.11053D-03\n",
"\n",
"At iterate 62 f= 3.14011D+02 |proj g|= 2.94499D-01\n",
"\n",
"At iterate 9 f= 3.01598D+02 |proj g|= 6.99492D+01\n",
"\n",
"At iterate 63 f= 3.14008D+02 |proj g|= 1.34658D-01\n",
"\n",
"At iterate 41 f= 3.52098D+02 |proj g|= 2.01662D-01\n",
"\n",
"\n",
"At iterate 78 f= 3.04127D+02 |proj g|= 1.94380D-02\n",
"At iterate 10 f= 1.71282D+02 |proj g|= 3.92820D+01\n",
"\n",
"At iterate 64 f= 3.14007D+02 |proj g|= 2.88148D-02\n",
"\n",
"At iterate 42 f= 3.52087D+02 |proj g|= 4.46062D-01\n",
"\n",
"At iterate 79 f= 3.04127D+02 |proj g|= 7.94810D-03\n",
"\n",
"At iterate 11 f= 1.03511D+02 |proj g|= 2.41267D+01\n",
"\n",
"At iterate 65 f= 3.14007D+02 |proj g|= 1.26983D-02\n",
"\n",
"At iterate 43 f= 3.52069D+02 |proj g|= 4.23718D-01\n",
"\n",
"At iterate 80 f= 3.04127D+02 |proj g|= 4.72838D-03\n",
"\n",
"At iterate 44 f= 3.52045D+02 |proj g|= 2.96900D-01\n",
"\n",
"At iterate 12 f= 6.25464D+01 |proj g|= 1.05662D+01\n",
"\n",
"At iterate 66 f= 3.14007D+02 |proj g|= 3.27412D-02\n",
"\n",
"At iterate 81 f= 3.04127D+02 |proj g|= 1.08576D-02\n",
"\n",
"At iterate 45 f= 3.52027D+02 |proj g|= 7.00017D-02\n",
"\n",
"\n",
"At iterate 13 f= 4.66302D+01 |proj g|= 5.94809D+00\n",
"At iterate 67 f= 3.14007D+02 |proj g|= 4.52719D-02\n",
"\n",
"At iterate 82 f= 3.04127D+02 |proj g|= 1.65886D-02\n",
"\n",
"At iterate 46 f= 3.52021D+02 |proj g|= 1.66026D-01\n",
"\n",
"\n",
"At iterate 68 f= 3.14007D+02 |proj g|= 4.56419D-02\n",
"At iterate 14 f= 3.64210D+01 |proj g|= 2.66524D+00\n",
"\n",
"At iterate 83 f= 3.04127D+02 |proj g|= 2.20372D-02\n",
"\n",
"At iterate 47 f= 3.52017D+02 |proj g|= 2.48466D-01\n",
"\n",
"At iterate 15 f= 2.91537D+01 |proj g|= 1.05875D+00\n",
"\n",
"At iterate 84 f= 3.04127D+02 |proj g|= 4.59712D-02\n",
"\n",
"At iterate 48 f= 3.52014D+02 |proj g|= 1.52952D-01\n",
"\n",
"At iterate 69 f= 3.14006D+02 |proj g|= 7.02058D-02\n",
"\n",
"At iterate 16 f= 2.74635D+01 |proj g|= 2.18158D+00\n",
"\n",
"At iterate 85 f= 3.04127D+02 |proj g|= 1.82798D-02\n",
"\n",
"At iterate 49 f= 3.52013D+02 |proj g|= 7.33902D-02\n",
"\n",
"At iterate 70 f= 3.14006D+02 |proj g|= 4.48204D-02\n",
"\n",
"At iterate 17 f= 2.70816D+01 |proj g|= 1.53597D+00\n",
"\n",
"At iterate 86 f= 3.04127D+02 |proj g|= 6.77782D-03\n",
"\n",
"At iterate 71 f= 3.14005D+02 |proj g|= 2.49931D-02\n",
"\n",
"At iterate 50 f= 3.52012D+02 |proj g|= 4.99661D-02\n",
"\n",
"At iterate 18 f= 2.60341D+01 |proj g|= 3.33783D-01\n",
"\n",
"At iterate 87 f= 3.04127D+02 |proj g|= 4.77411D-03\n",
"\n",
"At iterate 72 f= 3.14005D+02 |proj g|= 3.63379D-02\n",
"\n",
"At iterate 51 f= 3.52011D+02 |proj g|= 6.03466D-02\n",
"\n",
"At iterate 19 f= 2.56846D+01 |proj g|= 6.54137D-01\n",
"\n",
"At iterate 88 f= 3.04127D+02 |proj g|= 3.77378D-03\n",
"\n",
"At iterate 73 f= 3.14004D+02 |proj g|= 1.13687D-01\n",
"\n",
"At iterate 52 f= 3.52009D+02 |proj g|= 8.71500D-02\n",
"\n",
"At iterate 20 f= 2.49828D+01 |proj g|= 7.27685D-01\n",
"\n",
"At iterate 89 f= 3.04127D+02 |proj g|= 6.22908D-03\n",
"\n",
"At iterate 53 f= 3.52007D+02 |proj g|= 8.45974D-02\n",
"\n",
"At iterate 74 f= 3.14004D+02 |proj g|= 8.12969D-02\n",
"\n",
"At iterate 21 f= 2.45074D+01 |proj g|= 4.79641D-01\n",
"\n",
"At iterate 75 f= 3.14004D+02 |proj g|= 3.46139D-02\n",
"\n",
"At iterate 22 f= 2.40436D+01 |proj g|= 1.50918D-01\n",
"\n",
"\n",
"At iterate 54 f= 3.52005D+02 |proj g|= 1.76788D-01\n",
"At iterate 90 f= 3.04127D+02 |proj g|= 2.89200D-03\n",
"\n",
"At iterate 76 f= 3.14003D+02 |proj g|= 4.15811D-02\n",
"\n",
"At iterate 23 f= 2.38061D+01 |proj g|= 9.66548D-02\n",
"\n",
"\n",
"At iterate 55 f= 3.52003D+02 |proj g|= 3.98243D-02\n",
"At iterate 91 f= 3.04127D+02 |proj g|= 3.21412D-03\n",
"\n",
"At iterate 77 f= 3.14002D+02 |proj g|= 1.03620D-01\n",
"\n",
"At iterate 24 f= 2.34138D+01 |proj g|= 2.84201D-01\n",
"\n",
"At iterate 92 f= 3.04127D+02 |proj g|= 2.70017D-03\n",
"\n",
"At iterate 56 f= 3.52002D+02 |proj g|= 5.06300D-02\n",
"\n",
"At iterate 78 f= 3.14000D+02 |proj g|= 1.47701D-01\n",
"\n",
"At iterate 25 f= 2.32363D+01 |proj g|= 6.36681D-01\n",
"\n",
"At iterate 93 f= 3.04127D+02 |proj g|= 5.29008D-03\n",
"\n",
"At iterate 79 f= 3.14000D+02 |proj g|= 1.64906D-01\n",
"\n",
"At iterate 57 f= 3.52001D+02 |proj g|= 1.02832D-01\n",
"\n",
"At iterate 26 f= 2.30793D+01 |proj g|= 2.57734D-01\n",
"\n",
"\n",
"At iterate 80 f= 3.13998D+02 |proj g|= 1.00406D-01\n",
"At iterate 94 f= 3.04127D+02 |proj g|= 7.89457D-03\n",
"\n",
"At iterate 58 f= 3.51999D+02 |proj g|= 1.25451D-01\n",
"\n",
"At iterate 27 f= 2.29696D+01 |proj g|= 1.32320D-01\n",
"\n",
"At iterate 95 f= 3.04127D+02 |proj g|= 1.04262D-02\n",
"\n",
"At iterate 59 f= 3.51996D+02 |proj g|= 1.66874D-01\n",
"\n",
"At iterate 81 f= 3.13998D+02 |proj g|= 1.93275D-02\n",
"\n",
"At iterate 28 f= 2.29163D+01 |proj g|= 1.38299D-01\n",
"\n",
"At iterate 96 f= 3.04127D+02 |proj g|= 6.91288D-03\n",
"\n",
"At iterate 82 f= 3.13998D+02 |proj g|= 6.25171D-03\n",
"\n",
"At iterate 60 f= 3.51995D+02 |proj g|= 3.77654D-01\n",
"\n",
"At iterate 29 f= 2.28624D+01 |proj g|= 4.13302D-01\n",
"\n",
"At iterate 97 f= 3.04127D+02 |proj g|= 9.51369D-03\n",
"\n",
"At iterate 30 f= 2.28032D+01 |proj g|= 1.49775D-01\n",
"\n",
"At iterate 83 f= 3.13998D+02 |proj g|= 6.12497D-03\n",
"\n",
"At iterate 61 f= 3.51990D+02 |proj g|= 1.05796D-01\n",
"\n",
"At iterate 98 f= 3.04127D+02 |proj g|= 6.38442D-03\n",
"\n",
"At iterate 31 f= 2.27727D+01 |proj g|= 6.37770D-02\n",
"\n",
"At iterate 62 f= 3.51988D+02 |proj g|= 5.30434D-02\n",
"\n",
"At iterate 84 f= 3.13998D+02 |proj g|= 7.97111D-03\n",
"\n",
"At iterate 99 f= 3.04127D+02 |proj g|= 5.37464D-03\n",
"\n",
"At iterate 32 f= 2.27454D+01 |proj g|= 4.65714D-02\n",
"\n",
"At iterate 63 f= 3.51986D+02 |proj g|= 7.89562D-02\n",
"\n",
"At iterate 85 f= 3.13998D+02 |proj g|= 6.82535D-02\n",
"\n",
"At iterate 100 f= 3.04127D+02 |proj g|= 3.71396D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 107 1 0 0 3.714D-03 3.041D+02\n",
" F = 304.12701603550823 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 33 f= 2.27147D+01 |proj g|= 6.69392D-02\n",
"\n",
"At iterate 64 f= 3.51984D+02 |proj g|= 1.38428D-01\n",
"\n",
"At iterate 86 f= 3.13998D+02 |proj g|= 3.63119D-02\n",
"\n",
"At iterate 34 f= 2.26913D+01 |proj g|= 6.59520D-02\n",
"\n",
"At iterate 65 f= 3.51980D+02 |proj g|= 1.67382D-01\n",
"\n",
"At iterate 87 f= 3.13997D+02 |proj g|= 2.68893D-02\n",
"\n",
"At iterate 35 f= 2.26707D+01 |proj g|= 4.18118D-02\n",
"\n",
"At iterate 88 f= 3.13997D+02 |proj g|= 6.88316D-02\n",
"\n",
"At iterate 36 f= 2.26590D+01 |proj g|= 7.59303D-02\n",
"\n",
"At iterate 66 f= 3.51979D+02 |proj g|= 1.49149D-01\n",
"\n",
"At iterate 89 f= 3.13997D+02 |proj g|= 7.22115D-02\n",
"\n",
"At iterate 37 f= 2.26537D+01 |proj g|= 1.81039D-02\n",
"\n",
"At iterate 67 f= 3.51977D+02 |proj g|= 7.12100D-02\n",
"\n",
"At iterate 90 f= 3.13997D+02 |proj g|= 6.46464D-02\n",
"\n",
"At iterate 38 f= 2.26509D+01 |proj g|= 1.55957D-02\n",
"\n",
"At iterate 68 f= 3.51976D+02 |proj g|= 5.61148D-02\n",
"\n",
"At iterate 91 f= 3.13997D+02 |proj g|= 7.36279D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.16377D+03\n",
"\n",
"At iterate 39 f= 2.26487D+01 |proj g|= 9.21151D-02\n",
"\n",
"At iterate 69 f= 3.51975D+02 |proj g|= 3.08752D-02\n",
"\n",
"\n",
"At iterate 92 f= 3.13997D+02 |proj g|= 4.18635D-03\n",
"At iterate 1 f= 1.06388D+04 |proj g|= 1.60068D+03\n",
"\n",
"At iterate 40 f= 2.26463D+01 |proj g|= 2.06524D-02\n",
"\n",
"At iterate 70 f= 3.51975D+02 |proj g|= 4.50618D-02\n",
"\n",
"At iterate 2 f= 7.02803D+03 |proj g|= 1.80855D+03\n",
"\n",
"At iterate 41 f= 2.26447D+01 |proj g|= 2.26215D-02\n",
"\n",
"At iterate 93 f= 3.13997D+02 |proj g|= 7.44189D-03\n",
"\n",
"At iterate 71 f= 3.51975D+02 |proj g|= 4.77292D-02\n",
"\n",
"At iterate 3 f= 4.15038D+03 |proj g|= 3.30786D+02\n",
"\n",
"At iterate 42 f= 2.26434D+01 |proj g|= 3.01136D-02\n",
"\n",
"At iterate 94 f= 3.13997D+02 |proj g|= 8.29422D-03\n",
"\n",
"At iterate 72 f= 3.51974D+02 |proj g|= 7.26206D-02\n",
"\n",
"At iterate 4 f= 2.96034D+03 |proj g|= 2.02651D+02\n",
"\n",
"At iterate 43 f= 2.26407D+01 |proj g|= 4.96334D-02\n",
"\n",
"At iterate 95 f= 3.13997D+02 |proj g|= 1.66491D-02\n",
"\n",
"At iterate 5 f= 1.57904D+03 |proj g|= 8.61110D+01\n",
"\n",
"At iterate 73 f= 3.51974D+02 |proj g|= 3.24878D-02\n",
"\n",
"At iterate 96 f= 3.13997D+02 |proj g|= 2.62008D-02\n",
"\n",
"At iterate 6 f= 8.28197D+02 |proj g|= 4.70005D+01\n",
"\n",
"At iterate 44 f= 2.26399D+01 |proj g|= 7.20299D-03\n",
"\n",
"At iterate 74 f= 3.51974D+02 |proj g|= 1.98465D-02\n",
"\n",
"At iterate 97 f= 3.13997D+02 |proj g|= 3.42463D-02\n",
"\n",
"At iterate 7 f= 3.97454D+02 |proj g|= 7.10219D+01\n",
"\n",
"At iterate 45 f= 2.26391D+01 |proj g|= 5.08647D-03\n",
"\n",
"At iterate 75 f= 3.51973D+02 |proj g|= 4.93369D-02\n",
"\n",
"At iterate 98 f= 3.13996D+02 |proj g|= 1.59066D-02\n",
"\n",
"At iterate 8 f= 1.96510D+02 |proj g|= 1.26660D+01\n",
"\n",
"At iterate 46 f= 2.26382D+01 |proj g|= 3.90453D-03\n",
"\n",
"At iterate 76 f= 3.51973D+02 |proj g|= 7.61479D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 99 f= 3.13996D+02 |proj g|= 2.90837D-02\n",
"\n",
"At iterate 9 f= 1.11353D+02 |proj g|= 6.45369D+00\n",
"\n",
"At iterate 47 f= 2.26373D+01 |proj g|= 1.91873D-02\n",
"\n",
"At iterate 77 f= 3.51971D+02 |proj g|= 8.40933D-02\n",
"\n",
"At iterate 100 f= 3.13996D+02 |proj g|= 3.37640D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 104 1 0 0 3.376D-02 3.140D+02\n",
" F = 313.99610038830531 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 10 f= 5.76147D+01 |proj g|= 4.62335D+00\n",
"\n",
"At iterate 48 f= 2.26372D+01 |proj g|= 1.44723D-02\n",
"\n",
"At iterate 11 f= 3.13418D+01 |proj g|= 2.15283D+00\n",
"\n",
"At iterate 49 f= 2.26367D+01 |proj g|= 4.11085D-03\n",
"\n",
"At iterate 78 f= 3.51971D+02 |proj g|= 1.50065D-01\n",
"\n",
"At iterate 12 f= 2.07741D+01 |proj g|= 7.20675D-01\n",
"\n",
"At iterate 50 f= 2.26366D+01 |proj g|= 2.89346D-03\n",
"\n",
"At iterate 79 f= 3.51969D+02 |proj g|= 8.53116D-02\n",
"\n",
"At iterate 13 f= 1.71391D+01 |proj g|= 4.19934D-01\n",
"\n",
"At iterate 80 f= 3.51968D+02 |proj g|= 1.83141D-02\n",
"\n",
"At iterate 51 f= 2.26364D+01 |proj g|= 2.21662D-03\n",
"\n",
"At iterate 52 f= 2.26362D+01 |proj g|= 7.75487D-03\n",
"\n",
"At iterate 81 f= 3.51968D+02 |proj g|= 1.16341D-02\n",
"\n",
"At iterate 82 f= 3.51968D+02 |proj g|= 1.75607D-02\n",
"\n",
"At iterate 14 f= 1.66546D+01 |proj g|= 1.99083D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 15 f= 1.54016D+01 |proj g|= 5.48872D-01\n",
"\n",
"At iterate 53 f= 2.26361D+01 |proj g|= 9.92999D-03\n",
"\n",
"At iterate 83 f= 3.51968D+02 |proj g|= 2.01982D-02\n",
"\n",
"At iterate 1 f= 7.61731D+03 |proj g|= 4.05030D+03\n",
"\n",
"At iterate 54 f= 2.26360D+01 |proj g|= 1.77696D-03\n",
"\n",
"At iterate 16 f= 1.51666D+01 |proj g|= 2.47886D-01\n",
"\n",
"At iterate 2 f= 5.44503D+03 |proj g|= 3.12745D+03\n",
"\n",
"At iterate 84 f= 3.51968D+02 |proj g|= 5.17401D-02\n",
"\n",
"At iterate 3 f= 1.91302D+03 |proj g|= 1.22207D+03\n",
"\n",
"At iterate 55 f= 2.26360D+01 |proj g|= 1.76944D-03\n",
"\n",
"At iterate 17 f= 1.50602D+01 |proj g|= 8.98831D-02\n",
"\n",
"At iterate 85 f= 3.51968D+02 |proj g|= 2.16698D-02\n",
"\n",
"At iterate 4 f= 9.62824D+02 |proj g|= 6.35891D+02\n",
"\n",
"At iterate 86 f= 3.51968D+02 |proj g|= 7.23452D-03\n",
"\n",
"At iterate 18 f= 1.49394D+01 |proj g|= 6.15523D-02\n",
"\n",
"At iterate 56 f= 2.26360D+01 |proj g|= 2.25432D-03\n",
"\n",
"At iterate 5 f= 4.57526D+02 |proj g|= 3.01839D+02\n",
"\n",
"At iterate 87 f= 3.51968D+02 |proj g|= 1.73647D-02\n",
"\n",
"At iterate 57 f= 2.26359D+01 |proj g|= 1.06266D-02\n",
"\n",
"At iterate 19 f= 1.48232D+01 |proj g|= 1.66238D-01\n",
"\n",
"At iterate 6 f= 2.31447D+02 |proj g|= 1.52339D+02\n",
"\n",
"At iterate 88 f= 3.51967D+02 |proj g|= 2.97195D-02\n",
"\n",
"At iterate 58 f= 2.26359D+01 |proj g|= 1.87441D-03\n",
"\n",
"At iterate 7 f= 1.16726D+02 |proj g|= 7.56179D+01\n",
"\n",
"At iterate 20 f= 1.46688D+01 |proj g|= 3.13170D-01\n",
"\n",
"At iterate 59 f= 2.26359D+01 |proj g|= 5.81440D-04\n",
"\n",
"At iterate 89 f= 3.51967D+02 |proj g|= 3.31949D-02\n",
"\n",
"At iterate 8 f= 5.91337D+01 |proj g|= 3.79405D+01\n",
"\n",
"At iterate 21 f= 1.45123D+01 |proj g|= 3.70730D-01\n",
"\n",
"At iterate 60 f= 2.26358D+01 |proj g|= 4.52752D-04\n",
"\n",
"At iterate 90 f= 3.51967D+02 |proj g|= 1.00565D-01\n",
"\n",
"At iterate 9 f= 2.98153D+01 |proj g|= 1.85116D+01\n",
"\n",
"At iterate 22 f= 1.43802D+01 |proj g|= 3.44394D-01\n",
"\n",
"At iterate 61 f= 2.26358D+01 |proj g|= 3.31421D-03\n",
"\n",
"At iterate 91 f= 3.51967D+02 |proj g|= 2.11305D-02\n",
"\n",
"At iterate 10 f= 1.51416D+01 |proj g|= 9.13168D+00\n",
"\n",
"At iterate 23 f= 1.43582D+01 |proj g|= 2.12824D-01\n",
"\n",
"At iterate 62 f= 2.26358D+01 |proj g|= 5.94052D-04\n",
"\n",
"At iterate 11 f= 7.79517D+00 |proj g|= 4.38699D+00\n",
"\n",
"At iterate 92 f= 3.51967D+02 |proj g|= 8.37166D-03\n",
"\n",
"At iterate 24 f= 1.43139D+01 |proj g|= 5.55999D-02\n",
"\n",
"At iterate 63 f= 2.26358D+01 |proj g|= 3.77965D-04\n",
"\n",
"At iterate 12 f= 4.12271D+00 |proj g|= 2.47102D+00\n",
"\n",
"At iterate 93 f= 3.51967D+02 |proj g|= 8.14894D-03\n",
"\n",
"At iterate 64 f= 2.26358D+01 |proj g|= 5.35452D-04\n",
"\n",
"At iterate 13 f= 2.35694D+00 |proj g|= 7.48463D-01\n",
"\n",
"At iterate 94 f= 3.51967D+02 |proj g|= 1.20491D-02\n",
"\n",
"At iterate 25 f= 1.43114D+01 |proj g|= 3.98703D-02\n",
"\n",
"At iterate 65 f= 2.26358D+01 |proj g|= 1.55901D-03\n",
"\n",
"At iterate 14 f= 1.24549D+00 |proj g|= 5.11789D-01\n",
"\n",
"At iterate 95 f= 3.51967D+02 |proj g|= 2.59515D-02\n",
"\n",
"At iterate 26 f= 1.43094D+01 |proj g|= 1.76141D-02\n",
"\n",
"At iterate 66 f= 2.26358D+01 |proj g|= 2.57771D-03\n",
"\n",
"At iterate 15 f= 9.91188D-01 |proj g|= 3.03507D-01\n",
"\n",
"At iterate 96 f= 3.51967D+02 |proj g|= 4.69554D-02\n",
"\n",
"At iterate 27 f= 1.43058D+01 |proj g|= 7.86184D-03\n",
"\n",
"\n",
"At iterate 67 f= 2.26358D+01 |proj g|= 2.30194D-04\n",
"At iterate 16 f= 8.20579D-01 |proj g|= 1.48550D-01\n",
"\n",
"At iterate 28 f= 1.42973D+01 |proj g|= 2.55085D-02\n",
"\n",
"At iterate 68 f= 2.26358D+01 |proj g|= 3.47484D-04\n",
"\n",
"At iterate 17 f= 7.60320D-01 |proj g|= 8.17839D-02\n",
"\n",
"At iterate 97 f= 3.51966D+02 |proj g|= 6.29052D-02\n",
"\n",
"At iterate 29 f= 1.42943D+01 |proj g|= 7.59726D-03\n",
"\n",
"At iterate 69 f= 2.26358D+01 |proj g|= 4.96274D-04\n",
"\n",
"At iterate 98 f= 3.51966D+02 |proj g|= 3.34139D-02\n",
"\n",
"At iterate 18 f= 7.28626D-01 |proj g|= 4.20777D-02\n",
"\n",
"At iterate 30 f= 1.42927D+01 |proj g|= 5.98392D-03\n",
"\n",
"At iterate 70 f= 2.26358D+01 |proj g|= 1.00687D-03\n",
"\n",
"At iterate 19 f= 7.06178D-01 |proj g|= 1.57020D-02\n",
"\n",
"At iterate 99 f= 3.51966D+02 |proj g|= 2.09890D-02\n",
"\n",
"At iterate 31 f= 1.42920D+01 |proj g|= 1.93363D-02\n",
"\n",
"At iterate 20 f= 6.91728D-01 |proj g|= 9.13845D-03\n",
"\n",
"At iterate 100 f= 3.51966D+02 |proj g|= 1.86882D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 112 1 0 0 1.869D-02 3.520D+02\n",
" F = 351.96595744272548 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"\n",
"At iterate 32 f= 1.42916D+01 |proj g|= 5.49592D-03\n",
"At iterate 71 f= 2.26358D+01 |proj g|= 4.40112D-04\n",
"\n",
"At iterate 21 f= 6.88587D-01 |proj g|= 1.00035D-02\n",
"\n",
"At iterate 33 f= 1.42914D+01 |proj g|= 4.66165D-03\n",
"\n",
"At iterate 72 f= 2.26358D+01 |proj g|= 1.43979D-04\n",
"\n",
"At iterate 22 f= 6.86235D-01 |proj g|= 9.03856D-03\n",
"\n",
"At iterate 34 f= 1.42913D+01 |proj g|= 7.08741D-03\n",
"\n",
"At iterate 73 f= 2.26358D+01 |proj g|= 1.67463D-04\n",
"\n",
"At iterate 23 f= 6.85604D-01 |proj g|= 7.62824D-03\n",
"\n",
"At iterate 35 f= 1.42910D+01 |proj g|= 3.97005D-03\n",
"\n",
"At iterate 74 f= 2.26358D+01 |proj g|= 2.85347D-04\n",
"\n",
"At iterate 24 f= 6.84773D-01 |proj g|= 2.42142D-03\n",
"\n",
"At iterate 75 f= 2.26358D+01 |proj g|= 1.32443D-04\n",
"\n",
"At iterate 25 f= 6.84483D-01 |proj g|= 1.96820D-03\n",
"\n",
"At iterate 36 f= 1.42910D+01 |proj g|= 1.29107D-02\n",
"\n",
"At iterate 76 f= 2.26358D+01 |proj g|= 9.44266D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 76 80 1 0 0 9.443D-05 2.264D+01\n",
" F = 22.635799763003970 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 26 f= 6.84289D-01 |proj g|= 2.69977D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99974D+03\n",
"\n",
"At iterate 37 f= 1.42909D+01 |proj g|= 3.42674D-03\n",
"\n",
"At iterate 27 f= 6.84227D-01 |proj g|= 9.55180D-04\n",
"\n",
"At iterate 1 f= 7.57742D+03 |proj g|= 3.97234D+03\n",
"\n",
"At iterate 38 f= 1.42909D+01 |proj g|= 5.02405D-04\n",
"\n",
"At iterate 28 f= 6.84177D-01 |proj g|= 4.90168D-04\n",
"\n",
"At iterate 2 f= 5.44134D+03 |proj g|= 3.05650D+03\n",
"\n",
"At iterate 39 f= 1.42909D+01 |proj g|= 1.36453D-03\n",
"\n",
"At iterate 29 f= 6.84152D-01 |proj g|= 7.80871D-04\n",
"\n",
"At iterate 3 f= 2.01523D+03 |proj g|= 1.18054D+03\n",
"\n",
"At iterate 40 f= 1.42908D+01 |proj g|= 2.06593D-03\n",
"\n",
"At iterate 30 f= 6.84135D-01 |proj g|= 4.73010D-04\n",
"\n",
"At iterate 4 f= 1.07071D+03 |proj g|= 5.82791D+02\n",
"\n",
"At iterate 41 f= 1.42908D+01 |proj g|= 2.11646D-03\n",
"\n",
"At iterate 5 f= 5.28669D+02 |proj g|= 2.60219D+02\n",
"\n",
"At iterate 31 f= 6.84128D-01 |proj g|= 8.27945D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 31 32 1 0 0 8.279D-05 6.841D-01\n",
" F = 0.68412770114632837 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 6 f= 2.53339D+02 |proj g|= 1.36151D+02\n",
"\n",
"At iterate 42 f= 1.42908D+01 |proj g|= 3.31388D-04\n",
"\n",
"At iterate 1 f= 8.25821D+03 |proj g|= 4.57067D+03\n",
"\n",
"At iterate 7 f= 1.23839D+02 |proj g|= 6.42631D+01\n",
"\n",
"At iterate 43 f= 1.42908D+01 |proj g|= 4.84864D-04\n",
"\n",
"At iterate 8 f= 6.19342D+01 |proj g|= 3.36956D+01\n",
"\n",
"At iterate 2 f= 6.42481D+03 |proj g|= 3.74554D+03\n",
"\n",
"\n",
"At iterate 9 f= 3.09077D+01 |proj g|= 1.58384D+01\n",
"At iterate 3 f= 2.16268D+03 |proj g|= 1.30139D+03\n",
"\n",
"At iterate 44 f= 1.42908D+01 |proj g|= 1.60468D-03\n",
"\n",
"At iterate 4 f= 1.25964D+03 |proj g|= 7.20249D+02\n",
"\n",
"At iterate 10 f= 1.55972D+01 |proj g|= 8.27576D+00\n",
"\n",
"At iterate 45 f= 1.42908D+01 |proj g|= 1.19427D-03\n",
"\n",
"At iterate 5 f= 6.98701D+02 |proj g|= 3.46745D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 11 f= 7.96386D+00 |proj g|= 3.91975D+00\n",
"\n",
"At iterate 46 f= 1.42908D+01 |proj g|= 1.79475D-04\n",
"\n",
"At iterate 6 f= 4.10055D+02 |proj g|= 1.83602D+02\n",
"\n",
"At iterate 1 f= 8.86101D+03 |proj g|= 4.99239D+03\n",
"\n",
"At iterate 12 f= 4.23004D+00 |proj g|= 1.98233D+00\n",
"\n",
"At iterate 47 f= 1.42908D+01 |proj g|= 2.20699D-04\n",
"\n",
"At iterate 7 f= 2.37912D+02 |proj g|= 6.93207D+01\n",
"\n",
"At iterate 13 f= 2.41648D+00 |proj g|= 1.01620D+00\n",
"\n",
"At iterate 2 f= 7.10071D+03 |proj g|= 4.19143D+03\n",
"\n",
"At iterate 48 f= 1.42908D+01 |proj g|= 3.81653D-04\n",
"\n",
"At iterate 8 f= 1.30701D+02 |proj g|= 4.04920D+01\n",
"\n",
"At iterate 14 f= 1.55374D+00 |proj g|= 3.95818D-01\n",
"\n",
"At iterate 3 f= 2.05866D+03 |proj g|= 1.15424D+03\n",
"\n",
"At iterate 49 f= 1.42908D+01 |proj g|= 4.58186D-04\n",
"\n",
"At iterate 15 f= 1.16316D+00 |proj g|= 3.47369D-01\n",
"\n",
"At iterate 9 f= 7.64122D+01 |proj g|= 1.96181D+01\n",
"\n",
"At iterate 4 f= 1.28695D+03 |proj g|= 6.13002D+02\n",
"\n",
"At iterate 50 f= 1.42908D+01 |proj g|= 1.64436D-04\n",
"\n",
"\n",
"At iterate 10 f= 3.92868D+01 |proj g|= 6.92442D+00\n",
"At iterate 5 f= 7.15818D+02 |proj g|= 2.28701D+02\n",
"\n",
"At iterate 16 f= 9.68561D-01 |proj g|= 4.61843D-02\n",
"\n",
"At iterate 51 f= 1.42908D+01 |proj g|= 1.19685D-04\n",
"\n",
"At iterate 6 f= 4.27581D+02 |proj g|= 1.01415D+02\n",
"\n",
"At iterate 17 f= 9.30642D-01 |proj g|= 2.76086D-02\n",
"\n",
"At iterate 11 f= 2.20877D+01 |proj g|= 7.42474D+00\n",
"\n",
"At iterate 52 f= 1.42908D+01 |proj g|= 1.61725D-04\n",
"\n",
"At iterate 7 f= 2.63562D+02 |proj g|= 9.05013D+01\n",
"\n",
"At iterate 18 f= 9.13367D-01 |proj g|= 1.85064D-02\n",
"\n",
"At iterate 12 f= 1.67670D+01 |proj g|= 1.34386D+01\n",
"\n",
"At iterate 19 f= 9.00959D-01 |proj g|= 1.04551D-02\n",
"\n",
"At iterate 53 f= 1.42908D+01 |proj g|= 1.07035D-04\n",
"\n",
"At iterate 8 f= 1.29046D+02 |proj g|= 4.53049D+01\n",
"\n",
"At iterate 13 f= 6.36343D+00 |proj g|= 3.92899D+00\n",
"\n",
"At iterate 20 f= 8.86510D-01 |proj g|= 9.15987D-03\n",
"\n",
"At iterate 9 f= 7.97059D+01 |proj g|= 2.73693D+01\n",
"\n",
"At iterate 14 f= 4.54654D+00 |proj g|= 2.28335D+00\n",
"\n",
"At iterate 54 f= 1.42908D+01 |proj g|= 1.75285D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 54 61 1 0 0 1.753D-04 1.429D+01\n",
" F = 14.290793081062930 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 10 f= 4.26887D+01 |proj g|= 1.50088D+01\n",
"\n",
"At iterate 15 f= 2.91213D+00 |proj g|= 9.08084D-01\n",
"\n",
"At iterate 21 f= 8.83440D-01 |proj g|= 6.99903D-03\n",
"\n",
"At iterate 11 f= 2.36813D+01 |proj g|= 8.30933D+00\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 16 f= 2.21005D+00 |proj g|= 3.59167D-01\n",
"\n",
"At iterate 22 f= 8.80908D-01 |proj g|= 3.86129D-03\n",
"\n",
"At iterate 12 f= 1.30547D+01 |proj g|= 3.35541D+00\n",
"\n",
"At iterate 17 f= 1.84929D+00 |proj g|= 1.26584D-01\n",
"\n",
"At iterate 23 f= 8.79614D-01 |proj g|= 2.43483D-03\n",
"\n",
"At iterate 13 f= 6.28809D+00 |proj g|= 2.77421D+00\n",
"\n",
"At iterate 18 f= 1.68329D+00 |proj g|= 8.58010D-02\n",
"\n",
"At iterate 24 f= 8.79121D-01 |proj g|= 3.34541D-03\n",
"\n",
"At iterate 19 f= 1.59774D+00 |proj g|= 1.02501D-01\n",
"\n",
"At iterate 14 f= 3.32923D+00 |proj g|= 9.89229D-01\n",
"\n",
"At iterate 25 f= 8.79024D-01 |proj g|= 3.02427D-03\n",
"\n",
"At iterate 20 f= 1.56267D+00 |proj g|= 7.23247D-02\n",
"\n",
"At iterate 15 f= 2.51638D+00 |proj g|= 6.61280D-01\n",
"\n",
"At iterate 26 f= 8.78904D-01 |proj g|= 7.11591D-04\n",
"\n",
"At iterate 21 f= 1.50194D+00 |proj g|= 6.27197D-02\n",
"\n",
"At iterate 16 f= 1.82900D+00 |proj g|= 2.86487D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 27 f= 8.78881D-01 |proj g|= 3.99615D-04\n",
"\n",
"\n",
"At iterate 22 f= 1.40194D+00 |proj g|= 4.34517D-02\n",
"At iterate 17 f= 1.58356D+00 |proj g|= 1.44439D-01\n",
"\n",
"At iterate 1 f= 7.82975D+03 |proj g|= 4.10069D+03\n",
"\n",
"At iterate 28 f= 8.78867D-01 |proj g|= 4.21745D-04\n",
"\n",
"At iterate 2 f= 5.72849D+03 |proj g|= 3.17903D+03\n",
"\n",
"At iterate 23 f= 1.35586D+00 |proj g|= 4.74062D-02\n",
"\n",
"At iterate 18 f= 1.46709D+00 |proj g|= 7.70008D-02\n",
"\n",
"At iterate 29 f= 8.78860D-01 |proj g|= 9.45353D-04\n",
"\n",
"At iterate 3 f= 2.26828D+03 |proj g|= 1.27087D+03\n",
"\n",
"\n",
"At iterate 24 f= 1.32777D+00 |proj g|= 4.90769D-02\n",
"At iterate 19 f= 1.39589D+00 |proj g|= 5.18378D-02\n",
"\n",
"At iterate 30 f= 8.78857D-01 |proj g|= 4.86718D-04\n",
"\n",
"At iterate 4 f= 1.36277D+03 |proj g|= 7.07217D+02\n",
"\n",
"At iterate 25 f= 1.30334D+00 |proj g|= 2.67030D-02\n",
"\n",
"At iterate 20 f= 1.31445D+00 |proj g|= 4.74317D-02\n",
"\n",
"At iterate 31 f= 8.78855D-01 |proj g|= 7.50342D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 31 33 1 0 0 7.503D-05 8.789D-01\n",
" F = 0.87885452718892565 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 5 f= 8.23913D+02 |proj g|= 3.68520D+02\n",
"\n",
"At iterate 26 f= 1.28553D+00 |proj g|= 2.87382D-02\n",
"\n",
"At iterate 21 f= 1.22828D+00 |proj g|= 2.50216D-02\n",
"\n",
"At iterate 6 f= 5.07501D+02 |proj g|= 1.95344D+02\n",
"\n",
"At iterate 27 f= 1.27587D+00 |proj g|= 2.21806D-02\n",
"\n",
"At iterate 22 f= 1.14447D+00 |proj g|= 3.17317D-02\n",
"\n",
"At iterate 7 f= 2.84975D+02 |proj g|= 8.54807D+01\n",
"\n",
"At iterate 28 f= 1.25788D+00 |proj g|= 3.56814D-02\n",
"\n",
"At iterate 8 f= 1.43831D+02 |proj g|= 2.68630D+01\n",
"\n",
"At iterate 23 f= 1.10305D+00 |proj g|= 3.29899D-02\n",
"\n",
"At iterate 29 f= 1.22807D+00 |proj g|= 4.89910D-02\n",
"\n",
"At iterate 9 f= 8.95042D+01 |proj g|= 2.79410D+01\n",
"\n",
"At iterate 24 f= 1.06461D+00 |proj g|= 2.43316D-02\n",
"\n",
"At iterate 30 f= 1.20992D+00 |proj g|= 2.29110D-02\n",
"\n",
"At iterate 10 f= 4.29058D+01 |proj g|= 1.05657D+01\n",
"\n",
"At iterate 25 f= 1.02541D+00 |proj g|= 2.82350D-02\n",
"\n",
"At iterate 31 f= 1.19587D+00 |proj g|= 1.08076D-02\n",
"\n",
"At iterate 11 f= 2.11166D+01 |proj g|= 7.43016D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 32 f= 1.18974D+00 |proj g|= 8.97693D-03\n",
"\n",
"At iterate 12 f= 1.36270D+01 |proj g|= 3.64427D+00\n",
"\n",
"At iterate 1 f= 7.83638D+03 |proj g|= 4.10417D+03\n",
"\n",
"At iterate 26 f= 9.90699D-01 |proj g|= 1.80294D-02\n",
"\n",
"At iterate 33 f= 1.18489D+00 |proj g|= 8.55401D-03\n",
"\n",
"At iterate 13 f= 6.32616D+00 |proj g|= 9.25735D-01\n",
"\n",
"At iterate 2 f= 5.73075D+03 |proj g|= 3.17970D+03\n",
"\n",
"At iterate 34 f= 1.18074D+00 |proj g|= 1.06141D-02\n",
"\n",
"At iterate 14 f= 4.32523D+00 |proj g|= 5.06301D-01\n",
"\n",
"At iterate 3 f= 2.27397D+03 |proj g|= 1.27497D+03\n",
"\n",
"At iterate 27 f= 9.76004D-01 |proj g|= 3.03720D-02\n",
"\n",
"At iterate 35 f= 1.17755D+00 |proj g|= 1.64230D-02\n",
"\n",
"At iterate 15 f= 3.03890D+00 |proj g|= 3.03923D-01\n",
"\n",
"At iterate 4 f= 1.36388D+03 |proj g|= 7.11154D+02\n",
"\n",
"At iterate 28 f= 9.65781D-01 |proj g|= 5.39996D-02\n",
"\n",
"At iterate 36 f= 1.17500D+00 |proj g|= 3.82485D-03\n",
"\n",
"At iterate 16 f= 2.52966D+00 |proj g|= 3.26800D-01\n",
"\n",
"At iterate 5 f= 8.16705D+02 |proj g|= 3.72094D+02\n",
"\n",
"At iterate 29 f= 9.52764D-01 |proj g|= 2.95850D-02\n",
"\n",
"At iterate 37 f= 1.17434D+00 |proj g|= 3.35229D-03\n",
"\n",
"At iterate 17 f= 2.28211D+00 |proj g|= 6.95705D-02\n",
"\n",
"At iterate 6 f= 4.74282D+02 |proj g|= 1.94641D+02\n",
"\n",
"At iterate 30 f= 9.31040D-01 |proj g|= 1.21722D-02\n",
"\n",
"At iterate 38 f= 1.17324D+00 |proj g|= 4.59563D-03\n",
"\n",
"At iterate 7 f= 2.35008D+02 |proj g|= 6.88417D+01\n",
"\n",
"At iterate 18 f= 2.25270D+00 |proj g|= 7.13694D-02\n",
"\n",
"At iterate 31 f= 9.16384D-01 |proj g|= 9.69581D-03\n",
"\n",
"At iterate 39 f= 1.17274D+00 |proj g|= 2.94369D-03\n",
"\n",
"\n",
"At iterate 8 f= 1.25655D+02 |proj g|= 2.14515D+01\n",
"At iterate 19 f= 2.19757D+00 |proj g|= 1.19178D-01\n",
"\n",
"At iterate 40 f= 1.17243D+00 |proj g|= 4.49291D-03\n",
"\n",
"At iterate 9 f= 6.60835D+01 |proj g|= 1.78407D+01\n",
"\n",
"At iterate 20 f= 2.14489D+00 |proj g|= 3.90182D-02\n",
"\n",
"At iterate 32 f= 9.07891D-01 |proj g|= 1.50430D-02\n",
"\n",
"At iterate 41 f= 1.17204D+00 |proj g|= 2.01463D-03\n",
"\n",
"At iterate 10 f= 3.38028D+01 |proj g|= 1.44399D+01\n",
"\n",
"At iterate 21 f= 2.09024D+00 |proj g|= 2.60784D-02\n",
"\n",
"At iterate 33 f= 8.98334D-01 |proj g|= 9.06095D-03\n",
"\n",
"At iterate 11 f= 1.45450D+01 |proj g|= 5.05340D+00\n",
"\n",
"At iterate 22 f= 2.04041D+00 |proj g|= 2.72531D-02\n",
"\n",
"At iterate 34 f= 8.89580D-01 |proj g|= 5.32028D-03\n",
"\n",
"At iterate 42 f= 1.17187D+00 |proj g|= 2.99376D-03\n",
"\n",
"At iterate 12 f= 8.13189D+00 |proj g|= 2.73641D+00\n",
"\n",
"At iterate 35 f= 8.87330D-01 |proj g|= 7.73995D-03\n",
"\n",
"At iterate 23 f= 2.01359D+00 |proj g|= 4.35485D-02\n",
"\n",
"At iterate 43 f= 1.17177D+00 |proj g|= 1.45645D-03\n",
"\n",
"At iterate 36 f= 8.85250D-01 |proj g|= 4.74584D-03\n",
"\n",
"At iterate 24 f= 1.98080D+00 |proj g|= 2.65862D-02\n",
"\n",
"At iterate 13 f= 4.85763D+00 |proj g|= 9.60069D-01\n",
"\n",
"At iterate 44 f= 1.17159D+00 |proj g|= 1.70014D-03\n",
"\n",
"At iterate 37 f= 8.83632D-01 |proj g|= 3.70822D-03\n",
"\n",
"At iterate 25 f= 1.98047D+00 |proj g|= 5.45313D-02\n",
"\n",
"At iterate 14 f= 3.17631D+00 |proj g|= 7.47472D-01\n",
"\n",
"At iterate 45 f= 1.17153D+00 |proj g|= 1.61268D-03\n",
"\n",
"At iterate 38 f= 8.83091D-01 |proj g|= 3.56792D-03\n",
"\n",
"At iterate 46 f= 1.17147D+00 |proj g|= 1.14439D-03\n",
"\n",
"\n",
"At iterate 26 f= 1.96769D+00 |proj g|= 4.23252D-02\n",
"At iterate 15 f= 2.33799D+00 |proj g|= 3.51036D-01\n",
"\n",
"At iterate 47 f= 1.17143D+00 |proj g|= 9.54408D-04\n",
"\n",
"At iterate 39 f= 8.82800D-01 |proj g|= 2.13807D-03\n",
"\n",
"At iterate 27 f= 1.96147D+00 |proj g|= 1.30115D-02\n",
"\n",
"At iterate 16 f= 1.97114D+00 |proj g|= 1.20109D-01\n",
"\n",
"At iterate 48 f= 1.17142D+00 |proj g|= 6.67922D-04\n",
"\n",
"At iterate 40 f= 8.82509D-01 |proj g|= 1.30233D-03\n",
"\n",
"\n",
"At iterate 28 f= 1.95783D+00 |proj g|= 8.52247D-03\n",
"At iterate 17 f= 1.86835D+00 |proj g|= 9.45293D-02\n",
"\n",
"At iterate 49 f= 1.17140D+00 |proj g|= 5.89218D-04\n",
"\n",
"At iterate 41 f= 8.82280D-01 |proj g|= 1.66357D-03\n",
"\n",
"At iterate 29 f= 1.95219D+00 |proj g|= 1.48230D-02\n",
"\n",
"At iterate 18 f= 1.80376D+00 |proj g|= 7.52221D-02\n",
"\n",
"At iterate 50 f= 1.17140D+00 |proj g|= 6.90970D-04\n",
"\n",
"At iterate 30 f= 1.94527D+00 |proj g|= 1.55647D-02\n",
"\n",
"At iterate 42 f= 8.82158D-01 |proj g|= 3.07334D-03\n",
"\n",
"At iterate 51 f= 1.17139D+00 |proj g|= 4.04880D-04\n",
"\n",
"At iterate 19 f= 1.77618D+00 |proj g|= 4.91885D-02\n",
"\n",
"At iterate 31 f= 1.94127D+00 |proj g|= 3.35994D-02\n",
"\n",
"At iterate 43 f= 8.82032D-01 |proj g|= 1.51998D-03\n",
"\n",
"At iterate 52 f= 1.17138D+00 |proj g|= 1.58743D-04\n",
"\n",
"At iterate 20 f= 1.75924D+00 |proj g|= 3.97508D-02\n",
"\n",
"At iterate 32 f= 1.93554D+00 |proj g|= 7.70403D-03\n",
"\n",
"At iterate 53 f= 1.17137D+00 |proj g|= 1.78381D-04\n",
"\n",
"At iterate 44 f= 8.81907D-01 |proj g|= 9.73830D-04\n",
"\n",
"At iterate 33 f= 1.93342D+00 |proj g|= 6.07454D-03\n",
"\n",
"At iterate 21 f= 1.72880D+00 |proj g|= 5.04288D-02\n",
"\n",
"At iterate 45 f= 8.81831D-01 |proj g|= 1.21794D-03\n",
"\n",
"At iterate 34 f= 1.93092D+00 |proj g|= 7.81762D-03\n",
"\n",
"At iterate 22 f= 1.71583D+00 |proj g|= 3.27533D-02\n",
"\n",
"At iterate 54 f= 1.17137D+00 |proj g|= 2.80231D-04\n",
"\n",
"At iterate 46 f= 8.81707D-01 |proj g|= 7.70824D-04\n",
"\n",
"At iterate 35 f= 1.93006D+00 |proj g|= 6.85817D-03\n",
"\n",
"At iterate 23 f= 1.69485D+00 |proj g|= 1.33320D-02\n",
"\n",
"At iterate 55 f= 1.17137D+00 |proj g|= 1.61021D-04\n",
"\n",
"At iterate 36 f= 1.92929D+00 |proj g|= 3.89745D-03\n",
"\n",
"\n",
"At iterate 47 f= 8.81691D-01 |proj g|= 4.55055D-04\n",
"At iterate 56 f= 1.17137D+00 |proj g|= 1.00785D-04\n",
"\n",
"At iterate 24 f= 1.68627D+00 |proj g|= 2.52047D-02\n",
"\n",
"At iterate 37 f= 1.92887D+00 |proj g|= 4.28654D-03\n",
"\n",
"At iterate 48 f= 8.81675D-01 |proj g|= 4.20471D-04\n",
"\n",
"At iterate 25 f= 1.67718D+00 |proj g|= 2.02625D-02\n",
"\n",
"At iterate 57 f= 1.17137D+00 |proj g|= 1.66223D-04\n",
"\n",
"At iterate 38 f= 1.92862D+00 |proj g|= 3.88242D-03\n",
"\n",
"At iterate 49 f= 8.81659D-01 |proj g|= 3.52749D-04\n",
"\n",
"At iterate 26 f= 1.66794D+00 |proj g|= 2.47473D-02\n",
"\n",
"At iterate 58 f= 1.17137D+00 |proj g|= 1.98032D-04\n",
"\n",
"At iterate 50 f= 8.81644D-01 |proj g|= 3.96372D-04\n",
"\n",
"At iterate 59 f= 1.17137D+00 |proj g|= 6.87679D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 59 62 1 0 0 6.877D-05 1.171D+00\n",
" F = 1.1713682011782836 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 39 f= 1.92844D+00 |proj g|= 5.06036D-03\n",
"\n",
"At iterate 27 f= 1.66423D+00 |proj g|= 1.12168D-02\n",
"\n",
"At iterate 40 f= 1.92820D+00 |proj g|= 2.54192D-03\n",
"\n",
"At iterate 28 f= 1.66038D+00 |proj g|= 1.08767D-02\n",
"\n",
"At iterate 51 f= 8.81640D-01 |proj g|= 2.90860D-04\n",
"\n",
"At iterate 41 f= 1.92806D+00 |proj g|= 2.16990D-03\n",
"\n",
"At iterate 29 f= 1.65725D+00 |proj g|= 9.03091D-03\n",
"\n",
"At iterate 52 f= 8.81637D-01 |proj g|= 9.85804D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 52 60 1 0 0 9.858D-05 8.816D-01\n",
" F = 0.88163664798634789 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 42 f= 1.92791D+00 |proj g|= 1.52928D-03\n",
"\n",
"At iterate 30 f= 1.65365D+00 |proj g|= 6.74884D-03\n",
"\n",
"At iterate 43 f= 1.92778D+00 |proj g|= 1.69350D-03\n",
"\n",
"At iterate 31 f= 1.65314D+00 |proj g|= 1.14271D-02\n",
"\n",
"At iterate 44 f= 1.92771D+00 |proj g|= 3.74795D-03\n",
"\n",
"At iterate 32 f= 1.65215D+00 |proj g|= 2.66222D-03\n",
"\n",
"At iterate 45 f= 1.92763D+00 |proj g|= 1.25477D-03\n",
"\n",
"At iterate 33 f= 1.65184D+00 |proj g|= 2.70631D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.91239D+03\n",
"\n",
"At iterate 46 f= 1.92759D+00 |proj g|= 7.26410D-04\n",
"\n",
"At iterate 34 f= 1.65144D+00 |proj g|= 3.39565D-03\n",
"\n",
"At iterate 1 f= 7.68084D+03 |proj g|= 3.77169D+03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 47 f= 1.92757D+00 |proj g|= 9.41148D-04\n",
"\n",
"At iterate 35 f= 1.65136D+00 |proj g|= 8.36941D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02688D+03\n",
"\n",
"At iterate 2 f= 5.83232D+03 |proj g|= 2.94837D+03\n",
"\n",
"At iterate 48 f= 1.92753D+00 |proj g|= 9.35423D-04\n",
"\n",
"At iterate 1 f= 7.39519D+03 |proj g|= 3.81873D+03\n",
"\n",
"At iterate 36 f= 1.65093D+00 |proj g|= 1.99068D-03\n",
"\n",
"At iterate 3 f= 2.16633D+03 |proj g|= 1.16401D+03\n",
"\n",
"At iterate 4 f= 1.15836D+03 |proj g|= 5.89394D+02\n",
"\n",
"At iterate 2 f= 4.96990D+03 |proj g|= 2.79036D+03\n",
"\n",
"At iterate 37 f= 1.65081D+00 |proj g|= 8.63703D-04\n",
"\n",
"At iterate 49 f= 1.92752D+00 |proj g|= 5.90465D-04\n",
"\n",
"At iterate 5 f= 5.69958D+02 |proj g|= 3.09371D+02\n",
"\n",
"At iterate 3 f= 2.00908D+03 |proj g|= 1.16288D+03\n",
"\n",
"At iterate 38 f= 1.65066D+00 |proj g|= 1.67295D-03\n",
"\n",
"At iterate 50 f= 1.92751D+00 |proj g|= 6.35207D-04\n",
"\n",
"At iterate 4 f= 1.10552D+03 |proj g|= 5.99009D+02\n",
"\n",
"At iterate 6 f= 2.92610D+02 |proj g|= 1.43917D+02\n",
"\n",
"At iterate 39 f= 1.65057D+00 |proj g|= 3.25590D-03\n",
"\n",
"At iterate 51 f= 1.92750D+00 |proj g|= 5.59552D-04\n",
"\n",
"At iterate 40 f= 1.65043D+00 |proj g|= 1.68843D-03\n",
"\n",
"At iterate 7 f= 1.46510D+02 |proj g|= 8.10563D+01\n",
"\n",
"At iterate 5 f= 6.26894D+02 |proj g|= 3.00561D+02\n",
"\n",
"At iterate 52 f= 1.92750D+00 |proj g|= 1.20818D-03\n",
"\n",
"At iterate 6 f= 3.73369D+02 |proj g|= 1.59011D+02\n",
"\n",
"At iterate 41 f= 1.65036D+00 |proj g|= 1.39053D-03\n",
"\n",
"At iterate 8 f= 7.18103D+01 |proj g|= 3.20086D+01\n",
"\n",
"At iterate 53 f= 1.92749D+00 |proj g|= 7.56572D-04\n",
"\n",
"At iterate 7 f= 1.82990D+02 |proj g|= 6.66800D+01\n",
"\n",
"\n",
"At iterate 9 f= 3.43176D+01 |proj g|= 1.88703D+01\n",
"At iterate 42 f= 1.65029D+00 |proj g|= 1.08944D-03\n",
"\n",
"At iterate 54 f= 1.92749D+00 |proj g|= 2.37723D-04\n",
"\n",
"At iterate 10 f= 1.66272D+01 |proj g|= 7.15502D+00\n",
"\n",
"At iterate 8 f= 9.06648D+01 |proj g|= 2.26340D+01\n",
"\n",
"At iterate 43 f= 1.65026D+00 |proj g|= 5.79838D-04\n",
"\n",
"At iterate 55 f= 1.92749D+00 |proj g|= 2.21022D-04\n",
"\n",
"At iterate 11 f= 8.72119D+00 |proj g|= 3.84737D+00\n",
"\n",
"At iterate 9 f= 5.17111D+01 |proj g|= 1.52010D+01\n",
"\n",
"At iterate 44 f= 1.65025D+00 |proj g|= 1.07551D-03\n",
"\n",
"At iterate 56 f= 1.92749D+00 |proj g|= 7.59835D-04\n",
"\n",
"\n",
"At iterate 45 f= 1.65024D+00 |proj g|= 1.55888D-04\n",
"At iterate 10 f= 2.63606D+01 |proj g|= 5.52430D+00\n",
"\n",
"At iterate 12 f= 4.64189D+00 |proj g|= 2.05036D+00\n",
"\n",
"At iterate 57 f= 1.92749D+00 |proj g|= 1.63625D-04\n",
"\n",
"\n",
"At iterate 11 f= 1.13761D+01 |proj g|= 4.30385D+00\n",
"At iterate 46 f= 1.65024D+00 |proj g|= 2.98380D-04\n",
"\n",
"At iterate 13 f= 2.96973D+00 |proj g|= 7.90301D-01\n",
"\n",
"At iterate 58 f= 1.92749D+00 |proj g|= 6.41407D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 58 61 1 0 0 6.414D-05 1.927D+00\n",
" F = 1.9274858901681600 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 47 f= 1.65024D+00 |proj g|= 3.46709D-04\n",
"\n",
"At iterate 14 f= 1.60680D+00 |proj g|= 3.05354D-01\n",
"\n",
"At iterate 12 f= 8.94020D+00 |proj g|= 3.60066D+00\n",
"\n",
"At iterate 48 f= 1.65023D+00 |proj g|= 5.68242D-04\n",
"\n",
"At iterate 15 f= 1.35391D+00 |proj g|= 2.08418D-01\n",
"\n",
"At iterate 13 f= 4.88234D+00 |proj g|= 1.20379D+00\n",
"\n",
"At iterate 49 f= 1.65023D+00 |proj g|= 2.06775D-04\n",
"\n",
"At iterate 16 f= 1.16691D+00 |proj g|= 9.93163D-02\n",
"\n",
"At iterate 14 f= 3.10620D+00 |proj g|= 5.98753D-01\n",
"\n",
"At iterate 50 f= 1.65023D+00 |proj g|= 1.95757D-04\n",
"\n",
"At iterate 17 f= 1.10786D+00 |proj g|= 5.72933D-02\n",
"\n",
"At iterate 15 f= 2.16430D+00 |proj g|= 2.78222D-01\n",
"\n",
"At iterate 51 f= 1.65023D+00 |proj g|= 3.91733D-04\n",
"\n",
"At iterate 18 f= 1.07941D+00 |proj g|= 2.88287D-02\n",
"\n",
"At iterate 16 f= 1.77455D+00 |proj g|= 1.29901D-01\n",
"\n",
"At iterate 19 f= 1.06607D+00 |proj g|= 2.40772D-02\n",
"\n",
"At iterate 52 f= 1.65023D+00 |proj g|= 1.39123D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02716D+03\n",
"\n",
"At iterate 17 f= 1.62468D+00 |proj g|= 6.66866D-02\n",
"\n",
"At iterate 20 f= 1.06430D+00 |proj g|= 2.15487D-02\n",
"\n",
"At iterate 53 f= 1.65023D+00 |proj g|= 2.23322D-04\n",
"\n",
"At iterate 1 f= 7.87241D+03 |proj g|= 3.36282D+03\n",
"\n",
"At iterate 18 f= 1.57283D+00 |proj g|= 3.75800D-02\n",
"\n",
"At iterate 21 f= 1.05921D+00 |proj g|= 1.05833D-02\n",
"\n",
"At iterate 2 f= 5.05512D+03 |proj g|= 2.41880D+03\n",
"\n",
"At iterate 54 f= 1.65023D+00 |proj g|= 2.20387D-04\n",
"\n",
"At iterate 19 f= 1.54862D+00 |proj g|= 1.98318D-02\n",
"\n",
"At iterate 3 f= 1.99173D+03 |proj g|= 1.04634D+03\n",
"\n",
"At iterate 22 f= 1.05799D+00 |proj g|= 8.83538D-03\n",
"\n",
"At iterate 55 f= 1.65022D+00 |proj g|= 1.36391D-04\n",
"\n",
"At iterate 23 f= 1.05540D+00 |proj g|= 6.79457D-03\n",
"\n",
"At iterate 20 f= 1.53070D+00 |proj g|= 7.02001D-03\n",
"\n",
"At iterate 4 f= 1.00655D+03 |proj g|= 5.43880D+02\n",
"\n",
"At iterate 56 f= 1.65022D+00 |proj g|= 9.32696D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 56 59 1 0 0 9.327D-05 1.650D+00\n",
" F = 1.6502243350703778 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 24 f= 1.05500D+00 |proj g|= 1.62916D-03\n",
"\n",
"At iterate 5 f= 5.09483D+02 |proj g|= 2.61000D+02\n",
"\n",
"At iterate 21 f= 1.52272D+00 |proj g|= 2.73986D-02\n",
"\n",
"\n",
"At iterate 25 f= 1.05471D+00 |proj g|= 2.03045D-03\n",
"At iterate 6 f= 2.76945D+02 |proj g|= 1.38670D+02\n",
"\n",
"At iterate 22 f= 1.51276D+00 |proj g|= 1.25326D-02\n",
"\n",
"At iterate 7 f= 1.55378D+02 |proj g|= 6.41288D+01\n",
"\n",
"At iterate 23 f= 1.50715D+00 |proj g|= 9.39758D-03\n",
"\n",
"At iterate 26 f= 1.05460D+00 |proj g|= 4.60566D-03\n",
"\n",
"At iterate 8 f= 8.94020D+01 |proj g|= 3.94082D+01\n",
"\n",
"At iterate 9 f= 4.83159D+01 |proj g|= 8.18180D+00\n",
"\n",
"At iterate 27 f= 1.05449D+00 |proj g|= 2.51648D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03014D+03\n",
"\n",
"At iterate 10 f= 2.06819D+01 |proj g|= 7.56263D+00\n",
"\n",
"At iterate 24 f= 1.50546D+00 |proj g|= 2.28761D-02\n",
"\n",
"At iterate 28 f= 1.05443D+00 |proj g|= 4.18825D-04\n",
"\n",
"At iterate 1 f= 7.82461D+03 |proj g|= 3.21811D+03\n",
"\n",
"At iterate 11 f= 1.07673D+01 |proj g|= 2.80406D+00\n",
"\n",
"At iterate 25 f= 1.50183D+00 |proj g|= 1.09631D-02\n",
"\n",
"At iterate 29 f= 1.05442D+00 |proj g|= 4.00953D-04\n",
"\n",
"At iterate 2 f= 4.85331D+03 |proj g|= 2.17992D+03\n",
"\n",
"At iterate 26 f= 1.49928D+00 |proj g|= 4.56234D-03\n",
"\n",
"At iterate 12 f= 4.81846D+00 |proj g|= 2.13120D+00\n",
"\n",
"At iterate 30 f= 1.05440D+00 |proj g|= 4.73597D-04\n",
"\n",
"At iterate 3 f= 2.07917D+03 |proj g|= 1.01349D+03\n",
"\n",
"At iterate 27 f= 1.49810D+00 |proj g|= 3.24022D-03\n",
"\n",
"At iterate 13 f= 2.53057D+00 |proj g|= 6.66066D-01\n",
"\n",
"At iterate 31 f= 1.05438D+00 |proj g|= 4.54990D-04\n",
"\n",
"At iterate 4 f= 1.10513D+03 |proj g|= 4.99216D+02\n",
"\n",
"At iterate 28 f= 1.49702D+00 |proj g|= 1.87309D-03\n",
"\n",
"At iterate 14 f= 2.00231D+00 |proj g|= 3.23006D-01\n",
"\n",
"At iterate 32 f= 1.05438D+00 |proj g|= 3.27384D-04\n",
"\n",
"At iterate 5 f= 6.03744D+02 |proj g|= 2.63169D+02\n",
"\n",
"At iterate 29 f= 1.49654D+00 |proj g|= 1.44860D-03\n",
"\n",
"At iterate 15 f= 1.65143D+00 |proj g|= 1.45458D-01\n",
"\n",
"At iterate 33 f= 1.05438D+00 |proj g|= 3.21775D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 33 35 1 0 0 3.218D-05 1.054D+00\n",
" F = 1.0543760273308411 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 6 f= 3.15603D+02 |proj g|= 1.21579D+02\n",
"\n",
"At iterate 30 f= 1.49644D+00 |proj g|= 1.38346D-03\n",
"\n",
"At iterate 16 f= 1.51035D+00 |proj g|= 7.16153D-02\n",
"\n",
"At iterate 7 f= 1.32998D+02 |proj g|= 4.80687D+01\n",
"\n",
"At iterate 31 f= 1.49635D+00 |proj g|= 3.02404D-04\n",
"\n",
"At iterate 17 f= 1.45258D+00 |proj g|= 3.26851D-02\n",
"\n",
"At iterate 8 f= 6.28736D+01 |proj g|= 1.99860D+01\n",
"\n",
"At iterate 32 f= 1.49632D+00 |proj g|= 3.84936D-04\n",
"\n",
"At iterate 18 f= 1.42511D+00 |proj g|= 3.07071D-02\n",
"\n",
"At iterate 9 f= 2.54523D+01 |proj g|= 1.34583D+01\n",
"\n",
"At iterate 33 f= 1.49631D+00 |proj g|= 8.83109D-04\n",
"\n",
"At iterate 19 f= 1.40700D+00 |proj g|= 1.75903D-02\n",
"\n",
"At iterate 10 f= 1.41023D+01 |proj g|= 6.52950D+00\n",
"\n",
"At iterate 34 f= 1.49630D+00 |proj g|= 2.16717D-04\n",
"\n",
"At iterate 20 f= 1.40029D+00 |proj g|= 1.32630D-02\n",
"\n",
"At iterate 35 f= 1.49630D+00 |proj g|= 2.03480D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.56830D+03\n",
"At iterate 11 f= 7.35061D+00 |proj g|= 3.17137D+00\n",
"\n",
"At iterate 21 f= 1.38801D+00 |proj g|= 9.77609D-03\n",
"\n",
"At iterate 12 f= 4.14301D+00 |proj g|= 1.54079D+00\n",
"\n",
"At iterate 1 f= 9.93314D+03 |proj g|= 2.36398D+03\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 36 f= 1.49630D+00 |proj g|= 4.73160D-04\n",
"\n",
"At iterate 13 f= 2.57309D+00 |proj g|= 8.39241D-01\n",
"\n",
"At iterate 2 f= 5.54449D+03 |proj g|= 8.22924D+02\n",
"\n",
"At iterate 22 f= 1.38502D+00 |proj g|= 1.17361D-02\n",
"\n",
"At iterate 37 f= 1.49630D+00 |proj g|= 1.23311D-04\n",
"\n",
"At iterate 3 f= 3.50320D+03 |proj g|= 5.48648D+02\n",
"\n",
"At iterate 14 f= 1.85081D+00 |proj g|= 2.76296D-01\n",
"\n",
"At iterate 23 f= 1.38061D+00 |proj g|= 7.18964D-03\n",
"\n",
"At iterate 4 f= 1.85590D+03 |proj g|= 1.03858D+03\n",
"\n",
"At iterate 38 f= 1.49629D+00 |proj g|= 1.32403D-04\n",
"\n",
"At iterate 15 f= 1.53051D+00 |proj g|= 2.73949D-01\n",
"\n",
"At iterate 24 f= 1.37738D+00 |proj g|= 5.43691D-03\n",
"\n",
"At iterate 5 f= 1.09220D+03 |proj g|= 4.67599D+02\n",
"\n",
"At iterate 16 f= 1.41931D+00 |proj g|= 1.18084D-01\n",
"\n",
"At iterate 39 f= 1.49629D+00 |proj g|= 9.15192D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 39 44 1 0 0 9.152D-05 1.496D+00\n",
" F = 1.4962936986209341 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 25 f= 1.37631D+00 |proj g|= 1.80521D-02\n",
"\n",
"At iterate 6 f= 6.78492D+02 |proj g|= 1.90381D+02\n",
"\n",
"At iterate 17 f= 1.38273D+00 |proj g|= 5.45035D-02\n",
"\n",
"At iterate 26 f= 1.37526D+00 |proj g|= 4.99203D-03\n",
"\n",
"At iterate 7 f= 4.37654D+02 |proj g|= 7.68362D+01\n",
"\n",
"At iterate 18 f= 1.36705D+00 |proj g|= 2.34940D-02\n",
"\n",
"At iterate 27 f= 1.37477D+00 |proj g|= 2.22496D-03\n",
"\n",
"At iterate 8 f= 2.67390D+02 |proj g|= 3.06032D+01\n",
"\n",
"At iterate 19 f= 1.35991D+00 |proj g|= 1.11861D-02\n",
"\n",
"At iterate 28 f= 1.37434D+00 |proj g|= 2.71998D-03\n",
"\n",
"At iterate 9 f= 1.41442D+02 |proj g|= 9.82548D+00\n",
"\n",
"At iterate 20 f= 1.35632D+00 |proj g|= 1.53287D-02\n",
"\n",
"At iterate 29 f= 1.37391D+00 |proj g|= 2.26797D-03\n",
"\n",
"At iterate 10 f= 5.34272D+01 |proj g|= 3.95345D+00\n",
"\n",
"At iterate 21 f= 1.35400D+00 |proj g|= 1.44361D-02\n",
"\n",
"RUNNING THE L-BFGS-B CODE\n",
"At iterate 11 f= 3.01164D+01 |proj g|= 6.18315D+00\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.56580D+03\n",
"\n",
"At iterate 22 f= 1.35099D+00 |proj g|= 1.10012D-02\n",
"\n",
"At iterate 30 f= 1.37377D+00 |proj g|= 1.58498D-03\n",
"\n",
"At iterate 12 f= 1.77772D+01 |proj g|= 4.05487D+00\n",
"\n",
"At iterate 23 f= 1.34977D+00 |proj g|= 6.92166D-03\n",
"\n",
"At iterate 1 f= 9.13580D+03 |proj g|= 1.53191D+03\n",
"\n",
"At iterate 31 f= 1.37374D+00 |proj g|= 6.02795D-04\n",
"\n",
"\n",
"At iterate 2 f= 5.38586D+03 |proj g|= 7.42931D+02\n",
"At iterate 13 f= 1.30969D+01 |proj g|= 3.38461D+00\n",
"\n",
"At iterate 24 f= 1.34893D+00 |proj g|= 1.64424D-03\n",
"\n",
"At iterate 32 f= 1.37370D+00 |proj g|= 8.78106D-04\n",
"\n",
"At iterate 3 f= 2.91536D+03 |proj g|= 6.37951D+02\n",
"\n",
"At iterate 14 f= 1.11573D+01 |proj g|= 2.24231D+00\n",
"\n",
"At iterate 25 f= 1.34863D+00 |proj g|= 1.71898D-03\n",
"\n",
"At iterate 33 f= 1.37367D+00 |proj g|= 7.97550D-04\n",
"\n",
"At iterate 15 f= 1.06261D+01 |proj g|= 9.05436D-01\n",
"\n",
"At iterate 4 f= 1.38996D+03 |proj g|= 1.69507D+02\n",
"\n",
"At iterate 26 f= 1.34845D+00 |proj g|= 4.64354D-03\n",
"\n",
"At iterate 16 f= 9.98356D+00 |proj g|= 2.31232D-01\n",
"\n",
"At iterate 5 f= 7.12431D+02 |proj g|= 1.63991D+02\n",
"\n",
"At iterate 27 f= 1.34840D+00 |proj g|= 1.59397D-03\n",
"\n",
"At iterate 34 f= 1.37366D+00 |proj g|= 1.39498D-03\n",
"\n",
"At iterate 17 f= 9.91722D+00 |proj g|= 2.03307D-01\n",
"\n",
"At iterate 6 f= 3.53299D+02 |proj g|= 5.32636D+01\n",
"\n",
"At iterate 28 f= 1.34838D+00 |proj g|= 3.39776D-04\n",
"\n",
"At iterate 35 f= 1.37365D+00 |proj g|= 2.32867D-04\n",
"\n",
"At iterate 7 f= 1.80869D+02 |proj g|= 3.46733D+01\n",
"\n",
"At iterate 18 f= 9.61790D+00 |proj g|= 7.87180D-02\n",
"\n",
"At iterate 29 f= 1.34837D+00 |proj g|= 1.93253D-04\n",
"\n",
"At iterate 36 f= 1.37365D+00 |proj g|= 1.24100D-04\n",
"\n",
"At iterate 8 f= 9.33223D+01 |proj g|= 1.34235D+01\n",
"\n",
"At iterate 19 f= 9.48414D+00 |proj g|= 1.50957D-01\n",
"\n",
"At iterate 30 f= 1.34837D+00 |proj g|= 2.78523D-04\n",
"\n",
"At iterate 37 f= 1.37364D+00 |proj g|= 2.63270D-04\n",
"\n",
"At iterate 20 f= 9.34615D+00 |proj g|= 1.98988D-01\n",
"\n",
"At iterate 9 f= 5.07856D+01 |proj g|= 6.53602D+00\n",
"\n",
"At iterate 31 f= 1.34836D+00 |proj g|= 4.43053D-04\n",
"\n",
"At iterate 38 f= 1.37364D+00 |proj g|= 2.79512D-04\n",
"\n",
"At iterate 21 f= 9.17012D+00 |proj g|= 3.73699D-02\n",
"\n",
"At iterate 10 f= 2.87975D+01 |proj g|= 4.30826D+00\n",
"\n",
"At iterate 32 f= 1.34835D+00 |proj g|= 3.15630D-04\n",
"\n",
"At iterate 22 f= 9.11396D+00 |proj g|= 6.02892D-02\n",
"\n",
"At iterate 11 f= 1.53115D+01 |proj g|= 1.67506D+00\n",
"\n",
"At iterate 39 f= 1.37364D+00 |proj g|= 1.10655D-04\n",
"\n",
"At iterate 33 f= 1.34835D+00 |proj g|= 1.53818D-04\n",
"\n",
"At iterate 23 f= 9.07843D+00 |proj g|= 1.86688D-01\n",
"\n",
"At iterate 12 f= 7.22365D+00 |proj g|= 6.38572D-01\n",
"\n",
"At iterate 40 f= 1.37364D+00 |proj g|= 8.47116D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"\n",
"At iterate 34 f= 1.34835D+00 |proj g|= 7.50277D-05\n",
"\n",
" 3176 40 45 1 0 0 8.471D-05 1.374D+00\n",
" * * *\n",
" F = 1.3736411091795637 \n",
"\n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 34 35 1 0 0 7.503D-05 1.348D+00\n",
" F = 1.3483506897431827 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 24 f= 9.06648D+00 |proj g|= 1.23272D-01\n",
"\n",
"At iterate 13 f= 5.86857D+00 |proj g|= 1.04449D+00\n",
"\n",
"At iterate 25 f= 9.05737D+00 |proj g|= 1.59397D-02\n",
"\n",
"At iterate 14 f= 5.17534D+00 |proj g|= 2.11540D-01\n",
"\n",
"At iterate 26 f= 9.05634D+00 |proj g|= 2.87701D-02\n",
"\n",
"At iterate 15 f= 4.89819D+00 |proj g|= 1.14883D-01\n",
"\n",
"At iterate 27 f= 9.05387D+00 |proj g|= 1.69472D-02\n",
"\n",
"At iterate 16 f= 4.78969D+00 |proj g|= 7.72016D-02\n",
"\n",
"At iterate 28 f= 9.05231D+00 |proj g|= 2.35523D-02\n",
"\n",
"At iterate 17 f= 4.72542D+00 |proj g|= 3.21223D-02\n",
"\n",
"At iterate 29 f= 9.05118D+00 |proj g|= 4.30568D-03\n",
"\n",
"At iterate 18 f= 4.69319D+00 |proj g|= 4.15243D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.10562D+03\n",
"\n",
"At iterate 30 f= 9.05098D+00 |proj g|= 4.53544D-03\n",
"\n",
"At iterate 19 f= 4.67755D+00 |proj g|= 5.69163D-02\n",
"\n",
"At iterate 1 f= 8.04431D+03 |proj g|= 2.92231D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.35650D+03\n",
"\n",
"At iterate 31 f= 9.05043D+00 |proj g|= 3.93149D-03\n",
"\n",
"At iterate 20 f= 4.66548D+00 |proj g|= 6.63257D-02\n",
"\n",
"At iterate 1 f= 9.82863D+03 |proj g|= 2.29527D+03\n",
"\n",
"At iterate 2 f= 4.87267D+03 |proj g|= 1.76190D+03\n",
"\n",
"At iterate 3 f= 2.03915D+03 |proj g|= 9.99779D+02\n",
"\n",
"At iterate 2 f= 4.58446D+03 |proj g|= 8.26187D+02\n",
"\n",
"At iterate 21 f= 4.66012D+00 |proj g|= 1.57375D-02\n",
"\n",
"At iterate 32 f= 9.05017D+00 |proj g|= 7.42194D-03\n",
"\n",
"At iterate 3 f= 2.47036D+03 |proj g|= 7.51176D+02\n",
"\n",
"At iterate 4 f= 9.70352D+02 |proj g|= 3.73410D+02\n",
"\n",
"At iterate 22 f= 4.65835D+00 |proj g|= 5.76924D-03\n",
"\n",
"At iterate 33 f= 9.04994D+00 |proj g|= 9.44753D-04\n",
"\n",
"At iterate 5 f= 4.62169D+02 |proj g|= 2.31756D+02\n",
"\n",
"At iterate 4 f= 9.89165D+02 |proj g|= 3.96761D+02\n",
"\n",
"At iterate 23 f= 4.65722D+00 |proj g|= 7.06433D-03\n",
"\n",
"At iterate 34 f= 9.04990D+00 |proj g|= 6.48709D-04\n",
"\n",
"At iterate 6 f= 2.24476D+02 |proj g|= 8.03790D+01\n",
"\n",
"At iterate 5 f= 7.32968D+02 |proj g|= 2.47283D+02\n",
"\n",
"At iterate 24 f= 4.65621D+00 |proj g|= 7.27790D-03\n",
"\n",
"At iterate 35 f= 9.04986D+00 |proj g|= 2.30992D-03\n",
"\n",
"At iterate 6 f= 4.59189D+02 |proj g|= 1.14110D+02\n",
"\n",
"At iterate 25 f= 4.65560D+00 |proj g|= 1.15003D-02\n",
"\n",
"At iterate 7 f= 1.11981D+02 |proj g|= 4.74328D+01\n",
"\n",
"At iterate 7 f= 3.09440D+02 |proj g|= 5.65217D+01\n",
"\n",
"At iterate 8 f= 5.59086D+01 |proj g|= 2.07282D+01\n",
"\n",
"At iterate 36 f= 9.04985D+00 |proj g|= 1.86613D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 26 f= 4.65535D+00 |proj g|= 4.04328D-03\n",
"\n",
"At iterate 8 f= 2.07991D+02 |proj g|= 2.82535D+01\n",
"\n",
"At iterate 9 f= 2.81315D+01 |proj g|= 1.03989D+01\n",
"\n",
"At iterate 37 f= 9.04984D+00 |proj g|= 8.41072D-04\n",
"\n",
"At iterate 27 f= 4.65521D+00 |proj g|= 3.09381D-03\n",
"\n",
"At iterate 9 f= 1.50457D+02 |proj g|= 1.36167D+01\n",
"\n",
"At iterate 10 f= 1.40236D+01 |proj g|= 5.32702D+00\n",
"\n",
"At iterate 38 f= 9.04983D+00 |proj g|= 3.45778D-04\n",
"\n",
"At iterate 28 f= 4.65504D+00 |proj g|= 2.95667D-03\n",
"\n",
"At iterate 10 f= 1.26954D+02 |proj g|= 6.87215D+00\n",
"\n",
"At iterate 39 f= 9.04982D+00 |proj g|= 2.41553D-04\n",
"\n",
"At iterate 11 f= 7.01571D+00 |proj g|= 2.29078D+00\n",
"\n",
"At iterate 29 f= 4.65487D+00 |proj g|= 2.60185D-03\n",
"\n",
"At iterate 11 f= 1.20731D+02 |proj g|= 2.41931D+00\n",
"\n",
"At iterate 40 f= 9.04982D+00 |proj g|= 5.38075D-04\n",
"\n",
"At iterate 12 f= 4.01627D+00 |proj g|= 1.36518D+00\n",
"\n",
"At iterate 30 f= 4.65471D+00 |proj g|= 1.69850D-03\n",
"\n",
"At iterate 12 f= 1.17685D+02 |proj g|= 3.77088D+00\n",
"\n",
"At iterate 13 f= 2.49862D+00 |proj g|= 3.57824D-01\n",
"\n",
"At iterate 31 f= 4.65468D+00 |proj g|= 1.21440D-03\n",
"\n",
"At iterate 13 f= 1.15596D+02 |proj g|= 3.35116D+00\n",
"\n",
"At iterate 41 f= 9.04982D+00 |proj g|= 1.77658D-04\n",
"\n",
"At iterate 14 f= 1.78894D+00 |proj g|= 4.14595D-01\n",
"\n",
"At iterate 32 f= 4.65466D+00 |proj g|= 5.73222D-04\n",
"\n",
"At iterate 15 f= 1.50024D+00 |proj g|= 1.10305D-01\n",
"\n",
"At iterate 42 f= 9.04981D+00 |proj g|= 1.00544D-04\n",
"\n",
"At iterate 33 f= 4.65465D+00 |proj g|= 4.15250D-04\n",
"\n",
"At iterate 16 f= 1.42778D+00 |proj g|= 6.22143D-02\n",
"\n",
"At iterate 14 f= 1.14747D+02 |proj g|= 2.08938D+00\n",
"\n",
"At iterate 43 f= 9.04981D+00 |proj g|= 1.26625D-04\n",
"\n",
"At iterate 34 f= 4.65465D+00 |proj g|= 2.71052D-03\n",
"\n",
"At iterate 44 f= 9.04981D+00 |proj g|= 1.41212D-04\n",
"\n",
"At iterate 15 f= 1.13854D+02 |proj g|= 4.15086D-01\n",
"\n",
"At iterate 17 f= 1.40174D+00 |proj g|= 1.47394D-02\n",
"\n",
"At iterate 35 f= 4.65464D+00 |proj g|= 3.46021D-04\n",
"\n",
"\n",
"At iterate 18 f= 1.39299D+00 |proj g|= 1.22646D-02\n",
"At iterate 16 f= 1.13721D+02 |proj g|= 1.80549D-01\n",
"\n",
"At iterate 36 f= 4.65464D+00 |proj g|= 1.80688D-04\n",
"\n",
"At iterate 17 f= 1.13681D+02 |proj g|= 9.21634D-02\n",
"\n",
"At iterate 45 f= 9.04981D+00 |proj g|= 4.58955D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 45 50 1 0 0 4.590D-05 9.050D+00\n",
" F = 9.0498130930052643 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 19 f= 1.38948D+00 |proj g|= 5.45829D-03\n",
"\n",
"At iterate 37 f= 4.65464D+00 |proj g|= 3.87923D-04\n",
"\n",
"At iterate 18 f= 1.13644D+02 |proj g|= 2.06337D-01\n",
"\n",
"At iterate 20 f= 1.38181D+00 |proj g|= 1.50845D-02\n",
"\n",
"At iterate 38 f= 4.65464D+00 |proj g|= 1.63032D-04\n",
"\n",
"At iterate 19 f= 1.13598D+02 |proj g|= 2.03722D-01\n",
"\n",
"At iterate 21 f= 1.37936D+00 |proj g|= 1.17193D-02\n",
"\n",
"At iterate 39 f= 4.65464D+00 |proj g|= 1.18633D-04\n",
"\n",
"\n",
"At iterate 22 f= 1.37802D+00 |proj g|= 4.09288D-03\n",
"At iterate 20 f= 1.13528D+02 |proj g|= 3.33766D-01\n",
"\n",
"At iterate 40 f= 4.65464D+00 |proj g|= 7.22634D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 40 42 1 0 0 7.226D-05 4.655D+00\n",
" F = 4.6546376974647208 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"\n",
"At iterate 23 f= 1.37721D+00 |proj g|= 2.87179D-03\n",
"At iterate 21 f= 1.13521D+02 |proj g|= 6.55023D-02\n",
"\n",
"At iterate 24 f= 1.37689D+00 |proj g|= 3.21046D-03\n",
"\n",
"At iterate 22 f= 1.13518D+02 |proj g|= 8.53980D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.94592D+03\n",
"\n",
"At iterate 25 f= 1.37669D+00 |proj g|= 4.33025D-03\n",
"\n",
"At iterate 23 f= 1.13515D+02 |proj g|= 1.61622D-01\n",
"\n",
"At iterate 1 f= 7.64815D+03 |proj g|= 3.97274D+03\n",
"\n",
"At iterate 26 f= 1.37648D+00 |proj g|= 1.89403D-03\n",
"\n",
"At iterate 24 f= 1.13510D+02 |proj g|= 1.95844D-01\n",
"\n",
"At iterate 2 f= 5.49639D+03 |proj g|= 3.07750D+03\n",
"\n",
"At iterate 27 f= 1.37643D+00 |proj g|= 3.66137D-04\n",
"\n",
"At iterate 3 f= 2.03891D+03 |proj g|= 1.25236D+03\n",
"\n",
"At iterate 28 f= 1.37641D+00 |proj g|= 6.45476D-04\n",
"\n",
"At iterate 25 f= 1.13506D+02 |proj g|= 1.21347D-01\n",
"\n",
"At iterate 4 f= 1.08448D+03 |proj g|= 6.64447D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.90880D+03\n",
"\n",
"At iterate 26 f= 1.13494D+02 |proj g|= 6.18212D-02\n",
"\n",
"At iterate 29 f= 1.37638D+00 |proj g|= 9.72828D-04\n",
"\n",
"At iterate 5 f= 5.54004D+02 |proj g|= 3.25693D+02\n",
"\n",
"At iterate 1 f= 7.61325D+03 |proj g|= 4.01398D+03\n",
"\n",
"At iterate 27 f= 1.13483D+02 |proj g|= 9.58859D-02\n",
"\n",
"At iterate 30 f= 1.37637D+00 |proj g|= 2.24540D-04\n",
"\n",
"At iterate 6 f= 3.03616D+02 |proj g|= 1.63471D+02\n",
"\n",
"At iterate 2 f= 5.56578D+03 |proj g|= 3.13625D+03\n",
"\n",
"At iterate 7 f= 1.66827D+02 |proj g|= 7.98143D+01\n",
"\n",
"At iterate 28 f= 1.13475D+02 |proj g|= 2.70093D-02\n",
"\n",
"At iterate 3 f= 2.12207D+03 |proj g|= 1.29332D+03\n",
"\n",
"At iterate 31 f= 1.37637D+00 |proj g|= 2.90259D-04\n",
"\n",
"At iterate 8 f= 8.99266D+01 |proj g|= 4.24394D+01\n",
"\n",
"At iterate 29 f= 1.13470D+02 |proj g|= 6.89913D-02\n",
"\n",
"At iterate 32 f= 1.37637D+00 |proj g|= 1.08308D-04\n",
"\n",
"At iterate 4 f= 1.13246D+03 |proj g|= 6.90238D+02\n",
"\n",
"At iterate 9 f= 6.38264D+01 |proj g|= 3.42154D+01\n",
"\n",
"At iterate 30 f= 1.13466D+02 |proj g|= 8.38030D-02\n",
"\n",
"At iterate 33 f= 1.37637D+00 |proj g|= 1.00360D-04\n",
"\n",
"At iterate 5 f= 5.76306D+02 |proj g|= 3.37322D+02\n",
"\n",
"At iterate 34 f= 1.37636D+00 |proj g|= 1.11016D-04\n",
"\n",
"At iterate 10 f= 2.47668D+01 |proj g|= 7.23177D+00\n",
"\n",
"At iterate 31 f= 1.13461D+02 |proj g|= 3.07598D-02\n",
"\n",
"At iterate 6 f= 3.12167D+02 |proj g|= 1.70993D+02\n",
"\n",
"At iterate 11 f= 1.65358D+01 |proj g|= 4.84533D+00\n",
"\n",
"At iterate 32 f= 1.13459D+02 |proj g|= 2.54982D-02\n",
"\n",
"At iterate 7 f= 1.69872D+02 |proj g|= 7.62655D+01\n",
"\n",
"At iterate 12 f= 8.15370D+00 |proj g|= 1.47647D+00\n",
"\n",
"At iterate 35 f= 1.37636D+00 |proj g|= 6.80125D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 35 37 1 0 0 6.801D-05 1.376D+00\n",
" F = 1.3763648175395928 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 8 f= 9.48926D+01 |proj g|= 5.27232D+01\n",
"\n",
"At iterate 13 f= 4.87875D+00 |proj g|= 2.49616D+00\n",
"\n",
"At iterate 33 f= 1.13459D+02 |proj g|= 3.34537D-02\n",
"\n",
"At iterate 9 f= 3.84349D+01 |proj g|= 1.04038D+01\n",
"\n",
"At iterate 14 f= 2.24777D+00 |proj g|= 4.44136D-01\n",
"\n",
"At iterate 34 f= 1.13458D+02 |proj g|= 3.24594D-02\n",
"\n",
"At iterate 10 f= 2.40488D+01 |proj g|= 5.99794D+00\n",
"\n",
"At iterate 15 f= 1.81648D+00 |proj g|= 2.61125D-01\n",
"\n",
"At iterate 35 f= 1.13456D+02 |proj g|= 1.36912D-02\n",
"\n",
"At iterate 11 f= 1.14314D+01 |proj g|= 2.71207D+00\n",
"\n",
"At iterate 16 f= 1.44744D+00 |proj g|= 1.11103D-01\n",
"\n",
"At iterate 36 f= 1.13455D+02 |proj g|= 1.90221D-02\n",
"\n",
"At iterate 17 f= 1.32875D+00 |proj g|= 5.25570D-02\n",
"\n",
"At iterate 12 f= 9.64749D+00 |proj g|= 3.71757D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.90856D+03\n",
"\n",
"At iterate 37 f= 1.13455D+02 |proj g|= 3.66522D-02\n",
"\n",
"At iterate 18 f= 1.27058D+00 |proj g|= 3.23813D-02\n",
"\n",
"At iterate 13 f= 4.97059D+00 |proj g|= 1.25505D+00\n",
"\n",
"At iterate 1 f= 8.22384D+03 |proj g|= 4.45253D+03\n",
"\n",
"At iterate 38 f= 1.13455D+02 |proj g|= 1.54372D-02\n",
"\n",
"At iterate 19 f= 1.23595D+00 |proj g|= 1.89304D-02\n",
"\n",
"At iterate 14 f= 3.00954D+00 |proj g|= 6.45702D-01\n",
"\n",
"At iterate 2 f= 6.45403D+03 |proj g|= 3.61306D+03\n",
"\n",
"At iterate 39 f= 1.13454D+02 |proj g|= 7.75531D-03\n",
"\n",
"At iterate 20 f= 1.20370D+00 |proj g|= 3.06615D-02\n",
"\n",
"At iterate 15 f= 1.95665D+00 |proj g|= 3.20052D-01\n",
"\n",
"At iterate 3 f= 2.26182D+03 |proj g|= 1.42793D+03\n",
"\n",
"At iterate 40 f= 1.13454D+02 |proj g|= 9.45440D-03\n",
"\n",
"At iterate 21 f= 1.18876D+00 |proj g|= 2.10182D-02\n",
"\n",
"At iterate 16 f= 1.51178D+00 |proj g|= 1.50049D-01\n",
"\n",
"At iterate 4 f= 1.30660D+03 |proj g|= 6.57232D+02\n",
"\n",
"At iterate 22 f= 1.17632D+00 |proj g|= 1.94375D-02\n",
"\n",
"At iterate 41 f= 1.13454D+02 |proj g|= 4.72162D-03\n",
"\n",
"At iterate 17 f= 1.33257D+00 |proj g|= 7.99202D-02\n",
"\n",
"At iterate 5 f= 7.21994D+02 |proj g|= 3.95546D+02\n",
"\n",
"At iterate 23 f= 1.16271D+00 |proj g|= 2.31713D-02\n",
"\n",
"At iterate 42 f= 1.13454D+02 |proj g|= 4.21894D-03\n",
"\n",
"At iterate 18 f= 1.26894D+00 |proj g|= 3.46240D-02\n",
"\n",
"At iterate 6 f= 4.30399D+02 |proj g|= 1.51198D+02\n",
"\n",
"At iterate 24 f= 1.14454D+00 |proj g|= 3.51895D-02\n",
"\n",
"At iterate 43 f= 1.13454D+02 |proj g|= 6.09470D-03\n",
"\n",
"At iterate 19 f= 1.24181D+00 |proj g|= 2.30448D-02\n",
"\n",
"At iterate 7 f= 2.71078D+02 |proj g|= 1.01157D+02\n",
"\n",
"At iterate 44 f= 1.13454D+02 |proj g|= 3.80914D-02\n",
"\n",
"\n",
"At iterate 20 f= 1.22370D+00 |proj g|= 2.27951D-02\n",
"At iterate 8 f= 1.66374D+02 |proj g|= 5.08282D+01\n",
"\n",
"At iterate 25 f= 1.13802D+00 |proj g|= 2.34217D-02\n",
"\n",
"At iterate 45 f= 1.13453D+02 |proj g|= 1.11415D-02\n",
"\n",
"At iterate 21 f= 1.20919D+00 |proj g|= 5.53428D-02\n",
"\n",
"At iterate 9 f= 9.50098D+01 |proj g|= 3.07343D+01\n",
"\n",
"At iterate 26 f= 1.12900D+00 |proj g|= 2.12334D-02\n",
"\n",
"At iterate 46 f= 1.13453D+02 |proj g|= 2.73828D-03\n",
"\n",
"At iterate 22 f= 1.18834D+00 |proj g|= 2.92679D-02\n",
"\n",
"At iterate 10 f= 4.64199D+01 |proj g|= 1.71840D+01\n",
"\n",
"At iterate 27 f= 1.12111D+00 |proj g|= 1.26696D-02\n",
"\n",
"At iterate 47 f= 1.13453D+02 |proj g|= 5.61636D-03\n",
"\n",
"At iterate 23 f= 1.16170D+00 |proj g|= 4.00538D-02\n",
"\n",
"At iterate 11 f= 2.48103D+01 |proj g|= 5.27428D+00\n",
"\n",
"At iterate 28 f= 1.11492D+00 |proj g|= 6.65892D-03\n",
"\n",
"At iterate 48 f= 1.13453D+02 |proj g|= 7.36575D-03\n",
"\n",
"At iterate 24 f= 1.14676D+00 |proj g|= 2.07668D-02\n",
"\n",
"At iterate 12 f= 1.54656D+01 |proj g|= 3.01791D+00\n",
"\n",
"At iterate 29 f= 1.11250D+00 |proj g|= 4.08975D-03\n",
"\n",
"At iterate 25 f= 1.13159D+00 |proj g|= 2.48220D-02\n",
"\n",
"At iterate 13 f= 7.89066D+00 |proj g|= 1.44492D+00\n",
"\n",
"At iterate 30 f= 1.11103D+00 |proj g|= 2.83412D-03\n",
"\n",
"At iterate 49 f= 1.13453D+02 |proj g|= 3.16235D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 26 f= 1.12615D+00 |proj g|= 4.58906D-02\n",
"\n",
"At iterate 14 f= 4.75738D+00 |proj g|= 1.08188D+00\n",
"\n",
"At iterate 31 f= 1.11044D+00 |proj g|= 4.25625D-03\n",
"\n",
"At iterate 50 f= 1.13453D+02 |proj g|= 2.00501D-03\n",
"\n",
"At iterate 15 f= 3.41214D+00 |proj g|= 1.19151D+00\n",
"\n",
"At iterate 27 f= 1.11854D+00 |proj g|= 2.42362D-02\n",
"\n",
"At iterate 32 f= 1.11002D+00 |proj g|= 2.03430D-03\n",
"\n",
"At iterate 51 f= 1.13453D+02 |proj g|= 1.46657D-03\n",
"\n",
"At iterate 16 f= 2.50176D+00 |proj g|= 2.62611D-01\n",
"\n",
"At iterate 28 f= 1.10766D+00 |proj g|= 1.65861D-02\n",
"\n",
"At iterate 33 f= 1.10986D+00 |proj g|= 1.18367D-03\n",
"\n",
"At iterate 52 f= 1.13453D+02 |proj g|= 1.44290D-03\n",
"\n",
"At iterate 17 f= 2.29197D+00 |proj g|= 1.97971D-01\n",
"\n",
"At iterate 29 f= 1.10328D+00 |proj g|= 1.04907D-02\n",
"\n",
"At iterate 34 f= 1.10974D+00 |proj g|= 1.26264D-03\n",
"\n",
"At iterate 53 f= 1.13453D+02 |proj g|= 1.47059D-03\n",
"\n",
"At iterate 18 f= 2.17115D+00 |proj g|= 7.87236D-02\n",
"\n",
"At iterate 30 f= 1.09787D+00 |proj g|= 8.51763D-03\n",
"\n",
"At iterate 35 f= 1.10958D+00 |proj g|= 1.75115D-03\n",
"\n",
"At iterate 54 f= 1.13453D+02 |proj g|= 1.71346D-03\n",
"\n",
"At iterate 19 f= 2.11394D+00 |proj g|= 5.26901D-02\n",
"\n",
"At iterate 36 f= 1.10949D+00 |proj g|= 4.28370D-03\n",
"\n",
"At iterate 20 f= 2.05572D+00 |proj g|= 9.51559D-02\n",
"\n",
"At iterate 31 f= 1.09645D+00 |proj g|= 3.09963D-03\n",
"\n",
"At iterate 55 f= 1.13453D+02 |proj g|= 4.95989D-03\n",
"\n",
"At iterate 21 f= 1.99885D+00 |proj g|= 6.38958D-02\n",
"\n",
"At iterate 37 f= 1.10941D+00 |proj g|= 1.48300D-03\n",
"\n",
"At iterate 32 f= 1.09605D+00 |proj g|= 1.63149D-03\n",
"\n",
"At iterate 56 f= 1.13453D+02 |proj g|= 1.12824D-03\n",
"\n",
"At iterate 22 f= 1.95544D+00 |proj g|= 6.47005D-02\n",
"\n",
"At iterate 38 f= 1.10939D+00 |proj g|= 6.22764D-04\n",
"\n",
"At iterate 33 f= 1.09557D+00 |proj g|= 2.61437D-03\n",
"\n",
"At iterate 57 f= 1.13453D+02 |proj g|= 6.94018D-04\n",
"\n",
"At iterate 23 f= 1.89454D+00 |proj g|= 4.52848D-02\n",
"\n",
"At iterate 39 f= 1.10938D+00 |proj g|= 6.40110D-04\n",
"\n",
"At iterate 34 f= 1.09521D+00 |proj g|= 2.50841D-03\n",
"\n",
"At iterate 58 f= 1.13453D+02 |proj g|= 3.28202D-03\n",
"\n",
"At iterate 24 f= 1.86190D+00 |proj g|= 4.23217D-02\n",
"\n",
"At iterate 40 f= 1.10935D+00 |proj g|= 7.61431D-04\n",
"\n",
"At iterate 59 f= 1.13453D+02 |proj g|= 1.20795D-03\n",
"\n",
"At iterate 25 f= 1.80426D+00 |proj g|= 3.96436D-02\n",
"\n",
"At iterate 41 f= 1.10934D+00 |proj g|= 6.93405D-04\n",
"\n",
"At iterate 35 f= 1.09505D+00 |proj g|= 5.57959D-03\n",
"\n",
"At iterate 26 f= 1.74746D+00 |proj g|= 1.34490D-01\n",
"\n",
"At iterate 60 f= 1.13453D+02 |proj g|= 5.89791D-04\n",
"\n",
"At iterate 42 f= 1.10933D+00 |proj g|= 5.13473D-04\n",
"\n",
"At iterate 36 f= 1.09478D+00 |proj g|= 2.37054D-03\n",
"\n",
"At iterate 61 f= 1.13453D+02 |proj g|= 1.77271D-03\n",
"\n",
"At iterate 27 f= 1.70569D+00 |proj g|= 4.28367D-02\n",
"\n",
"At iterate 43 f= 1.10932D+00 |proj g|= 4.66676D-04\n",
"\n",
"At iterate 37 f= 1.09470D+00 |proj g|= 9.98151D-04\n",
"\n",
"At iterate 28 f= 1.69584D+00 |proj g|= 1.83978D-02\n",
"\n",
"At iterate 44 f= 1.10932D+00 |proj g|= 1.13435D-04\n",
"\n",
"At iterate 62 f= 1.13453D+02 |proj g|= 1.50163D-03\n",
"\n",
"At iterate 29 f= 1.68719D+00 |proj g|= 2.07043D-02\n",
"\n",
"At iterate 38 f= 1.09463D+00 |proj g|= 1.17736D-03\n",
"\n",
"At iterate 45 f= 1.10932D+00 |proj g|= 4.86227D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 45 47 1 0 0 4.862D-05 1.109D+00\n",
" F = 1.1093226837557790 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 39 f= 1.09458D+00 |proj g|= 5.64254D-04\n",
"\n",
"At iterate 63 f= 1.13453D+02 |proj g|= 1.42665D-03\n",
"\n",
"At iterate 30 f= 1.67485D+00 |proj g|= 3.80837D-02\n",
"\n",
"At iterate 31 f= 1.65171D+00 |proj g|= 5.31819D-02\n",
"\n",
"At iterate 64 f= 1.13453D+02 |proj g|= 9.69334D-04\n",
"\n",
"At iterate 40 f= 1.09457D+00 |proj g|= 1.13059D-03\n",
"\n",
"At iterate 41 f= 1.09456D+00 |proj g|= 1.25885D-03\n",
"\n",
"At iterate 65 f= 1.13453D+02 |proj g|= 2.62217D-04\n",
"\n",
"At iterate 32 f= 1.64005D+00 |proj g|= 8.23085D-02\n",
"\n",
"At iterate 42 f= 1.09455D+00 |proj g|= 3.07001D-04\n",
"\n",
"At iterate 33 f= 1.61209D+00 |proj g|= 3.93911D-02\n",
"\n",
"At iterate 66 f= 1.13453D+02 |proj g|= 1.26718D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 66 75 1 0 0 1.267D-03 1.135D+02\n",
" F = 113.45329030509225 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 43 f= 1.09455D+00 |proj g|= 1.59059D-04\n",
"\n",
"At iterate 34 f= 1.59831D+00 |proj g|= 1.67559D-02\n",
"\n",
"At iterate 44 f= 1.09454D+00 |proj g|= 1.94246D-04\n",
"\n",
"At iterate 35 f= 1.59233D+00 |proj g|= 2.42059D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92370D+03\n",
"\n",
"At iterate 45 f= 1.09454D+00 |proj g|= 2.65057D-04\n",
"\n",
"At iterate 36 f= 1.58458D+00 |proj g|= 1.89575D-02\n",
"\n",
"At iterate 1 f= 8.02900D+03 |proj g|= 4.00860D+03\n",
"\n",
"At iterate 2 f= 5.88767D+03 |proj g|= 3.07837D+03\n",
"\n",
"At iterate 37 f= 1.57806D+00 |proj g|= 1.58281D-02\n",
"\n",
"At iterate 46 f= 1.09454D+00 |proj g|= 3.97956D-04\n",
"\n",
"At iterate 3 f= 2.33075D+03 |proj g|= 1.29878D+03\n",
"\n",
"At iterate 38 f= 1.57122D+00 |proj g|= 1.30746D-02\n",
"\n",
"At iterate 47 f= 1.09453D+00 |proj g|= 1.53970D-04\n",
"\n",
"At iterate 4 f= 1.37231D+03 |proj g|= 6.76987D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.90856D+03\n",
"\n",
"At iterate 39 f= 1.56361D+00 |proj g|= 2.42807D-02\n",
"\n",
"At iterate 48 f= 1.09453D+00 |proj g|= 9.23528D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 48 54 1 0 0 9.235D-05 1.095D+00\n",
" F = 1.0945339983177738 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 5 f= 8.26126D+02 |proj g|= 3.86944D+02\n",
"\n",
"At iterate 1 f= 8.63008D+03 |proj g|= 4.84589D+03\n",
"\n",
"At iterate 40 f= 1.55930D+00 |proj g|= 9.21311D-03\n",
"\n",
"At iterate 6 f= 5.30447D+02 |proj g|= 1.39404D+02\n",
"\n",
"At iterate 2 f= 6.96459D+03 |proj g|= 3.98241D+03\n",
"\n",
"At iterate 41 f= 1.55757D+00 |proj g|= 6.03299D-03\n",
"\n",
"At iterate 7 f= 3.15342D+02 |proj g|= 1.09720D+02\n",
"\n",
"At iterate 3 f= 2.01578D+03 |proj g|= 1.29850D+03\n",
"\n",
"At iterate 42 f= 1.55613D+00 |proj g|= 5.53700D-03\n",
"\n",
"At iterate 8 f= 1.90924D+02 |proj g|= 5.86062D+01\n",
"\n",
"At iterate 4 f= 1.18993D+03 |proj g|= 6.19539D+02\n",
"\n",
"At iterate 43 f= 1.55485D+00 |proj g|= 5.48098D-03\n",
"\n",
"At iterate 9 f= 8.40234D+01 |proj g|= 1.22901D+01\n",
"\n",
"At iterate 5 f= 6.46760D+02 |proj g|= 2.96427D+02\n",
"\n",
"At iterate 44 f= 1.55411D+00 |proj g|= 1.31504D-02\n",
"\n",
"At iterate 10 f= 4.65758D+01 |proj g|= 6.77658D+00\n",
"\n",
"At iterate 6 f= 3.85615D+02 |proj g|= 8.56988D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.94917D+03\n",
"\n",
"At iterate 45 f= 1.55282D+00 |proj g|= 4.55044D-03\n",
"\n",
"\n",
"At iterate 11 f= 2.25330D+01 |proj g|= 1.35563D+01\n",
"At iterate 7 f= 2.21508D+02 |proj g|= 4.18663D+01\n",
"\n",
"At iterate 1 f= 7.57038D+03 |proj g|= 4.16096D+03\n",
"\n",
"At iterate 46 f= 1.55247D+00 |proj g|= 3.65119D-03\n",
"\n",
"\n",
"At iterate 12 f= 1.05657D+01 |proj g|= 2.73216D+00\n",
"At iterate 8 f= 1.39272D+02 |proj g|= 2.94081D+01\n",
"\n",
"At iterate 2 f= 5.25393D+03 |proj g|= 3.15318D+03\n",
"\n",
"\n",
"\n",
"At iterate 9 f= 7.97928D+01 |proj g|= 2.14054D+01\n",
"At iterate 47 f= 1.55149D+00 |proj g|= 3.18473D-03\n",
"At iterate 13 f= 7.37413D+00 |proj g|= 1.92551D+00\n",
"\n",
"At iterate 3 f= 1.93848D+03 |proj g|= 1.27322D+03\n",
"\n",
"At iterate 14 f= 4.41409D+00 |proj g|= 6.43535D-01\n",
"\n",
"At iterate 10 f= 4.47676D+01 |proj g|= 1.80685D+01\n",
"\n",
"At iterate 4 f= 1.02012D+03 |proj g|= 6.62373D+02\n",
"\n",
"\n",
"At iterate 15 f= 3.29028D+00 |proj g|= 7.00589D-01\n",
"At iterate 48 f= 1.55106D+00 |proj g|= 5.84610D-03\n",
"\n",
"At iterate 11 f= 2.07318D+01 |proj g|= 8.97167D+00\n",
"\n",
"At iterate 5 f= 5.16781D+02 |proj g|= 3.18381D+02\n",
"\n",
"\n",
"At iterate 49 f= 1.55046D+00 |proj g|= 4.98518D-03\n",
"At iterate 16 f= 2.78495D+00 |proj g|= 2.98899D-01\n",
"\n",
"At iterate 12 f= 1.31121D+01 |proj g|= 5.23102D+00\n",
"\n",
"At iterate 6 f= 2.81826D+02 |proj g|= 1.57308D+02\n",
"\n",
"\n",
"At iterate 50 f= 1.55007D+00 |proj g|= 3.03419D-03\n",
"At iterate 17 f= 2.64272D+00 |proj g|= 1.58758D-01\n",
"\n",
"At iterate 13 f= 6.47332D+00 |proj g|= 1.19083D+00\n",
"\n",
"At iterate 7 f= 1.60006D+02 |proj g|= 7.83978D+01\n",
"\n",
"\n",
"At iterate 51 f= 1.54954D+00 |proj g|= 5.93876D-03\n",
"At iterate 18 f= 2.57271D+00 |proj g|= 7.52224D-02\n",
"\n",
"At iterate 14 f= 3.98362D+00 |proj g|= 5.65605D-01\n",
"\n",
"At iterate 8 f= 9.82016D+01 |proj g|= 3.92893D+01\n",
"\n",
"At iterate 19 f= 2.52692D+00 |proj g|= 4.96626D-02\n",
"\n",
"At iterate 15 f= 2.67767D+00 |proj g|= 7.13894D-01\n",
"\n",
"At iterate 9 f= 6.58017D+01 |proj g|= 2.22585D+01\n",
"\n",
"At iterate 52 f= 1.54930D+00 |proj g|= 4.68745D-03\n",
"\n",
"At iterate 16 f= 1.68844D+00 |proj g|= 8.50338D-02\n",
"\n",
"At iterate 10 f= 4.67873D+01 |proj g|= 7.44553D+00\n",
"\n",
"At iterate 20 f= 2.48736D+00 |proj g|= 7.79163D-02\n",
"\n",
"At iterate 53 f= 1.54909D+00 |proj g|= 3.71326D-03\n",
"\n",
"At iterate 17 f= 1.60932D+00 |proj g|= 6.39056D-02\n",
"\n",
"At iterate 11 f= 3.09099D+01 |proj g|= 7.65853D+00\n",
"\n",
"At iterate 54 f= 1.54881D+00 |proj g|= 2.61586D-03\n",
"\n",
"At iterate 21 f= 2.42784D+00 |proj g|= 6.13926D-02\n",
"\n",
"At iterate 18 f= 1.53443D+00 |proj g|= 6.90283D-02\n",
"\n",
"At iterate 12 f= 1.90735D+01 |proj g|= 5.28371D+00\n",
"\n",
"At iterate 55 f= 1.54860D+00 |proj g|= 2.90633D-03\n",
"\n",
"At iterate 22 f= 2.34221D+00 |proj g|= 8.97620D-02\n",
"\n",
"At iterate 19 f= 1.46047D+00 |proj g|= 3.23120D-02\n",
"\n",
"At iterate 13 f= 8.99060D+00 |proj g|= 1.43141D+00\n",
"\n",
"At iterate 56 f= 1.54847D+00 |proj g|= 2.04922D-03\n",
"\n",
"At iterate 23 f= 2.33090D+00 |proj g|= 5.41697D-02\n",
"\n",
"At iterate 20 f= 1.43310D+00 |proj g|= 3.06067D-02\n",
"\n",
"At iterate 14 f= 5.08725D+00 |proj g|= 9.13571D-01\n",
"\n",
"At iterate 24 f= 2.31439D+00 |proj g|= 1.87921D-02\n",
"\n",
"At iterate 21 f= 1.23258D+00 |proj g|= 2.21958D-02\n",
"\n",
"At iterate 57 f= 1.54842D+00 |proj g|= 1.12067D-03\n",
"\n",
"At iterate 15 f= 3.04465D+00 |proj g|= 4.17666D-01\n",
"\n",
"At iterate 25 f= 2.30855D+00 |proj g|= 1.82129D-02\n",
"\n",
"At iterate 58 f= 1.54840D+00 |proj g|= 8.11960D-04\n",
"\n",
"At iterate 16 f= 2.54735D+00 |proj g|= 9.08032D-01\n",
"\n",
"At iterate 26 f= 2.30240D+00 |proj g|= 1.67474D-02\n",
"\n",
"At iterate 22 f= 1.20002D+00 |proj g|= 3.60272D-02\n",
"\n",
"At iterate 59 f= 1.54836D+00 |proj g|= 8.82905D-04\n",
"\n",
"At iterate 17 f= 2.04246D+00 |proj g|= 3.32994D-01\n",
"\n",
"At iterate 27 f= 2.28961D+00 |proj g|= 1.75182D-02\n",
"\n",
"At iterate 23 f= 1.16351D+00 |proj g|= 4.64564D-02\n",
"\n",
"At iterate 18 f= 1.98362D+00 |proj g|= 2.49068D-01\n",
"\n",
"At iterate 28 f= 2.27586D+00 |proj g|= 1.47734D-02\n",
"\n",
"At iterate 24 f= 1.15215D+00 |proj g|= 4.37820D-02\n",
"\n",
"At iterate 60 f= 1.54835D+00 |proj g|= 1.39792D-03\n",
"\n",
"At iterate 19 f= 1.93505D+00 |proj g|= 1.63400D-01\n",
"\n",
"At iterate 29 f= 2.26289D+00 |proj g|= 1.44543D-02\n",
"\n",
"At iterate 25 f= 1.13514D+00 |proj g|= 1.92645D-02\n",
"\n",
"At iterate 61 f= 1.54832D+00 |proj g|= 7.71580D-04\n",
"\n",
"At iterate 20 f= 1.91099D+00 |proj g|= 1.19563D-01\n",
"\n",
"At iterate 30 f= 2.25282D+00 |proj g|= 3.31127D-02\n",
"\n",
"At iterate 26 f= 1.12123D+00 |proj g|= 2.19970D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 62 f= 1.54830D+00 |proj g|= 4.67652D-04\n",
"\n",
"At iterate 21 f= 1.87926D+00 |proj g|= 7.84082D-02\n",
"\n",
"At iterate 27 f= 1.10916D+00 |proj g|= 3.20427D-02\n",
"\n",
"At iterate 31 f= 2.24053D+00 |proj g|= 1.82481D-02\n",
"\n",
"At iterate 63 f= 1.54829D+00 |proj g|= 6.27376D-04\n",
"\n",
"At iterate 22 f= 1.83636D+00 |proj g|= 6.39332D-02\n",
"\n",
"At iterate 28 f= 1.08819D+00 |proj g|= 4.81826D-02\n",
"\n",
"At iterate 32 f= 2.23338D+00 |proj g|= 1.42581D-02\n",
"\n",
"At iterate 23 f= 1.78391D+00 |proj g|= 1.32017D-01\n",
"\n",
"At iterate 33 f= 2.22879D+00 |proj g|= 2.89678D-02\n",
"\n",
"At iterate 29 f= 1.06364D+00 |proj g|= 1.99662D-02\n",
"\n",
"\n",
"At iterate 24 f= 1.76599D+00 |proj g|= 9.45154D-02\n",
"At iterate 34 f= 2.22324D+00 |proj g|= 1.10151D-02\n",
"\n",
"At iterate 64 f= 1.54828D+00 |proj g|= 1.34146D-03\n",
"\n",
"At iterate 30 f= 1.05233D+00 |proj g|= 1.35137D-02\n",
"\n",
"At iterate 65 f= 1.54827D+00 |proj g|= 8.28380D-04\n",
"\n",
"At iterate 25 f= 1.71798D+00 |proj g|= 3.31465D-02\n",
"\n",
"At iterate 35 f= 2.21965D+00 |proj g|= 8.60564D-03\n",
"\n",
"At iterate 31 f= 1.04103D+00 |proj g|= 1.19947D-02\n",
"\n",
"At iterate 26 f= 1.69550D+00 |proj g|= 5.12143D-02\n",
"\n",
"At iterate 66 f= 1.54826D+00 |proj g|= 2.88476D-04\n",
"\n",
"At iterate 36 f= 2.21711D+00 |proj g|= 7.13541D-03\n",
"\n",
"At iterate 32 f= 1.03549D+00 |proj g|= 1.13962D-02\n",
"\n",
"At iterate 27 f= 1.68041D+00 |proj g|= 6.48161D-02\n",
"\n",
"At iterate 37 f= 2.21449D+00 |proj g|= 1.55710D-02\n",
"\n",
"At iterate 67 f= 1.54825D+00 |proj g|= 3.83208D-04\n",
"\n",
"At iterate 28 f= 1.66836D+00 |proj g|= 1.14662D-01\n",
"\n",
"At iterate 33 f= 1.03142D+00 |proj g|= 7.74019D-03\n",
"\n",
"At iterate 38 f= 2.21239D+00 |proj g|= 7.35981D-03\n",
"\n",
"At iterate 68 f= 1.54825D+00 |proj g|= 3.57367D-04\n",
"\n",
"At iterate 34 f= 1.02990D+00 |proj g|= 5.30028D-03\n",
"\n",
"At iterate 29 f= 1.63396D+00 |proj g|= 6.59195D-02\n",
"\n",
"At iterate 69 f= 1.54825D+00 |proj g|= 3.43448D-04\n",
"\n",
"At iterate 39 f= 2.21114D+00 |proj g|= 4.12471D-03\n",
"\n",
"At iterate 35 f= 1.02705D+00 |proj g|= 6.14394D-03\n",
"\n",
"At iterate 30 f= 1.61506D+00 |proj g|= 2.06087D-02\n",
"\n",
"At iterate 70 f= 1.54825D+00 |proj g|= 1.50141D-04\n",
"\n",
"At iterate 40 f= 2.21062D+00 |proj g|= 3.04716D-03\n",
"\n",
"At iterate 31 f= 1.60349D+00 |proj g|= 3.66295D-02\n",
"\n",
"At iterate 71 f= 1.54825D+00 |proj g|= 1.51167D-04\n",
"\n",
"At iterate 36 f= 1.02570D+00 |proj g|= 1.30955D-02\n",
"\n",
"At iterate 41 f= 2.20989D+00 |proj g|= 2.26078D-03\n",
"\n",
"At iterate 72 f= 1.54825D+00 |proj g|= 2.97272D-04\n",
"\n",
"At iterate 37 f= 1.02399D+00 |proj g|= 5.18397D-03\n",
"\n",
"At iterate 32 f= 1.59022D+00 |proj g|= 3.96322D-02\n",
"\n",
"At iterate 42 f= 2.20933D+00 |proj g|= 2.81964D-03\n",
"\n",
"At iterate 73 f= 1.54825D+00 |proj g|= 1.33020D-04\n",
"\n",
"At iterate 33 f= 1.57676D+00 |proj g|= 3.79079D-02\n",
"\n",
"At iterate 38 f= 1.02309D+00 |proj g|= 5.21255D-03\n",
"\n",
"At iterate 43 f= 2.20855D+00 |proj g|= 6.92274D-03\n",
"\n",
"At iterate 74 f= 1.54825D+00 |proj g|= 5.99010D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 74 81 1 0 0 5.990D-05 1.548D+00\n",
" F = 1.5482451466081184 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 34 f= 1.57070D+00 |proj g|= 4.32152D-02\n",
"\n",
"At iterate 39 f= 1.02252D+00 |proj g|= 5.15773D-03\n",
"\n",
"At iterate 44 f= 2.20837D+00 |proj g|= 1.35409D-02\n",
"\n",
"At iterate 35 f= 1.56102D+00 |proj g|= 2.11182D-02\n",
"\n",
"At iterate 40 f= 1.02165D+00 |proj g|= 1.57928D-03\n",
"\n",
"At iterate 45 f= 2.20793D+00 |proj g|= 2.10433D-03\n",
"\n",
"At iterate 36 f= 1.55905D+00 |proj g|= 1.30064D-02\n",
"\n",
"At iterate 41 f= 1.02144D+00 |proj g|= 5.52883D-03\n",
"\n",
"At iterate 46 f= 2.20783D+00 |proj g|= 3.21776D-03\n",
"\n",
"At iterate 42 f= 1.02098D+00 |proj g|= 1.53296D-03\n",
"\n",
"At iterate 37 f= 1.55588D+00 |proj g|= 1.08187D-02\n",
"\n",
"At iterate 47 f= 2.20764D+00 |proj g|= 5.10486D-03\n",
"\n",
"At iterate 43 f= 1.02083D+00 |proj g|= 2.48597D-03\n",
"\n",
"At iterate 38 f= 1.55225D+00 |proj g|= 2.05480D-02\n",
"\n",
"At iterate 48 f= 2.20751D+00 |proj g|= 4.91563D-03\n",
"\n",
"At iterate 49 f= 2.20731D+00 |proj g|= 1.63629D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03148D+03\n",
"\n",
"At iterate 44 f= 1.02062D+00 |proj g|= 2.26237D-03\n",
"\n",
"At iterate 39 f= 1.54710D+00 |proj g|= 1.68730D-02\n",
"\n",
"At iterate 50 f= 2.20722D+00 |proj g|= 1.61767D-03\n",
"\n",
"At iterate 1 f= 7.45919D+03 |proj g|= 3.73846D+03\n",
"\n",
"At iterate 40 f= 1.54625D+00 |proj g|= 1.59904D-02\n",
"\n",
"At iterate 51 f= 2.20714D+00 |proj g|= 1.25182D-03\n",
"\n",
"At iterate 2 f= 4.88387D+03 |proj g|= 2.72705D+03\n",
"\n",
"At iterate 45 f= 1.02056D+00 |proj g|= 1.49688D-03\n",
"\n",
"At iterate 41 f= 1.54457D+00 |proj g|= 1.33689D-02\n",
"\n",
"At iterate 52 f= 2.20705D+00 |proj g|= 1.88970D-03\n",
"\n",
"At iterate 3 f= 1.95568D+03 |proj g|= 1.17204D+03\n",
"\n",
"At iterate 46 f= 1.02048D+00 |proj g|= 6.65666D-04\n",
"\n",
"At iterate 42 f= 1.54365D+00 |proj g|= 3.13956D-03\n",
"\n",
"At iterate 53 f= 2.20696D+00 |proj g|= 1.65970D-03\n",
"\n",
"At iterate 4 f= 1.01584D+03 |proj g|= 6.04998D+02\n",
"\n",
"At iterate 47 f= 1.02044D+00 |proj g|= 7.77646D-04\n",
"\n",
"At iterate 43 f= 1.54346D+00 |proj g|= 2.28903D-03\n",
"\n",
"At iterate 54 f= 2.20692D+00 |proj g|= 1.11478D-03\n",
"\n",
"At iterate 5 f= 5.19471D+02 |proj g|= 2.89574D+02\n",
"\n",
"At iterate 48 f= 1.02040D+00 |proj g|= 1.14245D-03\n",
"\n",
"At iterate 44 f= 1.54270D+00 |proj g|= 3.97532D-03\n",
"\n",
"At iterate 55 f= 2.20685D+00 |proj g|= 7.81416D-04\n",
"\n",
"At iterate 6 f= 2.87014D+02 |proj g|= 1.41910D+02\n",
"\n",
"\n",
"At iterate 49 f= 1.02037D+00 |proj g|= 2.12569D-03\n",
"At iterate 45 f= 1.54185D+00 |proj g|= 5.74595D-03\n",
"\n",
"At iterate 7 f= 1.68838D+02 |proj g|= 6.93005D+01\n",
"\n",
"At iterate 46 f= 1.54134D+00 |proj g|= 6.42273D-03\n",
"\n",
"At iterate 50 f= 1.02035D+00 |proj g|= 4.85744D-04\n",
"\n",
"At iterate 56 f= 2.20683D+00 |proj g|= 1.24610D-03\n",
"\n",
"At iterate 47 f= 1.54094D+00 |proj g|= 3.86979D-03\n",
"\n",
"At iterate 51 f= 1.02035D+00 |proj g|= 4.17388D-04\n",
"\n",
"At iterate 8 f= 1.09033D+02 |proj g|= 3.54452D+01\n",
"\n",
"At iterate 57 f= 2.20681D+00 |proj g|= 6.19591D-04\n",
"\n",
"\n",
"\n",
"At iterate 52 f= 1.02034D+00 |proj g|= 3.12422D-04\n",
"At iterate 9 f= 7.76556D+01 |proj g|= 1.75225D+01\n",
"At iterate 48 f= 1.54077D+00 |proj g|= 1.01087D-03\n",
"\n",
"\n",
"\n",
"At iterate 10 f= 5.74357D+01 |proj g|= 1.05834D+01\n",
"\n",
"At iterate 58 f= 2.20680D+00 |proj g|= 4.68439D-04\n",
"At iterate 53 f= 1.02033D+00 |proj g|= 2.65290D-04\n",
"At iterate 49 f= 1.54072D+00 |proj g|= 1.30863D-03\n",
"\n",
"\n",
"At iterate 11 f= 3.41413D+01 |proj g|= 4.06386D+00\n",
"\n",
"At iterate 59 f= 2.20679D+00 |proj g|= 1.30797D-03\n",
"At iterate 50 f= 1.54064D+00 |proj g|= 1.10327D-03\n",
"\n",
"At iterate 54 f= 1.02032D+00 |proj g|= 3.15445D-04\n",
"\n",
"At iterate 60 f= 2.20677D+00 |proj g|= 5.09998D-04\n",
"\n",
"At iterate 51 f= 1.54055D+00 |proj g|= 2.08058D-03\n",
"\n",
"At iterate 12 f= 1.05385D+01 |proj g|= 1.50705D+00\n",
"\n",
"At iterate 61 f= 2.20676D+00 |proj g|= 2.58656D-04\n",
"\n",
"At iterate 52 f= 1.54051D+00 |proj g|= 1.43790D-03\n",
"\n",
"At iterate 55 f= 1.02032D+00 |proj g|= 2.71743D-04\n",
"\n",
"At iterate 13 f= 4.90673D+00 |proj g|= 1.48602D+00\n",
"\n",
"At iterate 53 f= 1.54048D+00 |proj g|= 1.30756D-03\n",
"\n",
"At iterate 62 f= 2.20676D+00 |proj g|= 2.22838D-04\n",
"\n",
"At iterate 14 f= 3.07288D+00 |proj g|= 3.30801D-01\n",
"\n",
"At iterate 56 f= 1.02031D+00 |proj g|= 1.49707D-04\n",
"\n",
"At iterate 54 f= 1.54047D+00 |proj g|= 3.88388D-04\n",
"\n",
"At iterate 15 f= 2.73022D+00 |proj g|= 1.28375D-01\n",
"\n",
"At iterate 63 f= 2.20675D+00 |proj g|= 2.46241D-04\n",
"\n",
"At iterate 57 f= 1.02031D+00 |proj g|= 1.45642D-04\n",
"\n",
"At iterate 55 f= 1.54046D+00 |proj g|= 7.05262D-04\n",
"\n",
"At iterate 16 f= 2.61779D+00 |proj g|= 1.30141D-01\n",
"\n",
"At iterate 58 f= 1.02031D+00 |proj g|= 1.05320D-04\n",
"\n",
"At iterate 64 f= 2.20675D+00 |proj g|= 6.23404D-04\n",
"\n",
"At iterate 56 f= 1.54043D+00 |proj g|= 1.19444D-03\n",
"\n",
"At iterate 17 f= 2.49554D+00 |proj g|= 1.09645D-01\n",
"\n",
"At iterate 59 f= 1.02031D+00 |proj g|= 8.18214D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 59 64 1 0 0 8.182D-05 1.020D+00\n",
" F = 1.0203115520583119 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 65 f= 2.20675D+00 |proj g|= 2.07394D-04\n",
"\n",
"At iterate 57 f= 1.54040D+00 |proj g|= 7.50988D-04\n",
"\n",
"At iterate 18 f= 2.37857D+00 |proj g|= 4.59906D-02\n",
"\n",
"At iterate 66 f= 2.20675D+00 |proj g|= 1.27287D-04\n",
"\n",
"At iterate 58 f= 1.54040D+00 |proj g|= 7.97512D-04\n",
"\n",
"At iterate 19 f= 2.32595D+00 |proj g|= 6.26329D-02\n",
"\n",
"At iterate 67 f= 2.20675D+00 |proj g|= 1.68439D-04\n",
"\n",
"At iterate 59 f= 1.54039D+00 |proj g|= 1.13810D-03\n",
"\n",
"At iterate 68 f= 2.20674D+00 |proj g|= 1.44589D-04\n",
"\n",
"At iterate 20 f= 2.27641D+00 |proj g|= 7.36563D-02\n",
"\n",
"At iterate 60 f= 1.54039D+00 |proj g|= 3.03159D-04\n",
"\n",
"At iterate 21 f= 2.25285D+00 |proj g|= 4.78933D-02\n",
"\n",
"At iterate 61 f= 1.54039D+00 |proj g|= 1.95340D-04\n",
"\n",
"At iterate 22 f= 2.22144D+00 |proj g|= 1.71553D-02\n",
"\n",
"At iterate 62 f= 1.54038D+00 |proj g|= 1.70511D-04\n",
"\n",
"At iterate 69 f= 2.20674D+00 |proj g|= 1.89012D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.01322D+03\n",
"\n",
"At iterate 23 f= 2.21605D+00 |proj g|= 2.28790D-02\n",
"\n",
"At iterate 63 f= 1.54038D+00 |proj g|= 1.94740D-04\n",
"\n",
"At iterate 70 f= 2.20674D+00 |proj g|= 6.99795D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 70 74 1 0 0 6.998D-05 2.207D+00\n",
" F = 2.2067429334813933 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 1 f= 7.46084D+03 |proj g|= 3.80577D+03\n",
"\n",
"At iterate 24 f= 2.21074D+00 |proj g|= 1.74256D-02\n",
"\n",
"At iterate 2 f= 4.90845D+03 |proj g|= 2.79025D+03\n",
"\n",
"At iterate 64 f= 1.54038D+00 |proj g|= 2.00072D-04\n",
"\n",
"At iterate 25 f= 2.20666D+00 |proj g|= 3.22870D-02\n",
"\n",
"At iterate 3 f= 1.94001D+03 |proj g|= 1.19153D+03\n",
"\n",
"\n",
"At iterate 26 f= 2.19924D+00 |proj g|= 2.72001D-02\n",
"At iterate 65 f= 1.54038D+00 |proj g|= 1.57298D-04\n",
"\n",
"At iterate 4 f= 9.95720D+02 |proj g|= 6.15368D+02\n",
"\n",
"\n",
"At iterate 27 f= 2.19092D+00 |proj g|= 1.87463D-02\n",
"At iterate 66 f= 1.54038D+00 |proj g|= 1.44116D-04\n",
"\n",
"At iterate 5 f= 4.92072D+02 |proj g|= 2.94580D+02\n",
"\n",
"\n",
"At iterate 6 f= 2.53626D+02 |proj g|= 1.43606D+02\n",
"\n",
"At iterate 28 f= 2.18916D+00 |proj g|= 1.44020D-02\n",
"At iterate 67 f= 1.54038D+00 |proj g|= 9.09384D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 67 69 1 0 0 9.094D-05 1.540D+00\n",
" F = 1.5403808979382934 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03148D+03\n",
"\n",
"At iterate 7 f= 1.30079D+02 |proj g|= 6.91977D+01\n",
"\n",
"At iterate 29 f= 2.18680D+00 |proj g|= 1.16637D-02\n",
"\n",
"At iterate 1 f= 7.40931D+03 |proj g|= 4.01581D+03\n",
"\n",
"At iterate 8 f= 6.56895D+01 |proj g|= 3.31891D+01\n",
"\n",
"At iterate 30 f= 2.18354D+00 |proj g|= 9.75653D-03\n",
"\n",
"At iterate 2 f= 5.15341D+03 |proj g|= 3.05595D+03\n",
"\n",
"At iterate 9 f= 3.27487D+01 |proj g|= 1.55722D+01\n",
"\n",
"At iterate 31 f= 2.18086D+00 |proj g|= 1.29348D-02\n",
"\n",
"At iterate 3 f= 1.94311D+03 |proj g|= 1.25282D+03\n",
"\n",
"At iterate 10 f= 1.65118D+01 |proj g|= 7.89091D+00\n",
"\n",
"At iterate 4 f= 1.01497D+03 |proj g|= 6.55180D+02\n",
"\n",
"At iterate 11 f= 8.55015D+00 |proj g|= 2.88966D+00\n",
"\n",
"At iterate 32 f= 2.17976D+00 |proj g|= 1.51364D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 5 f= 5.17031D+02 |proj g|= 3.15646D+02\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.94917D+03\n",
"\n",
"At iterate 12 f= 4.07316D+00 |proj g|= 2.84258D+00\n",
"\n",
"At iterate 33 f= 2.17823D+00 |proj g|= 3.47723D-03\n",
"\n",
"At iterate 1 f= 7.64289D+03 |proj g|= 3.88923D+03\n",
"\n",
"At iterate 6 f= 2.87327D+02 |proj g|= 1.59016D+02\n",
"\n",
"At iterate 13 f= 2.34715D+00 |proj g|= 6.31773D-01\n",
"\n",
"At iterate 34 f= 2.17785D+00 |proj g|= 1.80401D-03\n",
"\n",
"At iterate 2 f= 5.06957D+03 |proj g|= 2.85277D+03\n",
"\n",
"At iterate 7 f= 1.67989D+02 |proj g|= 7.82593D+01\n",
"\n",
"At iterate 14 f= 1.64743D+00 |proj g|= 4.56269D-01\n",
"\n",
"At iterate 35 f= 2.17765D+00 |proj g|= 3.63535D-03\n",
"\n",
"At iterate 3 f= 2.00003D+03 |proj g|= 1.21460D+03\n",
"\n",
"At iterate 8 f= 1.04935D+02 |proj g|= 4.22505D+01\n",
"\n",
"At iterate 15 f= 1.24406D+00 |proj g|= 2.18487D-01\n",
"\n",
"At iterate 36 f= 2.17751D+00 |proj g|= 5.86851D-03\n",
"\n",
"At iterate 4 f= 1.05730D+03 |proj g|= 6.29534D+02\n",
"\n",
"At iterate 9 f= 7.33320D+01 |proj g|= 1.46070D+01\n",
"\n",
"At iterate 16 f= 1.09269D+00 |proj g|= 1.07072D-01\n",
"\n",
"At iterate 37 f= 2.17734D+00 |proj g|= 2.28987D-03\n",
"\n",
"At iterate 5 f= 5.43324D+02 |proj g|= 3.03432D+02\n",
"\n",
"At iterate 10 f= 5.04986D+01 |proj g|= 1.15592D+01\n",
"\n",
"At iterate 17 f= 1.02944D+00 |proj g|= 7.10891D-02\n",
"\n",
"At iterate 38 f= 2.17723D+00 |proj g|= 2.39642D-03\n",
"\n",
"At iterate 6 f= 2.98291D+02 |proj g|= 1.46381D+02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 18 f= 1.00459D+00 |proj g|= 4.43823D-02\n",
"\n",
"At iterate 11 f= 4.39594D+01 |proj g|= 8.94421D+00\n",
"\n",
"At iterate 39 f= 2.17712D+00 |proj g|= 7.37640D-04\n",
"\n",
"At iterate 7 f= 1.73463D+02 |proj g|= 7.21611D+01\n",
"\n",
"At iterate 19 f= 9.77979D-01 |proj g|= 2.24314D-02\n",
"\n",
"At iterate 40 f= 2.17710D+00 |proj g|= 1.46393D-03\n",
"\n",
"At iterate 8 f= 1.11378D+02 |proj g|= 3.47543D+01\n",
"\n",
"At iterate 20 f= 9.52820D-01 |proj g|= 6.71083D-03\n",
"\n",
"At iterate 9 f= 7.89065D+01 |proj g|= 2.08471D+01\n",
"\n",
"At iterate 41 f= 2.17706D+00 |proj g|= 8.30104D-04\n",
"\n",
"\n",
"At iterate 10 f= 5.74811D+01 |proj g|= 4.51409D+00\n",
"At iterate 42 f= 2.17703D+00 |proj g|= 6.38920D-04\n",
"\n",
"At iterate 12 f= 4.04714D+01 |proj g|= 4.35306D+00\n",
"\n",
"At iterate 21 f= 9.41724D-01 |proj g|= 1.02095D-02\n",
"\n",
"At iterate 11 f= 3.82037D+01 |proj g|= 5.55316D+00\n",
"\n",
"At iterate 43 f= 2.17702D+00 |proj g|= 6.91809D-04\n",
"\n",
"At iterate 13 f= 2.76309D+01 |proj g|= 3.81265D+00\n",
"\n",
"At iterate 22 f= 9.39325D-01 |proj g|= 9.55211D-03\n",
"\n",
"At iterate 44 f= 2.17700D+00 |proj g|= 1.31309D-03\n",
"\n",
"At iterate 12 f= 2.38683D+01 |proj g|= 1.37468D+01\n",
"\n",
"At iterate 23 f= 9.38115D-01 |proj g|= 3.44247D-03\n",
"\n",
"At iterate 13 f= 8.09958D+00 |proj g|= 1.70723D+00\n",
"\n",
"At iterate 45 f= 2.17698D+00 |proj g|= 1.85730D-03\n",
"\n",
"At iterate 14 f= 2.16116D+01 |proj g|= 6.95138D+00\n",
"\n",
"At iterate 24 f= 9.37488D-01 |proj g|= 2.19231D-03\n",
"\n",
"\n",
"At iterate 46 f= 2.17697D+00 |proj g|= 7.34944D-04\n",
"At iterate 15 f= 1.15153D+01 |proj g|= 1.28765D+00\n",
"\n",
"At iterate 14 f= 5.33083D+00 |proj g|= 1.67277D+00\n",
"\n",
"At iterate 25 f= 9.36747D-01 |proj g|= 2.96435D-03\n",
"\n",
"At iterate 47 f= 2.17697D+00 |proj g|= 2.81922D-04\n",
"\n",
"At iterate 16 f= 8.67067D+00 |proj g|= 1.36028D+00\n",
"\n",
"At iterate 48 f= 2.17697D+00 |proj g|= 2.18414D-04\n",
"\n",
"At iterate 15 f= 4.57053D+00 |proj g|= 9.55535D-01\n",
"\n",
"At iterate 17 f= 5.95633D+00 |proj g|= 1.11743D+00\n",
"\n",
"At iterate 26 f= 9.36636D-01 |proj g|= 2.05015D-03\n",
"\n",
"At iterate 49 f= 2.17696D+00 |proj g|= 2.85614D-04\n",
"\n",
"At iterate 16 f= 3.09055D+00 |proj g|= 4.83462D-01\n",
"\n",
"At iterate 18 f= 2.88116D+00 |proj g|= 2.63873D-01\n",
"\n",
"At iterate 27 f= 9.36530D-01 |proj g|= 1.99392D-03\n",
"\n",
"At iterate 50 f= 2.17696D+00 |proj g|= 4.05324D-04\n",
"\n",
"At iterate 17 f= 2.70790D+00 |proj g|= 4.14159D-01\n",
"\n",
"At iterate 51 f= 2.17696D+00 |proj g|= 2.84964D-04\n",
"\n",
"At iterate 19 f= 2.79331D+00 |proj g|= 2.51200D-01\n",
"\n",
"At iterate 28 f= 9.36373D-01 |proj g|= 1.38647D-03\n",
"\n",
"At iterate 18 f= 2.53969D+00 |proj g|= 3.18634D-01\n",
"\n",
"At iterate 29 f= 9.36309D-01 |proj g|= 6.80578D-04\n",
"\n",
"At iterate 52 f= 2.17696D+00 |proj g|= 7.30098D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"At iterate 19 f= 2.47161D+00 |proj g|= 2.55538D-01\n",
" 3176 52 54 1 0 0 7.301D-05 2.177D+00\n",
" F = 2.1769628244530490 \n",
"\n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"At iterate 20 f= 2.45969D+00 |proj g|= 2.23885D-01\n",
"\n",
"At iterate 20 f= 2.41653D+00 |proj g|= 1.97249D-01\n",
"\n",
"At iterate 30 f= 9.36296D-01 |proj g|= 5.46581D-04\n",
"\n",
"At iterate 21 f= 2.27047D+00 |proj g|= 2.08619D-01\n",
"\n",
"At iterate 31 f= 9.36284D-01 |proj g|= 2.01797D-04\n",
"\n",
"At iterate 22 f= 2.23833D+00 |proj g|= 1.18675D-01\n",
"\n",
"At iterate 21 f= 2.33673D+00 |proj g|= 1.00921D-01\n",
"\n",
"At iterate 32 f= 9.36279D-01 |proj g|= 1.55617D-04\n",
"\n",
"At iterate 22 f= 2.28025D+00 |proj g|= 5.81944D-02\n",
"\n",
"At iterate 23 f= 2.17342D+00 |proj g|= 8.98520D-02\n",
"\n",
"At iterate 33 f= 9.36273D-01 |proj g|= 1.99019D-04\n",
"\n",
"\n",
"At iterate 24 f= 2.11981D+00 |proj g|= 5.70945D-02\n",
"At iterate 23 f= 2.25404D+00 |proj g|= 7.15946D-02\n",
"\n",
"At iterate 34 f= 9.36270D-01 |proj g|= 1.92586D-04\n",
"\n",
"At iterate 35 f= 9.36269D-01 |proj g|= 1.48157D-04\n",
"\n",
"\n",
"At iterate 24 f= 2.17264D+00 |proj g|= 6.25725D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"At iterate 25 f= 2.03755D+00 |proj g|= 6.34446D-02\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.30881D+03\n",
"\n",
"At iterate 36 f= 9.36268D-01 |proj g|= 3.86021D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 36 38 1 0 0 3.860D-05 9.363D-01\n",
" F = 0.93626840179130455 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 25 f= 2.11185D+00 |proj g|= 6.55139D-02\n",
"\n",
"At iterate 1 f= 9.48307D+03 |proj g|= 1.19924D+03\n",
"\n",
"At iterate 26 f= 2.01020D+00 |proj g|= 6.06645D-02\n",
"\n",
"At iterate 2 f= 4.54345D+03 |proj g|= 6.70007D+02\n",
"\n",
"At iterate 26 f= 2.08422D+00 |proj g|= 5.73620D-02\n",
"\n",
"At iterate 27 f= 1.98714D+00 |proj g|= 3.29795D-02\n",
"\n",
"At iterate 3 f= 2.43254D+03 |proj g|= 1.33268D+03\n",
"\n",
"At iterate 27 f= 2.01936D+00 |proj g|= 7.18441D-02\n",
"\n",
"At iterate 28 f= 1.96198D+00 |proj g|= 4.14508D-02\n",
"\n",
"At iterate 4 f= 1.17726D+03 |proj g|= 5.04146D+02\n",
"\n",
"At iterate 28 f= 2.01101D+00 |proj g|= 1.52652D-02\n",
"\n",
"At iterate 29 f= 1.94642D+00 |proj g|= 3.11598D-02\n",
"\n",
"At iterate 5 f= 6.57793D+02 |proj g|= 2.26380D+02\n",
"\n",
"At iterate 29 f= 2.00933D+00 |proj g|= 9.24656D-03\n",
"\n",
"At iterate 30 f= 1.91334D+00 |proj g|= 4.50921D-02\n",
"\n",
"At iterate 6 f= 3.54439D+02 |proj g|= 1.00208D+02\n",
"\n",
"At iterate 30 f= 2.00755D+00 |proj g|= 1.12772D-02\n",
"\n",
"At iterate 31 f= 1.87995D+00 |proj g|= 4.63164D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.26777D+03\n",
"\n",
"At iterate 7 f= 1.96649D+02 |proj g|= 4.82970D+01\n",
"\n",
"At iterate 32 f= 1.87306D+00 |proj g|= 8.43625D-02\n",
"\n",
"At iterate 31 f= 2.00417D+00 |proj g|= 1.65886D-02\n",
"\n",
"At iterate 1 f= 9.67508D+03 |proj g|= 1.18064D+03\n",
"\n",
"At iterate 8 f= 1.06035D+02 |proj g|= 2.36787D+01\n",
"\n",
"At iterate 33 f= 1.83863D+00 |proj g|= 4.88616D-02\n",
"\n",
"At iterate 32 f= 2.00056D+00 |proj g|= 1.29945D-02\n",
"\n",
"At iterate 2 f= 5.02681D+03 |proj g|= 5.78252D+02\n",
"\n",
"At iterate 34 f= 1.83081D+00 |proj g|= 2.13912D-02\n",
"\n",
"At iterate 9 f= 5.22482D+01 |proj g|= 1.02761D+01\n",
"\n",
"At iterate 3 f= 3.00251D+03 |proj g|= 1.48494D+03\n",
"\n",
"At iterate 35 f= 1.82709D+00 |proj g|= 1.81232D-02\n",
"\n",
"At iterate 33 f= 1.99864D+00 |proj g|= 1.51461D-02\n",
"\n",
"At iterate 10 f= 2.58304D+01 |proj g|= 3.36063D+00\n",
"\n",
"At iterate 4 f= 1.47686D+03 |proj g|= 4.26133D+02\n",
"\n",
"\n",
"At iterate 36 f= 1.82454D+00 |proj g|= 2.34542D-02\n",
"At iterate 34 f= 1.99529D+00 |proj g|= 9.64084D-03\n",
"\n",
"At iterate 11 f= 1.43294D+01 |proj g|= 1.61414D+00\n",
"\n",
"At iterate 5 f= 1.01594D+03 |proj g|= 2.05350D+02\n",
"\n",
"\n",
"At iterate 37 f= 1.81996D+00 |proj g|= 2.89884D-02\n",
"At iterate 35 f= 1.99364D+00 |proj g|= 9.04265D-03\n",
"\n",
"At iterate 12 f= 8.48777D+00 |proj g|= 9.58228D-01\n",
"\n",
"At iterate 6 f= 6.62141D+02 |proj g|= 1.06776D+02\n",
"\n",
"\n",
"At iterate 7 f= 4.84353D+02 |proj g|= 7.23989D+01\n",
"\n",
"\n",
"At iterate 38 f= 1.81488D+00 |proj g|= 3.26311D-02\n",
"At iterate 36 f= 1.99262D+00 |proj g|= 7.88491D-03\n",
"At iterate 13 f= 6.04873D+00 |proj g|= 4.47703D-01\n",
"\n",
"\n",
"\n",
"At iterate 37 f= 1.99143D+00 |proj g|= 5.05187D-03\n",
"At iterate 39 f= 1.81281D+00 |proj g|= 2.73952D-02\n",
"At iterate 8 f= 3.89695D+02 |proj g|= 4.48819D+01\n",
"\n",
"At iterate 14 f= 5.18976D+00 |proj g|= 2.17266D-01\n",
"\n",
"At iterate 40 f= 1.80894D+00 |proj g|= 1.26410D-02\n",
"\n",
"\n",
"At iterate 15 f= 5.00186D+00 |proj g|= 6.10881D-01\n",
"At iterate 38 f= 1.99075D+00 |proj g|= 3.68011D-03\n",
"\n",
"At iterate 9 f= 3.45039D+02 |proj g|= 2.96630D+01\n",
"\n",
"At iterate 41 f= 1.80815D+00 |proj g|= 7.52370D-03\n",
"\n",
"At iterate 16 f= 4.83191D+00 |proj g|= 1.91737D-01\n",
"\n",
"At iterate 10 f= 3.25883D+02 |proj g|= 2.64387D+01\n",
"\n",
"At iterate 39 f= 1.99026D+00 |proj g|= 8.06733D-03\n",
"\n",
"At iterate 42 f= 1.80687D+00 |proj g|= 1.06701D-02\n",
"\n",
"At iterate 17 f= 4.80448D+00 |proj g|= 1.79743D-02\n",
"\n",
"At iterate 11 f= 3.14530D+02 |proj g|= 1.79088D+01\n",
"\n",
"At iterate 40 f= 1.99003D+00 |proj g|= 2.84987D-03\n",
"\n",
"At iterate 43 f= 1.80546D+00 |proj g|= 1.02083D-02\n",
"\n",
"At iterate 18 f= 4.79824D+00 |proj g|= 2.72336D-02\n",
"\n",
"At iterate 12 f= 3.11388D+02 |proj g|= 1.57032D+01\n",
"\n",
"At iterate 41 f= 1.98993D+00 |proj g|= 2.08155D-03\n",
"\n",
"\n",
"\n",
"At iterate 13 f= 3.06723D+02 |proj g|= 6.34416D+00\n",
"At iterate 19 f= 4.78671D+00 |proj g|= 6.59427D-02\n",
"At iterate 44 f= 1.80262D+00 |proj g|= 1.25695D-02\n",
"\n",
"At iterate 42 f= 1.98977D+00 |proj g|= 1.43030D-03\n",
"\n",
"At iterate 20 f= 4.76379D+00 |proj g|= 9.05785D-02\n",
"\n",
"At iterate 14 f= 3.05784D+02 |proj g|= 8.01732D-01\n",
"\n",
"At iterate 43 f= 1.98967D+00 |proj g|= 1.49542D-03\n",
"\n",
"At iterate 45 f= 1.80094D+00 |proj g|= 1.27735D-02\n",
"\n",
"At iterate 44 f= 1.98965D+00 |proj g|= 2.40545D-03\n",
"\n",
"At iterate 21 f= 4.72155D+00 |proj g|= 1.03117D-01\n",
"\n",
"At iterate 15 f= 3.05373D+02 |proj g|= 1.08026D+00\n",
"\n",
"At iterate 46 f= 1.79965D+00 |proj g|= 4.86872D-03\n",
"\n",
"At iterate 45 f= 1.98957D+00 |proj g|= 8.16584D-04\n",
"\n",
"At iterate 16 f= 3.04964D+02 |proj g|= 2.03627D+00\n",
"\n",
"At iterate 22 f= 4.70905D+00 |proj g|= 3.31825D-02\n",
"\n",
"\n",
"At iterate 47 f= 1.79902D+00 |proj g|= 4.23157D-03\n",
"At iterate 46 f= 1.98956D+00 |proj g|= 7.00396D-04\n",
"\n",
"At iterate 17 f= 3.04691D+02 |proj g|= 8.90400D-01\n",
"\n",
"\n",
"At iterate 48 f= 1.79866D+00 |proj g|= 4.43409D-03\n",
"\n",
"At iterate 47 f= 1.98953D+00 |proj g|= 5.44809D-04\n",
"At iterate 23 f= 4.69923D+00 |proj g|= 1.63863D-02\n",
"\n",
"At iterate 18 f= 3.04407D+02 |proj g|= 9.95633D-01\n",
"\n",
"At iterate 49 f= 1.79788D+00 |proj g|= 1.15419D-02\n",
"\n",
"At iterate 48 f= 1.98951D+00 |proj g|= 1.17688D-03\n",
"\n",
"At iterate 24 f= 4.69604D+00 |proj g|= 3.17688D-03\n",
"\n",
"At iterate 19 f= 3.04266D+02 |proj g|= 5.65838D-01\n",
"\n",
"At iterate 20 f= 3.04255D+02 |proj g|= 1.45971D-01\n",
"\n",
"At iterate 25 f= 4.69500D+00 |proj g|= 1.26296D-02\n",
"\n",
"At iterate 50 f= 1.79717D+00 |proj g|= 3.52926D-03\n",
"\n",
"At iterate 49 f= 1.98949D+00 |proj g|= 4.02749D-04\n",
"\n",
"\n",
"At iterate 26 f= 4.69345D+00 |proj g|= 1.70739D-02\n",
"At iterate 51 f= 1.79688D+00 |proj g|= 2.42815D-03\n",
"\n",
"At iterate 50 f= 1.98948D+00 |proj g|= 3.24244D-04\n",
"\n",
"At iterate 21 f= 3.04251D+02 |proj g|= 3.32595D-02\n",
"\n",
"At iterate 27 f= 4.69251D+00 |proj g|= 8.77668D-03\n",
"\n",
"At iterate 52 f= 1.79661D+00 |proj g|= 2.77798D-03\n",
"\n",
"At iterate 51 f= 1.98948D+00 |proj g|= 1.38608D-03\n",
"\n",
"At iterate 22 f= 3.04249D+02 |proj g|= 6.64603D-02\n",
"\n",
"At iterate 28 f= 4.69224D+00 |proj g|= 5.50699D-03\n",
"\n",
"At iterate 53 f= 1.79648D+00 |proj g|= 5.38478D-03\n",
"\n",
"At iterate 52 f= 1.98948D+00 |proj g|= 2.53466D-04\n",
"\n",
"At iterate 23 f= 3.04244D+02 |proj g|= 2.32760D-01\n",
"\n",
"At iterate 54 f= 1.79623D+00 |proj g|= 1.68499D-03\n",
"\n",
"At iterate 29 f= 4.69211D+00 |proj g|= 1.35041D-03\n",
"\n",
"At iterate 53 f= 1.98947D+00 |proj g|= 2.76873D-04\n",
"\n",
"At iterate 24 f= 3.04234D+02 |proj g|= 3.65787D-01\n",
"\n",
"At iterate 30 f= 4.69207D+00 |proj g|= 1.15501D-03\n",
"\n",
"At iterate 55 f= 1.79611D+00 |proj g|= 2.18229D-03\n",
"\n",
"At iterate 54 f= 1.98947D+00 |proj g|= 3.58224D-04\n",
"\n",
"\n",
"At iterate 31 f= 4.69199D+00 |proj g|= 9.59460D-04\n",
"At iterate 55 f= 1.98947D+00 |proj g|= 2.46856D-04\n",
"\n",
"At iterate 25 f= 3.04214D+02 |proj g|= 4.67524D-01\n",
"\n",
"At iterate 56 f= 1.79597D+00 |proj g|= 2.69895D-03\n",
"\n",
"At iterate 32 f= 4.69194D+00 |proj g|= 2.82966D-03\n",
"\n",
"At iterate 56 f= 1.98947D+00 |proj g|= 3.46585D-04\n",
"\n",
"At iterate 33 f= 4.69193D+00 |proj g|= 8.67148D-04\n",
"\n",
"At iterate 26 f= 3.04202D+02 |proj g|= 5.42718D-01\n",
"\n",
"At iterate 57 f= 1.79593D+00 |proj g|= 2.89697D-03\n",
"\n",
"At iterate 57 f= 1.98947D+00 |proj g|= 1.30623D-04\n",
"\n",
"At iterate 34 f= 4.69192D+00 |proj g|= 6.67551D-04\n",
"\n",
"At iterate 27 f= 3.04180D+02 |proj g|= 5.30731D-01\n",
"\n",
"At iterate 58 f= 1.79584D+00 |proj g|= 1.88861D-03\n",
"\n",
"At iterate 58 f= 1.98947D+00 |proj g|= 9.11315D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 58 63 1 0 0 9.113D-05 1.989D+00\n",
" F = 1.9894673415859940 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 35 f= 4.69192D+00 |proj g|= 1.77593D-04\n",
"\n",
"At iterate 28 f= 3.04173D+02 |proj g|= 5.08408D-01\n",
"\n",
"At iterate 59 f= 1.79573D+00 |proj g|= 9.00086D-04\n",
"\n",
"At iterate 36 f= 4.69191D+00 |proj g|= 1.85117D-04\n",
"\n",
"At iterate 29 f= 3.04167D+02 |proj g|= 5.45874D-02\n",
"\n",
"At iterate 60 f= 1.79563D+00 |proj g|= 1.32581D-03\n",
"\n",
"At iterate 37 f= 4.69191D+00 |proj g|= 5.48991D-04\n",
"\n",
"At iterate 30 f= 3.04166D+02 |proj g|= 4.62165D-02\n",
"\n",
"At iterate 61 f= 1.79558D+00 |proj g|= 2.49489D-03\n",
"\n",
"At iterate 62 f= 1.79554D+00 |proj g|= 8.52934D-04\n",
"\n",
"\n",
"At iterate 38 f= 4.69191D+00 |proj g|= 5.88082D-05\n",
"At iterate 31 f= 3.04165D+02 |proj g|= 2.40936D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 38 40 1 0 0 5.881D-05 4.692D+00\n",
" F = 4.6919070581784492 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 63 f= 1.79552D+00 |proj g|= 7.05449D-04\n",
"\n",
"At iterate 32 f= 3.04164D+02 |proj g|= 2.60647D-02\n",
"\n",
"At iterate 64 f= 1.79551D+00 |proj g|= 6.19864D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21085D+03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 33 f= 3.04164D+02 |proj g|= 3.48967D-02\n",
"\n",
"At iterate 65 f= 1.79549D+00 |proj g|= 1.25383D-03\n",
"\n",
"At iterate 1 f= 1.12069D+04 |proj g|= 1.13488D+03\n",
"\n",
"At iterate 34 f= 3.04163D+02 |proj g|= 5.85659D-02\n",
"\n",
"At iterate 2 f= 8.22280D+03 |proj g|= 1.37289D+03\n",
"\n",
"At iterate 66 f= 1.79548D+00 |proj g|= 7.22081D-04\n",
"\n",
"At iterate 35 f= 3.04162D+02 |proj g|= 5.49016D-02\n",
"\n",
"At iterate 3 f= 6.16034D+03 |proj g|= 3.41796D+02\n",
"\n",
"At iterate 67 f= 1.79547D+00 |proj g|= 3.20755D-04\n",
"\n",
"At iterate 36 f= 3.04152D+02 |proj g|= 1.52855D-01\n",
"\n",
"At iterate 4 f= 4.92845D+03 |proj g|= 1.49115D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 68 f= 1.79547D+00 |proj g|= 5.82243D-04\n",
"\n",
"At iterate 37 f= 3.04145D+02 |proj g|= 1.78184D-01\n",
"\n",
"At iterate 5 f= 3.81938D+03 |proj g|= 1.28488D+02\n",
"\n",
"At iterate 1 f= 7.45816D+03 |proj g|= 3.31552D+03\n",
"\n",
"At iterate 69 f= 1.79546D+00 |proj g|= 3.35759D-04\n",
"\n",
"At iterate 38 f= 3.04138D+02 |proj g|= 2.15401D-01\n",
"\n",
"At iterate 6 f= 2.76563D+03 |proj g|= 3.47775D+01\n",
"\n",
"At iterate 2 f= 4.20951D+03 |proj g|= 2.18209D+03\n",
"\n",
"At iterate 70 f= 1.79546D+00 |proj g|= 2.52219D-04\n",
"\n",
"At iterate 39 f= 3.04133D+02 |proj g|= 1.05811D-01\n",
"\n",
"At iterate 3 f= 1.74105D+03 |proj g|= 9.57935D+02\n",
"\n",
"At iterate 7 f= 2.00000D+03 |proj g|= 2.46751D+02\n",
"\n",
"At iterate 71 f= 1.79546D+00 |proj g|= 3.05589D-04\n",
"\n",
"At iterate 40 f= 3.04132D+02 |proj g|= 2.38275D-01\n",
"\n",
"At iterate 4 f= 8.49434D+02 |proj g|= 4.68959D+02\n",
"\n",
"At iterate 8 f= 1.50625D+03 |proj g|= 5.06717D+01\n",
"\n",
"At iterate 72 f= 1.79546D+00 |proj g|= 3.17521D-04\n",
"\n",
"At iterate 5 f= 4.10325D+02 |proj g|= 2.25068D+02\n",
"\n",
"At iterate 9 f= 1.22906D+03 |proj g|= 5.30482D+01\n",
"\n",
"At iterate 73 f= 1.79545D+00 |proj g|= 2.64083D-04\n",
"\n",
"At iterate 6 f= 2.03912D+02 |proj g|= 1.10808D+02\n",
"\n",
"At iterate 41 f= 3.04131D+02 |proj g|= 2.05909D-02\n",
"\n",
"At iterate 74 f= 1.79545D+00 |proj g|= 9.50690D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 74 81 1 0 0 9.507D-05 1.795D+00\n",
" F = 1.7954524908670617 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 7 f= 1.01524D+02 |proj g|= 5.46469D+01\n",
"\n",
"At iterate 42 f= 3.04131D+02 |proj g|= 1.12731D-02\n",
"\n",
"At iterate 10 f= 1.11955D+03 |proj g|= 2.54116D+02\n",
"\n",
"At iterate 8 f= 5.09060D+01 |proj g|= 2.71510D+01\n",
"\n",
"At iterate 11 f= 9.48070D+02 |proj g|= 9.56493D+01\n",
"\n",
"At iterate 43 f= 3.04131D+02 |proj g|= 8.33405D-03\n",
"\n",
"At iterate 9 f= 2.56429D+01 |proj g|= 1.35275D+01\n",
"\n",
"At iterate 12 f= 8.55200D+02 |proj g|= 2.08444D+01\n",
"\n",
"At iterate 44 f= 3.04131D+02 |proj g|= 8.38904D-03\n",
"\n",
"At iterate 10 f= 1.30425D+01 |proj g|= 6.75740D+00\n",
"\n",
"At iterate 13 f= 8.23011D+02 |proj g|= 9.69009D+00\n",
"\n",
"At iterate 45 f= 3.04130D+02 |proj g|= 2.22021D-02\n",
"\n",
"At iterate 11 f= 6.76346D+00 |proj g|= 3.38052D+00\n",
"\n",
"At iterate 46 f= 3.04130D+02 |proj g|= 2.20401D-02\n",
"\n",
"At iterate 14 f= 8.10745D+02 |proj g|= 1.97550D+01\n",
"\n",
"At iterate 12 f= 3.65286D+00 |proj g|= 1.67680D+00\n",
"\n",
"At iterate 47 f= 3.04130D+02 |proj g|= 1.15689D-02\n",
"\n",
"At iterate 15 f= 8.02852D+02 |proj g|= 1.73728D+01\n",
"\n",
"At iterate 13 f= 2.13132D+00 |proj g|= 8.47288D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"At iterate 16 f= 7.94122D+02 |proj g|= 2.77664D+00\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 9.36354D+02\n",
"\n",
"At iterate 48 f= 3.04130D+02 |proj g|= 1.78948D-02\n",
"\n",
"At iterate 14 f= 1.40577D+00 |proj g|= 3.95190D-01\n",
"\n",
"At iterate 1 f= 1.15079D+04 |proj g|= 1.18718D+03\n",
"\n",
"At iterate 49 f= 3.04130D+02 |proj g|= 2.44043D-02\n",
"\n",
"At iterate 17 f= 7.92005D+02 |proj g|= 4.16139D+00\n",
"\n",
"At iterate 2 f= 8.43675D+03 |proj g|= 1.30978D+03\n",
"\n",
"At iterate 15 f= 1.07855D+00 |proj g|= 2.29853D-01\n",
"\n",
"At iterate 50 f= 3.04129D+02 |proj g|= 2.13290D-02\n",
"\n",
"At iterate 18 f= 7.88856D+02 |proj g|= 4.45067D-01\n",
"\n",
"At iterate 3 f= 6.31545D+03 |proj g|= 3.76254D+02\n",
"\n",
"At iterate 16 f= 9.43741D-01 |proj g|= 7.61582D-02\n",
"\n",
"At iterate 51 f= 3.04129D+02 |proj g|= 1.08766D-01\n",
"\n",
"At iterate 19 f= 7.87388D+02 |proj g|= 4.10460D+00\n",
"\n",
"At iterate 4 f= 4.86232D+03 |proj g|= 2.38558D+02\n",
"\n",
"At iterate 52 f= 3.04129D+02 |proj g|= 4.15051D-02\n",
"\n",
"At iterate 17 f= 8.88860D-01 |proj g|= 5.38167D-02\n",
"\n",
"At iterate 20 f= 7.86167D+02 |proj g|= 7.85274D+00\n",
"\n",
"At iterate 5 f= 3.57146D+03 |proj g|= 1.12901D+02\n",
"\n",
"At iterate 53 f= 3.04128D+02 |proj g|= 1.67853D-02\n",
"\n",
"At iterate 18 f= 8.80496D-01 |proj g|= 3.13105D-02\n",
"\n",
"At iterate 21 f= 7.85579D+02 |proj g|= 1.44817D+01\n",
"\n",
"\n",
"At iterate 54 f= 3.04128D+02 |proj g|= 3.05500D-02\n",
"At iterate 6 f= 2.66194D+03 |proj g|= 4.62083D+01\n",
"\n",
"At iterate 19 f= 8.72158D-01 |proj g|= 5.02966D-03\n",
"\n",
"At iterate 22 f= 7.83768D+02 |proj g|= 1.02714D+00\n",
"\n",
"At iterate 20 f= 8.69131D-01 |proj g|= 1.06984D-02\n",
"\n",
"At iterate 55 f= 3.04128D+02 |proj g|= 7.69985D-03\n",
"\n",
"At iterate 7 f= 2.05076D+03 |proj g|= 3.54207D+02\n",
"\n",
"At iterate 23 f= 7.82359D+02 |proj g|= 7.57535D+00\n",
"\n",
"At iterate 21 f= 8.64808D-01 |proj g|= 1.37730D-02\n",
"\n",
"At iterate 8 f= 1.68283D+03 |proj g|= 1.84063D+02\n",
"\n",
"At iterate 24 f= 7.81855D+02 |proj g|= 4.86407D+00\n",
"\n",
"At iterate 56 f= 3.04128D+02 |proj g|= 1.47576D-02\n",
"\n",
"At iterate 22 f= 8.61107D-01 |proj g|= 5.90383D-03\n",
"\n",
"At iterate 9 f= 1.43065D+03 |proj g|= 1.06420D+02\n",
"\n",
"At iterate 25 f= 7.81726D+02 |proj g|= 7.56261D-01\n",
"\n",
"At iterate 57 f= 3.04128D+02 |proj g|= 2.56128D-02\n",
"\n",
"\n",
"At iterate 26 f= 7.81697D+02 |proj g|= 1.12615D+00\n",
"\n",
"At iterate 23 f= 8.60693D-01 |proj g|= 1.14079D-03\n",
"At iterate 10 f= 1.26449D+03 |proj g|= 8.32498D+01\n",
"\n",
"At iterate 58 f= 3.04128D+02 |proj g|= 2.99542D-02\n",
"\n",
"At iterate 24 f= 8.60659D-01 |proj g|= 5.78195D-04\n",
"\n",
"At iterate 11 f= 1.11544D+03 |proj g|= 1.52533D+01\n",
"\n",
"At iterate 59 f= 3.04128D+02 |proj g|= 3.15164D-02\n",
"\n",
"At iterate 27 f= 7.81685D+02 |proj g|= 1.43784D+00\n",
"\n",
"At iterate 25 f= 8.60642D-01 |proj g|= 2.63068D-04\n",
"\n",
"At iterate 60 f= 3.04128D+02 |proj g|= 7.00679D-03\n",
"\n",
"At iterate 12 f= 1.04312D+03 |proj g|= 9.67304D+00\n",
"\n",
"At iterate 28 f= 7.81631D+02 |proj g|= 1.82779D+00\n",
"\n",
"At iterate 61 f= 3.04128D+02 |proj g|= 3.99517D-03\n",
"\n",
"At iterate 26 f= 8.60635D-01 |proj g|= 2.69322D-04\n",
"\n",
"At iterate 29 f= 7.81483D+02 |proj g|= 2.43853D+00\n",
"\n",
"At iterate 62 f= 3.04128D+02 |proj g|= 9.82385D-03\n",
"\n",
"At iterate 27 f= 8.60633D-01 |proj g|= 9.61680D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 27 28 1 0 0 9.617D-05 8.606D-01\n",
" F = 0.86063266644789660 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 13 f= 1.04162D+03 |proj g|= 1.68068D+01\n",
"\n",
"At iterate 30 f= 7.81162D+02 |proj g|= 8.07760D-01\n",
"\n",
"At iterate 63 f= 3.04128D+02 |proj g|= 1.22597D-02\n",
"\n",
"At iterate 14 f= 9.97086D+02 |proj g|= 4.21321D+01\n",
"\n",
"At iterate 31 f= 7.80805D+02 |proj g|= 3.35649D+00\n",
"\n",
"At iterate 15 f= 9.61825D+02 |proj g|= 2.75727D+01\n",
"\n",
"At iterate 32 f= 7.80135D+02 |proj g|= 7.43765D+00\n",
"\n",
"At iterate 64 f= 3.04128D+02 |proj g|= 1.64847D-02\n",
"\n",
"At iterate 33 f= 7.79159D+02 |proj g|= 7.48361D+00\n",
"\n",
"At iterate 65 f= 3.04128D+02 |proj g|= 9.05407D-03\n",
"\n",
"At iterate 16 f= 9.52837D+02 |proj g|= 1.74911D+01\n",
"\n",
"At iterate 66 f= 3.04128D+02 |proj g|= 4.07388D-02\n",
"\n",
"At iterate 17 f= 9.47650D+02 |proj g|= 1.58396D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.22711D+03\n",
"\n",
"At iterate 67 f= 3.04128D+02 |proj g|= 2.06795D-02\n",
"\n",
"At iterate 18 f= 9.44523D+02 |proj g|= 1.21079D+01\n",
"\n",
"At iterate 34 f= 7.79143D+02 |proj g|= 8.92636D+00\n",
"\n",
"At iterate 1 f= 8.74580D+03 |proj g|= 2.48919D+03\n",
"\n",
"At iterate 68 f= 3.04128D+02 |proj g|= 1.21116D-02\n",
"\n",
"At iterate 19 f= 9.40186D+02 |proj g|= 4.67845D+00\n",
"\n",
"At iterate 35 f= 7.78650D+02 |proj g|= 6.10554D+00\n",
"\n",
"At iterate 2 f= 5.23250D+03 |proj g|= 1.22814D+03\n",
"\n",
"At iterate 20 f= 9.37912D+02 |proj g|= 3.88355D+00\n",
"\n",
"At iterate 69 f= 3.04128D+02 |proj g|= 8.79060D-03\n",
"\n",
"At iterate 21 f= 9.36103D+02 |proj g|= 5.59988D+00\n",
"\n",
"At iterate 3 f= 2.83030D+03 |proj g|= 7.59893D+02\n",
"\n",
"At iterate 70 f= 3.04128D+02 |proj g|= 8.37974D-03\n",
"\n",
"At iterate 4 f= 1.51204D+03 |proj g|= 2.28515D+02\n",
"\n",
"\n",
"At iterate 36 f= 7.78457D+02 |proj g|= 1.70020D+00\n",
"At iterate 22 f= 9.34843D+02 |proj g|= 5.07469D+00\n",
"\n",
"At iterate 71 f= 3.04128D+02 |proj g|= 1.33743D-02\n",
"\n",
"At iterate 5 f= 8.53415D+02 |proj g|= 2.63385D+02\n",
"\n",
"At iterate 37 f= 7.78176D+02 |proj g|= 1.09909D+00\n",
"\n",
"At iterate 23 f= 9.33264D+02 |proj g|= 1.30763D+01\n",
"\n",
"At iterate 72 f= 3.04128D+02 |proj g|= 2.30963D-02\n",
"\n",
"At iterate 6 f= 5.47545D+02 |proj g|= 4.18842D+01\n",
"\n",
"At iterate 38 f= 7.77991D+02 |proj g|= 1.17707D+00\n",
"\n",
"At iterate 24 f= 9.32383D+02 |proj g|= 7.67199D+00\n",
"\n",
"At iterate 73 f= 3.04128D+02 |proj g|= 1.21409D-02\n",
"\n",
"At iterate 7 f= 4.29698D+02 |proj g|= 3.77477D+01\n",
"\n",
"At iterate 39 f= 7.77849D+02 |proj g|= 1.31321D+00\n",
"\n",
"At iterate 74 f= 3.04128D+02 |proj g|= 5.20719D-03\n",
"\n",
"At iterate 25 f= 9.31391D+02 |proj g|= 2.41265D+00\n",
"\n",
"At iterate 40 f= 7.77745D+02 |proj g|= 1.03148D+01\n",
"\n",
"At iterate 8 f= 3.58065D+02 |proj g|= 1.87878D+01\n",
"\n",
"At iterate 75 f= 3.04127D+02 |proj g|= 5.07115D-03\n",
"\n",
"At iterate 26 f= 9.30401D+02 |proj g|= 3.98849D+00\n",
"\n",
"At iterate 41 f= 7.77165D+02 |proj g|= 4.63589D+00\n",
"\n",
"At iterate 9 f= 3.27024D+02 |proj g|= 9.25833D+00\n",
"\n",
"\n",
"At iterate 27 f= 9.29345D+02 |proj g|= 5.21978D+00\n",
"At iterate 76 f= 3.04127D+02 |proj g|= 5.50549D-03\n",
"\n",
"At iterate 42 f= 7.76939D+02 |proj g|= 8.12005D-01\n",
"\n",
"At iterate 10 f= 3.13694D+02 |proj g|= 1.27747D+01\n",
"\n",
"At iterate 43 f= 7.76886D+02 |proj g|= 1.40125D-01\n",
"\n",
"At iterate 28 f= 9.26485D+02 |proj g|= 5.00789D+00\n",
"\n",
"At iterate 77 f= 3.04127D+02 |proj g|= 6.11083D-03\n",
"\n",
"At iterate 11 f= 3.07093D+02 |proj g|= 3.56080D+00\n",
"\n",
"At iterate 44 f= 7.76878D+02 |proj g|= 5.77471D-01\n",
"\n",
"At iterate 12 f= 3.05305D+02 |proj g|= 5.39188D+00\n",
"\n",
"\n",
"At iterate 78 f= 3.04127D+02 |proj g|= 1.94372D-02\n",
"At iterate 29 f= 9.26148D+02 |proj g|= 9.88835D+00\n",
"\n",
"At iterate 13 f= 3.04293D+02 |proj g|= 4.02861D+00\n",
"\n",
"At iterate 79 f= 3.04127D+02 |proj g|= 7.95697D-03\n",
"\n",
"At iterate 45 f= 7.76870D+02 |proj g|= 7.38691D-01\n",
"\n",
"At iterate 30 f= 9.23733D+02 |proj g|= 1.53817D+00\n",
"\n",
"At iterate 14 f= 3.03283D+02 |proj g|= 2.80953D+00\n",
"\n",
"At iterate 46 f= 7.76833D+02 |proj g|= 5.14451D-01\n",
"\n",
"At iterate 80 f= 3.04127D+02 |proj g|= 4.72319D-03\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 31 f= 9.22813D+02 |proj g|= 6.34089D-01\n",
"\n",
"At iterate 15 f= 3.03013D+02 |proj g|= 3.81262D+00\n",
"\n",
"At iterate 81 f= 3.04127D+02 |proj g|= 1.08525D-02\n",
"\n",
"At iterate 32 f= 9.22313D+02 |proj g|= 5.66718D-01\n",
"\n",
"At iterate 16 f= 3.02680D+02 |proj g|= 7.73078D-01\n",
"\n",
"At iterate 47 f= 7.76816D+02 |proj g|= 2.65391D+00\n",
"\n",
"At iterate 82 f= 3.04127D+02 |proj g|= 1.65861D-02\n",
"\n",
"At iterate 33 f= 9.21919D+02 |proj g|= 1.02946D+00\n",
"\n",
"At iterate 48 f= 7.76772D+02 |proj g|= 1.71793D+00\n",
"\n",
"At iterate 17 f= 3.02588D+02 |proj g|= 5.33978D-01\n",
"\n",
"At iterate 83 f= 3.04127D+02 |proj g|= 2.20299D-02\n",
"\n",
"At iterate 49 f= 7.76713D+02 |proj g|= 1.20479D-01\n",
"\n",
"At iterate 18 f= 3.02458D+02 |proj g|= 4.38413D-01\n",
"\n",
"At iterate 34 f= 9.21844D+02 |proj g|= 4.59836D+00\n",
"\n",
"At iterate 84 f= 3.04127D+02 |proj g|= 4.58570D-02\n",
"\n",
"At iterate 35 f= 9.21677D+02 |proj g|= 1.90511D+00\n",
"\n",
"At iterate 85 f= 3.04127D+02 |proj g|= 1.82691D-02\n",
"\n",
"At iterate 50 f= 7.76708D+02 |proj g|= 1.30926D-01\n",
"\n",
"At iterate 19 f= 3.02372D+02 |proj g|= 4.50851D-01\n",
"\n",
"At iterate 36 f= 9.21605D+02 |proj g|= 3.90782D-01\n",
"\n",
"At iterate 86 f= 3.04127D+02 |proj g|= 6.76860D-03\n",
"\n",
"At iterate 51 f= 7.76589D+02 |proj g|= 1.21734D+00\n",
"\n",
"At iterate 37 f= 9.21578D+02 |proj g|= 3.49710D-01\n",
"\n",
"At iterate 87 f= 3.04127D+02 |proj g|= 4.77613D-03\n",
"\n",
"At iterate 52 f= 7.76574D+02 |proj g|= 6.62818D-02\n",
"\n",
"At iterate 20 f= 3.02334D+02 |proj g|= 3.10377D-01\n",
"\n",
"At iterate 88 f= 3.04127D+02 |proj g|= 3.76457D-03\n",
"\n",
"At iterate 21 f= 3.02315D+02 |proj g|= 1.12984D-01\n",
"\n",
"At iterate 53 f= 7.76573D+02 |proj g|= 6.07685D-02\n",
"\n",
"At iterate 38 f= 9.21550D+02 |proj g|= 1.92096D+00\n",
"\n",
"At iterate 89 f= 3.04127D+02 |proj g|= 6.21182D-03\n",
"\n",
"At iterate 22 f= 3.02308D+02 |proj g|= 2.69383D-01\n",
"\n",
"At iterate 54 f= 7.76572D+02 |proj g|= 4.23038D-01\n",
"\n",
"At iterate 39 f= 9.21504D+02 |proj g|= 1.03420D+00\n",
"\n",
"At iterate 55 f= 7.76568D+02 |proj g|= 2.50420D-01\n",
"\n",
"At iterate 23 f= 3.02302D+02 |proj g|= 3.37461D-01\n",
"\n",
"At iterate 40 f= 9.21464D+02 |proj g|= 2.77115D-01\n",
"\n",
"At iterate 56 f= 7.76563D+02 |proj g|= 5.74054D-02\n",
"\n",
"At iterate 90 f= 3.04127D+02 |proj g|= 2.90078D-03\n",
"\n",
"At iterate 24 f= 3.02296D+02 |proj g|= 1.16022D-01\n",
"\n",
"At iterate 57 f= 7.76553D+02 |proj g|= 1.73999D-01\n",
"\n",
"At iterate 41 f= 9.21400D+02 |proj g|= 2.26770D+00\n",
"\n",
"At iterate 25 f= 3.02293D+02 |proj g|= 6.49209D-02\n",
"\n",
"At iterate 91 f= 3.04127D+02 |proj g|= 3.23001D-03\n",
"\n",
"At iterate 58 f= 7.76543D+02 |proj g|= 4.56071D-01\n",
"\n",
"At iterate 42 f= 9.21314D+02 |proj g|= 3.74578D+00\n",
"\n",
"At iterate 26 f= 3.02291D+02 |proj g|= 5.53883D-02\n",
"\n",
"At iterate 92 f= 3.04127D+02 |proj g|= 2.70190D-03\n",
"\n",
"At iterate 43 f= 9.21102D+02 |proj g|= 5.23976D+00\n",
"\n",
"At iterate 59 f= 7.76533D+02 |proj g|= 2.03223D-01\n",
"\n",
"At iterate 27 f= 3.02290D+02 |proj g|= 2.72057D-02\n",
"\n",
"At iterate 93 f= 3.04127D+02 |proj g|= 5.29954D-03\n",
"\n",
"At iterate 60 f= 7.76528D+02 |proj g|= 1.07924D-01\n",
"\n",
"At iterate 44 f= 9.20775D+02 |proj g|= 5.04699D+00\n",
"\n",
"At iterate 28 f= 3.02289D+02 |proj g|= 1.03423D-01\n",
"\n",
"At iterate 94 f= 3.04127D+02 |proj g|= 7.88634D-03\n",
"\n",
"At iterate 61 f= 7.76525D+02 |proj g|= 1.27458D-01\n",
"\n",
"At iterate 29 f= 3.02289D+02 |proj g|= 4.90744D-02\n",
"\n",
"At iterate 95 f= 3.04127D+02 |proj g|= 1.04723D-02\n",
"\n",
"At iterate 45 f= 9.20619D+02 |proj g|= 8.49182D+00\n",
"\n",
"At iterate 62 f= 7.76517D+02 |proj g|= 1.40033D+00\n",
"\n",
"At iterate 30 f= 3.02288D+02 |proj g|= 6.05616D-02\n",
"\n",
"At iterate 96 f= 3.04127D+02 |proj g|= 7.02211D-03\n",
"\n",
"At iterate 46 f= 9.19951D+02 |proj g|= 4.30391D+00\n",
"\n",
"At iterate 63 f= 7.76499D+02 |proj g|= 4.16135D-01\n",
"\n",
"At iterate 31 f= 3.02286D+02 |proj g|= 6.81747D-02\n",
"\n",
"At iterate 97 f= 3.04127D+02 |proj g|= 9.24478D-03\n",
"\n",
"At iterate 64 f= 7.76487D+02 |proj g|= 2.26311D-01\n",
"\n",
"At iterate 47 f= 9.19520D+02 |proj g|= 9.56355D-01\n",
"\n",
"At iterate 32 f= 3.02283D+02 |proj g|= 8.91773D-02\n",
"\n",
"At iterate 98 f= 3.04127D+02 |proj g|= 6.38882D-03\n",
"\n",
"\n",
"At iterate 65 f= 7.76480D+02 |proj g|= 2.74308D-01\n",
"At iterate 48 f= 9.19241D+02 |proj g|= 3.00350D+00\n",
"\n",
"At iterate 33 f= 3.02276D+02 |proj g|= 1.80105D-01\n",
"\n",
"At iterate 99 f= 3.04127D+02 |proj g|= 5.00530D-03\n",
"\n",
"At iterate 49 f= 9.19172D+02 |proj g|= 2.24241D+00\n",
"\n",
"At iterate 100 f= 3.04127D+02 |proj g|= 3.64645D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 107 1 0 0 3.646D-03 3.041D+02\n",
" F = 304.12701620083448 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 66 f= 7.76480D+02 |proj g|= 5.11868D-01\n",
"\n",
"At iterate 34 f= 3.02272D+02 |proj g|= 3.14304D-01\n",
"\n",
"At iterate 50 f= 9.19085D+02 |proj g|= 3.58372D+00\n",
"\n",
"At iterate 67 f= 7.76477D+02 |proj g|= 3.25521D-01\n",
"\n",
"At iterate 35 f= 3.02263D+02 |proj g|= 2.23027D-01\n",
"\n",
"At iterate 68 f= 7.76476D+02 |proj g|= 1.30654D-01\n",
"\n",
"At iterate 36 f= 3.02253D+02 |proj g|= 3.29947D-02\n",
"\n",
"At iterate 51 f= 9.18987D+02 |proj g|= 1.00889D+00\n",
"\n",
"At iterate 69 f= 7.76474D+02 |proj g|= 9.94120D-02\n",
"\n",
"\n",
"At iterate 37 f= 3.02252D+02 |proj g|= 1.36924D-02\n",
"At iterate 52 f= 9.18924D+02 |proj g|= 1.03443D+00\n",
"\n",
"At iterate 53 f= 9.18663D+02 |proj g|= 1.44073D+00\n",
"\n",
"At iterate 70 f= 7.76473D+02 |proj g|= 1.70333D-01\n",
"\n",
"At iterate 38 f= 3.02252D+02 |proj g|= 1.67541D-02\n",
"\n",
"At iterate 71 f= 7.76471D+02 |proj g|= 4.07756D-01\n",
"\n",
"At iterate 72 f= 7.76468D+02 |proj g|= 2.91250D-01\n",
"\n",
"At iterate 54 f= 9.18575D+02 |proj g|= 1.66023D+00\n",
"\n",
"At iterate 39 f= 3.02252D+02 |proj g|= 4.16848D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02989D+03\n",
"\n",
"At iterate 73 f= 7.76463D+02 |proj g|= 4.08875D-02\n",
"\n",
"At iterate 1 f= 7.57833D+03 |proj g|= 3.98802D+03\n",
"\n",
"At iterate 40 f= 3.02251D+02 |proj g|= 1.23314D-01\n",
"\n",
"At iterate 55 f= 9.18486D+02 |proj g|= 4.28205D-01\n",
"\n",
"At iterate 2 f= 5.50572D+03 |proj g|= 3.08495D+03\n",
"\n",
"At iterate 56 f= 9.18455D+02 |proj g|= 6.49896D-01\n",
"\n",
"At iterate 41 f= 3.02251D+02 |proj g|= 3.04201D-02\n",
"\n",
"At iterate 74 f= 7.76461D+02 |proj g|= 2.45974D-01\n",
"\n",
"At iterate 3 f= 2.13983D+03 |proj g|= 1.25490D+03\n",
"\n",
"At iterate 57 f= 9.18438D+02 |proj g|= 4.16772D-01\n",
"\n",
"At iterate 42 f= 3.02250D+02 |proj g|= 3.35977D-02\n",
"\n",
"At iterate 75 f= 7.76459D+02 |proj g|= 3.81144D-01\n",
"\n",
"At iterate 4 f= 1.21066D+03 |proj g|= 6.68338D+02\n",
"\n",
"At iterate 58 f= 9.18410D+02 |proj g|= 3.25567D+00\n",
"\n",
"At iterate 43 f= 3.02250D+02 |proj g|= 2.14431D-02\n",
"\n",
"At iterate 76 f= 7.76454D+02 |proj g|= 5.37624D-01\n",
"\n",
"At iterate 5 f= 7.22848D+02 |proj g|= 3.32894D+02\n",
"\n",
"At iterate 59 f= 9.18341D+02 |proj g|= 1.42209D+00\n",
"\n",
"At iterate 44 f= 3.02250D+02 |proj g|= 1.28933D-02\n",
"\n",
"At iterate 6 f= 5.14400D+02 |proj g|= 1.83152D+02\n",
"\n",
"At iterate 60 f= 9.18252D+02 |proj g|= 4.50502D-01\n",
"\n",
"At iterate 45 f= 3.02250D+02 |proj g|= 1.00397D-01\n",
"\n",
"At iterate 77 f= 7.76453D+02 |proj g|= 1.23893D-01\n",
"\n",
"At iterate 7 f= 4.12826D+02 |proj g|= 1.05546D+02\n",
"\n",
"At iterate 46 f= 3.02250D+02 |proj g|= 4.75252D-02\n",
"\n",
"At iterate 61 f= 9.18196D+02 |proj g|= 9.75141D-01\n",
"\n",
"At iterate 78 f= 7.76447D+02 |proj g|= 1.58894D-01\n",
"\n",
"At iterate 8 f= 3.58601D+02 |proj g|= 6.34773D+01\n",
"\n",
"At iterate 62 f= 9.18118D+02 |proj g|= 9.16193D-01\n",
"\n",
"At iterate 47 f= 3.02249D+02 |proj g|= 2.80694D-02\n",
"\n",
"At iterate 9 f= 3.25487D+02 |proj g|= 2.83323D+01\n",
"\n",
"At iterate 79 f= 7.76445D+02 |proj g|= 4.99818D-01\n",
"\n",
"At iterate 48 f= 3.02249D+02 |proj g|= 5.89093D-02\n",
"\n",
"At iterate 10 f= 3.14034D+02 |proj g|= 6.64943D+00\n",
"\n",
"At iterate 63 f= 9.18082D+02 |proj g|= 3.16144D+00\n",
"\n",
"At iterate 80 f= 7.76436D+02 |proj g|= 3.00051D-01\n",
"\n",
"At iterate 49 f= 3.02248D+02 |proj g|= 8.20266D-02\n",
"\n",
"At iterate 11 f= 3.10552D+02 |proj g|= 1.01710D+01\n",
"\n",
"At iterate 64 f= 9.17969D+02 |proj g|= 1.43175D+00\n",
"\n",
"At iterate 81 f= 7.76431D+02 |proj g|= 1.39531D-01\n",
"\n",
"At iterate 50 f= 3.02246D+02 |proj g|= 1.16737D-01\n",
"\n",
"At iterate 65 f= 9.17880D+02 |proj g|= 5.83712D-01\n",
"\n",
"At iterate 82 f= 7.76429D+02 |proj g|= 2.54583D-02\n",
"\n",
"At iterate 51 f= 3.02243D+02 |proj g|= 2.20043D-01\n",
"\n",
"At iterate 12 f= 3.06849D+02 |proj g|= 1.17658D+01\n",
"\n",
"At iterate 83 f= 7.76428D+02 |proj g|= 2.50263D-02\n",
"\n",
"At iterate 66 f= 9.17810D+02 |proj g|= 1.11352D+00\n",
"\n",
"At iterate 13 f= 3.04683D+02 |proj g|= 5.61866D+00\n",
"\n",
"At iterate 67 f= 9.17779D+02 |proj g|= 9.92077D-01\n",
"\n",
"At iterate 52 f= 3.02242D+02 |proj g|= 1.19987D-01\n",
"\n",
"At iterate 14 f= 3.03122D+02 |proj g|= 2.26967D+00\n",
"\n",
"At iterate 84 f= 7.76427D+02 |proj g|= 3.00256D-01\n",
"\n",
"At iterate 68 f= 9.17689D+02 |proj g|= 2.27659D-01\n",
"\n",
"At iterate 15 f= 3.02127D+02 |proj g|= 1.94699D+00\n",
"\n",
"At iterate 53 f= 3.02239D+02 |proj g|= 1.03158D-01\n",
"\n",
"At iterate 85 f= 7.76425D+02 |proj g|= 2.61357D-01\n",
"\n",
"At iterate 69 f= 9.17634D+02 |proj g|= 1.61746D+00\n",
"\n",
"At iterate 54 f= 3.02237D+02 |proj g|= 2.17907D-02\n",
"\n",
"At iterate 86 f= 7.76420D+02 |proj g|= 1.13484D-01\n",
"\n",
"At iterate 70 f= 9.17584D+02 |proj g|= 6.01044D-01\n",
"\n",
"At iterate 16 f= 3.01786D+02 |proj g|= 1.09042D+00\n",
"\n",
"At iterate 55 f= 3.02237D+02 |proj g|= 1.66960D-02\n",
"\n",
"At iterate 71 f= 9.17516D+02 |proj g|= 1.05188D+00\n",
"\n",
"At iterate 87 f= 7.76419D+02 |proj g|= 6.04386D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 17 f= 3.01478D+02 |proj g|= 9.71458D-01\n",
"\n",
"At iterate 56 f= 3.02237D+02 |proj g|= 5.59230D-02\n",
"\n",
"At iterate 72 f= 9.17477D+02 |proj g|= 3.52846D+00\n",
"\n",
"At iterate 57 f= 3.02237D+02 |proj g|= 1.82258D-02\n",
"\n",
"At iterate 18 f= 3.01356D+02 |proj g|= 4.55695D-01\n",
"\n",
"At iterate 88 f= 7.76419D+02 |proj g|= 2.07059D-01\n",
"\n",
"At iterate 73 f= 9.17388D+02 |proj g|= 6.64068D-01\n",
"\n",
"At iterate 19 f= 3.01306D+02 |proj g|= 5.08589D-01\n",
"\n",
"At iterate 58 f= 3.02237D+02 |proj g|= 1.57044D-02\n",
"\n",
"At iterate 89 f= 7.76418D+02 |proj g|= 8.36821D-02\n",
"\n",
"At iterate 74 f= 9.17378D+02 |proj g|= 2.06953D-01\n",
"\n",
"\n",
"At iterate 59 f= 3.02237D+02 |proj g|= 7.37739D-03\n",
"At iterate 20 f= 3.01232D+02 |proj g|= 3.04260D-01\n",
"\n",
"At iterate 90 f= 7.76418D+02 |proj g|= 2.42024D-02\n",
"\n",
"At iterate 75 f= 9.17368D+02 |proj g|= 2.35944D-01\n",
"\n",
"At iterate 21 f= 3.01195D+02 |proj g|= 3.56154D-01\n",
"\n",
"At iterate 60 f= 3.02237D+02 |proj g|= 9.07794D-03\n",
"\n",
"At iterate 91 f= 7.76417D+02 |proj g|= 5.34829D-02\n",
"\n",
"At iterate 76 f= 9.17355D+02 |proj g|= 8.18206D-01\n",
"\n",
"At iterate 61 f= 3.02237D+02 |proj g|= 8.15187D-03\n",
"\n",
"At iterate 22 f= 3.01165D+02 |proj g|= 2.24252D-01\n",
"\n",
"At iterate 77 f= 9.17322D+02 |proj g|= 2.81738D-01\n",
"\n",
"At iterate 92 f= 7.76416D+02 |proj g|= 1.52340D-01\n",
"\n",
"At iterate 62 f= 3.02237D+02 |proj g|= 1.23626D-02\n",
"\n",
"At iterate 23 f= 3.01145D+02 |proj g|= 1.00364D+00\n",
"\n",
"At iterate 93 f= 7.76415D+02 |proj g|= 2.00057D-01\n",
"\n",
"At iterate 78 f= 9.17281D+02 |proj g|= 3.46285D-01\n",
"\n",
"At iterate 63 f= 3.02237D+02 |proj g|= 1.87986D-02\n",
"\n",
"At iterate 24 f= 3.01131D+02 |proj g|= 9.78455D-02\n",
"\n",
"At iterate 94 f= 7.76414D+02 |proj g|= 9.30272D-02\n",
"\n",
"At iterate 79 f= 9.17114D+02 |proj g|= 7.17949D-01\n",
"\n",
"At iterate 25 f= 3.01129D+02 |proj g|= 6.44805D-02\n",
"\n",
"At iterate 64 f= 3.02237D+02 |proj g|= 4.47927D-02\n",
"\n",
"At iterate 80 f= 9.16976D+02 |proj g|= 4.51126D-01\n",
"\n",
"At iterate 26 f= 3.01127D+02 |proj g|= 5.64504D-02\n",
"\n",
"At iterate 65 f= 3.02236D+02 |proj g|= 1.63325D-02\n",
"\n",
"At iterate 95 f= 7.76414D+02 |proj g|= 2.12085D-01\n",
"\n",
"At iterate 66 f= 3.02236D+02 |proj g|= 1.58931D-02\n",
"\n",
"At iterate 27 f= 3.01126D+02 |proj g|= 3.75520D-02\n",
"\n",
"At iterate 81 f= 9.16964D+02 |proj g|= 8.16370D-01\n",
"\n",
"At iterate 96 f= 7.76413D+02 |proj g|= 5.70846D-02\n",
"\n",
"At iterate 28 f= 3.01125D+02 |proj g|= 2.73068D-02\n",
"\n",
"At iterate 67 f= 3.02236D+02 |proj g|= 2.54196D-02\n",
"\n",
"At iterate 82 f= 9.16924D+02 |proj g|= 1.70194D-01\n",
"\n",
"At iterate 97 f= 7.76413D+02 |proj g|= 7.62462D-03\n",
"\n",
"At iterate 68 f= 3.02235D+02 |proj g|= 3.12984D-02\n",
"\n",
"At iterate 29 f= 3.01125D+02 |proj g|= 2.86426D-02\n",
"\n",
"At iterate 98 f= 7.76413D+02 |proj g|= 3.84071D-02\n",
"\n",
"At iterate 83 f= 9.16919D+02 |proj g|= 4.73140D-02\n",
"\n",
"At iterate 30 f= 3.01125D+02 |proj g|= 5.97007D-02\n",
"\n",
"At iterate 99 f= 7.76413D+02 |proj g|= 1.19463D-01\n",
"\n",
"At iterate 84 f= 9.16917D+02 |proj g|= 4.19915D-01\n",
"\n",
"At iterate 69 f= 3.02235D+02 |proj g|= 1.17246D-01\n",
"\n",
"At iterate 31 f= 3.01125D+02 |proj g|= 3.13411D-02\n",
"\n",
"At iterate 100 f= 7.76413D+02 |proj g|= 1.40859D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 112 1 0 0 1.409D-01 7.764D+02\n",
" F = 776.41259290640085 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 70 f= 3.02235D+02 |proj g|= 6.07429D-02\n",
"\n",
"At iterate 85 f= 9.16914D+02 |proj g|= 3.59178D-01\n",
"\n",
"At iterate 32 f= 3.01124D+02 |proj g|= 2.97098D-02\n",
"\n",
"At iterate 71 f= 3.02234D+02 |proj g|= 1.69560D-02\n",
"\n",
"At iterate 86 f= 9.16907D+02 |proj g|= 1.00212D-01\n",
"\n",
"At iterate 33 f= 3.01124D+02 |proj g|= 5.68689D-02\n",
"\n",
"At iterate 72 f= 3.02234D+02 |proj g|= 6.37293D-03\n",
"\n",
"At iterate 87 f= 9.16903D+02 |proj g|= 1.27869D-01\n",
"\n",
"At iterate 34 f= 3.01122D+02 |proj g|= 1.13730D-01\n",
"\n",
"At iterate 73 f= 3.02234D+02 |proj g|= 6.15273D-03\n",
"\n",
"At iterate 35 f= 3.01119D+02 |proj g|= 1.44212D-01\n",
"\n",
"At iterate 74 f= 3.02234D+02 |proj g|= 1.36670D-02\n",
"\n",
"At iterate 88 f= 9.16902D+02 |proj g|= 3.90441D-01\n",
"\n",
"At iterate 75 f= 3.02234D+02 |proj g|= 3.29072D-03\n",
"\n",
"At iterate 89 f= 9.16900D+02 |proj g|= 3.17788D-01\n",
"\n",
"At iterate 36 f= 3.01116D+02 |proj g|= 3.74666D-01\n",
"\n",
"At iterate 76 f= 3.02234D+02 |proj g|= 2.50833D-03\n",
"\n",
"At iterate 90 f= 9.16895D+02 |proj g|= 2.19094D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71468D+03\n",
"\n",
"At iterate 37 f= 3.01111D+02 |proj g|= 2.57091D-01\n",
"\n",
"At iterate 77 f= 3.02234D+02 |proj g|= 8.41533D-03\n",
"\n",
"At iterate 1 f= 8.17855D+03 |proj g|= 2.36889D+03\n",
"\n",
"At iterate 91 f= 9.16886D+02 |proj g|= 1.32368D-01\n",
"\n",
"At iterate 38 f= 3.01101D+02 |proj g|= 1.53663D-01\n",
"\n",
"At iterate 78 f= 3.02234D+02 |proj g|= 1.35769D-02\n",
"\n",
"At iterate 2 f= 4.09023D+03 |proj g|= 1.13286D+03\n",
"\n",
"At iterate 39 f= 3.01097D+02 |proj g|= 1.49032D-01\n",
"\n",
"At iterate 92 f= 9.16873D+02 |proj g|= 1.91281D-01\n",
"\n",
"At iterate 3 f= 2.09182D+03 |proj g|= 6.50700D+02\n",
"\n",
"At iterate 40 f= 3.01091D+02 |proj g|= 1.56073D-01\n",
"\n",
"At iterate 79 f= 3.02234D+02 |proj g|= 1.67067D-02\n",
"\n",
"At iterate 41 f= 3.01082D+02 |proj g|= 1.68322D-01\n",
"\n",
"At iterate 4 f= 1.06493D+03 |proj g|= 2.54525D+02\n",
"\n",
"At iterate 93 f= 9.16862D+02 |proj g|= 7.74999D-01\n",
"\n",
"At iterate 5 f= 5.47535D+02 |proj g|= 1.68907D+02\n",
"\n",
"At iterate 42 f= 3.01071D+02 |proj g|= 1.72645D-01\n",
"\n",
"At iterate 94 f= 9.16829D+02 |proj g|= 2.76852D-01\n",
"\n",
"At iterate 80 f= 3.02234D+02 |proj g|= 4.67223D-02\n",
"\n",
"At iterate 6 f= 2.82591D+02 |proj g|= 4.93881D+01\n",
"\n",
"At iterate 81 f= 3.02234D+02 |proj g|= 2.28654D-02\n",
"\n",
"At iterate 95 f= 9.16813D+02 |proj g|= 4.49653D-01\n",
"\n",
"At iterate 7 f= 1.42554D+02 |proj g|= 4.85161D+01\n",
"\n",
"At iterate 82 f= 3.02234D+02 |proj g|= 1.24490D-02\n",
"\n",
"At iterate 43 f= 3.01068D+02 |proj g|= 2.10269D-01\n",
"\n",
"At iterate 8 f= 7.16114D+01 |proj g|= 1.27039D+01\n",
"\n",
"At iterate 96 f= 9.16806D+02 |proj g|= 5.50383D-02\n",
"\n",
"At iterate 83 f= 3.02234D+02 |proj g|= 1.99140D-02\n",
"\n",
"At iterate 44 f= 3.01062D+02 |proj g|= 8.34167D-02\n",
"\n",
"At iterate 9 f= 3.75106D+01 |proj g|= 9.00134D+00\n",
"\n",
"At iterate 97 f= 9.16804D+02 |proj g|= 5.07003D-02\n",
"\n",
"At iterate 84 f= 3.02234D+02 |proj g|= 1.30178D-02\n",
"\n",
"At iterate 45 f= 3.01061D+02 |proj g|= 1.32586D-02\n",
"\n",
"At iterate 10 f= 1.90594D+01 |proj g|= 2.69143D+00\n",
"\n",
"At iterate 98 f= 9.16800D+02 |proj g|= 8.03363D-02\n",
"\n",
"At iterate 46 f= 3.01061D+02 |proj g|= 8.86393D-03\n",
"\n",
"At iterate 11 f= 1.00189D+01 |proj g|= 2.06921D+00\n",
"\n",
"At iterate 99 f= 9.16797D+02 |proj g|= 3.42600D-01\n",
"\n",
"At iterate 85 f= 3.02234D+02 |proj g|= 1.98857D-02\n",
"\n",
"At iterate 47 f= 3.01061D+02 |proj g|= 1.66318D-02\n",
"\n",
"At iterate 12 f= 5.74488D+00 |proj g|= 1.18436D+00\n",
"\n",
"At iterate 100 f= 9.16792D+02 |proj g|= 2.52237D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 113 1 0 0 2.522D-01 9.168D+02\n",
" F = 916.79249997942497 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 86 f= 3.02234D+02 |proj g|= 5.57231D-03\n",
"\n",
"At iterate 48 f= 3.01061D+02 |proj g|= 1.13086D-02\n",
"\n",
"At iterate 13 f= 3.55134D+00 |proj g|= 5.62853D-01\n",
"\n",
"At iterate 87 f= 3.02234D+02 |proj g|= 5.70462D-03\n",
"\n",
"At iterate 49 f= 3.01061D+02 |proj g|= 8.31996D-03\n",
"\n",
"At iterate 14 f= 2.92383D+00 |proj g|= 3.06909D-01\n",
"\n",
"At iterate 88 f= 3.02234D+02 |proj g|= 5.44218D-03\n",
"\n",
"At iterate 50 f= 3.01061D+02 |proj g|= 4.81377D-03\n",
"\n",
"At iterate 15 f= 2.59795D+00 |proj g|= 1.47691D-01\n",
"\n",
"At iterate 89 f= 3.02234D+02 |proj g|= 5.54144D-03\n",
"\n",
"At iterate 51 f= 3.01061D+02 |proj g|= 5.12800D-03\n",
"\n",
"At iterate 16 f= 2.50971D+00 |proj g|= 6.34329D-02\n",
"\n",
"At iterate 90 f= 3.02234D+02 |proj g|= 9.01249D-03\n",
"\n",
"At iterate 52 f= 3.01061D+02 |proj g|= 1.15027D-02\n",
"\n",
"At iterate 17 f= 2.48729D+00 |proj g|= 2.79359D-02\n",
"\n",
"At iterate 91 f= 3.02234D+02 |proj g|= 5.98220D-03\n",
"\n",
"At iterate 53 f= 3.01060D+02 |proj g|= 1.66421D-02\n",
"\n",
"At iterate 18 f= 2.48147D+00 |proj g|= 1.99788D-02\n",
"\n",
"\n",
"At iterate 54 f= 3.01060D+02 |proj g|= 2.99795D-02\n",
"At iterate 92 f= 3.02234D+02 |proj g|= 7.10609D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.79679D+03\n",
"\n",
"At iterate 19 f= 2.47895D+00 |proj g|= 9.85095D-03\n",
"\n",
"At iterate 93 f= 3.02234D+02 |proj g|= 2.11089D-02\n",
"\n",
"At iterate 55 f= 3.01060D+02 |proj g|= 3.98536D-02\n",
"\n",
"At iterate 1 f= 9.94650D+03 |proj g|= 8.37757D+02\n",
"\n",
"At iterate 20 f= 2.47692D+00 |proj g|= 8.15867D-03\n",
"\n",
"At iterate 94 f= 3.02234D+02 |proj g|= 1.11052D-02\n",
"\n",
"At iterate 56 f= 3.01059D+02 |proj g|= 3.15093D-02\n",
"\n",
"At iterate 21 f= 2.47449D+00 |proj g|= 3.06630D-03\n",
"\n",
"At iterate 2 f= 5.55650D+03 |proj g|= 7.05288D+02\n",
"\n",
"At iterate 95 f= 3.02233D+02 |proj g|= 4.29411D-03\n",
"\n",
"\n",
"\n",
"At iterate 3 f= 3.44944D+03 |proj g|= 1.50974D+03\n",
"At iterate 57 f= 3.01059D+02 |proj g|= 2.07587D-02\n",
"At iterate 22 f= 2.47360D+00 |proj g|= 4.91887D-03\n",
"\n",
"At iterate 58 f= 3.01059D+02 |proj g|= 4.77404D-02\n",
"\n",
"At iterate 23 f= 2.47318D+00 |proj g|= 7.18830D-03\n",
"\n",
"At iterate 4 f= 2.36543D+03 |proj g|= 8.38218D+02\n",
"\n",
"At iterate 96 f= 3.02233D+02 |proj g|= 8.76238D-03\n",
"\n",
"At iterate 5 f= 1.39792D+03 |proj g|= 3.18591D+02\n",
"\n",
"At iterate 59 f= 3.01059D+02 |proj g|= 5.00542D-02\n",
"\n",
"At iterate 24 f= 2.47299D+00 |proj g|= 1.75989D-03\n",
"\n",
"At iterate 97 f= 3.02233D+02 |proj g|= 1.00955D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 6 f= 8.79612D+02 |proj g|= 1.22906D+02\n",
"\n",
"At iterate 60 f= 3.01059D+02 |proj g|= 1.83898D-02\n",
"\n",
"At iterate 25 f= 2.47291D+00 |proj g|= 1.26824D-03\n",
"\n",
"At iterate 98 f= 3.02233D+02 |proj g|= 1.98198D-02\n",
"\n",
"At iterate 7 f= 5.44687D+02 |proj g|= 4.32076D+01\n",
"\n",
"At iterate 61 f= 3.01059D+02 |proj g|= 2.04779D-02\n",
"\n",
"At iterate 99 f= 3.02233D+02 |proj g|= 1.12763D-02\n",
"\n",
"At iterate 26 f= 2.47287D+00 |proj g|= 1.26967D-03\n",
"\n",
"At iterate 8 f= 3.27356D+02 |proj g|= 1.67607D+01\n",
"\n",
"At iterate 62 f= 3.01059D+02 |proj g|= 5.02623D-02\n",
"\n",
"At iterate 100 f= 3.02233D+02 |proj g|= 4.78489D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 107 1 0 0 4.785D-03 3.022D+02\n",
" F = 302.23339165337086 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 9 f= 1.91210D+02 |proj g|= 3.12481D+01\n",
"\n",
"At iterate 27 f= 2.47282D+00 |proj g|= 6.26067D-04\n",
"\n",
"At iterate 63 f= 3.01058D+02 |proj g|= 6.09191D-02\n",
"\n",
"At iterate 10 f= 7.84442D+01 |proj g|= 4.68723D+00\n",
"\n",
"At iterate 64 f= 3.01058D+02 |proj g|= 5.84905D-02\n",
"\n",
"At iterate 11 f= 5.49697D+01 |proj g|= 4.22065D+00\n",
"\n",
"At iterate 28 f= 2.47280D+00 |proj g|= 4.16495D-04\n",
"\n",
"At iterate 65 f= 3.01058D+02 |proj g|= 2.59141D-02\n",
"\n",
"At iterate 12 f= 3.50503D+01 |proj g|= 2.14197D+01\n",
"\n",
"At iterate 29 f= 2.47280D+00 |proj g|= 2.87427D-04\n",
"\n",
"At iterate 66 f= 3.01058D+02 |proj g|= 3.57354D-02\n",
"\n",
"At iterate 13 f= 1.47125D+01 |proj g|= 4.15583D+00\n",
"\n",
"At iterate 30 f= 2.47279D+00 |proj g|= 7.46762D-04\n",
"\n",
"At iterate 67 f= 3.01057D+02 |proj g|= 6.63415D-02\n",
"\n",
"At iterate 14 f= 1.37030D+01 |proj g|= 2.90347D+00\n",
"\n",
"At iterate 31 f= 2.47279D+00 |proj g|= 2.90238D-04\n",
"\n",
"At iterate 68 f= 3.01057D+02 |proj g|= 7.98995D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.02352D+03\n",
"\n",
"At iterate 15 f= 1.24550D+01 |proj g|= 1.21487D+00\n",
"\n",
"At iterate 32 f= 2.47279D+00 |proj g|= 1.53940D-04\n",
"\n",
"At iterate 69 f= 3.01057D+02 |proj g|= 5.27784D-02\n",
"\n",
"At iterate 1 f= 9.65111D+03 |proj g|= 1.01908D+03\n",
"\n",
"At iterate 16 f= 1.21589D+01 |proj g|= 6.69394D-01\n",
"\n",
"At iterate 33 f= 2.47279D+00 |proj g|= 1.62497D-04\n",
"\n",
"At iterate 2 f= 5.27623D+03 |proj g|= 5.72243D+02\n",
"\n",
"At iterate 17 f= 1.19890D+01 |proj g|= 2.97821D-01\n",
"\n",
"At iterate 34 f= 2.47279D+00 |proj g|= 8.80223D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 34 36 1 0 0 8.802D-05 2.473D+00\n",
" F = 2.4727894817726765 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 70 f= 3.01056D+02 |proj g|= 8.96484D-02\n",
"\n",
"At iterate 3 f= 3.17440D+03 |proj g|= 1.34216D+03\n",
"\n",
"At iterate 18 f= 1.18117D+01 |proj g|= 1.66622D-01\n",
"\n",
"\n",
"At iterate 71 f= 3.01056D+02 |proj g|= 3.10757D-02\n",
"At iterate 4 f= 1.96226D+03 |proj g|= 6.85970D+02\n",
"\n",
"At iterate 19 f= 1.15489D+01 |proj g|= 3.20980D-01\n",
"\n",
"At iterate 72 f= 3.01056D+02 |proj g|= 3.81759D-02\n",
"\n",
"At iterate 5 f= 1.10820D+03 |proj g|= 2.91821D+02\n",
"\n",
"At iterate 20 f= 1.12352D+01 |proj g|= 4.92220D-01\n",
"\n",
"\n",
"At iterate 6 f= 6.72383D+02 |proj g|= 1.22857D+02\n",
"At iterate 73 f= 3.01056D+02 |proj g|= 3.46766D-02\n",
"\n",
"At iterate 21 f= 1.10294D+01 |proj g|= 1.70194D-01\n",
"\n",
"At iterate 7 f= 4.27846D+02 |proj g|= 5.64891D+01\n",
"\n",
"At iterate 74 f= 3.01055D+02 |proj g|= 9.19092D-02\n",
"\n",
"At iterate 22 f= 1.09243D+01 |proj g|= 2.01858D-01\n",
"\n",
"At iterate 75 f= 3.01055D+02 |proj g|= 2.11668D-02\n",
"\n",
"At iterate 8 f= 2.73729D+02 |proj g|= 2.05295D+01\n",
"\n",
"At iterate 76 f= 3.01055D+02 |proj g|= 2.15823D-02\n",
"\n",
"At iterate 23 f= 1.08192D+01 |proj g|= 9.62520D-02\n",
"\n",
"At iterate 9 f= 1.71804D+02 |proj g|= 1.32844D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.72577D+03\n",
"\n",
"At iterate 77 f= 3.01055D+02 |proj g|= 3.24277D-02\n",
"\n",
"At iterate 24 f= 1.07220D+01 |proj g|= 2.53040D-01\n",
"\n",
"At iterate 10 f= 1.29955D+02 |proj g|= 1.04240D+01\n",
"\n",
"At iterate 1 f= 9.11268D+03 |proj g|= 3.45492D+03\n",
"\n",
"At iterate 25 f= 1.06593D+01 |proj g|= 1.23548D-01\n",
"\n",
"At iterate 78 f= 3.01054D+02 |proj g|= 5.20066D-02\n",
"\n",
"At iterate 11 f= 1.01301D+02 |proj g|= 4.65984D+00\n",
"\n",
"At iterate 2 f= 6.13726D+03 |proj g|= 2.38932D+03\n",
"\n",
"At iterate 26 f= 1.05910D+01 |proj g|= 1.29963D-01\n",
"\n",
"At iterate 79 f= 3.01053D+02 |proj g|= 5.78520D-02\n",
"\n",
"\n",
"At iterate 3 f= 2.99339D+03 |proj g|= 1.16726D+03\n",
"At iterate 12 f= 9.38521D+01 |proj g|= 1.67519D+00\n",
"\n",
"At iterate 27 f= 1.05335D+01 |proj g|= 3.84113D-01\n",
"\n",
"At iterate 13 f= 9.10121D+01 |proj g|= 1.61171D+00\n",
"\n",
"At iterate 4 f= 1.75040D+03 |proj g|= 5.61180D+02\n",
"\n",
"At iterate 80 f= 3.01053D+02 |proj g|= 3.97776D-02\n",
"\n",
"At iterate 28 f= 1.04184D+01 |proj g|= 6.06132D-02\n",
"\n",
"At iterate 5 f= 9.35071D+02 |proj g|= 2.43034D+02\n",
"\n",
"At iterate 81 f= 3.01053D+02 |proj g|= 2.44044D-02\n",
"\n",
"At iterate 29 f= 1.03922D+01 |proj g|= 5.22669D-02\n",
"\n",
"At iterate 6 f= 5.10823D+02 |proj g|= 7.48413D+01\n",
"\n",
"At iterate 14 f= 8.96937D+01 |proj g|= 3.46299D+00\n",
"\n",
"\n",
"At iterate 7 f= 2.90538D+02 |proj g|= 3.20975D+01\n",
"At iterate 15 f= 8.83466D+01 |proj g|= 3.10252D-01\n",
"\n",
"At iterate 30 f= 1.03354D+01 |proj g|= 1.39594D-01\n",
"\n",
"At iterate 82 f= 3.01053D+02 |proj g|= 1.37357D-02\n",
"\n",
"At iterate 8 f= 1.71447D+02 |proj g|= 2.59882D+01\n",
"\n",
"\n",
"At iterate 16 f= 8.80944D+01 |proj g|= 3.78455D-01\n",
"At iterate 31 f= 1.03046D+01 |proj g|= 1.00548D-01\n",
"\n",
"At iterate 83 f= 3.01053D+02 |proj g|= 8.94243D-03\n",
"\n",
"At iterate 9 f= 8.94389D+01 |proj g|= 1.58766D+01\n",
"\n",
"At iterate 17 f= 8.79487D+01 |proj g|= 1.13361D-01\n",
"\n",
"At iterate 32 f= 1.02762D+01 |proj g|= 2.23058D-02\n",
"\n",
"At iterate 84 f= 3.01053D+02 |proj g|= 7.88473D-03\n",
"\n",
"At iterate 18 f= 8.78997D+01 |proj g|= 1.68172D-01\n",
"\n",
"At iterate 10 f= 4.31871D+01 |proj g|= 4.72534D+00\n",
"\n",
"At iterate 33 f= 1.02680D+01 |proj g|= 1.53104D-02\n",
"\n",
"At iterate 85 f= 3.01053D+02 |proj g|= 1.45591D-02\n",
"\n",
"At iterate 19 f= 8.78191D+01 |proj g|= 1.86988D-01\n",
"\n",
"At iterate 11 f= 3.18885D+01 |proj g|= 3.15463D+00\n",
"\n",
"At iterate 34 f= 1.02574D+01 |proj g|= 1.82353D-02\n",
"\n",
"At iterate 20 f= 8.77495D+01 |proj g|= 6.51102D-01\n",
"\n",
"At iterate 12 f= 1.72079D+01 |proj g|= 5.28811D+00\n",
"\n",
"At iterate 86 f= 3.01053D+02 |proj g|= 1.71025D-02\n",
"\n",
"At iterate 21 f= 8.76163D+01 |proj g|= 2.50717D-01\n",
"\n",
"At iterate 13 f= 8.04073D+00 |proj g|= 1.22518D+00\n",
"\n",
"At iterate 35 f= 1.02549D+01 |proj g|= 4.71573D-02\n",
"\n",
"At iterate 87 f= 3.01053D+02 |proj g|= 1.07527D-02\n",
"\n",
"At iterate 22 f= 8.75273D+01 |proj g|= 1.51399D-01\n",
"\n",
"At iterate 14 f= 6.02615D+00 |proj g|= 7.13781D-01\n",
"\n",
"At iterate 36 f= 1.02515D+01 |proj g|= 2.98514D-02\n",
"\n",
"At iterate 88 f= 3.01053D+02 |proj g|= 5.05822D-03\n",
"\n",
"At iterate 23 f= 8.75051D+01 |proj g|= 1.03591D-01\n",
"\n",
"At iterate 15 f= 4.76893D+00 |proj g|= 2.36901D-01\n",
"\n",
"At iterate 37 f= 1.02458D+01 |proj g|= 1.04372D-02\n",
"\n",
"At iterate 89 f= 3.01053D+02 |proj g|= 6.54589D-03\n",
"\n",
"At iterate 24 f= 8.74911D+01 |proj g|= 8.74310D-02\n",
"\n",
"At iterate 16 f= 4.48073D+00 |proj g|= 1.19652D-01\n",
"\n",
"At iterate 38 f= 1.02443D+01 |proj g|= 5.07646D-02\n",
"\n",
"At iterate 90 f= 3.01053D+02 |proj g|= 9.65178D-03\n",
"\n",
"\n",
"At iterate 25 f= 8.74703D+01 |proj g|= 1.27410D-01\n",
"At iterate 17 f= 4.35835D+00 |proj g|= 9.50304D-02\n",
"\n",
"At iterate 39 f= 1.02416D+01 |proj g|= 7.19328D-03\n",
"\n",
"At iterate 91 f= 3.01053D+02 |proj g|= 2.13300D-02\n",
"\n",
"At iterate 26 f= 8.74595D+01 |proj g|= 3.79445D-01\n",
"\n",
"At iterate 18 f= 4.23339D+00 |proj g|= 6.75935D-02\n",
"\n",
"At iterate 40 f= 1.02409D+01 |proj g|= 4.96288D-03\n",
"\n",
"At iterate 92 f= 3.01053D+02 |proj g|= 2.71585D-02\n",
"\n",
"At iterate 27 f= 8.74375D+01 |proj g|= 2.82723D-01\n",
"\n",
"At iterate 19 f= 4.15921D+00 |proj g|= 1.82878D-01\n",
"\n",
"At iterate 41 f= 1.02398D+01 |proj g|= 1.26472D-02\n",
"\n",
"At iterate 93 f= 3.01052D+02 |proj g|= 1.30080D-01\n",
"\n",
"At iterate 28 f= 8.73794D+01 |proj g|= 9.92048D-02\n",
"\n",
"At iterate 20 f= 4.05434D+00 |proj g|= 4.77979D-02\n",
"\n",
"At iterate 42 f= 1.02379D+01 |proj g|= 1.13468D-02\n",
"\n",
"\n",
"At iterate 94 f= 3.01052D+02 |proj g|= 5.39190D-02\n",
"At iterate 29 f= 8.73627D+01 |proj g|= 8.11573D-02\n",
"\n",
"At iterate 21 f= 4.01914D+00 |proj g|= 4.25601D-02\n",
"\n",
"At iterate 95 f= 3.01052D+02 |proj g|= 2.10169D-02\n",
"\n",
"At iterate 22 f= 3.97367D+00 |proj g|= 1.18673D-01\n",
"\n",
"At iterate 43 f= 1.02371D+01 |proj g|= 2.48965D-02\n",
"\n",
"At iterate 23 f= 3.95912D+00 |proj g|= 6.62750D-02\n",
"\n",
"At iterate 30 f= 8.73519D+01 |proj g|= 1.14871D-01\n",
"\n",
"At iterate 96 f= 3.01052D+02 |proj g|= 2.46508D-02\n",
"\n",
"At iterate 44 f= 1.02359D+01 |proj g|= 5.52499D-03\n",
"\n",
"At iterate 31 f= 8.73341D+01 |proj g|= 9.89192D-02\n",
"\n",
"\n",
"At iterate 24 f= 3.92690D+00 |proj g|= 3.22983D-02\n",
"At iterate 45 f= 1.02354D+01 |proj g|= 3.09080D-03\n",
"\n",
"At iterate 32 f= 8.73263D+01 |proj g|= 4.27371D-02\n",
"\n",
"At iterate 97 f= 3.01052D+02 |proj g|= 4.55319D-02\n",
"\n",
"At iterate 46 f= 1.02351D+01 |proj g|= 2.21214D-02\n",
"\n",
"At iterate 25 f= 3.91627D+00 |proj g|= 1.74315D-02\n",
"\n",
"At iterate 33 f= 8.73175D+01 |proj g|= 9.19569D-02\n",
"\n",
"At iterate 47 f= 1.02348D+01 |proj g|= 4.73771D-03\n",
"\n",
"At iterate 98 f= 3.01052D+02 |proj g|= 1.27119D-02\n",
"\n",
"At iterate 26 f= 3.90138D+00 |proj g|= 1.79729D-02\n",
"\n",
"At iterate 34 f= 8.73033D+01 |proj g|= 9.29984D-02\n",
"\n",
"At iterate 48 f= 1.02347D+01 |proj g|= 1.96830D-03\n",
"\n",
"At iterate 27 f= 3.88373D+00 |proj g|= 6.76445D-02\n",
"\n",
"At iterate 99 f= 3.01052D+02 |proj g|= 8.67511D-03\n",
"\n",
"At iterate 49 f= 1.02344D+01 |proj g|= 3.43051D-03\n",
"\n",
"At iterate 35 f= 8.72844D+01 |proj g|= 6.61410D-02\n",
"\n",
"At iterate 100 f= 3.01051D+02 |proj g|= 1.32937D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 110 1 0 0 1.329D-02 3.011D+02\n",
" F = 301.05149607497572 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 28 f= 3.86633D+00 |proj g|= 1.80645D-02\n",
"\n",
"At iterate 50 f= 1.02343D+01 |proj g|= 3.43270D-03\n",
"\n",
"At iterate 36 f= 8.72778D+01 |proj g|= 2.08199D-01\n",
"\n",
"At iterate 29 f= 3.86035D+00 |proj g|= 1.44096D-02\n",
"\n",
"At iterate 51 f= 1.02342D+01 |proj g|= 1.04672D-02\n",
"\n",
"At iterate 37 f= 8.72650D+01 |proj g|= 9.96242D-02\n",
"\n",
"At iterate 30 f= 3.85143D+00 |proj g|= 1.03678D-02\n",
"\n",
"At iterate 38 f= 8.72574D+01 |proj g|= 1.67732D-02\n",
"\n",
"At iterate 31 f= 3.84582D+00 |proj g|= 1.93145D-02\n",
"\n",
"At iterate 52 f= 1.02340D+01 |proj g|= 2.35765D-03\n",
"\n",
"At iterate 39 f= 8.72495D+01 |proj g|= 8.19102D-02\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 32 f= 3.84188D+00 |proj g|= 1.57280D-02\n",
"\n",
"At iterate 53 f= 1.02340D+01 |proj g|= 1.19529D-03\n",
"\n",
"At iterate 40 f= 8.72475D+01 |proj g|= 9.12377D-02\n",
"\n",
"At iterate 33 f= 3.83896D+00 |proj g|= 4.61628D-03\n",
"\n",
"At iterate 54 f= 1.02339D+01 |proj g|= 1.00341D-03\n",
"\n",
"At iterate 41 f= 8.72464D+01 |proj g|= 1.82467D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 34 f= 3.83773D+00 |proj g|= 6.39955D-03\n",
"\n",
"At iterate 42 f= 8.72460D+01 |proj g|= 1.37406D-02\n",
"\n",
"\n",
"At iterate 1 f= 9.70118D+03 |proj g|= 4.47899D+03\n",
"At iterate 35 f= 3.83668D+00 |proj g|= 1.75077D-02\n",
"\n",
"At iterate 55 f= 1.02339D+01 |proj g|= 1.42480D-03\n",
"\n",
"At iterate 43 f= 8.72455D+01 |proj g|= 1.32348D-02\n",
"\n",
"At iterate 36 f= 3.83528D+00 |proj g|= 5.93523D-03\n",
"\n",
"At iterate 56 f= 1.02339D+01 |proj g|= 7.88918D-04\n",
"\n",
"At iterate 2 f= 7.50262D+03 |proj g|= 3.47891D+03\n",
"\n",
"At iterate 44 f= 8.72452D+01 |proj g|= 1.73607D-01\n",
"\n",
"\n",
"At iterate 3 f= 2.90297D+03 |proj g|= 9.69678D+02\n",
"At iterate 37 f= 3.83422D+00 |proj g|= 3.54038D-03\n",
"\n",
"At iterate 57 f= 1.02339D+01 |proj g|= 5.50472D-04\n",
"\n",
"At iterate 45 f= 8.72430D+01 |proj g|= 6.40412D-02\n",
"\n",
"At iterate 38 f= 3.83360D+00 |proj g|= 7.15544D-03\n",
"\n",
"At iterate 4 f= 1.90545D+03 |proj g|= 4.85783D+02\n",
"\n",
"At iterate 46 f= 8.72411D+01 |proj g|= 2.31855D-02\n",
"\n",
"\n",
"At iterate 5 f= 1.08875D+03 |proj g|= 1.29447D+02\n",
"At iterate 39 f= 3.83296D+00 |proj g|= 3.64971D-03\n",
"\n",
"At iterate 58 f= 1.02339D+01 |proj g|= 2.62146D-03\n",
"\n",
"At iterate 47 f= 8.72393D+01 |proj g|= 5.00268D-02\n",
"\n",
"At iterate 40 f= 3.83234D+00 |proj g|= 3.06699D-03\n",
"\n",
"At iterate 6 f= 7.83700D+02 |proj g|= 3.44912D+02\n",
"\n",
"At iterate 59 f= 1.02339D+01 |proj g|= 6.52274D-04\n",
"\n",
"At iterate 48 f= 8.72387D+01 |proj g|= 6.96774D-02\n",
"\n",
"At iterate 7 f= 4.17572D+02 |proj g|= 1.16950D+02\n",
"\n",
"At iterate 41 f= 3.83217D+00 |proj g|= 7.84075D-03\n",
"\n",
"At iterate 60 f= 1.02339D+01 |proj g|= 3.13996D-04\n",
"\n",
"At iterate 49 f= 8.72382D+01 |proj g|= 1.64041D-02\n",
"\n",
"At iterate 8 f= 2.73151D+02 |proj g|= 4.62661D+01\n",
"\n",
"At iterate 42 f= 3.83199D+00 |proj g|= 2.33871D-03\n",
"\n",
"At iterate 61 f= 1.02339D+01 |proj g|= 6.46246D-04\n",
"\n",
"At iterate 50 f= 8.72380D+01 |proj g|= 7.61315D-03\n",
"\n",
"At iterate 9 f= 1.79784D+02 |proj g|= 1.58535D+01\n",
"\n",
"At iterate 43 f= 3.83191D+00 |proj g|= 2.70825D-03\n",
"\n",
"At iterate 62 f= 1.02339D+01 |proj g|= 3.44147D-04\n",
"\n",
"At iterate 51 f= 8.72374D+01 |proj g|= 4.37602D-02\n",
"\n",
"At iterate 10 f= 1.19212D+02 |proj g|= 9.11795D+00\n",
"\n",
"At iterate 44 f= 3.83174D+00 |proj g|= 2.62283D-03\n",
"\n",
"\n",
"At iterate 52 f= 8.72369D+01 |proj g|= 5.89566D-02\n",
"At iterate 63 f= 1.02339D+01 |proj g|= 7.23108D-04\n",
"\n",
"At iterate 11 f= 6.56410D+01 |proj g|= 6.00542D+00\n",
"\n",
"At iterate 45 f= 3.83160D+00 |proj g|= 3.17320D-03\n",
"\n",
"At iterate 64 f= 1.02339D+01 |proj g|= 2.16243D-04\n",
"\n",
"At iterate 65 f= 1.02339D+01 |proj g|= 1.72505D-04\n",
"\n",
"At iterate 53 f= 8.72366D+01 |proj g|= 8.39854D-02\n",
"\n",
"At iterate 12 f= 5.87086D+01 |proj g|= 1.69693D+01\n",
"\n",
"At iterate 46 f= 3.83155D+00 |proj g|= 2.48786D-03\n",
"\n",
"At iterate 66 f= 1.02339D+01 |proj g|= 5.30221D-04\n",
"\n",
"At iterate 54 f= 8.72359D+01 |proj g|= 5.45681D-02\n",
"\n",
"At iterate 13 f= 2.91801D+01 |proj g|= 2.85430D+00\n",
"\n",
"At iterate 47 f= 3.83147D+00 |proj g|= 8.82218D-04\n",
"\n",
"At iterate 67 f= 1.02339D+01 |proj g|= 3.42471D-04\n",
"\n",
"At iterate 55 f= 8.72355D+01 |proj g|= 1.90243D-02\n",
"\n",
"At iterate 14 f= 2.19359D+01 |proj g|= 2.11380D+00\n",
"\n",
"At iterate 48 f= 3.83143D+00 |proj g|= 2.08658D-03\n",
"\n",
"At iterate 68 f= 1.02339D+01 |proj g|= 1.12176D-04\n",
"\n",
"At iterate 56 f= 8.72350D+01 |proj g|= 2.90840D-02\n",
"\n",
"At iterate 15 f= 1.30556D+01 |proj g|= 1.50017D+00\n",
"\n",
"At iterate 49 f= 3.83139D+00 |proj g|= 1.55109D-03\n",
"\n",
"At iterate 69 f= 1.02339D+01 |proj g|= 9.28385D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 69 76 1 0 0 9.284D-05 1.023D+01\n",
" F = 10.233855341181588 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 57 f= 8.72346D+01 |proj g|= 5.47065D-02\n",
"\n",
"At iterate 16 f= 5.12473D+00 |proj g|= 4.67690D-01\n",
"\n",
"At iterate 50 f= 3.83137D+00 |proj g|= 9.80734D-04\n",
"\n",
"At iterate 58 f= 8.72339D+01 |proj g|= 6.94735D-02\n",
"\n",
"At iterate 17 f= 4.45713D+00 |proj g|= 8.18710D-01\n",
"\n",
"At iterate 51 f= 3.83133D+00 |proj g|= 2.01170D-03\n",
"\n",
"At iterate 18 f= 4.15136D+00 |proj g|= 5.75698D-01\n",
"\n",
"At iterate 59 f= 8.72335D+01 |proj g|= 7.37634D-02\n",
"\n",
"At iterate 19 f= 4.02050D+00 |proj g|= 4.19996D-01\n",
"\n",
"At iterate 52 f= 3.83132D+00 |proj g|= 5.75541D-04\n",
"\n",
"At iterate 20 f= 3.90340D+00 |proj g|= 2.48471D-01\n",
"\n",
"At iterate 60 f= 8.72330D+01 |proj g|= 1.70701D-02\n",
"\n",
"At iterate 53 f= 3.83131D+00 |proj g|= 3.75940D-04\n",
"\n",
"At iterate 61 f= 8.72327D+01 |proj g|= 8.61746D-03\n",
"\n",
"At iterate 21 f= 3.83465D+00 |proj g|= 1.47123D-01\n",
"\n",
"At iterate 54 f= 3.83130D+00 |proj g|= 7.41803D-04\n",
"\n",
"\n",
"At iterate 55 f= 3.83130D+00 |proj g|= 4.45306D-04\n",
"At iterate 62 f= 8.72325D+01 |proj g|= 1.43039D-02\n",
"\n",
"At iterate 22 f= 3.76324D+00 |proj g|= 7.26042D-02\n",
"\n",
"At iterate 56 f= 3.83129D+00 |proj g|= 3.22403D-04\n",
"\n",
"At iterate 23 f= 3.67370D+00 |proj g|= 1.39944D-01\n",
"\n",
"At iterate 63 f= 8.72324D+01 |proj g|= 1.37403D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.94800D+03\n",
"\n",
"At iterate 24 f= 3.63361D+00 |proj g|= 1.67759D-01\n",
"\n",
"At iterate 57 f= 3.83128D+00 |proj g|= 1.91835D-04\n",
"\n",
"At iterate 64 f= 8.72321D+01 |proj g|= 1.52613D-02\n",
"\n",
"At iterate 1 f= 9.80003D+03 |proj g|= 1.06936D+03\n",
"\n",
"At iterate 25 f= 3.55125D+00 |proj g|= 2.10826D-01\n",
"\n",
"At iterate 2 f= 4.76955D+03 |proj g|= 6.42824D+02\n",
"\n",
"At iterate 58 f= 3.83128D+00 |proj g|= 2.58561D-04\n",
"\n",
"At iterate 65 f= 8.72321D+01 |proj g|= 1.26262D-02\n",
"\n",
"At iterate 26 f= 3.51226D+00 |proj g|= 1.96782D-01\n",
"\n",
"\n",
"At iterate 3 f= 2.52585D+03 |proj g|= 1.16949D+03\n",
"At iterate 66 f= 8.72318D+01 |proj g|= 1.15863D-02\n",
"\n",
"At iterate 59 f= 3.83128D+00 |proj g|= 1.71417D-04\n",
"\n",
"At iterate 27 f= 3.44344D+00 |proj g|= 4.59543D-02\n",
"\n",
"\n",
"At iterate 67 f= 8.72318D+01 |proj g|= 6.13882D-02\n",
"At iterate 4 f= 1.62877D+03 |proj g|= 6.73523D+02\n",
"\n",
"At iterate 60 f= 3.83128D+00 |proj g|= 3.71392D-04\n",
"\n",
"At iterate 28 f= 3.43301D+00 |proj g|= 3.06963D-02\n",
"\n",
"At iterate 5 f= 8.70347D+02 |proj g|= 3.06966D+02\n",
"\n",
"At iterate 68 f= 8.72314D+01 |proj g|= 7.18073D-03\n",
"\n",
"At iterate 29 f= 3.41774D+00 |proj g|= 3.28054D-02\n",
"\n",
"At iterate 6 f= 5.04182D+02 |proj g|= 1.52478D+02\n",
"\n",
"At iterate 69 f= 8.72313D+01 |proj g|= 5.50380D-03\n",
"\n",
"At iterate 61 f= 3.83128D+00 |proj g|= 2.30308D-04\n",
"\n",
"At iterate 30 f= 3.39941D+00 |proj g|= 3.52769D-02\n",
"\n",
"At iterate 7 f= 2.81926D+02 |proj g|= 7.24973D+01\n",
"\n",
"At iterate 62 f= 3.83128D+00 |proj g|= 1.41896D-04\n",
"\n",
"At iterate 70 f= 8.72313D+01 |proj g|= 7.12432D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 8 f= 1.49032D+02 |proj g|= 3.24492D+01\n",
"\n",
"At iterate 31 f= 3.38075D+00 |proj g|= 4.26012D-02\n",
"\n",
"At iterate 63 f= 3.83128D+00 |proj g|= 6.62421D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 63 68 1 0 0 6.624D-05 3.831D+00\n",
" F = 3.8312761952588983 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 71 f= 8.72312D+01 |proj g|= 1.35085D-02\n",
"\n",
"\n",
"At iterate 9 f= 7.84270D+01 |proj g|= 1.03249D+01\n",
"At iterate 32 f= 3.36332D+00 |proj g|= 2.12150D-02\n",
"\n",
"At iterate 33 f= 3.35416D+00 |proj g|= 1.24884D-02\n",
"\n",
"At iterate 10 f= 4.28665D+01 |proj g|= 6.74866D+00\n",
"\n",
"At iterate 72 f= 8.72312D+01 |proj g|= 3.63034D-03\n",
"\n",
"At iterate 11 f= 1.97532D+01 |proj g|= 3.62123D+00\n",
"\n",
"At iterate 34 f= 3.33704D+00 |proj g|= 1.88465D-02\n",
"\n",
"At iterate 73 f= 8.72312D+01 |proj g|= 3.64383D-03\n",
"\n",
"At iterate 12 f= 1.25004D+01 |proj g|= 1.21897D+00\n",
"\n",
"At iterate 35 f= 3.33204D+00 |proj g|= 1.19321D-02\n",
"\n",
"At iterate 74 f= 8.72311D+01 |proj g|= 9.95497D-03\n",
"\n",
"At iterate 36 f= 3.32755D+00 |proj g|= 1.33094D-02\n",
"\n",
"At iterate 13 f= 8.97671D+00 |proj g|= 6.51441D-01\n",
"\n",
"At iterate 75 f= 8.72311D+01 |proj g|= 1.19251D-02\n",
"\n",
"At iterate 37 f= 3.32420D+00 |proj g|= 2.06871D-02\n",
"\n",
"At iterate 14 f= 7.59269D+00 |proj g|= 4.81242D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.39440D+03\n",
"\n",
"At iterate 76 f= 8.72311D+01 |proj g|= 1.58586D-02\n",
"\n",
"At iterate 38 f= 3.32249D+00 |proj g|= 1.30022D-02\n",
"\n",
"At iterate 15 f= 7.33945D+00 |proj g|= 6.03027D-01\n",
"\n",
"At iterate 1 f= 1.06921D+04 |proj g|= 8.64469D+02\n",
"\n",
"At iterate 77 f= 8.72309D+01 |proj g|= 7.22572D-03\n",
"\n",
"At iterate 39 f= 3.32130D+00 |proj g|= 6.57615D-03\n",
"\n",
"At iterate 16 f= 7.05578D+00 |proj g|= 1.77788D-01\n",
"\n",
"At iterate 2 f= 5.54511D+03 |proj g|= 1.98579D+03\n",
"\n",
"At iterate 78 f= 8.72309D+01 |proj g|= 8.37703D-03\n",
"\n",
"At iterate 40 f= 3.31961D+00 |proj g|= 9.13761D-03\n",
"\n",
"At iterate 17 f= 6.97388D+00 |proj g|= 6.85903D-02\n",
"\n",
"At iterate 3 f= 2.80605D+03 |proj g|= 1.22989D+03\n",
"\n",
"At iterate 41 f= 3.31819D+00 |proj g|= 7.91855D-03\n",
"\n",
"At iterate 18 f= 6.92167D+00 |proj g|= 3.95692D-02\n",
"\n",
"At iterate 4 f= 2.12559D+03 |proj g|= 7.34937D+02\n",
"\n",
"At iterate 79 f= 8.72308D+01 |proj g|= 1.67591D-02\n",
"\n",
"At iterate 19 f= 6.85585D+00 |proj g|= 8.66003D-02\n",
"\n",
"At iterate 5 f= 1.31835D+03 |proj g|= 2.41819D+02\n",
"\n",
"At iterate 80 f= 8.72308D+01 |proj g|= 2.38629D-03\n",
"\n",
"At iterate 20 f= 6.78669D+00 |proj g|= 1.01375D-01\n",
"\n",
"At iterate 42 f= 3.31744D+00 |proj g|= 9.31169D-03\n",
"\n",
"At iterate 6 f= 8.52296D+02 |proj g|= 1.00010D+02\n",
"\n",
"At iterate 21 f= 6.72176D+00 |proj g|= 8.19321D-02\n",
"\n",
"At iterate 81 f= 8.72308D+01 |proj g|= 1.14942D-03\n",
"\n",
"At iterate 43 f= 3.31658D+00 |proj g|= 4.75913D-03\n",
"\n",
"At iterate 7 f= 4.77862D+02 |proj g|= 3.67076D+01\n",
"\n",
"At iterate 44 f= 3.31608D+00 |proj g|= 3.51535D-03\n",
"\n",
"At iterate 22 f= 6.69127D+00 |proj g|= 5.04044D-02\n",
"\n",
"At iterate 82 f= 8.72308D+01 |proj g|= 1.12603D-03\n",
"\n",
"At iterate 8 f= 2.70208D+02 |proj g|= 1.42582D+01\n",
"\n",
"At iterate 45 f= 3.31557D+00 |proj g|= 3.75653D-03\n",
"\n",
"At iterate 23 f= 6.66139D+00 |proj g|= 1.45050D-02\n",
"\n",
"At iterate 83 f= 8.72307D+01 |proj g|= 3.36497D-03\n",
"\n",
"At iterate 9 f= 1.49983D+02 |proj g|= 3.46722D+01\n",
"\n",
"At iterate 46 f= 3.31530D+00 |proj g|= 6.59831D-03\n",
"\n",
"At iterate 24 f= 6.65129D+00 |proj g|= 1.38518D-02\n",
"\n",
"At iterate 84 f= 8.72307D+01 |proj g|= 1.18124D-02\n",
"\n",
"At iterate 10 f= 8.79929D+01 |proj g|= 7.65464D+00\n",
"\n",
"At iterate 47 f= 3.31494D+00 |proj g|= 2.61896D-03\n",
"\n",
"At iterate 25 f= 6.64503D+00 |proj g|= 2.39832D-02\n",
"\n",
"At iterate 85 f= 8.72307D+01 |proj g|= 2.75657D-03\n",
"\n",
"At iterate 11 f= 5.50926D+01 |proj g|= 2.73333D+00\n",
"\n",
"At iterate 26 f= 6.64023D+00 |proj g|= 1.34606D-02\n",
"\n",
"At iterate 48 f= 3.31479D+00 |proj g|= 2.79103D-03\n",
"\n",
"At iterate 86 f= 8.72307D+01 |proj g|= 2.28198D-03\n",
"\n",
"At iterate 12 f= 3.23602D+01 |proj g|= 1.37725D+00\n",
"\n",
"At iterate 27 f= 6.63677D+00 |proj g|= 4.55312D-02\n",
"\n",
"At iterate 49 f= 3.31465D+00 |proj g|= 2.93664D-03\n",
"\n",
"At iterate 87 f= 8.72307D+01 |proj g|= 3.92204D-03\n",
"\n",
"At iterate 28 f= 6.63523D+00 |proj g|= 4.28366D-02\n",
"\n",
"At iterate 13 f= 2.52225D+01 |proj g|= 5.61439D+00\n",
"\n",
"At iterate 88 f= 8.72307D+01 |proj g|= 4.07809D-03\n",
"\n",
"At iterate 50 f= 3.31462D+00 |proj g|= 1.43855D-02\n",
"\n",
"At iterate 29 f= 6.63400D+00 |proj g|= 1.12268D-02\n",
"\n",
"At iterate 14 f= 1.84768D+01 |proj g|= 2.55478D+00\n",
"\n",
"At iterate 51 f= 3.31444D+00 |proj g|= 4.15053D-03\n",
"\n",
"At iterate 89 f= 8.72307D+01 |proj g|= 2.39618D-03\n",
"\n",
"At iterate 30 f= 6.63345D+00 |proj g|= 4.05622D-03\n",
"\n",
"At iterate 15 f= 1.70632D+01 |proj g|= 9.14578D-01\n",
"\n",
"\n",
"At iterate 52 f= 3.31436D+00 |proj g|= 2.01551D-03\n",
"At iterate 90 f= 8.72307D+01 |proj g|= 2.34691D-03\n",
"\n",
"At iterate 31 f= 6.63279D+00 |proj g|= 7.15480D-03\n",
"\n",
"At iterate 16 f= 1.65863D+01 |proj g|= 4.23407D-01\n",
"\n",
"At iterate 91 f= 8.72307D+01 |proj g|= 5.24073D-03\n",
"\n",
"At iterate 53 f= 3.31430D+00 |proj g|= 2.59833D-03\n",
"\n",
"At iterate 32 f= 6.63205D+00 |proj g|= 8.60997D-03\n",
"\n",
"At iterate 17 f= 1.63024D+01 |proj g|= 2.71050D-01\n",
"\n",
"At iterate 92 f= 8.72307D+01 |proj g|= 4.83293D-03\n",
"\n",
"At iterate 54 f= 3.31422D+00 |proj g|= 2.07177D-03\n",
"\n",
"At iterate 33 f= 6.63183D+00 |proj g|= 1.06426D-02\n",
"\n",
"At iterate 18 f= 1.59437D+01 |proj g|= 4.09498D-01\n",
"\n",
"At iterate 93 f= 8.72306D+01 |proj g|= 3.12854D-03\n",
"\n",
"At iterate 34 f= 6.63104D+00 |proj g|= 1.00156D-03\n",
"\n",
"At iterate 55 f= 3.31420D+00 |proj g|= 4.04270D-03\n",
"\n",
"At iterate 19 f= 1.51853D+01 |proj g|= 3.67602D-01\n",
"\n",
"At iterate 94 f= 8.72306D+01 |proj g|= 7.86336D-04\n",
"\n",
"At iterate 56 f= 3.31412D+00 |proj g|= 1.16153D-03\n",
"\n",
"At iterate 35 f= 6.63092D+00 |proj g|= 1.12465D-03\n",
"\n",
"At iterate 20 f= 1.45060D+01 |proj g|= 5.02794D-01\n",
"\n",
"At iterate 95 f= 8.72306D+01 |proj g|= 8.52400D-04\n",
"\n",
"At iterate 21 f= 1.41473D+01 |proj g|= 1.44157D-01\n",
"\n",
"At iterate 57 f= 3.31409D+00 |proj g|= 1.55234D-03\n",
"\n",
"At iterate 36 f= 6.63077D+00 |proj g|= 2.82093D-03\n",
"\n",
"At iterate 96 f= 8.72306D+01 |proj g|= 9.54519D-04\n",
"\n",
"At iterate 58 f= 3.31406D+00 |proj g|= 1.24063D-03\n",
"\n",
"\n",
"At iterate 37 f= 6.63067D+00 |proj g|= 1.96756D-03\n",
"At iterate 22 f= 1.39860D+01 |proj g|= 1.36789D-01\n",
"\n",
"At iterate 23 f= 1.36800D+01 |proj g|= 1.13378D-01\n",
"\n",
"At iterate 59 f= 3.31403D+00 |proj g|= 1.07457D-03\n",
"\n",
"At iterate 38 f= 6.63062D+00 |proj g|= 8.27004D-04\n",
"\n",
"At iterate 97 f= 8.72306D+01 |proj g|= 3.88834D-03\n",
"\n",
"At iterate 24 f= 1.34644D+01 |proj g|= 1.42885D-01\n",
"\n",
"At iterate 39 f= 6.63057D+00 |proj g|= 9.27656D-04\n",
"\n",
"At iterate 60 f= 3.31401D+00 |proj g|= 1.23793D-03\n",
"\n",
"At iterate 98 f= 8.72306D+01 |proj g|= 2.78915D-03\n",
"\n",
"At iterate 25 f= 1.33140D+01 |proj g|= 9.91430D-02\n",
"\n",
"\n",
"At iterate 61 f= 3.31400D+00 |proj g|= 7.13720D-04\n",
"At iterate 40 f= 6.63054D+00 |proj g|= 1.67444D-03\n",
"\n",
"At iterate 99 f= 8.72306D+01 |proj g|= 1.02700D-03\n",
"\n",
"At iterate 26 f= 1.31822D+01 |proj g|= 3.63606D-01\n",
"\n",
"At iterate 62 f= 3.31399D+00 |proj g|= 4.04201D-04\n",
"\n",
"At iterate 41 f= 6.63052D+00 |proj g|= 1.63956D-03\n",
"\n",
"At iterate 100 f= 8.72306D+01 |proj g|= 1.50886D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 109 1 0 0 1.509D-03 8.723D+01\n",
" F = 87.230626826100590 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 63 f= 3.31398D+00 |proj g|= 2.46333D-04\n",
"\n",
"At iterate 27 f= 1.31449D+01 |proj g|= 1.42989D-01\n",
"\n",
"At iterate 42 f= 6.63051D+00 |proj g|= 1.08200D-03\n",
"\n",
"\n",
"\n",
"At iterate 64 f= 3.31398D+00 |proj g|= 5.62782D-04\n",
"At iterate 28 f= 1.31226D+01 |proj g|= 5.82343D-02\n",
"At iterate 43 f= 6.63051D+00 |proj g|= 5.17500D-04\n",
"\n",
"At iterate 44 f= 6.63050D+00 |proj g|= 1.22400D-03\n",
"\n",
"At iterate 29 f= 1.30859D+01 |proj g|= 7.41641D-02\n",
"\n",
"At iterate 65 f= 3.31398D+00 |proj g|= 8.41093D-04\n",
"\n",
"At iterate 45 f= 6.63049D+00 |proj g|= 1.60473D-03\n",
"\n",
"At iterate 30 f= 1.30442D+01 |proj g|= 5.29545D-02\n",
"\n",
"At iterate 31 f= 1.30031D+01 |proj g|= 3.64592D-02\n",
"\n",
"At iterate 66 f= 3.31397D+00 |proj g|= 2.07849D-04\n",
"\n",
"At iterate 46 f= 6.63049D+00 |proj g|= 1.16753D-03\n",
"\n",
"At iterate 32 f= 1.29795D+01 |proj g|= 1.01671D-01\n",
"\n",
"At iterate 67 f= 3.31397D+00 |proj g|= 1.71825D-04\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 33 f= 1.29622D+01 |proj g|= 5.31759D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 68 f= 3.31397D+00 |proj g|= 1.62834D-04\n",
"\n",
"At iterate 47 f= 6.63048D+00 |proj g|= 4.49764D-04\n",
"\n",
"At iterate 34 f= 1.29537D+01 |proj g|= 1.58534D-02\n",
"\n",
"At iterate 1 f= 8.80312D+03 |proj g|= 3.93009D+03\n",
"\n",
"At iterate 48 f= 6.63048D+00 |proj g|= 1.90547D-04\n",
"\n",
"At iterate 35 f= 1.29475D+01 |proj g|= 1.33066D-02\n",
"\n",
"At iterate 2 f= 6.08993D+03 |proj g|= 2.89148D+03\n",
"\n",
"At iterate 69 f= 3.31397D+00 |proj g|= 3.54369D-04\n",
"\n",
"At iterate 49 f= 6.63048D+00 |proj g|= 3.11916D-04\n",
"\n",
"At iterate 3 f= 2.45633D+03 |proj g|= 1.13625D+03\n",
"\n",
"At iterate 36 f= 1.29423D+01 |proj g|= 1.28093D-02\n",
"\n",
"At iterate 70 f= 3.31396D+00 |proj g|= 2.10680D-04\n",
"\n",
"At iterate 50 f= 6.63048D+00 |proj g|= 2.73382D-04\n",
"\n",
"At iterate 4 f= 1.43557D+03 |proj g|= 6.72880D+02\n",
"\n",
"At iterate 37 f= 1.29383D+01 |proj g|= 4.10270D-02\n",
"\n",
"At iterate 71 f= 3.31396D+00 |proj g|= 8.79042D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"At iterate 51 f= 6.63048D+00 |proj g|= 2.27767D-04\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 71 76 1 0 0 8.790D-05 3.314D+00\n",
" F = 3.3139640977582223 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 5 f= 7.96696D+02 |proj g|= 2.87415D+02\n",
"\n",
"At iterate 52 f= 6.63048D+00 |proj g|= 8.30956D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 52 55 1 0 0 8.310D-05 6.630D+00\n",
" F = 6.6304799627878719 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 38 f= 1.29367D+01 |proj g|= 3.50932D-02\n",
"\n",
"At iterate 6 f= 4.57614D+02 |proj g|= 1.75294D+02\n",
"\n",
"At iterate 39 f= 1.29355D+01 |proj g|= 1.62203D-02\n",
"\n",
"At iterate 7 f= 2.59758D+02 |proj g|= 8.00739D+01\n",
"\n",
"\n",
"At iterate 8 f= 1.58665D+02 |proj g|= 3.96597D+01\n",
"At iterate 40 f= 1.29347D+01 |proj g|= 7.14247D-03\n",
"\n",
"At iterate 41 f= 1.29341D+01 |proj g|= 8.59828D-03\n",
"\n",
"At iterate 9 f= 8.71920D+01 |proj g|= 2.39110D+01\n",
"\n",
"At iterate 42 f= 1.29333D+01 |proj g|= 7.66455D-03\n",
"\n",
"At iterate 10 f= 5.20746D+01 |proj g|= 3.84289D+01\n",
"\n",
"At iterate 43 f= 1.29328D+01 |proj g|= 1.64911D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 11 f= 1.98922D+01 |proj g|= 2.24240D+00\n",
"\n",
"At iterate 44 f= 1.29323D+01 |proj g|= 9.73681D-03\n",
"\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"At iterate 1 f= 8.83454D+03 |proj g|= 3.33311D+03\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98701D+03\n",
"\n",
"At iterate 12 f= 1.46159D+01 |proj g|= 1.57150D+00\n",
"\n",
"At iterate 45 f= 1.29322D+01 |proj g|= 2.94136D-03\n",
"\n",
"At iterate 1 f= 8.45835D+03 |proj g|= 3.19612D+03\n",
"\n",
"At iterate 2 f= 5.33624D+03 |proj g|= 2.18821D+03\n",
"\n",
"At iterate 13 f= 1.10402D+01 |proj g|= 6.83710D+00\n",
"\n",
"At iterate 46 f= 1.29320D+01 |proj g|= 1.32821D-03\n",
"\n",
"At iterate 3 f= 2.52784D+03 |proj g|= 9.67583D+02\n",
"\n",
"At iterate 2 f= 4.72816D+03 |proj g|= 1.98302D+03\n",
"\n",
"At iterate 14 f= 4.41520D+00 |proj g|= 8.81793D-01\n",
"\n",
"At iterate 47 f= 1.29319D+01 |proj g|= 2.34494D-03\n",
"\n",
"At iterate 3 f= 2.15814D+03 |proj g|= 8.93826D+02\n",
"\n",
"At iterate 4 f= 1.44937D+03 |proj g|= 5.62943D+02\n",
"\n",
"At iterate 15 f= 3.99499D+00 |proj g|= 5.90177D-01\n",
"\n",
"At iterate 48 f= 1.29318D+01 |proj g|= 4.13541D-03\n",
"\n",
"At iterate 4 f= 1.18681D+03 |proj g|= 5.06469D+02\n",
"\n",
"At iterate 5 f= 8.19147D+02 |proj g|= 2.07303D+02\n",
"\n",
"At iterate 16 f= 3.53873D+00 |proj g|= 2.71531D-01\n",
"\n",
"At iterate 5 f= 6.59198D+02 |proj g|= 2.33888D+02\n",
"\n",
"At iterate 6 f= 4.79385D+02 |proj g|= 1.38220D+02\n",
"\n",
"At iterate 17 f= 3.41180D+00 |proj g|= 1.77933D-01\n",
"\n",
"At iterate 49 f= 1.29318D+01 |proj g|= 5.35921D-03\n",
"\n",
"At iterate 6 f= 3.56613D+02 |proj g|= 1.18143D+02\n",
"\n",
"At iterate 7 f= 2.83369D+02 |proj g|= 6.09621D+01\n",
"\n",
"At iterate 18 f= 3.31393D+00 |proj g|= 1.47438D-01\n",
"\n",
"At iterate 50 f= 1.29317D+01 |proj g|= 1.81661D-03\n",
"\n",
"At iterate 7 f= 1.83015D+02 |proj g|= 3.88430D+01\n",
"\n",
"At iterate 8 f= 1.68829D+02 |proj g|= 2.56132D+01\n",
"\n",
"At iterate 19 f= 3.19187D+00 |proj g|= 1.08056D-01\n",
"\n",
"At iterate 51 f= 1.29317D+01 |proj g|= 1.05355D-03\n",
"\n",
"At iterate 8 f= 8.62052D+01 |proj g|= 2.43762D+01\n",
"\n",
"At iterate 9 f= 8.56640D+01 |proj g|= 1.14918D+01\n",
"\n",
"At iterate 20 f= 3.09900D+00 |proj g|= 1.38374D-01\n",
"\n",
"At iterate 52 f= 1.29317D+01 |proj g|= 1.66312D-03\n",
"\n",
"At iterate 9 f= 3.66147D+01 |proj g|= 8.83361D+00\n",
"\n",
"At iterate 10 f= 4.76315D+01 |proj g|= 1.31977D+01\n",
"\n",
"At iterate 21 f= 3.07154D+00 |proj g|= 8.40684D-02\n",
"\n",
"At iterate 53 f= 1.29317D+01 |proj g|= 1.15237D-03\n",
"\n",
"At iterate 10 f= 2.03088D+01 |proj g|= 3.91979D+00\n",
"\n",
"At iterate 11 f= 2.53285D+01 |proj g|= 2.49169D+00\n",
"\n",
"At iterate 22 f= 3.04169D+00 |proj g|= 6.17235D-02\n",
"\n",
"At iterate 11 f= 1.04888D+01 |proj g|= 3.55429D+00\n",
"\n",
"At iterate 12 f= 1.64465D+01 |proj g|= 2.00423D+00\n",
"\n",
"At iterate 23 f= 3.02098D+00 |proj g|= 4.61068D-02\n",
"\n",
"At iterate 54 f= 1.29317D+01 |proj g|= 2.12128D-03\n",
"\n",
"At iterate 12 f= 5.03067D+00 |proj g|= 2.14315D+00\n",
"\n",
"At iterate 13 f= 7.62092D+00 |proj g|= 1.20076D+00\n",
"\n",
"At iterate 24 f= 3.00591D+00 |proj g|= 3.15078D-02\n",
"\n",
"At iterate 55 f= 1.29317D+01 |proj g|= 6.98161D-04\n",
"\n",
"At iterate 13 f= 3.29229D+00 |proj g|= 6.79497D-01\n",
"\n",
"At iterate 25 f= 2.98378D+00 |proj g|= 4.63825D-02\n",
"\n",
"At iterate 56 f= 1.29317D+01 |proj g|= 1.25482D-03\n",
"\n",
"At iterate 14 f= 2.87329D+00 |proj g|= 4.55478D-01\n",
"\n",
"At iterate 14 f= 6.19134D+00 |proj g|= 1.94554D+00\n",
"\n",
"At iterate 57 f= 1.29317D+01 |proj g|= 1.27429D-03\n",
"\n",
"At iterate 26 f= 2.96016D+00 |proj g|= 9.78562D-02\n",
"\n",
"At iterate 15 f= 2.43169D+00 |proj g|= 1.97047D-01\n",
"\n",
"At iterate 15 f= 5.29400D+00 |proj g|= 1.05235D+00\n",
"\n",
"At iterate 58 f= 1.29317D+01 |proj g|= 2.07241D-03\n",
"\n",
"At iterate 27 f= 2.94805D+00 |proj g|= 6.28350D-02\n",
"\n",
"At iterate 16 f= 2.31678D+00 |proj g|= 9.39949D-02\n",
"\n",
"At iterate 16 f= 4.56313D+00 |proj g|= 4.78515D-01\n",
"\n",
"At iterate 59 f= 1.29316D+01 |proj g|= 5.75880D-04\n",
"\n",
"At iterate 28 f= 2.93752D+00 |proj g|= 1.26343D-02\n",
"\n",
"At iterate 17 f= 2.26613D+00 |proj g|= 3.21056D-02\n",
"\n",
"At iterate 17 f= 4.30688D+00 |proj g|= 2.80290D-01\n",
"\n",
"At iterate 60 f= 1.29316D+01 |proj g|= 3.81734D-04\n",
"\n",
"At iterate 29 f= 2.93267D+00 |proj g|= 8.21918D-03\n",
"\n",
"At iterate 18 f= 2.23968D+00 |proj g|= 2.69772D-02\n",
"\n",
"At iterate 18 f= 4.22965D+00 |proj g|= 2.15543D-01\n",
"\n",
"At iterate 30 f= 2.92362D+00 |proj g|= 1.11751D-02\n",
"\n",
"At iterate 61 f= 1.29316D+01 |proj g|= 5.30251D-04\n",
"\n",
"At iterate 19 f= 2.22267D+00 |proj g|= 5.21752D-02\n",
"\n",
"\n",
"At iterate 31 f= 2.91944D+00 |proj g|= 1.15588D-02\n",
"At iterate 19 f= 4.19615D+00 |proj g|= 1.82021D-01\n",
"\n",
"At iterate 20 f= 2.21418D+00 |proj g|= 6.91080D-02\n",
"\n",
"At iterate 20 f= 4.15728D+00 |proj g|= 1.55132D-01\n",
"\n",
"At iterate 32 f= 2.91726D+00 |proj g|= 2.89465D-02\n",
"\n",
"At iterate 62 f= 1.29316D+01 |proj g|= 5.75311D-04\n",
"\n",
"At iterate 21 f= 4.05078D+00 |proj g|= 7.91935D-02\n",
"\n",
"At iterate 33 f= 2.91411D+00 |proj g|= 1.42907D-02\n",
"\n",
"At iterate 63 f= 1.29316D+01 |proj g|= 3.26013D-04\n",
"\n",
"At iterate 21 f= 2.21074D+00 |proj g|= 6.02071D-02\n",
"\n",
"At iterate 22 f= 4.03355D+00 |proj g|= 3.60025D-02\n",
"\n",
"At iterate 34 f= 2.91277D+00 |proj g|= 5.45957D-03\n",
"\n",
"At iterate 64 f= 1.29316D+01 |proj g|= 1.29921D-04\n",
"\n",
"At iterate 22 f= 2.20482D+00 |proj g|= 4.91282D-02\n",
"\n",
"At iterate 35 f= 2.91181D+00 |proj g|= 3.38290D-03\n",
"\n",
"At iterate 23 f= 4.02896D+00 |proj g|= 1.88704D-02\n",
"\n",
"At iterate 65 f= 1.29316D+01 |proj g|= 1.84626D-04\n",
"\n",
"At iterate 23 f= 2.19842D+00 |proj g|= 7.93510D-03\n",
"\n",
"At iterate 24 f= 4.02239D+00 |proj g|= 1.91856D-02\n",
"\n",
"At iterate 36 f= 2.91052D+00 |proj g|= 5.61527D-03\n",
"\n",
"At iterate 66 f= 1.29316D+01 |proj g|= 6.39536D-04\n",
"\n",
"At iterate 25 f= 4.01041D+00 |proj g|= 2.52503D-02\n",
"\n",
"\n",
"At iterate 37 f= 2.90936D+00 |proj g|= 1.01979D-02\n",
"At iterate 24 f= 2.19791D+00 |proj g|= 7.97122D-03\n",
"\n",
"At iterate 67 f= 1.29316D+01 |proj g|= 3.93716D-04\n",
"\n",
"At iterate 26 f= 4.00123D+00 |proj g|= 4.80027D-02\n",
"\n",
"At iterate 68 f= 1.29316D+01 |proj g|= 1.06534D-04\n",
"\n",
"At iterate 25 f= 2.19753D+00 |proj g|= 7.12681D-03\n",
"\n",
"At iterate 38 f= 2.90899D+00 |proj g|= 1.19853D-02\n",
"\n",
"At iterate 69 f= 1.29316D+01 |proj g|= 4.15983D-05\n",
"\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"At iterate 27 f= 3.99764D+00 |proj g|= 6.87117D-02\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 69 74 1 0 0 4.160D-05 1.293D+01\n",
" F = 12.931641693843201 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 26 f= 2.19633D+00 |proj g|= 3.26208D-03\n",
"\n",
"At iterate 39 f= 2.90862D+00 |proj g|= 3.37336D-03\n",
"\n",
"At iterate 28 f= 3.99016D+00 |proj g|= 1.03012D-02\n",
"\n",
"At iterate 27 f= 2.19567D+00 |proj g|= 2.17821D-03\n",
"\n",
"At iterate 40 f= 2.90838D+00 |proj g|= 2.65323D-03\n",
"\n",
"At iterate 29 f= 3.98827D+00 |proj g|= 6.03225D-03\n",
"\n",
"At iterate 28 f= 2.19532D+00 |proj g|= 4.77437D-03\n",
"\n",
"At iterate 41 f= 2.90803D+00 |proj g|= 3.97476D-03\n",
"\n",
"At iterate 30 f= 3.98630D+00 |proj g|= 9.42769D-03\n",
"\n",
"At iterate 29 f= 2.19503D+00 |proj g|= 1.68292D-03\n",
"\n",
"At iterate 42 f= 2.90769D+00 |proj g|= 6.11458D-03\n",
"\n",
"At iterate 31 f= 3.98362D+00 |proj g|= 7.99723D-03\n",
"\n",
"At iterate 30 f= 2.19496D+00 |proj g|= 8.44059D-04\n",
"\n",
"At iterate 43 f= 2.90733D+00 |proj g|= 2.91145D-03\n",
"\n",
"At iterate 32 f= 3.98112D+00 |proj g|= 1.51647D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 31 f= 2.19488D+00 |proj g|= 4.62137D-04\n",
"\n",
"At iterate 44 f= 2.90718D+00 |proj g|= 1.89614D-03\n",
"\n",
"At iterate 33 f= 3.97940D+00 |proj g|= 1.06787D-02\n",
"\n",
"At iterate 1 f= 8.68474D+03 |proj g|= 3.82216D+03\n",
"\n",
"At iterate 45 f= 2.90704D+00 |proj g|= 3.67150D-03\n",
"\n",
"At iterate 32 f= 2.19482D+00 |proj g|= 5.87412D-04\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"At iterate 34 f= 3.97863D+00 |proj g|= 3.17140D-03\n",
"\n",
"At iterate 2 f= 5.88937D+03 |proj g|= 2.76075D+03\n",
"\n",
"At iterate 46 f= 2.90691D+00 |proj g|= 3.84454D-03\n",
"\n",
"At iterate 35 f= 3.97800D+00 |proj g|= 2.45243D-03\n",
"\n",
"At iterate 3 f= 2.45362D+03 |proj g|= 1.14411D+03\n",
"\n",
"At iterate 33 f= 2.19482D+00 |proj g|= 5.23317D-04\n",
"\n",
"At iterate 36 f= 3.97727D+00 |proj g|= 4.28200D-03\n",
"\n",
"At iterate 4 f= 1.41543D+03 |proj g|= 6.63512D+02\n",
"\n",
"At iterate 34 f= 2.19481D+00 |proj g|= 1.93079D-04\n",
"\n",
"At iterate 47 f= 2.90685D+00 |proj g|= 3.17798D-03\n",
"\n",
"At iterate 37 f= 3.97715D+00 |proj g|= 1.03870D-02\n",
"\n",
"At iterate 5 f= 7.91691D+02 |proj g|= 2.95967D+02\n",
"\n",
"At iterate 48 f= 2.90674D+00 |proj g|= 1.67503D-03\n",
"\n",
"At iterate 35 f= 2.19481D+00 |proj g|= 1.08111D-03\n",
"\n",
"At iterate 38 f= 3.97657D+00 |proj g|= 4.76536D-03\n",
"\n",
"At iterate 6 f= 4.63659D+02 |proj g|= 1.75128D+02\n",
"\n",
"At iterate 49 f= 2.90669D+00 |proj g|= 5.67173D-04\n",
"\n",
"At iterate 36 f= 2.19481D+00 |proj g|= 2.67649D-04\n",
"\n",
"At iterate 39 f= 3.97650D+00 |proj g|= 1.11664D-03\n",
"\n",
"At iterate 7 f= 2.59960D+02 |proj g|= 6.74205D+01\n",
"\n",
"At iterate 50 f= 2.90666D+00 |proj g|= 3.32771D-03\n",
"\n",
"At iterate 37 f= 2.19480D+00 |proj g|= 1.03251D-04\n",
"\n",
"At iterate 40 f= 3.97644D+00 |proj g|= 1.43123D-03\n",
"\n",
"At iterate 8 f= 1.51987D+02 |proj g|= 3.75520D+01\n",
"\n",
"At iterate 41 f= 3.97637D+00 |proj g|= 9.79283D-03\n",
"\n",
"At iterate 51 f= 2.90665D+00 |proj g|= 3.02568D-03\n",
"\n",
"At iterate 38 f= 2.19480D+00 |proj g|= 2.56750D-04\n",
"\n",
"At iterate 9 f= 8.19905D+01 |proj g|= 1.96505D+01\n",
"\n",
"At iterate 42 f= 3.97626D+00 |proj g|= 4.57543D-03\n",
"\n",
"At iterate 52 f= 2.90664D+00 |proj g|= 5.31978D-04\n",
"\n",
"At iterate 39 f= 2.19480D+00 |proj g|= 2.57079D-04\n",
"\n",
"At iterate 10 f= 4.77268D+01 |proj g|= 1.73005D+01\n",
"\n",
"At iterate 43 f= 3.97618D+00 |proj g|= 1.27564D-03\n",
"\n",
"At iterate 53 f= 2.90663D+00 |proj g|= 3.74364D-04\n",
"\n",
"At iterate 40 f= 2.19480D+00 |proj g|= 1.86720D-04\n",
"\n",
"\n",
"At iterate 44 f= 3.97614D+00 |proj g|= 1.57285D-03\n",
"At iterate 11 f= 2.01867D+01 |proj g|= 2.29642D+00\n",
"\n",
"At iterate 54 f= 2.90663D+00 |proj g|= 9.36410D-04\n",
"\n",
"At iterate 41 f= 2.19480D+00 |proj g|= 1.99324D-04\n",
"\n",
"At iterate 45 f= 3.97605D+00 |proj g|= 1.76874D-03\n",
"\n",
"At iterate 12 f= 1.35836D+01 |proj g|= 1.42578D+00\n",
"\n",
"At iterate 55 f= 2.90662D+00 |proj g|= 6.97995D-04\n",
"\n",
"At iterate 42 f= 2.19480D+00 |proj g|= 4.67308D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 42 46 1 0 0 4.673D-05 2.195D+00\n",
" F = 2.1947999242200265 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 13 f= 9.55244D+00 |proj g|= 5.46421D+00\n",
"\n",
"At iterate 56 f= 2.90662D+00 |proj g|= 9.50678D-04\n",
"\n",
"At iterate 14 f= 4.24686D+00 |proj g|= 6.61439D-01\n",
"\n",
"At iterate 46 f= 3.97602D+00 |proj g|= 2.52201D-03\n",
"\n",
"At iterate 57 f= 2.90661D+00 |proj g|= 6.36520D-04\n",
"\n",
"At iterate 15 f= 3.83680D+00 |proj g|= 4.10302D-01\n",
"\n",
"At iterate 47 f= 3.97600D+00 |proj g|= 6.17980D-04\n",
"\n",
"At iterate 58 f= 2.90661D+00 |proj g|= 4.02384D-04\n",
"\n",
"\n",
"At iterate 48 f= 3.97599D+00 |proj g|= 4.37151D-04\n",
"At iterate 16 f= 3.42613D+00 |proj g|= 1.83646D-01\n",
"\n",
"At iterate 59 f= 2.90660D+00 |proj g|= 2.39330D-04\n",
"\n",
"\n",
"At iterate 17 f= 3.30365D+00 |proj g|= 1.21582D-01\n",
"At iterate 49 f= 3.97598D+00 |proj g|= 1.00074D-03\n",
"\n",
"At iterate 60 f= 2.90660D+00 |proj g|= 4.74674D-04\n",
"\n",
"At iterate 18 f= 3.21447D+00 |proj g|= 1.31665D-01\n",
"\n",
"At iterate 61 f= 2.90660D+00 |proj g|= 2.87620D-04\n",
"\n",
"At iterate 50 f= 3.97597D+00 |proj g|= 6.43710D-04\n",
"\n",
"At iterate 19 f= 3.12830D+00 |proj g|= 8.94927D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 62 f= 2.90659D+00 |proj g|= 1.17222D-04\n",
"\n",
"At iterate 51 f= 3.97597D+00 |proj g|= 3.10005D-04\n",
"\n",
"At iterate 20 f= 3.08675D+00 |proj g|= 9.45624D-02\n",
"\n",
"\n",
"At iterate 1 f= 8.99401D+03 |proj g|= 3.51591D+03\n",
"At iterate 63 f= 2.90659D+00 |proj g|= 7.40323D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 63 66 1 0 0 7.403D-05 2.907D+00\n",
" F = 2.9065939152165878 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 52 f= 3.97597D+00 |proj g|= 2.55001D-04\n",
"\n",
"\n",
"At iterate 21 f= 3.05424D+00 |proj g|= 1.41102D-01\n",
"At iterate 2 f= 5.70940D+03 |proj g|= 2.42265D+03\n",
"\n",
"At iterate 53 f= 3.97596D+00 |proj g|= 2.95029D-04\n",
"\n",
"At iterate 3 f= 2.56752D+03 |proj g|= 1.00335D+03\n",
"\n",
"At iterate 22 f= 3.02381D+00 |proj g|= 4.68529D-02\n",
"\n",
"At iterate 4 f= 1.48037D+03 |proj g|= 5.98719D+02\n",
"\n",
"At iterate 23 f= 3.01247D+00 |proj g|= 3.25454D-02\n",
"\n",
"At iterate 54 f= 3.97596D+00 |proj g|= 6.73346D-04\n",
"\n",
"At iterate 5 f= 8.19996D+02 |proj g|= 2.10547D+02\n",
"\n",
"At iterate 24 f= 2.98573D+00 |proj g|= 7.10050D-02\n",
"\n",
"At iterate 55 f= 3.97596D+00 |proj g|= 1.36579D-04\n",
"\n",
"At iterate 6 f= 4.74869D+02 |proj g|= 1.41353D+02\n",
"\n",
"At iterate 25 f= 2.97227D+00 |proj g|= 2.94448D-02\n",
"\n",
"At iterate 56 f= 3.97596D+00 |proj g|= 9.62252D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 56 61 1 0 0 9.623D-05 3.976D+00\n",
" F = 3.9759597907014288 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 7 f= 2.94548D+02 |proj g|= 7.00974D+01\n",
"\n",
"At iterate 26 f= 2.95182D+00 |proj g|= 2.53831D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 8 f= 1.75783D+02 |proj g|= 3.24046D+01\n",
"\n",
"At iterate 1 f= 8.31877D+03 |proj g|= 3.69978D+03\n",
"\n",
"At iterate 27 f= 2.93598D+00 |proj g|= 3.01159D-02\n",
"\n",
"At iterate 9 f= 8.94355D+01 |proj g|= 1.05153D+01\n",
"\n",
"At iterate 2 f= 5.23136D+03 |proj g|= 2.57236D+03\n",
"\n",
"At iterate 10 f= 4.85630D+01 |proj g|= 3.56850D+00\n",
"\n",
"At iterate 28 f= 2.93099D+00 |proj g|= 1.99505D-02\n",
"\n",
"At iterate 3 f= 1.93605D+03 |proj g|= 1.01402D+03\n",
"\n",
"At iterate 11 f= 2.74784D+01 |proj g|= 7.31031D+00\n",
"\n",
"\n",
"At iterate 29 f= 2.92426D+00 |proj g|= 8.64805D-03\n",
"At iterate 4 f= 9.52408D+02 |proj g|= 5.35403D+02\n",
"\n",
"At iterate 12 f= 1.07853D+01 |proj g|= 4.20697D+00\n",
"\n",
"At iterate 30 f= 2.91988D+00 |proj g|= 1.40793D-02\n",
"\n",
"At iterate 5 f= 4.52050D+02 |proj g|= 2.40482D+02\n",
"\n",
"At iterate 13 f= 5.73332D+00 |proj g|= 8.02190D-01\n",
"\n",
"At iterate 31 f= 2.91653D+00 |proj g|= 1.32098D-02\n",
"\n",
"At iterate 6 f= 2.24373D+02 |proj g|= 1.26483D+02\n",
"\n",
"At iterate 14 f= 4.94416D+00 |proj g|= 5.58788D-01\n",
"\n",
"At iterate 32 f= 2.91432D+00 |proj g|= 9.40965D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.48008D+03\n",
"\n",
"At iterate 7 f= 1.11175D+02 |proj g|= 5.68308D+01\n",
"\n",
"At iterate 15 f= 4.26106D+00 |proj g|= 2.90254D-01\n",
"\n",
"At iterate 33 f= 2.91164D+00 |proj g|= 8.09007D-03\n",
"\n",
"At iterate 1 f= 9.02747D+03 |proj g|= 3.94331D+03\n",
"\n",
"At iterate 8 f= 5.55289D+01 |proj g|= 3.10141D+01\n",
"\n",
"At iterate 16 f= 4.11854D+00 |proj g|= 2.18066D-01\n",
"\n",
"At iterate 34 f= 2.90961D+00 |proj g|= 5.27055D-03\n",
"\n",
"At iterate 2 f= 6.56810D+03 |proj g|= 2.95816D+03\n",
"\n",
"At iterate 9 f= 2.78000D+01 |proj g|= 1.33145D+01\n",
"\n",
"At iterate 35 f= 2.90912D+00 |proj g|= 1.43730D-02\n",
"\n",
"At iterate 17 f= 4.02011D+00 |proj g|= 9.98992D-02\n",
"\n",
"At iterate 3 f= 2.64603D+03 |proj g|= 1.17292D+03\n",
"\n",
"At iterate 10 f= 1.40504D+01 |proj g|= 7.55640D+00\n",
"\n",
"At iterate 36 f= 2.90836D+00 |proj g|= 4.29647D-03\n",
"\n",
"At iterate 4 f= 1.61831D+03 |proj g|= 6.61298D+02\n",
"\n",
"At iterate 18 f= 3.99979D+00 |proj g|= 6.54865D-02\n",
"\n",
"At iterate 11 f= 7.24937D+00 |proj g|= 3.18643D+00\n",
"\n",
"At iterate 37 f= 2.90798D+00 |proj g|= 3.09797D-03\n",
"\n",
"At iterate 5 f= 9.38577D+02 |proj g|= 2.66090D+02\n",
"\n",
"At iterate 19 f= 3.98116D+00 |proj g|= 6.75732D-02\n",
"\n",
"At iterate 12 f= 3.93589D+00 |proj g|= 2.05265D+00\n",
"\n",
"At iterate 38 f= 2.90767D+00 |proj g|= 5.52390D-03\n",
"\n",
"At iterate 6 f= 5.00117D+02 |proj g|= 1.71549D+02\n",
"\n",
"At iterate 20 f= 3.95829D+00 |proj g|= 6.42881D-02\n",
"\n",
"At iterate 13 f= 2.28318D+00 |proj g|= 5.82165D-01\n",
"\n",
"At iterate 39 f= 2.90749D+00 |proj g|= 1.05367D-02\n",
"\n",
"At iterate 7 f= 2.83368D+02 |proj g|= 7.25146D+01\n",
"\n",
"At iterate 21 f= 3.93488D+00 |proj g|= 6.76705D-02\n",
"\n",
"At iterate 14 f= 1.51254D+00 |proj g|= 3.78106D-01\n",
"\n",
"At iterate 8 f= 1.37737D+02 |proj g|= 2.69577D+01\n",
"\n",
"At iterate 22 f= 3.92153D+00 |proj g|= 4.72906D-02\n",
"\n",
"At iterate 40 f= 2.90714D+00 |proj g|= 2.40283D-03\n",
"\n",
"At iterate 15 f= 1.21636D+00 |proj g|= 1.76115D-01\n",
"\n",
"At iterate 23 f= 3.91426D+00 |proj g|= 2.20014D-02\n",
"\n",
"At iterate 41 f= 2.90700D+00 |proj g|= 2.73887D-03\n",
"\n",
"At iterate 9 f= 6.38861D+01 |proj g|= 9.23724D+00\n",
"\n",
"At iterate 16 f= 1.09395D+00 |proj g|= 8.79178D-02\n",
"\n",
"At iterate 24 f= 3.90804D+00 |proj g|= 1.52257D-02\n",
"\n",
"At iterate 10 f= 3.67125D+01 |proj g|= 5.45759D+00\n",
"\n",
"At iterate 42 f= 2.90681D+00 |proj g|= 2.51268D-03\n",
"\n",
"At iterate 17 f= 1.05056D+00 |proj g|= 4.28811D-02\n",
"\n",
"At iterate 25 f= 3.90275D+00 |proj g|= 3.88157D-02\n",
"\n",
"At iterate 11 f= 1.47625D+01 |proj g|= 3.29746D+00\n",
"\n",
"At iterate 43 f= 2.90660D+00 |proj g|= 2.52553D-03\n",
"\n",
"At iterate 18 f= 1.03418D+00 |proj g|= 1.36403D-02\n",
"\n",
"At iterate 26 f= 3.89825D+00 |proj g|= 2.27257D-02\n",
"\n",
"At iterate 12 f= 8.73323D+00 |proj g|= 2.33403D+00\n",
"\n",
"At iterate 19 f= 1.02598D+00 |proj g|= 9.73690D-03\n",
"\n",
"At iterate 27 f= 3.88961D+00 |proj g|= 1.62012D-02\n",
"\n",
"At iterate 13 f= 4.97758D+00 |proj g|= 5.73689D-01\n",
"\n",
"At iterate 44 f= 2.90649D+00 |proj g|= 2.86661D-03\n",
"\n",
"At iterate 20 f= 1.02156D+00 |proj g|= 7.55546D-03\n",
"\n",
"\n",
"At iterate 28 f= 3.88617D+00 |proj g|= 1.28167D-02\n",
"At iterate 14 f= 3.48819D+00 |proj g|= 6.60604D-01\n",
"\n",
"At iterate 21 f= 1.01856D+00 |proj g|= 1.10201D-02\n",
"\n",
"At iterate 45 f= 2.90637D+00 |proj g|= 1.76966D-03\n",
"\n",
"At iterate 29 f= 3.88250D+00 |proj g|= 9.30781D-03\n",
"\n",
"At iterate 15 f= 2.80481D+00 |proj g|= 1.10578D-01\n",
"\n",
"At iterate 22 f= 1.01718D+00 |proj g|= 3.22526D-03\n",
"\n",
"At iterate 46 f= 2.90632D+00 |proj g|= 1.66042D-03\n",
"\n",
"At iterate 16 f= 2.67064D+00 |proj g|= 5.66560D-02\n",
"\n",
"At iterate 23 f= 1.01645D+00 |proj g|= 1.60258D-03\n",
"\n",
"At iterate 47 f= 2.90624D+00 |proj g|= 1.23382D-03\n",
"\n",
"At iterate 30 f= 3.88055D+00 |proj g|= 9.24072D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"At iterate 24 f= 1.01618D+00 |proj g|= 1.12872D-03\n",
"At iterate 48 f= 2.90619D+00 |proj g|= 2.79837D-03\n",
"\n",
"At iterate 17 f= 2.61298D+00 |proj g|= 7.54848D-02\n",
"\n",
"At iterate 31 f= 3.87921D+00 |proj g|= 8.41229D-03\n",
"\n",
"At iterate 49 f= 2.90616D+00 |proj g|= 1.48507D-03\n",
"\n",
"At iterate 18 f= 2.56520D+00 |proj g|= 2.59542D-02\n",
"\n",
"At iterate 32 f= 3.87827D+00 |proj g|= 5.42559D-03\n",
"\n",
"At iterate 25 f= 1.01615D+00 |proj g|= 2.15093D-03\n",
"\n",
"At iterate 50 f= 2.90616D+00 |proj g|= 9.78346D-04\n",
"\n",
"At iterate 19 f= 2.55111D+00 |proj g|= 1.68607D-02\n",
"\n",
"At iterate 33 f= 3.87700D+00 |proj g|= 4.44257D-03\n",
"\n",
"At iterate 51 f= 2.90614D+00 |proj g|= 3.83974D-04\n",
"\n",
"At iterate 26 f= 1.01611D+00 |proj g|= 2.79615D-04\n",
"\n",
"At iterate 20 f= 2.50455D+00 |proj g|= 2.78430D-02\n",
"\n",
"At iterate 34 f= 3.87640D+00 |proj g|= 9.97243D-03\n",
"\n",
"At iterate 52 f= 2.90613D+00 |proj g|= 5.38115D-04\n",
"\n",
"At iterate 27 f= 1.01610D+00 |proj g|= 2.53292D-04\n",
"\n",
"At iterate 21 f= 2.48341D+00 |proj g|= 2.07578D-02\n",
"\n",
"At iterate 35 f= 3.87586D+00 |proj g|= 3.46317D-03\n",
"\n",
"At iterate 53 f= 2.90613D+00 |proj g|= 8.39845D-04\n",
"\n",
"At iterate 28 f= 1.01608D+00 |proj g|= 3.38955D-04\n",
"\n",
"At iterate 22 f= 2.47580D+00 |proj g|= 4.61052D-02\n",
"\n",
"At iterate 36 f= 3.87563D+00 |proj g|= 2.87393D-03\n",
"\n",
"At iterate 29 f= 1.01608D+00 |proj g|= 1.70413D-04\n",
"\n",
"At iterate 54 f= 2.90612D+00 |proj g|= 3.26331D-04\n",
"\n",
"At iterate 23 f= 2.46119D+00 |proj g|= 1.53049D-02\n",
"\n",
"At iterate 37 f= 3.87536D+00 |proj g|= 3.30449D-03\n",
"\n",
"At iterate 30 f= 1.01608D+00 |proj g|= 6.52149D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 30 32 1 0 0 6.521D-05 1.016D+00\n",
" F = 1.0160799319797227 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 55 f= 2.90612D+00 |proj g|= 2.99344D-04\n",
"\n",
"At iterate 24 f= 2.45659D+00 |proj g|= 1.05264D-02\n",
"\n",
"At iterate 56 f= 2.90611D+00 |proj g|= 2.09779D-04\n",
"\n",
"At iterate 38 f= 3.87530D+00 |proj g|= 5.62366D-03\n",
"\n",
"At iterate 25 f= 2.45087D+00 |proj g|= 9.85402D-03\n",
"\n",
"At iterate 57 f= 2.90611D+00 |proj g|= 8.73975D-04\n",
"\n",
"At iterate 39 f= 3.87522D+00 |proj g|= 3.69102D-03\n",
"\n",
"At iterate 26 f= 2.44516D+00 |proj g|= 3.05133D-02\n",
"\n",
"At iterate 58 f= 2.90611D+00 |proj g|= 3.78508D-04\n",
"\n",
"At iterate 40 f= 3.87510D+00 |proj g|= 1.11606D-03\n",
"\n",
"At iterate 27 f= 2.43941D+00 |proj g|= 1.26292D-02\n",
"\n",
"At iterate 59 f= 2.90611D+00 |proj g|= 1.33710D-04\n",
"\n",
"At iterate 41 f= 3.87502D+00 |proj g|= 1.57521D-03\n",
"\n",
"At iterate 60 f= 2.90611D+00 |proj g|= 2.22928D-04\n",
"\n",
"At iterate 28 f= 2.43490D+00 |proj g|= 1.93319D-02\n",
"\n",
"At iterate 42 f= 3.87492D+00 |proj g|= 2.18779D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 61 f= 2.90611D+00 |proj g|= 5.82861D-04\n",
"\n",
"At iterate 29 f= 2.43318D+00 |proj g|= 6.35282D-03\n",
"\n",
"At iterate 1 f= 9.19829D+03 |proj g|= 4.93719D+03\n",
"\n",
"At iterate 62 f= 2.90611D+00 |proj g|= 1.00021D-04\n",
"\n",
"At iterate 30 f= 2.43220D+00 |proj g|= 6.20370D-03\n",
"\n",
"At iterate 2 f= 7.33497D+03 |proj g|= 4.08453D+03\n",
"\n",
"At iterate 43 f= 3.87489D+00 |proj g|= 3.31681D-03\n",
"\n",
"At iterate 31 f= 2.43057D+00 |proj g|= 5.38049D-03\n",
"\n",
"At iterate 63 f= 2.90610D+00 |proj g|= 1.31072D-04\n",
"\n",
"At iterate 3 f= 2.33337D+03 |proj g|= 1.10510D+03\n",
"\n",
"At iterate 44 f= 3.87485D+00 |proj g|= 1.15965D-03\n",
"\n",
"At iterate 32 f= 2.42966D+00 |proj g|= 5.23992D-03\n",
"\n",
"At iterate 64 f= 2.90610D+00 |proj g|= 1.82444D-04\n",
"\n",
"At iterate 4 f= 1.53009D+03 |proj g|= 5.63778D+02\n",
"\n",
"At iterate 45 f= 3.87482D+00 |proj g|= 9.11173D-04\n",
"\n",
"At iterate 33 f= 2.42930D+00 |proj g|= 5.76087D-03\n",
"\n",
"At iterate 5 f= 9.04712D+02 |proj g|= 2.07817D+02\n",
"\n",
"At iterate 65 f= 2.90610D+00 |proj g|= 1.28731D-04\n",
"\n",
"At iterate 46 f= 3.87480D+00 |proj g|= 1.43360D-03\n",
"\n",
"At iterate 34 f= 2.42897D+00 |proj g|= 1.64251D-03\n",
"\n",
"At iterate 6 f= 5.87650D+02 |proj g|= 8.32994D+01\n",
"\n",
"At iterate 47 f= 3.87480D+00 |proj g|= 1.47480D-03\n",
"\n",
"At iterate 35 f= 2.42883D+00 |proj g|= 1.28613D-03\n",
"\n",
"At iterate 66 f= 2.90610D+00 |proj g|= 1.73307D-04\n",
"\n",
"At iterate 7 f= 4.80753D+02 |proj g|= 2.08474D+02\n",
"\n",
"At iterate 36 f= 2.42864D+00 |proj g|= 1.82867D-03\n",
"\n",
"At iterate 67 f= 2.90610D+00 |proj g|= 5.95131D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 67 71 1 0 0 5.951D-05 2.906D+00\n",
" F = 2.9061035869666694 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 48 f= 3.87479D+00 |proj g|= 4.91479D-04\n",
"\n",
"At iterate 8 f= 2.82562D+02 |proj g|= 2.99849D+01\n",
"\n",
"At iterate 37 f= 2.42838D+00 |proj g|= 1.68856D-03\n",
"\n",
"At iterate 49 f= 3.87478D+00 |proj g|= 2.14508D-04\n",
"\n",
"At iterate 9 f= 2.46337D+02 |proj g|= 3.56534D+01\n",
"\n",
"At iterate 50 f= 3.87478D+00 |proj g|= 4.25215D-04\n",
"\n",
"At iterate 10 f= 1.84814D+02 |proj g|= 3.80521D+01\n",
"\n",
"At iterate 38 f= 2.42831D+00 |proj g|= 2.84809D-03\n",
"\n",
"At iterate 11 f= 1.41502D+02 |proj g|= 3.08138D+01\n",
"\n",
"At iterate 39 f= 2.42819D+00 |proj g|= 1.07144D-03\n",
"\n",
"At iterate 51 f= 3.87478D+00 |proj g|= 6.31559D-04\n",
"\n",
"At iterate 40 f= 2.42814D+00 |proj g|= 9.40430D-04\n",
"\n",
"At iterate 12 f= 1.33299D+02 |proj g|= 2.22587D+01\n",
"\n",
"At iterate 52 f= 3.87478D+00 |proj g|= 4.16442D-04\n",
"\n",
"At iterate 13 f= 1.06615D+02 |proj g|= 1.39970D+01\n",
"\n",
"At iterate 53 f= 3.87478D+00 |proj g|= 1.55914D-04\n",
"\n",
"At iterate 41 f= 2.42810D+00 |proj g|= 4.44238D-03\n",
"\n",
"At iterate 14 f= 9.91819D+01 |proj g|= 1.26729D+01\n",
"\n",
"At iterate 54 f= 3.87478D+00 |proj g|= 2.55316D-04\n",
"\n",
"At iterate 42 f= 2.42806D+00 |proj g|= 1.14532D-03\n",
"\n",
"At iterate 55 f= 3.87477D+00 |proj g|= 8.60090D-04\n",
"\n",
"At iterate 43 f= 2.42804D+00 |proj g|= 4.95704D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 15 f= 9.58909D+01 |proj g|= 1.02899D+01\n",
"\n",
"At iterate 56 f= 3.87477D+00 |proj g|= 1.10775D-04\n",
"\n",
"At iterate 44 f= 2.42802D+00 |proj g|= 5.52808D-04\n",
"\n",
"At iterate 1 f= 8.97939D+03 |proj g|= 4.59813D+03\n",
"\n",
"At iterate 16 f= 8.87267D+01 |proj g|= 9.15097D+00\n",
"\n",
"At iterate 57 f= 3.87477D+00 |proj g|= 9.13715D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 57 62 1 0 0 9.137D-05 3.875D+00\n",
" F = 3.8747735062370818 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 45 f= 2.42800D+00 |proj g|= 4.07786D-04\n",
"\n",
"At iterate 2 f= 6.97180D+03 |proj g|= 3.70105D+03\n",
"\n",
"At iterate 17 f= 8.44645D+01 |proj g|= 7.03708D+00\n",
"\n",
"At iterate 46 f= 2.42799D+00 |proj g|= 8.38671D-04\n",
"\n",
"At iterate 3 f= 2.43023D+03 |proj g|= 1.22753D+03\n",
"\n",
"At iterate 18 f= 8.07921D+01 |proj g|= 1.64637D+00\n",
"\n",
"\n",
"At iterate 4 f= 1.53826D+03 |proj g|= 6.67571D+02\n",
"At iterate 47 f= 2.42798D+00 |proj g|= 5.14652D-04\n",
"\n",
"At iterate 5 f= 9.35666D+02 |proj g|= 2.72056D+02\n",
"\n",
"At iterate 19 f= 8.02114D+01 |proj g|= 5.80320D-01\n",
"\n",
"At iterate 48 f= 2.42798D+00 |proj g|= 1.17100D-04\n",
"\n",
"At iterate 6 f= 6.82143D+02 |proj g|= 1.48555D+02\n",
"\n",
"At iterate 20 f= 7.96560D+01 |proj g|= 3.70285D-01\n",
"\n",
"At iterate 49 f= 2.42798D+00 |proj g|= 1.10911D-04\n",
"\n",
"At iterate 21 f= 7.93989D+01 |proj g|= 1.21400D+00\n",
"\n",
"At iterate 7 f= 4.68035D+02 |proj g|= 7.69771D+01\n",
"\n",
"At iterate 50 f= 2.42797D+00 |proj g|= 2.33172D-04\n",
"\n",
"At iterate 22 f= 7.92974D+01 |proj g|= 1.74352D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99178D+03\n",
"\n",
"At iterate 8 f= 3.33670D+02 |proj g|= 5.21126D+01\n",
"\n",
"At iterate 51 f= 2.42797D+00 |proj g|= 4.18674D-04\n",
"\n",
"At iterate 23 f= 7.92795D+01 |proj g|= 1.55793D-01\n",
"\n",
"At iterate 9 f= 2.53416D+02 |proj g|= 3.31962D+01\n",
"\n",
"At iterate 1 f= 8.38137D+03 |proj g|= 4.47706D+03\n",
"\n",
"At iterate 52 f= 2.42797D+00 |proj g|= 1.41632D-04\n",
"\n",
"At iterate 24 f= 7.92203D+01 |proj g|= 1.84482D-01\n",
"\n",
"At iterate 2 f= 6.31680D+03 |proj g|= 3.56631D+03\n",
"\n",
"At iterate 10 f= 1.71103D+02 |proj g|= 1.84519D+01\n",
"\n",
"At iterate 53 f= 2.42797D+00 |proj g|= 6.73924D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 53 55 1 0 0 6.739D-05 2.428D+00\n",
" F = 2.4279715800884971 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 3 f= 2.15243D+03 |proj g|= 1.25554D+03\n",
"\n",
"At iterate 25 f= 7.91968D+01 |proj g|= 1.28945D-01\n",
"\n",
"At iterate 11 f= 1.18074D+02 |proj g|= 1.67991D+01\n",
"\n",
"At iterate 4 f= 1.22574D+03 |proj g|= 6.90998D+02\n",
"\n",
"At iterate 26 f= 7.91586D+01 |proj g|= 7.97835D-02\n",
"\n",
"At iterate 12 f= 7.71967D+01 |proj g|= 3.46945D+01\n",
"\n",
"At iterate 5 f= 6.82698D+02 |proj g|= 3.10837D+02\n",
"\n",
"At iterate 13 f= 3.08713D+01 |proj g|= 8.74174D+00\n",
"\n",
"At iterate 27 f= 7.91021D+01 |proj g|= 2.05173D-01\n",
"\n",
"At iterate 6 f= 4.38668D+02 |proj g|= 1.81510D+02\n",
"\n",
"At iterate 28 f= 7.90397D+01 |proj g|= 1.88286D-01\n",
"\n",
"At iterate 14 f= 2.31204D+01 |proj g|= 2.53801D+00\n",
"\n",
"At iterate 7 f= 2.83226D+02 |proj g|= 7.96859D+01\n",
"\n",
"At iterate 29 f= 7.89787D+01 |proj g|= 1.20073D+00\n",
"\n",
"At iterate 15 f= 1.74652D+01 |proj g|= 2.67122D+00\n",
"\n",
"At iterate 8 f= 2.18671D+02 |proj g|= 5.44784D+01\n",
"\n",
"At iterate 30 f= 7.88938D+01 |proj g|= 5.11375D-01\n",
"\n",
"At iterate 16 f= 9.91701D+00 |proj g|= 1.90871D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 9 f= 1.52818D+02 |proj g|= 2.76802D+01\n",
"\n",
"At iterate 31 f= 7.88548D+01 |proj g|= 1.25949D-01\n",
"\n",
"At iterate 17 f= 6.67975D+00 |proj g|= 9.25436D-01\n",
"\n",
"At iterate 1 f= 9.12296D+03 |proj g|= 4.74946D+03\n",
"\n",
"At iterate 10 f= 1.14065D+02 |proj g|= 2.04824D+01\n",
"\n",
"At iterate 32 f= 7.88512D+01 |proj g|= 6.85129D-02\n",
"\n",
"At iterate 2 f= 7.26284D+03 |proj g|= 3.88344D+03\n",
"\n",
"At iterate 18 f= 5.48272D+00 |proj g|= 4.96346D-01\n",
"\n",
"At iterate 11 f= 9.32922D+01 |proj g|= 8.32727D+00\n",
"\n",
"At iterate 3 f= 2.40740D+03 |proj g|= 1.20254D+03\n",
"\n",
"At iterate 33 f= 7.88485D+01 |proj g|= 1.01397D-01\n",
"\n",
"At iterate 19 f= 5.17992D+00 |proj g|= 3.77202D-01\n",
"\n",
"At iterate 12 f= 8.74843D+01 |proj g|= 4.61637D+00\n",
"\n",
"At iterate 34 f= 7.88438D+01 |proj g|= 1.68709D-01\n",
"\n",
"At iterate 4 f= 1.56337D+03 |proj g|= 6.09766D+02\n",
"\n",
"At iterate 20 f= 4.94599D+00 |proj g|= 2.67683D-01\n",
"\n",
"At iterate 13 f= 8.32266D+01 |proj g|= 1.36308D+00\n",
"\n",
"At iterate 5 f= 9.97375D+02 |proj g|= 2.08902D+02\n",
"\n",
"At iterate 35 f= 7.88398D+01 |proj g|= 1.53335D-01\n",
"\n",
"At iterate 21 f= 4.62022D+00 |proj g|= 1.76848D-01\n",
"\n",
"At iterate 14 f= 8.05534D+01 |proj g|= 1.12565D+00\n",
"\n",
"At iterate 6 f= 8.07107D+02 |proj g|= 2.48134D+02\n",
"\n",
"\n",
"At iterate 15 f= 7.93724D+01 |proj g|= 1.14734D+00\n",
"At iterate 22 f= 4.19453D+00 |proj g|= 1.82919D-01\n",
"\n",
"At iterate 7 f= 5.75607D+02 |proj g|= 8.65088D+01\n",
"\n",
"At iterate 36 f= 7.88361D+01 |proj g|= 7.55985D-02\n",
"\n",
"At iterate 16 f= 7.88432D+01 |proj g|= 5.73899D-01\n",
"\n",
"At iterate 23 f= 3.82342D+00 |proj g|= 1.35867D-01\n",
"\n",
"At iterate 8 f= 4.63390D+02 |proj g|= 5.41087D+01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 17 f= 7.85321D+01 |proj g|= 3.76440D-01\n",
"\n",
"At iterate 37 f= 7.88257D+01 |proj g|= 5.71377D-02\n",
"\n",
"At iterate 24 f= 3.76487D+00 |proj g|= 2.48916D-01\n",
"\n",
"At iterate 9 f= 3.91203D+02 |proj g|= 4.54087D+01\n",
"\n",
"At iterate 38 f= 7.87971D+01 |proj g|= 1.38185D-01\n",
"\n",
"At iterate 18 f= 7.84471D+01 |proj g|= 6.89924D-01\n",
"\n",
"At iterate 25 f= 3.68322D+00 |proj g|= 7.26005D-02\n",
"\n",
"At iterate 10 f= 3.28646D+02 |proj g|= 3.71742D+01\n",
"\n",
"At iterate 19 f= 7.84187D+01 |proj g|= 1.23376D-01\n",
"\n",
"At iterate 39 f= 7.87551D+01 |proj g|= 1.47031D-01\n",
"\n",
"At iterate 26 f= 3.64119D+00 |proj g|= 9.41176D-02\n",
"\n",
"At iterate 11 f= 2.55858D+02 |proj g|= 3.41663D+01\n",
"\n",
"At iterate 20 f= 7.84128D+01 |proj g|= 1.44274D-01\n",
"\n",
"At iterate 27 f= 3.60812D+00 |proj g|= 1.08965D-01\n",
"\n",
"At iterate 21 f= 7.84097D+01 |proj g|= 1.30169D-01\n",
"\n",
"At iterate 28 f= 3.51776D+00 |proj g|= 5.86885D-02\n",
"\n",
"At iterate 40 f= 7.87539D+01 |proj g|= 8.90491D-02\n",
"\n",
"At iterate 22 f= 7.83983D+01 |proj g|= 8.25913D-02\n",
"\n",
"At iterate 12 f= 2.50066D+02 |proj g|= 1.98140D+01\n",
"\n",
"At iterate 29 f= 3.50279D+00 |proj g|= 5.85289D-02\n",
"\n",
"\n",
"At iterate 13 f= 1.85412D+02 |proj g|= 1.12316D+01\n",
"At iterate 41 f= 7.87431D+01 |proj g|= 4.83492D-02\n",
"\n",
"At iterate 23 f= 7.83549D+01 |proj g|= 1.64934D-01\n",
"\n",
"At iterate 30 f= 3.48278D+00 |proj g|= 4.81312D-02\n",
"\n",
"At iterate 14 f= 1.57769D+02 |proj g|= 6.01857D+00\n",
"\n",
"At iterate 42 f= 7.87353D+01 |proj g|= 1.30026D-01\n",
"\n",
"At iterate 24 f= 7.83321D+01 |proj g|= 1.54985D-01\n",
"\n",
"At iterate 31 f= 3.46626D+00 |proj g|= 2.83658D-02\n",
"\n",
"At iterate 43 f= 7.87266D+01 |proj g|= 1.28910D-01\n",
"\n",
"At iterate 15 f= 1.45257D+02 |proj g|= 7.31447D+00\n",
"\n",
"At iterate 25 f= 7.82974D+01 |proj g|= 1.15470D-01\n",
"\n",
"At iterate 32 f= 3.43833D+00 |proj g|= 2.76677D-02\n",
"\n",
"At iterate 44 f= 7.87139D+01 |proj g|= 2.11060D-01\n",
"\n",
"At iterate 16 f= 1.35389D+02 |proj g|= 5.95040D+00\n",
"\n",
"At iterate 33 f= 3.41752D+00 |proj g|= 3.19420D-02\n",
"\n",
"At iterate 26 f= 7.82921D+01 |proj g|= 4.95965D-01\n",
"\n",
"At iterate 45 f= 7.87032D+01 |proj g|= 3.90714D-01\n",
"\n",
"At iterate 17 f= 1.30942D+02 |proj g|= 4.91657D+00\n",
"\n",
"At iterate 34 f= 3.39516D+00 |proj g|= 2.95297D-02\n",
"\n",
"At iterate 27 f= 7.82532D+01 |proj g|= 2.21260D-01\n",
"\n",
"At iterate 46 f= 7.86922D+01 |proj g|= 1.97695D-01\n",
"\n",
"At iterate 18 f= 1.28762D+02 |proj g|= 3.21485D+00\n",
"\n",
"\n",
"At iterate 35 f= 3.37672D+00 |proj g|= 2.25290D-02\n",
"At iterate 28 f= 7.82390D+01 |proj g|= 8.00879D-02\n",
"\n",
"At iterate 47 f= 7.86811D+01 |proj g|= 9.97739D-02\n",
"\n",
"At iterate 19 f= 1.27994D+02 |proj g|= 2.69002D+00\n",
"\n",
"At iterate 29 f= 7.82361D+01 |proj g|= 4.95417D-02\n",
"\n",
"At iterate 36 f= 3.35602D+00 |proj g|= 3.21344D-02\n",
"\n",
"At iterate 48 f= 7.86733D+01 |proj g|= 1.08258D-01\n",
"\n",
"At iterate 20 f= 1.27553D+02 |proj g|= 1.12574D+00\n",
"\n",
"\n",
"At iterate 49 f= 7.86516D+01 |proj g|= 6.93524D-02\n",
"At iterate 37 f= 3.34221D+00 |proj g|= 4.93923D-02\n",
"\n",
"At iterate 30 f= 7.82273D+01 |proj g|= 6.02260D-02\n",
"\n",
"At iterate 21 f= 1.27376D+02 |proj g|= 6.43706D-01\n",
"\n",
"At iterate 38 f= 3.32942D+00 |proj g|= 1.88430D-02\n",
"\n",
"At iterate 31 f= 7.82202D+01 |proj g|= 6.83672D-01\n",
"\n",
"At iterate 22 f= 1.27317D+02 |proj g|= 8.75719D-01\n",
"\n",
"At iterate 39 f= 3.31999D+00 |proj g|= 3.44913D-02\n",
"\n",
"At iterate 50 f= 7.86376D+01 |proj g|= 1.31634D-01\n",
"\n",
"At iterate 32 f= 7.81883D+01 |proj g|= 2.78335D-01\n",
"\n",
"At iterate 40 f= 3.30631D+00 |proj g|= 3.71092D-02\n",
"\n",
"At iterate 23 f= 1.27219D+02 |proj g|= 7.80301D-01\n",
"\n",
"At iterate 33 f= 7.81520D+01 |proj g|= 6.89067D-02\n",
"\n",
"At iterate 24 f= 1.27155D+02 |proj g|= 1.90424D-01\n",
"\n",
"At iterate 34 f= 7.81169D+01 |proj g|= 2.12152D-01\n",
"\n",
"At iterate 41 f= 3.30161D+00 |proj g|= 4.55801D-02\n",
"\n",
"At iterate 51 f= 7.86314D+01 |proj g|= 2.71519D-01\n",
"\n",
"At iterate 25 f= 1.27138D+02 |proj g|= 2.01476D-01\n",
"\n",
"At iterate 35 f= 7.81034D+01 |proj g|= 1.87496D-01\n",
"\n",
"At iterate 42 f= 3.29753D+00 |proj g|= 2.08490D-02\n",
"\n",
"At iterate 52 f= 7.85977D+01 |proj g|= 1.13620D-01\n",
"\n",
"At iterate 26 f= 1.27109D+02 |proj g|= 2.10755D-01\n",
"\n",
"At iterate 43 f= 3.29271D+00 |proj g|= 1.96875D-02\n",
"\n",
"At iterate 27 f= 1.27055D+02 |proj g|= 3.32556D-01\n",
"\n",
"At iterate 53 f= 7.85829D+01 |proj g|= 3.79528D-02\n",
"\n",
"At iterate 36 f= 7.80937D+01 |proj g|= 7.02103D-02\n",
"\n",
"At iterate 44 f= 3.28816D+00 |proj g|= 2.33388D-02\n",
"\n",
"\n",
"At iterate 54 f= 7.85791D+01 |proj g|= 6.07931D-02\n",
"At iterate 28 f= 1.27014D+02 |proj g|= 5.50318D-01\n",
"\n",
"At iterate 37 f= 7.80871D+01 |proj g|= 1.29783D-01\n",
"\n",
"At iterate 45 f= 3.28643D+00 |proj g|= 7.54086D-02\n",
"\n",
"At iterate 55 f= 7.85752D+01 |proj g|= 7.25058D-02\n",
"\n",
"At iterate 29 f= 1.26964D+02 |proj g|= 1.54577D-01\n",
"\n",
"At iterate 38 f= 7.80818D+01 |proj g|= 1.04718D-01\n",
"\n",
"At iterate 46 f= 3.28120D+00 |proj g|= 1.23387D-02\n",
"\n",
"At iterate 56 f= 7.85734D+01 |proj g|= 1.96867D-01\n",
"\n",
"At iterate 30 f= 1.26945D+02 |proj g|= 1.29543D-01\n",
"\n",
"At iterate 47 f= 3.28005D+00 |proj g|= 8.37586D-03\n",
"\n",
"At iterate 31 f= 1.26927D+02 |proj g|= 1.26211D-01\n",
"\n",
"At iterate 39 f= 7.80793D+01 |proj g|= 2.20310D-01\n",
"\n",
"At iterate 48 f= 3.27881D+00 |proj g|= 1.64609D-02\n",
"\n",
"At iterate 57 f= 7.85711D+01 |proj g|= 1.20122D-01\n",
"\n",
"At iterate 32 f= 1.26901D+02 |proj g|= 6.95521D-01\n",
"\n",
"At iterate 40 f= 7.80735D+01 |proj g|= 1.29772D-01\n",
"\n",
"At iterate 49 f= 3.27629D+00 |proj g|= 2.52821D-02\n",
"\n",
"At iterate 58 f= 7.85689D+01 |proj g|= 8.97357D-02\n",
"\n",
"At iterate 33 f= 1.26862D+02 |proj g|= 2.25745D-01\n",
"\n",
"At iterate 41 f= 7.80689D+01 |proj g|= 3.67531D-02\n",
"\n",
"At iterate 50 f= 3.27244D+00 |proj g|= 3.47549D-02\n",
"\n",
"At iterate 59 f= 7.85617D+01 |proj g|= 4.27592D-02\n",
"\n",
"At iterate 34 f= 1.26831D+02 |proj g|= 3.08723D-01\n",
"\n",
"At iterate 42 f= 7.80667D+01 |proj g|= 8.07389D-02\n",
"\n",
"At iterate 51 f= 3.26906D+00 |proj g|= 2.01695D-02\n",
"\n",
"At iterate 60 f= 7.85432D+01 |proj g|= 1.18634D-01\n",
"\n",
"At iterate 43 f= 7.80648D+01 |proj g|= 6.04979D-02\n",
"\n",
"At iterate 61 f= 7.85268D+01 |proj g|= 1.44671D-01\n",
"\n",
"At iterate 35 f= 1.26823D+02 |proj g|= 3.86059D-01\n",
"\n",
"At iterate 52 f= 3.26628D+00 |proj g|= 7.71201D-03\n",
"\n",
"At iterate 36 f= 1.26795D+02 |proj g|= 3.06529D-01\n",
"\n",
"At iterate 53 f= 3.26535D+00 |proj g|= 5.90778D-03\n",
"\n",
"At iterate 44 f= 7.80639D+01 |proj g|= 1.24562D-01\n",
"\n",
"At iterate 37 f= 1.26753D+02 |proj g|= 3.25918D-01\n",
"\n",
"At iterate 62 f= 7.85189D+01 |proj g|= 2.10076D-01\n",
"\n",
"At iterate 54 f= 3.26359D+00 |proj g|= 1.11046D-02\n",
"\n",
"At iterate 45 f= 7.80617D+01 |proj g|= 5.13563D-02\n",
"\n",
"At iterate 38 f= 1.26715D+02 |proj g|= 2.73692D-01\n",
"\n",
"At iterate 55 f= 3.26145D+00 |proj g|= 9.38409D-03\n",
"\n",
"At iterate 63 f= 7.84955D+01 |proj g|= 1.00701D-01\n",
"\n",
"At iterate 46 f= 7.80596D+01 |proj g|= 6.31368D-02\n",
"\n",
"At iterate 39 f= 1.26622D+02 |proj g|= 3.25373D-01\n",
"\n",
"At iterate 64 f= 7.84851D+01 |proj g|= 9.51172D-02\n",
"\n",
"At iterate 56 f= 3.26079D+00 |proj g|= 1.09351D-02\n",
"\n",
"At iterate 47 f= 7.80575D+01 |proj g|= 1.01337D-01\n",
"\n",
"At iterate 40 f= 1.26526D+02 |proj g|= 3.13486D-01\n",
"\n",
"At iterate 65 f= 7.84827D+01 |proj g|= 2.13822D-01\n",
"\n",
"At iterate 48 f= 7.80541D+01 |proj g|= 7.80639D-02\n",
"\n",
"At iterate 57 f= 3.26003D+00 |proj g|= 5.98648D-03\n",
"\n",
"At iterate 66 f= 7.84757D+01 |proj g|= 6.33913D-02\n",
"\n",
"At iterate 58 f= 3.25967D+00 |proj g|= 7.00662D-03\n",
"\n",
"At iterate 41 f= 1.26510D+02 |proj g|= 3.85272D-01\n",
"\n",
"At iterate 49 f= 7.80508D+01 |proj g|= 1.43135D-01\n",
"\n",
"At iterate 67 f= 7.84748D+01 |proj g|= 5.27513D-02\n",
"\n",
"At iterate 59 f= 3.25915D+00 |proj g|= 6.95005D-03\n",
"\n",
"At iterate 42 f= 1.26433D+02 |proj g|= 1.96705D-01\n",
"\n",
"At iterate 50 f= 7.80442D+01 |proj g|= 1.01289D-01\n",
"\n",
"At iterate 68 f= 7.84731D+01 |proj g|= 1.72816D-02\n",
"\n",
"At iterate 60 f= 3.25835D+00 |proj g|= 1.11507D-02\n",
"\n",
"At iterate 43 f= 1.26400D+02 |proj g|= 2.85871D-01\n",
"\n",
"At iterate 51 f= 7.80355D+01 |proj g|= 4.05897D-02\n",
"\n",
"At iterate 61 f= 3.25759D+00 |proj g|= 5.95605D-03\n",
"\n",
"At iterate 69 f= 7.84728D+01 |proj g|= 4.77371D-02\n",
"\n",
"At iterate 52 f= 7.80351D+01 |proj g|= 1.84027D-01\n",
"\n",
"At iterate 62 f= 3.25687D+00 |proj g|= 4.04242D-03\n",
"\n",
"At iterate 44 f= 1.26389D+02 |proj g|= 1.68824D-01\n",
"\n",
"At iterate 70 f= 7.84723D+01 |proj g|= 2.70217D-02\n",
"\n",
"At iterate 53 f= 7.80338D+01 |proj g|= 1.01917D-01\n",
"\n",
"At iterate 63 f= 3.25633D+00 |proj g|= 3.22981D-03\n",
"\n",
"At iterate 45 f= 1.26383D+02 |proj g|= 1.16379D-01\n",
"\n",
"At iterate 71 f= 7.84719D+01 |proj g|= 2.33263D-02\n",
"\n",
"At iterate 64 f= 3.25595D+00 |proj g|= 3.65978D-03\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 54 f= 7.80327D+01 |proj g|= 4.61603D-02\n",
"\n",
"At iterate 65 f= 3.25557D+00 |proj g|= 5.02691D-03\n",
"\n",
"At iterate 72 f= 7.84709D+01 |proj g|= 4.07989D-02\n",
"\n",
"At iterate 55 f= 7.80305D+01 |proj g|= 1.00503D-01\n",
"\n",
"At iterate 46 f= 1.26381D+02 |proj g|= 1.92460D-01\n",
"\n",
"At iterate 66 f= 3.25522D+00 |proj g|= 9.30923D-03\n",
"\n",
"At iterate 73 f= 7.84691D+01 |proj g|= 7.25705D-02\n",
"\n",
"At iterate 56 f= 7.80291D+01 |proj g|= 1.26577D-01\n",
"\n",
"At iterate 47 f= 1.26378D+02 |proj g|= 9.67962D-02\n",
"\n",
"At iterate 67 f= 3.25499D+00 |proj g|= 5.08131D-03\n",
"\n",
"At iterate 74 f= 7.84669D+01 |proj g|= 3.02816D-02\n",
"\n",
"At iterate 48 f= 1.26376D+02 |proj g|= 5.25911D-02\n",
"\n",
"At iterate 57 f= 7.80286D+01 |proj g|= 8.92920D-02\n",
"\n",
"\n",
"At iterate 75 f= 7.84649D+01 |proj g|= 1.13436D-01\n",
"At iterate 68 f= 3.25459D+00 |proj g|= 3.86251D-03\n",
"\n",
"At iterate 49 f= 1.26375D+02 |proj g|= 5.31578D-02\n",
"\n",
"At iterate 58 f= 7.80270D+01 |proj g|= 4.18018D-02\n",
"\n",
"At iterate 69 f= 3.25423D+00 |proj g|= 5.29802D-03\n",
"\n",
"At iterate 50 f= 1.26373D+02 |proj g|= 6.42432D-02\n",
"\n",
"At iterate 76 f= 7.84634D+01 |proj g|= 5.00708D-02\n",
"\n",
"At iterate 59 f= 7.80259D+01 |proj g|= 7.19562D-02\n",
"\n",
"At iterate 51 f= 1.26370D+02 |proj g|= 7.09226D-02\n",
"\n",
"At iterate 77 f= 7.84621D+01 |proj g|= 3.81198D-02\n",
"\n",
"At iterate 60 f= 7.80239D+01 |proj g|= 1.69388D-01\n",
"\n",
"At iterate 52 f= 1.26364D+02 |proj g|= 8.80923D-02\n",
"\n",
"At iterate 70 f= 3.25408D+00 |proj g|= 6.61958D-03\n",
"\n",
"At iterate 78 f= 7.84613D+01 |proj g|= 4.08786D-02\n",
"\n",
"At iterate 61 f= 7.80208D+01 |proj g|= 2.48437D-01\n",
"\n",
"At iterate 62 f= 7.80149D+01 |proj g|= 3.03672D-01\n",
"\n",
"At iterate 71 f= 3.25380D+00 |proj g|= 4.38064D-03\n",
"\n",
"At iterate 53 f= 1.26360D+02 |proj g|= 1.26473D-01\n",
"\n",
"At iterate 63 f= 7.80070D+01 |proj g|= 2.69331D-01\n",
"\n",
"At iterate 79 f= 7.84605D+01 |proj g|= 1.21328D-01\n",
"\n",
"At iterate 72 f= 3.25352D+00 |proj g|= 4.69573D-03\n",
"\n",
"At iterate 54 f= 1.26350D+02 |proj g|= 9.00543D-02\n",
"\n",
"At iterate 64 f= 7.79998D+01 |proj g|= 5.16321D-02\n",
"\n",
"At iterate 80 f= 7.84585D+01 |proj g|= 7.39886D-02\n",
"\n",
"At iterate 73 f= 3.25333D+00 |proj g|= 4.71755D-03\n",
"\n",
"At iterate 55 f= 1.26340D+02 |proj g|= 8.18944D-02\n",
"\n",
"At iterate 65 f= 7.79969D+01 |proj g|= 1.03856D-01\n",
"\n",
"At iterate 81 f= 7.84566D+01 |proj g|= 5.81141D-02\n",
"\n",
"At iterate 74 f= 3.25319D+00 |proj g|= 4.49303D-03\n",
"\n",
"At iterate 66 f= 7.79931D+01 |proj g|= 1.85784D-01\n",
"\n",
"At iterate 82 f= 7.84550D+01 |proj g|= 1.00555D-01\n",
"\n",
"At iterate 75 f= 3.25312D+00 |proj g|= 2.78507D-03\n",
"\n",
"At iterate 56 f= 1.26335D+02 |proj g|= 3.50706D-01\n",
"\n",
"At iterate 67 f= 7.79879D+01 |proj g|= 2.11086D-01\n",
"\n",
"At iterate 83 f= 7.84537D+01 |proj g|= 2.28543D-02\n",
"\n",
"At iterate 76 f= 3.25303D+00 |proj g|= 1.84432D-03\n",
"\n",
"At iterate 57 f= 1.26326D+02 |proj g|= 1.15389D-01\n",
"\n",
"At iterate 68 f= 7.79770D+01 |proj g|= 2.80516D-01\n",
"\n",
"At iterate 84 f= 7.84531D+01 |proj g|= 2.02947D-02\n",
"\n",
"At iterate 77 f= 3.25293D+00 |proj g|= 2.48220D-03\n",
"\n",
"At iterate 58 f= 1.26321D+02 |proj g|= 1.57703D-01\n",
"\n",
"At iterate 69 f= 7.79735D+01 |proj g|= 2.68634D-01\n",
"\n",
"At iterate 85 f= 7.84507D+01 |proj g|= 4.78155D-02\n",
"\n",
"At iterate 59 f= 1.26317D+02 |proj g|= 2.29369D-01\n",
"\n",
"At iterate 70 f= 7.79626D+01 |proj g|= 4.40118D-02\n",
"\n",
"At iterate 86 f= 7.84475D+01 |proj g|= 7.22871D-02\n",
"\n",
"At iterate 78 f= 3.25287D+00 |proj g|= 4.47431D-03\n",
"\n",
"At iterate 60 f= 1.26314D+02 |proj g|= 1.36520D-01\n",
"\n",
"At iterate 71 f= 7.79604D+01 |proj g|= 7.07549D-02\n",
"\n",
"At iterate 87 f= 7.84435D+01 |proj g|= 1.79953D-01\n",
"\n",
"At iterate 79 f= 3.25277D+00 |proj g|= 1.95475D-03\n",
"\n",
"At iterate 61 f= 1.26309D+02 |proj g|= 1.33772D-01\n",
"\n",
"At iterate 72 f= 7.79569D+01 |proj g|= 8.90556D-02\n",
"\n",
"At iterate 80 f= 3.25270D+00 |proj g|= 1.79713D-03\n",
"\n",
"At iterate 88 f= 7.84405D+01 |proj g|= 3.80840D-02\n",
"\n",
"At iterate 62 f= 1.26303D+02 |proj g|= 2.03909D-01\n",
"\n",
"At iterate 73 f= 7.79517D+01 |proj g|= 1.11343D-01\n",
"\n",
"At iterate 89 f= 7.84388D+01 |proj g|= 2.71330D-02\n",
"\n",
"At iterate 81 f= 3.25266D+00 |proj g|= 5.17322D-03\n",
"\n",
"At iterate 63 f= 1.26288D+02 |proj g|= 2.44177D-01\n",
"\n",
"At iterate 74 f= 7.79470D+01 |proj g|= 1.07921D-01\n",
"\n",
"At iterate 90 f= 7.84357D+01 |proj g|= 5.33465D-02\n",
"\n",
"At iterate 82 f= 3.25262D+00 |proj g|= 2.63438D-03\n",
"\n",
"At iterate 75 f= 7.79441D+01 |proj g|= 6.87130D-02\n",
"\n",
"At iterate 64 f= 1.26277D+02 |proj g|= 2.56546D-01\n",
"\n",
"At iterate 83 f= 3.25259D+00 |proj g|= 8.77742D-04\n",
"\n",
"At iterate 91 f= 7.84317D+01 |proj g|= 5.19268D-02\n",
"\n",
"At iterate 76 f= 7.79417D+01 |proj g|= 5.08719D-02\n",
"\n",
"At iterate 65 f= 1.26264D+02 |proj g|= 1.24110D-01\n",
"\n",
"At iterate 84 f= 3.25257D+00 |proj g|= 1.01321D-03\n",
"\n",
"At iterate 77 f= 7.79410D+01 |proj g|= 3.17969D-02\n",
"\n",
"At iterate 66 f= 1.26258D+02 |proj g|= 7.60903D-02\n",
"\n",
"At iterate 92 f= 7.84305D+01 |proj g|= 1.65930D-01\n",
"\n",
"At iterate 78 f= 7.79402D+01 |proj g|= 9.16596D-02\n",
"\n",
"At iterate 85 f= 3.25256D+00 |proj g|= 2.08122D-03\n",
"\n",
"At iterate 67 f= 1.26243D+02 |proj g|= 1.55097D-01\n",
"\n",
"At iterate 93 f= 7.84273D+01 |proj g|= 1.38009D-01\n",
"\n",
"At iterate 79 f= 7.79390D+01 |proj g|= 1.32632D-01\n",
"\n",
"At iterate 68 f= 1.26234D+02 |proj g|= 2.25396D-01\n",
"\n",
"At iterate 86 f= 3.25253D+00 |proj g|= 1.15905D-03\n",
"\n",
"At iterate 94 f= 7.84214D+01 |proj g|= 4.16040D-02\n",
"\n",
"At iterate 80 f= 7.79361D+01 |proj g|= 1.59482D-01\n",
"\n",
"At iterate 87 f= 3.25252D+00 |proj g|= 5.63011D-04\n",
"\n",
"At iterate 95 f= 7.84195D+01 |proj g|= 2.72737D-02\n",
"\n",
"At iterate 69 f= 1.26225D+02 |proj g|= 1.47451D-01\n",
"\n",
"At iterate 81 f= 7.79310D+01 |proj g|= 3.00025D-01\n",
"\n",
"At iterate 88 f= 3.25252D+00 |proj g|= 5.63386D-04\n",
"\n",
"At iterate 96 f= 7.84168D+01 |proj g|= 4.98051D-02\n",
"\n",
"At iterate 70 f= 1.26217D+02 |proj g|= 5.72561D-02\n",
"\n",
"At iterate 82 f= 7.79233D+01 |proj g|= 2.02329D-01\n",
"\n",
"At iterate 89 f= 3.25251D+00 |proj g|= 4.32466D-04\n",
"\n",
"At iterate 97 f= 7.84142D+01 |proj g|= 4.76084D-02\n",
"\n",
"At iterate 83 f= 7.79170D+01 |proj g|= 7.35254D-02\n",
"\n",
"At iterate 71 f= 1.26216D+02 |proj g|= 1.65714D-01\n",
"\n",
"At iterate 90 f= 3.25251D+00 |proj g|= 3.76475D-04\n",
"\n",
"At iterate 84 f= 7.79157D+01 |proj g|= 5.28093D-02\n",
"\n",
"At iterate 98 f= 7.84115D+01 |proj g|= 1.69083D-01\n",
"\n",
"At iterate 72 f= 1.26214D+02 |proj g|= 1.64996D-01\n",
"\n",
"At iterate 91 f= 3.25250D+00 |proj g|= 3.21832D-04\n",
"\n",
"\n",
"At iterate 73 f= 1.26213D+02 |proj g|= 1.35928D-01\n",
"At iterate 85 f= 7.79152D+01 |proj g|= 5.15819D-02\n",
"\n",
"At iterate 99 f= 7.84075D+01 |proj g|= 1.81159D-01\n",
"\n",
"At iterate 86 f= 7.79124D+01 |proj g|= 4.48776D-02\n",
"\n",
"At iterate 100 f= 7.84038D+01 |proj g|= 1.15184D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 114 1 0 0 1.152D-01 7.840D+01\n",
" F = 78.403807920005519 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 74 f= 1.26209D+02 |proj g|= 5.03899D-02\n",
"\n",
"At iterate 92 f= 3.25250D+00 |proj g|= 3.82043D-04\n",
"\n",
"At iterate 87 f= 7.79077D+01 |proj g|= 9.79713D-02\n",
"\n",
"At iterate 75 f= 1.26208D+02 |proj g|= 3.99950D-02\n",
"\n",
"At iterate 93 f= 3.25250D+00 |proj g|= 1.18330D-04\n",
"\n",
"At iterate 76 f= 1.26206D+02 |proj g|= 5.61313D-02\n",
"\n",
"At iterate 94 f= 3.25250D+00 |proj g|= 2.02454D-04\n",
"\n",
"At iterate 88 f= 7.79067D+01 |proj g|= 6.16181D-02\n",
"\n",
"At iterate 77 f= 1.26203D+02 |proj g|= 5.28603D-02\n",
"\n",
"At iterate 95 f= 3.25250D+00 |proj g|= 1.86551D-04\n",
"\n",
"At iterate 89 f= 7.79047D+01 |proj g|= 3.95665D-02\n",
"\n",
"At iterate 78 f= 1.26198D+02 |proj g|= 5.42750D-02\n",
"\n",
"At iterate 90 f= 7.79017D+01 |proj g|= 4.40727D-02\n",
"\n",
"At iterate 96 f= 3.25250D+00 |proj g|= 5.59763D-04\n",
"\n",
"At iterate 79 f= 1.26191D+02 |proj g|= 2.93151D-01\n",
"\n",
"At iterate 91 f= 7.79006D+01 |proj g|= 6.90077D-02\n",
"\n",
"At iterate 97 f= 3.25250D+00 |proj g|= 1.84161D-04\n",
"\n",
"At iterate 80 f= 1.26179D+02 |proj g|= 2.41404D-01\n",
"\n",
"At iterate 92 f= 7.78994D+01 |proj g|= 5.81361D-02\n",
"\n",
"At iterate 98 f= 3.25250D+00 |proj g|= 1.49215D-04\n",
"\n",
"At iterate 81 f= 1.26168D+02 |proj g|= 1.99938D-01\n",
"\n",
"At iterate 93 f= 7.78987D+01 |proj g|= 3.02014D-02\n",
"\n",
"At iterate 99 f= 3.25250D+00 |proj g|= 3.03376D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 82 f= 1.26153D+02 |proj g|= 1.84869D-01\n",
"\n",
"At iterate 94 f= 7.78976D+01 |proj g|= 6.29430D-02\n",
"\n",
"At iterate 100 f= 3.25250D+00 |proj g|= 1.77222D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 106 1 0 0 1.772D-04 3.252D+00\n",
" F = 3.2524964344274565 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 1 f= 9.30524D+03 |proj g|= 4.79069D+03\n",
"\n",
"At iterate 95 f= 7.78966D+01 |proj g|= 3.56528D-02\n",
"\n",
"At iterate 83 f= 1.26140D+02 |proj g|= 2.36911D-01\n",
"\n",
"At iterate 2 f= 7.36585D+03 |proj g|= 3.90359D+03\n",
"\n",
"At iterate 96 f= 7.78948D+01 |proj g|= 6.40292D-02\n",
"\n",
"At iterate 97 f= 7.78910D+01 |proj g|= 1.05603D-01\n",
"\n",
"At iterate 3 f= 2.45386D+03 |proj g|= 1.08234D+03\n",
"\n",
"At iterate 98 f= 7.78848D+01 |proj g|= 1.19875D-01\n",
"\n",
"At iterate 4 f= 1.64557D+03 |proj g|= 5.64169D+02\n",
"\n",
"At iterate 84 f= 1.26132D+02 |proj g|= 3.74895D-01\n",
"\n",
"At iterate 99 f= 7.78753D+01 |proj g|= 9.53034D-02\n",
"\n",
"At iterate 85 f= 1.26122D+02 |proj g|= 1.07906D-01\n",
"\n",
"At iterate 5 f= 1.01700D+03 |proj g|= 2.04548D+02\n",
"\n",
"At iterate 6 f= 9.33310D+02 |proj g|= 4.49539D+02\n",
"\n",
"At iterate 86 f= 1.26119D+02 |proj g|= 8.46555D-02\n",
"\n",
"At iterate 100 f= 7.78715D+01 |proj g|= 2.25392D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 109 1 0 0 2.254D-01 7.787D+01\n",
" F = 77.871491128124291 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.45249D+03\n",
"\n",
"At iterate 7 f= 5.72022D+02 |proj g|= 1.13593D+02\n",
"\n",
"At iterate 87 f= 1.26117D+02 |proj g|= 1.13265D-01\n",
"\n",
"At iterate 1 f= 9.45064D+03 |proj g|= 2.99823D+03\n",
"\n",
"At iterate 8 f= 4.33580D+02 |proj g|= 6.26163D+01\n",
"\n",
"At iterate 88 f= 1.26113D+02 |proj g|= 8.73560D-02\n",
"\n",
"At iterate 2 f= 6.06919D+03 |proj g|= 1.85969D+03\n",
"\n",
"At iterate 9 f= 3.27002D+02 |proj g|= 4.58805D+01\n",
"\n",
"At iterate 89 f= 1.26108D+02 |proj g|= 1.22308D-01\n",
"\n",
"At iterate 3 f= 3.17292D+03 |proj g|= 9.83568D+02\n",
"\n",
"At iterate 10 f= 2.38992D+02 |proj g|= 3.28873D+01\n",
"\n",
"At iterate 90 f= 1.26103D+02 |proj g|= 8.70124D-02\n",
"\n",
"At iterate 4 f= 1.94563D+03 |proj g|= 5.26033D+02\n",
"\n",
"At iterate 11 f= 1.26004D+02 |proj g|= 2.46790D+01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 5 f= 1.17328D+03 |proj g|= 1.54284D+02\n",
"\n",
"At iterate 91 f= 1.26100D+02 |proj g|= 8.77242D-02\n",
"\n",
"At iterate 12 f= 1.03906D+02 |proj g|= 4.11022D+01\n",
"\n",
"At iterate 6 f= 7.02025D+02 |proj g|= 1.48778D+02\n",
"\n",
"At iterate 92 f= 1.26096D+02 |proj g|= 9.03297D-02\n",
"\n",
"At iterate 13 f= 7.19847D+01 |proj g|= 4.17678D+01\n",
"\n",
"At iterate 7 f= 4.66713D+02 |proj g|= 6.37646D+01\n",
"\n",
"At iterate 14 f= 3.97291D+01 |proj g|= 4.00171D+00\n",
"\n",
"At iterate 8 f= 2.54338D+02 |proj g|= 2.49113D+01\n",
"\n",
"At iterate 93 f= 1.26095D+02 |proj g|= 8.79636D-02\n",
"\n",
"At iterate 15 f= 3.90103D+01 |proj g|= 3.39941D+00\n",
"\n",
"At iterate 9 f= 1.32042D+02 |proj g|= 2.02369D+01\n",
"\n",
"At iterate 94 f= 1.26092D+02 |proj g|= 5.20703D-02\n",
"\n",
"At iterate 16 f= 3.57141D+01 |proj g|= 3.15075D+00\n",
"\n",
"At iterate 95 f= 1.26089D+02 |proj g|= 2.34436D-01\n",
"\n",
"At iterate 10 f= 6.20472D+01 |proj g|= 4.03468D+00\n",
"\n",
"At iterate 17 f= 3.45797D+01 |proj g|= 2.12247D+00\n",
"\n",
"At iterate 96 f= 1.26086D+02 |proj g|= 9.30625D-02\n",
"\n",
"At iterate 11 f= 3.71815D+01 |proj g|= 2.79422D+00\n",
"\n",
"At iterate 18 f= 3.25296D+01 |proj g|= 2.40801D+00\n",
"\n",
"At iterate 97 f= 1.26084D+02 |proj g|= 8.99517D-02\n",
"\n",
"At iterate 12 f= 3.01238D+01 |proj g|= 1.95486D+01\n",
"\n",
"At iterate 19 f= 3.06262D+01 |proj g|= 1.23801D+00\n",
"\n",
"At iterate 98 f= 1.26073D+02 |proj g|= 2.04605D-01\n",
"\n",
"At iterate 13 f= 1.16932D+01 |proj g|= 3.52306D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68670D+03\n",
"\n",
"At iterate 20 f= 2.99243D+01 |proj g|= 1.11447D+00\n",
"\n",
"At iterate 99 f= 1.26066D+02 |proj g|= 6.83773D-02\n",
"\n",
"At iterate 14 f= 9.83326D+00 |proj g|= 2.51654D+00\n",
"\n",
"At iterate 1 f= 8.90092D+03 |proj g|= 3.95884D+03\n",
"\n",
"At iterate 100 f= 1.26061D+02 |proj g|= 5.79172D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 114 1 0 0 5.792D-02 1.261D+02\n",
" F = 126.06124725946530 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 2 f= 6.30418D+03 |proj g|= 2.93837D+03\n",
"\n",
"At iterate 15 f= 7.86682D+00 |proj g|= 1.32626D+00\n",
"\n",
"At iterate 21 f= 2.93828D+01 |proj g|= 5.45778D-01\n",
"\n",
"At iterate 3 f= 2.53354D+03 |proj g|= 1.13114D+03\n",
"\n",
"At iterate 16 f= 7.31495D+00 |proj g|= 8.56228D-01\n",
"\n",
"At iterate 22 f= 2.90934D+01 |proj g|= 3.23915D-01\n",
"\n",
"At iterate 17 f= 7.07859D+00 |proj g|= 5.67754D-01\n",
"\n",
"At iterate 4 f= 1.46758D+03 |proj g|= 6.90975D+02\n",
"\n",
"At iterate 18 f= 6.93666D+00 |proj g|= 3.87938D-01\n",
"\n",
"At iterate 23 f= 2.89601D+01 |proj g|= 3.05385D-01\n",
"\n",
"At iterate 5 f= 8.20935D+02 |proj g|= 2.65002D+02\n",
"\n",
"At iterate 24 f= 2.88656D+01 |proj g|= 4.37673D-01\n",
"\n",
"\n",
"At iterate 19 f= 6.75412D+00 |proj g|= 1.97290D-01\n",
"At iterate 6 f= 4.74474D+02 |proj g|= 1.88774D+02\n",
"\n",
"At iterate 25 f= 2.86008D+01 |proj g|= 4.52397D-01\n",
"\n",
"\n",
"At iterate 7 f= 3.13565D+02 |proj g|= 1.08778D+02\n",
"At iterate 20 f= 6.53815D+00 |proj g|= 1.44692D-01\n",
"\n",
"At iterate 26 f= 2.82143D+01 |proj g|= 2.49219D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.53197D+03\n",
"\n",
"At iterate 8 f= 1.89813D+02 |proj g|= 5.74359D+01\n",
"\n",
"At iterate 21 f= 6.31325D+00 |proj g|= 1.06639D-01\n",
"\n",
"At iterate 27 f= 2.80437D+01 |proj g|= 3.61062D-01\n",
"\n",
"At iterate 9 f= 1.02297D+02 |proj g|= 2.33249D+01\n",
"\n",
"At iterate 1 f= 9.04217D+03 |proj g|= 3.52282D+03\n",
"\n",
"At iterate 10 f= 5.17249D+01 |proj g|= 8.69637D+00\n",
"\n",
"At iterate 2 f= 6.16702D+03 |proj g|= 2.43888D+03\n",
"\n",
"At iterate 28 f= 2.79805D+01 |proj g|= 6.35291D-01\n",
"\n",
"At iterate 22 f= 6.22264D+00 |proj g|= 2.55637D-01\n",
"\n",
"At iterate 11 f= 3.37747D+01 |proj g|= 2.09284D+01\n",
"\n",
"At iterate 3 f= 2.85998D+03 |proj g|= 1.07728D+03\n",
"\n",
"At iterate 29 f= 2.78900D+01 |proj g|= 3.59428D-01\n",
"\n",
"At iterate 23 f= 6.12719D+00 |proj g|= 1.11312D-01\n",
"\n",
"At iterate 12 f= 1.30481D+01 |proj g|= 3.08822D+00\n",
"\n",
"At iterate 4 f= 1.75573D+03 |proj g|= 6.60305D+02\n",
"\n",
"At iterate 24 f= 6.05281D+00 |proj g|= 7.03101D-02\n",
"\n",
"At iterate 30 f= 2.78494D+01 |proj g|= 9.84009D-02\n",
"\n",
"At iterate 13 f= 9.39135D+00 |proj g|= 1.80207D+00\n",
"\n",
"At iterate 5 f= 1.09206D+03 |proj g|= 2.44345D+02\n",
"\n",
"At iterate 25 f= 5.99843D+00 |proj g|= 1.02385D-01\n",
"\n",
"At iterate 31 f= 2.78246D+01 |proj g|= 1.41986D-01\n",
"\n",
"At iterate 14 f= 5.54608D+00 |proj g|= 1.24384D+00\n",
"\n",
"At iterate 6 f= 6.78897D+02 |proj g|= 1.96081D+02\n",
"\n",
"At iterate 26 f= 5.96693D+00 |proj g|= 9.66815D-02\n",
"\n",
"At iterate 32 f= 2.77287D+01 |proj g|= 2.03420D-01\n",
"\n",
"At iterate 7 f= 4.73272D+02 |proj g|= 1.03654D+02\n",
"\n",
"At iterate 27 f= 5.89146D+00 |proj g|= 5.11545D-02\n",
"\n",
"At iterate 15 f= 4.79809D+00 |proj g|= 4.63585D-01\n",
"\n",
"At iterate 33 f= 2.76017D+01 |proj g|= 1.85095D-01\n",
"\n",
"At iterate 8 f= 2.94626D+02 |proj g|= 4.42078D+01\n",
"\n",
"At iterate 28 f= 5.85190D+00 |proj g|= 5.48580D-02\n",
"\n",
"At iterate 16 f= 3.79628D+00 |proj g|= 2.08722D-01\n",
"\n",
"At iterate 34 f= 2.74957D+01 |proj g|= 2.55125D-01\n",
"\n",
"At iterate 9 f= 1.53917D+02 |proj g|= 1.58662D+01\n",
"\n",
"At iterate 29 f= 5.82515D+00 |proj g|= 9.51775D-02\n",
"\n",
"At iterate 17 f= 3.43683D+00 |proj g|= 1.33270D-01\n",
"\n",
"At iterate 35 f= 2.74307D+01 |proj g|= 7.59163D-02\n",
"\n",
"At iterate 10 f= 8.75492D+01 |proj g|= 9.19012D+00\n",
"\n",
"At iterate 30 f= 5.80692D+00 |proj g|= 2.55293D-02\n",
"\n",
"At iterate 18 f= 3.34303D+00 |proj g|= 1.86441D-01\n",
"\n",
"At iterate 36 f= 2.74177D+01 |proj g|= 5.18167D-02\n",
"\n",
"At iterate 11 f= 5.34539D+01 |proj g|= 5.63529D+00\n",
"\n",
"At iterate 19 f= 3.21826D+00 |proj g|= 7.71844D-02\n",
"\n",
"At iterate 31 f= 5.79088D+00 |proj g|= 3.94678D-02\n",
"\n",
"At iterate 37 f= 2.73967D+01 |proj g|= 5.04937D-02\n",
"\n",
"At iterate 12 f= 3.22422D+01 |proj g|= 4.68282D+00\n",
"\n",
"At iterate 20 f= 3.19766D+00 |proj g|= 7.53442D-02\n",
"\n",
"At iterate 32 f= 5.76841D+00 |proj g|= 5.26660D-02\n",
"\n",
"At iterate 38 f= 2.73627D+01 |proj g|= 9.86794D-02\n",
"\n",
"At iterate 13 f= 1.46209D+01 |proj g|= 3.73988D+00\n",
"\n",
"At iterate 21 f= 3.14547D+00 |proj g|= 1.24098D-01\n",
"\n",
"At iterate 33 f= 5.74501D+00 |proj g|= 2.93575D-02\n",
"\n",
"At iterate 39 f= 2.73409D+01 |proj g|= 1.70318D-01\n",
"\n",
"At iterate 22 f= 3.09914D+00 |proj g|= 1.24066D-01\n",
"\n",
"At iterate 14 f= 9.86000D+00 |proj g|= 1.60291D+00\n",
"\n",
"At iterate 34 f= 5.73231D+00 |proj g|= 7.31785D-02\n",
"\n",
"At iterate 23 f= 3.07935D+00 |proj g|= 1.32676D-01\n",
"\n",
"At iterate 35 f= 5.72494D+00 |proj g|= 8.35858D-03\n",
"\n",
"At iterate 15 f= 7.79497D+00 |proj g|= 9.30161D-01\n",
"\n",
"At iterate 24 f= 3.03772D+00 |proj g|= 4.45013D-02\n",
"\n",
"At iterate 40 f= 2.73325D+01 |proj g|= 1.05733D-01\n",
"\n",
"At iterate 36 f= 5.72366D+00 |proj g|= 8.47008D-03\n",
"\n",
"At iterate 16 f= 6.94736D+00 |proj g|= 3.23728D-01\n",
"\n",
"At iterate 41 f= 2.73009D+01 |proj g|= 6.35463D-02\n",
"\n",
"At iterate 37 f= 5.72210D+00 |proj g|= 1.76545D-02\n",
"\n",
"At iterate 25 f= 3.02500D+00 |proj g|= 4.56987D-02\n",
"\n",
"At iterate 17 f= 6.63699D+00 |proj g|= 2.70216D-01\n",
"\n",
"At iterate 42 f= 2.72891D+01 |proj g|= 4.79344D-02\n",
"\n",
"At iterate 38 f= 5.72126D+00 |proj g|= 1.29544D-02\n",
"\n",
"At iterate 26 f= 2.99704D+00 |proj g|= 3.28008D-02\n",
"\n",
"At iterate 18 f= 6.41335D+00 |proj g|= 4.34295D-01\n",
"\n",
"At iterate 27 f= 2.98372D+00 |proj g|= 3.82523D-02\n",
"\n",
"At iterate 39 f= 5.72007D+00 |proj g|= 5.50726D-03\n",
"\n",
"At iterate 43 f= 2.72829D+01 |proj g|= 2.36233D-02\n",
"\n",
"At iterate 19 f= 6.30394D+00 |proj g|= 2.95640D-01\n",
"\n",
"At iterate 28 f= 2.97178D+00 |proj g|= 1.00797D-01\n",
"\n",
"At iterate 44 f= 2.72696D+01 |proj g|= 2.74974D-02\n",
"\n",
"At iterate 40 f= 5.71960D+00 |proj g|= 3.39952D-03\n",
"\n",
"At iterate 20 f= 5.94249D+00 |proj g|= 8.68414D-02\n",
"\n",
"At iterate 29 f= 2.95899D+00 |proj g|= 4.78622D-02\n",
"\n",
"At iterate 41 f= 5.71881D+00 |proj g|= 5.78804D-03\n",
"\n",
"At iterate 21 f= 5.64517D+00 |proj g|= 1.15825D-01\n",
"\n",
"At iterate 45 f= 2.72582D+01 |proj g|= 8.28297D-02\n",
"\n",
"At iterate 42 f= 5.71834D+00 |proj g|= 2.65239D-02\n",
"\n",
"At iterate 30 f= 2.95152D+00 |proj g|= 1.70061D-02\n",
"\n",
"At iterate 46 f= 2.72520D+01 |proj g|= 1.12730D-01\n",
"\n",
"At iterate 43 f= 5.71744D+00 |proj g|= 8.01079D-03\n",
"\n",
"At iterate 31 f= 2.94490D+00 |proj g|= 3.09502D-02\n",
"\n",
"At iterate 47 f= 2.72403D+01 |proj g|= 5.05038D-02\n",
"\n",
"At iterate 22 f= 5.54430D+00 |proj g|= 1.50076D-01\n",
"\n",
"At iterate 44 f= 5.71699D+00 |proj g|= 3.53723D-03\n",
"\n",
"At iterate 32 f= 2.93469D+00 |proj g|= 3.28297D-02\n",
"\n",
"At iterate 48 f= 2.72314D+01 |proj g|= 6.66525D-02\n",
"\n",
"At iterate 23 f= 5.51909D+00 |proj g|= 1.54107D-01\n",
"\n",
"At iterate 45 f= 5.71671D+00 |proj g|= 3.00962D-03\n",
"\n",
"At iterate 49 f= 2.72207D+01 |proj g|= 8.85013D-02\n",
"\n",
"At iterate 24 f= 5.44334D+00 |proj g|= 3.95190D-02\n",
"\n",
"At iterate 46 f= 5.71631D+00 |proj g|= 8.01357D-03\n",
"\n",
"At iterate 33 f= 2.92850D+00 |proj g|= 3.85747D-02\n",
"\n",
"At iterate 50 f= 2.71997D+01 |proj g|= 6.89962D-02\n",
"\n",
"At iterate 25 f= 5.42071D+00 |proj g|= 3.79529D-02\n",
"\n",
"At iterate 34 f= 2.91717D+00 |proj g|= 1.87394D-02\n",
"\n",
"At iterate 26 f= 5.35051D+00 |proj g|= 5.12514D-02\n",
"\n",
"At iterate 47 f= 5.71615D+00 |proj g|= 4.69346D-03\n",
"\n",
"At iterate 35 f= 2.90871D+00 |proj g|= 8.64497D-03\n",
"\n",
"At iterate 51 f= 2.71983D+01 |proj g|= 1.04302D-01\n",
"\n",
"At iterate 27 f= 5.29736D+00 |proj g|= 9.22898D-02\n",
"\n",
"At iterate 48 f= 5.71598D+00 |proj g|= 2.37543D-03\n",
"\n",
"At iterate 36 f= 2.90389D+00 |proj g|= 1.05827D-02\n",
"\n",
"At iterate 52 f= 2.71895D+01 |proj g|= 6.92452D-02\n",
"\n",
"At iterate 28 f= 5.26169D+00 |proj g|= 3.72269D-02\n",
"\n",
"At iterate 49 f= 5.71588D+00 |proj g|= 1.91793D-03\n",
"\n",
"At iterate 37 f= 2.89878D+00 |proj g|= 2.25176D-02\n",
"\n",
"At iterate 53 f= 2.71823D+01 |proj g|= 5.11657D-02\n",
"\n",
"At iterate 50 f= 5.71572D+00 |proj g|= 2.78866D-03\n",
"\n",
"At iterate 29 f= 5.24032D+00 |proj g|= 2.96124D-02\n",
"\n",
"At iterate 38 f= 2.89484D+00 |proj g|= 1.51955D-02\n",
"\n",
"At iterate 54 f= 2.71792D+01 |proj g|= 3.61421D-02\n",
"\n",
"At iterate 30 f= 5.21990D+00 |proj g|= 3.04466D-02\n",
"\n",
"At iterate 51 f= 5.71565D+00 |proj g|= 2.57489D-03\n",
"\n",
"At iterate 39 f= 2.89225D+00 |proj g|= 9.18225D-03\n",
"\n",
"At iterate 55 f= 2.71744D+01 |proj g|= 2.44137D-02\n",
"\n",
"At iterate 31 f= 5.19429D+00 |proj g|= 6.96835D-02\n",
"\n",
"At iterate 52 f= 5.71557D+00 |proj g|= 1.50246D-03\n",
"\n",
"At iterate 40 f= 2.88838D+00 |proj g|= 8.67700D-03\n",
"\n",
"At iterate 56 f= 2.71693D+01 |proj g|= 4.45375D-02\n",
"\n",
"At iterate 32 f= 5.17130D+00 |proj g|= 3.26842D-02\n",
"\n",
"At iterate 53 f= 5.71551D+00 |proj g|= 1.73966D-03\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 41 f= 2.88591D+00 |proj g|= 2.57531D-02\n",
"\n",
"At iterate 57 f= 2.71605D+01 |proj g|= 5.24218D-02\n",
"\n",
"At iterate 33 f= 5.15516D+00 |proj g|= 4.49260D-02\n",
"\n",
"At iterate 54 f= 5.71547D+00 |proj g|= 2.34222D-03\n",
"\n",
"At iterate 42 f= 2.88467D+00 |proj g|= 1.05986D-02\n",
"\n",
"At iterate 58 f= 2.71505D+01 |proj g|= 9.06617D-02\n",
"\n",
"At iterate 55 f= 5.71543D+00 |proj g|= 1.31772D-03\n",
"\n",
"At iterate 34 f= 5.14507D+00 |proj g|= 2.36228D-02\n",
"\n",
"At iterate 43 f= 2.88371D+00 |proj g|= 4.67807D-03\n",
"\n",
"At iterate 59 f= 2.71391D+01 |proj g|= 7.66494D-02\n",
"\n",
"At iterate 35 f= 5.13605D+00 |proj g|= 3.24755D-02\n",
"\n",
"At iterate 56 f= 5.71540D+00 |proj g|= 8.11485D-04\n",
"\n",
"At iterate 44 f= 2.88322D+00 |proj g|= 7.21298D-03\n",
"\n",
"At iterate 36 f= 5.13453D+00 |proj g|= 3.95332D-02\n",
"\n",
"At iterate 60 f= 2.71276D+01 |proj g|= 3.23118D-02\n",
"\n",
"At iterate 57 f= 5.71538D+00 |proj g|= 1.11072D-03\n",
"\n",
"At iterate 45 f= 2.88270D+00 |proj g|= 5.80213D-03\n",
"\n",
"At iterate 37 f= 5.12863D+00 |proj g|= 1.29098D-02\n",
"\n",
"At iterate 61 f= 2.71221D+01 |proj g|= 3.04651D-02\n",
"\n",
"At iterate 58 f= 5.71537D+00 |proj g|= 3.24051D-03\n",
"\n",
"At iterate 38 f= 5.12775D+00 |proj g|= 4.60432D-03\n",
"\n",
"\n",
"At iterate 59 f= 5.71535D+00 |proj g|= 7.30111D-04\n",
"At iterate 62 f= 2.71197D+01 |proj g|= 5.34986D-02\n",
"\n",
"At iterate 46 f= 2.88223D+00 |proj g|= 1.05323D-02\n",
"\n",
"At iterate 39 f= 5.12601D+00 |proj g|= 1.05843D-02\n",
"\n",
"At iterate 60 f= 5.71535D+00 |proj g|= 6.69863D-04\n",
"\n",
"At iterate 63 f= 2.71189D+01 |proj g|= 1.14774D-01\n",
"\n",
"At iterate 47 f= 2.88154D+00 |proj g|= 3.49366D-03\n",
"\n",
"At iterate 40 f= 5.12477D+00 |proj g|= 1.30956D-02\n",
"\n",
"At iterate 61 f= 5.71534D+00 |proj g|= 9.86339D-04\n",
"\n",
"At iterate 64 f= 2.71168D+01 |proj g|= 3.56235D-02\n",
"\n",
"At iterate 48 f= 2.88127D+00 |proj g|= 3.15743D-03\n",
"\n",
"At iterate 41 f= 5.12343D+00 |proj g|= 1.03870D-02\n",
"\n",
"At iterate 62 f= 5.71533D+00 |proj g|= 1.02032D-03\n",
"\n",
"At iterate 65 f= 2.71156D+01 |proj g|= 3.52964D-02\n",
"\n",
"At iterate 49 f= 2.88102D+00 |proj g|= 3.12572D-03\n",
"\n",
"At iterate 42 f= 5.12214D+00 |proj g|= 5.47237D-03\n",
"\n",
"At iterate 63 f= 5.71532D+00 |proj g|= 1.45801D-03\n",
"\n",
"At iterate 43 f= 5.12117D+00 |proj g|= 6.48259D-03\n",
"\n",
"At iterate 66 f= 2.71145D+01 |proj g|= 5.16483D-02\n",
"\n",
"At iterate 50 f= 2.88077D+00 |proj g|= 3.27633D-03\n",
"\n",
"At iterate 44 f= 5.11977D+00 |proj g|= 8.54537D-03\n",
"\n",
"At iterate 67 f= 2.71124D+01 |proj g|= 5.98268D-02\n",
"\n",
"At iterate 64 f= 5.71531D+00 |proj g|= 7.73349D-04\n",
"\n",
"At iterate 68 f= 2.71081D+01 |proj g|= 4.69822D-02\n",
"\n",
"At iterate 51 f= 2.88064D+00 |proj g|= 5.65535D-03\n",
"\n",
"At iterate 45 f= 5.11931D+00 |proj g|= 1.07633D-02\n",
"\n",
"At iterate 65 f= 5.71531D+00 |proj g|= 2.76484D-04\n",
"\n",
"At iterate 52 f= 2.88041D+00 |proj g|= 2.68348D-03\n",
"\n",
"At iterate 69 f= 2.71066D+01 |proj g|= 8.87681D-02\n",
"\n",
"At iterate 46 f= 5.11858D+00 |proj g|= 3.49802D-03\n",
"\n",
"At iterate 66 f= 5.71531D+00 |proj g|= 3.65763D-04\n",
"\n",
"At iterate 70 f= 2.70999D+01 |proj g|= 2.94407D-02\n",
"\n",
"At iterate 53 f= 2.88025D+00 |proj g|= 1.46515D-03\n",
"\n",
"At iterate 47 f= 5.11820D+00 |proj g|= 2.29305D-03\n",
"\n",
"At iterate 71 f= 2.70979D+01 |proj g|= 3.09535D-02\n",
"\n",
"At iterate 67 f= 5.71531D+00 |proj g|= 4.65065D-04\n",
"\n",
"At iterate 54 f= 2.88013D+00 |proj g|= 1.09230D-03\n",
"\n",
"At iterate 48 f= 5.11779D+00 |proj g|= 6.41062D-03\n",
"\n",
"At iterate 55 f= 2.88001D+00 |proj g|= 1.17477D-03\n",
"\n",
"At iterate 68 f= 5.71530D+00 |proj g|= 5.44657D-04\n",
"\n",
"At iterate 72 f= 2.70949D+01 |proj g|= 5.24327D-02\n",
"\n",
"At iterate 49 f= 5.11753D+00 |proj g|= 5.38123D-03\n",
"\n",
"At iterate 69 f= 5.71530D+00 |proj g|= 1.74146D-04\n",
"\n",
"At iterate 50 f= 5.11729D+00 |proj g|= 2.28683D-03\n",
"\n",
"At iterate 56 f= 2.87997D+00 |proj g|= 2.57658D-03\n",
"\n",
"At iterate 73 f= 2.70934D+01 |proj g|= 6.99891D-02\n",
"\n",
"At iterate 70 f= 5.71530D+00 |proj g|= 1.75736D-04\n",
"\n",
"At iterate 51 f= 5.11709D+00 |proj g|= 2.57678D-03\n",
"\n",
"At iterate 57 f= 2.87989D+00 |proj g|= 7.09093D-04\n",
"\n",
"At iterate 71 f= 5.71530D+00 |proj g|= 1.87485D-04\n",
"\n",
"At iterate 52 f= 5.11695D+00 |proj g|= 3.81492D-03\n",
"\n",
"At iterate 74 f= 2.70922D+01 |proj g|= 2.52401D-02\n",
"\n",
"At iterate 58 f= 2.87987D+00 |proj g|= 5.58348D-04\n",
"\n",
"At iterate 72 f= 5.71530D+00 |proj g|= 3.63809D-04\n",
"\n",
"At iterate 53 f= 5.11680D+00 |proj g|= 6.50759D-03\n",
"\n",
"At iterate 75 f= 2.70913D+01 |proj g|= 1.40294D-02\n",
"\n",
"At iterate 59 f= 2.87984D+00 |proj g|= 1.23181D-03\n",
"\n",
"At iterate 54 f= 5.11666D+00 |proj g|= 1.55830D-03\n",
"\n",
"At iterate 76 f= 2.70907D+01 |proj g|= 2.79818D-02\n",
"\n",
"At iterate 60 f= 2.87984D+00 |proj g|= 1.83460D-03\n",
"\n",
"At iterate 73 f= 5.71530D+00 |proj g|= 1.71398D-04\n",
"\n",
"At iterate 77 f= 2.70903D+01 |proj g|= 1.61683D-02\n",
"\n",
"At iterate 55 f= 5.11661D+00 |proj g|= 1.70578D-03\n",
"\n",
"At iterate 74 f= 5.71530D+00 |proj g|= 9.56626D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 74 79 1 0 0 9.566D-05 5.715D+00\n",
" F = 5.7152998218451945 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 61 f= 2.87982D+00 |proj g|= 4.00264D-04\n",
"\n",
"At iterate 78 f= 2.70896D+01 |proj g|= 1.33714D-02\n",
"\n",
"At iterate 56 f= 5.11652D+00 |proj g|= 1.99349D-03\n",
"\n",
"At iterate 62 f= 2.87982D+00 |proj g|= 3.23698D-04\n",
"\n",
"At iterate 79 f= 2.70855D+01 |proj g|= 1.81852D-02\n",
"\n",
"At iterate 63 f= 2.87981D+00 |proj g|= 6.21280D-04\n",
"\n",
"At iterate 80 f= 2.70803D+01 |proj g|= 2.33561D-02\n",
"\n",
"At iterate 57 f= 5.11647D+00 |proj g|= 4.86164D-03\n",
"\n",
"At iterate 64 f= 2.87979D+00 |proj g|= 6.09093D-04\n",
"\n",
"At iterate 58 f= 5.11639D+00 |proj g|= 1.60440D-03\n",
"\n",
"At iterate 81 f= 2.70762D+01 |proj g|= 2.53616D-02\n",
"\n",
"At iterate 59 f= 5.11633D+00 |proj g|= 1.52148D-03\n",
"\n",
"At iterate 65 f= 2.87979D+00 |proj g|= 9.55682D-04\n",
"\n",
"At iterate 60 f= 5.11629D+00 |proj g|= 3.55099D-03\n",
"\n",
"At iterate 82 f= 2.70751D+01 |proj g|= 3.71400D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.85373D+03\n",
"\n",
"\n",
"At iterate 66 f= 2.87978D+00 |proj g|= 6.21032D-04\n",
"At iterate 61 f= 5.11626D+00 |proj g|= 3.41121D-03\n",
"\n",
"At iterate 1 f= 8.83271D+03 |proj g|= 3.58565D+03\n",
"\n",
"At iterate 83 f= 2.70736D+01 |proj g|= 2.06892D-02\n",
"\n",
"At iterate 67 f= 2.87978D+00 |proj g|= 2.66190D-04\n",
"\n",
"At iterate 62 f= 5.11623D+00 |proj g|= 1.02876D-03\n",
"\n",
"At iterate 2 f= 5.92069D+03 |proj g|= 2.52350D+03\n",
"\n",
"At iterate 84 f= 2.70727D+01 |proj g|= 1.50313D-02\n",
"\n",
"At iterate 68 f= 2.87978D+00 |proj g|= 2.37891D-04\n",
"\n",
"At iterate 63 f= 5.11621D+00 |proj g|= 7.62704D-04\n",
"\n",
"At iterate 3 f= 2.45873D+03 |proj g|= 1.07501D+03\n",
"\n",
"At iterate 85 f= 2.70717D+01 |proj g|= 5.52076D-02\n",
"\n",
"At iterate 64 f= 5.11619D+00 |proj g|= 8.63772D-04\n",
"\n",
"At iterate 69 f= 2.87977D+00 |proj g|= 2.87571D-04\n",
"\n",
"At iterate 4 f= 1.35657D+03 |proj g|= 6.17939D+02\n",
"\n",
"At iterate 86 f= 2.70702D+01 |proj g|= 3.01962D-02\n",
"\n",
"At iterate 70 f= 2.87977D+00 |proj g|= 3.62734D-04\n",
"\n",
"At iterate 65 f= 5.11617D+00 |proj g|= 1.07934D-03\n",
"\n",
"At iterate 5 f= 7.44008D+02 |proj g|= 2.16663D+02\n",
"\n",
"At iterate 87 f= 2.70686D+01 |proj g|= 2.02392D-02\n",
"\n",
"At iterate 71 f= 2.87977D+00 |proj g|= 1.90880D-04\n",
"\n",
"At iterate 6 f= 4.54268D+02 |proj g|= 1.60942D+02\n",
"\n",
"At iterate 66 f= 5.11615D+00 |proj g|= 7.32354D-04\n",
"\n",
"\n",
"At iterate 7 f= 3.13244D+02 |proj g|= 7.71427D+01\n",
"At iterate 72 f= 2.87977D+00 |proj g|= 1.19596D-04\n",
"\n",
"At iterate 88 f= 2.70683D+01 |proj g|= 2.61124D-02\n",
"\n",
"At iterate 67 f= 5.11615D+00 |proj g|= 5.61316D-04\n",
"\n",
"At iterate 8 f= 2.08320D+02 |proj g|= 5.22726D+01\n",
"\n",
"At iterate 73 f= 2.87977D+00 |proj g|= 1.15900D-04\n",
"\n",
"At iterate 89 f= 2.70675D+01 |proj g|= 1.60294D-02\n",
"\n",
"At iterate 9 f= 9.28119D+01 |proj g|= 1.98330D+01\n",
"\n",
"At iterate 68 f= 5.11614D+00 |proj g|= 5.81876D-04\n",
"\n",
"At iterate 74 f= 2.87977D+00 |proj g|= 2.84584D-04\n",
"\n",
"At iterate 90 f= 2.70666D+01 |proj g|= 1.02309D-02\n",
"\n",
"At iterate 10 f= 4.65985D+01 |proj g|= 7.62054D+00\n",
"\n",
"At iterate 69 f= 5.11614D+00 |proj g|= 8.57552D-04\n",
"\n",
"At iterate 75 f= 2.87977D+00 |proj g|= 1.99614D-04\n",
"\n",
"At iterate 91 f= 2.70646D+01 |proj g|= 1.76155D-02\n",
"\n",
"At iterate 11 f= 3.00804D+01 |proj g|= 4.50567D+00\n",
"\n",
"At iterate 70 f= 5.11613D+00 |proj g|= 7.82513D-04\n",
"\n",
"At iterate 76 f= 2.87977D+00 |proj g|= 8.04091D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 76 83 1 0 0 8.041D-05 2.880D+00\n",
" F = 2.8797694873733146 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 92 f= 2.70633D+01 |proj g|= 1.47241D-02\n",
"\n",
"At iterate 12 f= 1.81917D+01 |proj g|= 2.62332D+00\n",
"\n",
"At iterate 71 f= 5.11613D+00 |proj g|= 1.26422D-03\n",
"\n",
"At iterate 93 f= 2.70623D+01 |proj g|= 7.19535D-02\n",
"\n",
"At iterate 13 f= 1.03539D+01 |proj g|= 2.08059D+00\n",
"\n",
"At iterate 72 f= 5.11613D+00 |proj g|= 4.65200D-04\n",
"\n",
"At iterate 94 f= 2.70607D+01 |proj g|= 2.59819D-02\n",
"\n",
"At iterate 14 f= 5.96004D+00 |proj g|= 1.50500D+00\n",
"\n",
"At iterate 73 f= 5.11613D+00 |proj g|= 3.56940D-04\n",
"\n",
"At iterate 15 f= 4.06392D+00 |proj g|= 2.81770D-01\n",
"\n",
"At iterate 95 f= 2.70594D+01 |proj g|= 1.83204D-02\n",
"\n",
"At iterate 74 f= 5.11612D+00 |proj g|= 4.31113D-04\n",
"\n",
"At iterate 16 f= 3.84724D+00 |proj g|= 1.71250D-01\n",
"\n",
"At iterate 96 f= 2.70582D+01 |proj g|= 3.75686D-02\n",
"\n",
"At iterate 75 f= 5.11612D+00 |proj g|= 4.73987D-04\n",
"\n",
"At iterate 17 f= 3.66539D+00 |proj g|= 1.30021D-01\n",
"\n",
"At iterate 97 f= 2.70574D+01 |proj g|= 1.18522D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.17619D+03\n",
"\n",
"At iterate 18 f= 3.54887D+00 |proj g|= 6.09214D-02\n",
"\n",
"At iterate 76 f= 5.11612D+00 |proj g|= 3.46000D-04\n",
"\n",
"At iterate 98 f= 2.70570D+01 |proj g|= 2.57933D-02\n",
"\n",
"At iterate 1 f= 9.85840D+03 |proj g|= 3.59020D+03\n",
"\n",
"At iterate 77 f= 5.11612D+00 |proj g|= 1.75262D-04\n",
"\n",
"At iterate 19 f= 3.48018D+00 |proj g|= 7.01730D-02\n",
"\n",
"At iterate 99 f= 2.70560D+01 |proj g|= 7.97856D-03\n",
"\n",
"At iterate 2 f= 7.20607D+03 |proj g|= 2.58800D+03\n",
"\n",
"At iterate 78 f= 5.11612D+00 |proj g|= 2.86860D-04\n",
"\n",
"At iterate 100 f= 2.70555D+01 |proj g|= 1.13586D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 110 1 0 0 1.136D-02 2.706D+01\n",
" F = 27.055521881217913 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 20 f= 3.32531D+00 |proj g|= 7.45241D-02\n",
"\n",
"At iterate 3 f= 3.43189D+03 |proj g|= 1.13233D+03\n",
"\n",
"At iterate 21 f= 3.26742D+00 |proj g|= 5.28610D-02\n",
"\n",
"At iterate 79 f= 5.11611D+00 |proj g|= 3.45512D-04\n",
"\n",
"At iterate 4 f= 2.08762D+03 |proj g|= 7.27375D+02\n",
"\n",
"At iterate 22 f= 3.24844D+00 |proj g|= 5.83991D-02\n",
"\n",
"At iterate 80 f= 5.11611D+00 |proj g|= 3.94485D-04\n",
"\n",
"At iterate 5 f= 1.19410D+03 |proj g|= 1.95634D+02\n",
"\n",
"At iterate 81 f= 5.11611D+00 |proj g|= 2.21264D-04\n",
"\n",
"At iterate 6 f= 7.04966D+02 |proj g|= 1.67134D+02\n",
"\n",
"At iterate 23 f= 3.17532D+00 |proj g|= 4.53275D-02\n",
"\n",
"At iterate 82 f= 5.11611D+00 |proj g|= 4.66515D-04\n",
"\n",
"At iterate 7 f= 4.90736D+02 |proj g|= 1.26512D+02\n",
"\n",
"At iterate 83 f= 5.11611D+00 |proj g|= 1.97393D-04\n",
"\n",
"At iterate 8 f= 2.86842D+02 |proj g|= 4.64556D+01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 24 f= 3.14694D+00 |proj g|= 1.18949D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 84 f= 5.11611D+00 |proj g|= 1.44325D-04\n",
"\n",
"At iterate 9 f= 1.50491D+02 |proj g|= 5.12996D+01\n",
"\n",
"At iterate 1 f= 8.55831D+03 |proj g|= 4.24002D+03\n",
"\n",
"At iterate 25 f= 3.12885D+00 |proj g|= 7.82560D-02\n",
"\n",
"At iterate 10 f= 7.40652D+01 |proj g|= 1.72788D+01\n",
"\n",
"At iterate 85 f= 5.11611D+00 |proj g|= 4.25959D-04\n",
"\n",
"At iterate 2 f= 6.17300D+03 |proj g|= 3.23857D+03\n",
"\n",
"At iterate 26 f= 3.10725D+00 |proj g|= 1.71080D-02\n",
"\n",
"At iterate 11 f= 4.07143D+01 |proj g|= 5.85798D+00\n",
"\n",
"At iterate 86 f= 5.11611D+00 |proj g|= 2.14104D-04\n",
"\n",
"At iterate 3 f= 2.33513D+03 |proj g|= 1.18734D+03\n",
"\n",
"At iterate 27 f= 3.09669D+00 |proj g|= 1.44109D-02\n",
"\n",
"At iterate 87 f= 5.11611D+00 |proj g|= 1.67105D-04\n",
"\n",
"At iterate 12 f= 2.24811D+01 |proj g|= 8.93085D+00\n",
"\n",
"At iterate 28 f= 3.08771D+00 |proj g|= 1.47902D-02\n",
"\n",
"At iterate 88 f= 5.11611D+00 |proj g|= 2.75031D-04\n",
"\n",
"At iterate 4 f= 1.39180D+03 |proj g|= 6.87016D+02\n",
"\n",
"At iterate 13 f= 1.32342D+01 |proj g|= 6.19511D+00\n",
"\n",
"At iterate 14 f= 7.72221D+00 |proj g|= 8.50016D-01\n",
"\n",
"At iterate 5 f= 8.18229D+02 |proj g|= 3.19591D+02\n",
"\n",
"At iterate 89 f= 5.11611D+00 |proj g|= 8.95119D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 89 95 1 0 0 8.951D-05 5.116D+00\n",
" F = 5.1161095553917901 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 29 f= 3.08380D+00 |proj g|= 1.65287D-02\n",
"\n",
"At iterate 15 f= 7.09886D+00 |proj g|= 5.55337D-01\n",
"\n",
"At iterate 6 f= 5.15868D+02 |proj g|= 1.94610D+02\n",
"\n",
"At iterate 30 f= 3.07842D+00 |proj g|= 1.28658D-02\n",
"\n",
"At iterate 7 f= 3.10891D+02 |proj g|= 7.51342D+01\n",
"\n",
"At iterate 16 f= 6.34193D+00 |proj g|= 2.20357D-01\n",
"\n",
"At iterate 31 f= 3.07611D+00 |proj g|= 1.28269D-02\n",
"\n",
"At iterate 8 f= 2.02116D+02 |proj g|= 4.56894D+01\n",
"\n",
"At iterate 32 f= 3.07459D+00 |proj g|= 7.26305D-03\n",
"\n",
"At iterate 17 f= 6.14048D+00 |proj g|= 1.47644D-01\n",
"\n",
"At iterate 9 f= 1.00275D+02 |proj g|= 1.98898D+01\n",
"\n",
"At iterate 33 f= 3.07226D+00 |proj g|= 1.13645D-02\n",
"\n",
"At iterate 18 f= 6.01978D+00 |proj g|= 1.28075D-01\n",
"\n",
"At iterate 10 f= 4.96744D+01 |proj g|= 1.62327D+01\n",
"\n",
"At iterate 34 f= 3.07005D+00 |proj g|= 1.02005D-02\n",
"\n",
"At iterate 19 f= 5.91279D+00 |proj g|= 5.34431D-02\n",
"\n",
"At iterate 11 f= 2.80865D+01 |proj g|= 6.06033D+00\n",
"\n",
"At iterate 35 f= 3.06861D+00 |proj g|= 1.40909D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.42326D+03\n",
"\n",
"At iterate 20 f= 5.84485D+00 |proj g|= 8.72163D-02\n",
"\n",
"At iterate 36 f= 3.06753D+00 |proj g|= 1.12777D-02\n",
"\n",
"At iterate 12 f= 1.81318D+01 |proj g|= 2.80907D+00\n",
"\n",
"At iterate 1 f= 9.51726D+03 |proj g|= 4.43099D+03\n",
"\n",
"At iterate 21 f= 5.71846D+00 |proj g|= 1.26151D-01\n",
"\n",
"At iterate 37 f= 3.06704D+00 |proj g|= 6.21267D-03\n",
"\n",
"At iterate 2 f= 7.37220D+03 |proj g|= 3.49192D+03\n",
"\n",
"At iterate 13 f= 1.25845D+01 |proj g|= 2.54283D+00\n",
"\n",
"At iterate 22 f= 5.62738D+00 |proj g|= 1.09896D-01\n",
"\n",
"At iterate 3 f= 2.76079D+03 |proj g|= 1.08531D+03\n",
"\n",
"At iterate 38 f= 3.06621D+00 |proj g|= 4.87696D-03\n",
"\n",
"At iterate 14 f= 4.88980D+00 |proj g|= 1.89616D+00\n",
"\n",
"At iterate 23 f= 5.55043D+00 |proj g|= 1.07503D-01\n",
"\n",
"At iterate 4 f= 1.73501D+03 |proj g|= 5.72011D+02\n",
"\n",
"At iterate 39 f= 3.06571D+00 |proj g|= 9.56155D-03\n",
"\n",
"At iterate 24 f= 5.50313D+00 |proj g|= 3.29026D-02\n",
"\n",
"At iterate 15 f= 4.23962D+00 |proj g|= 1.36929D+00\n",
"\n",
"At iterate 40 f= 3.06517D+00 |proj g|= 2.89189D-03\n",
"\n",
"At iterate 5 f= 1.04737D+03 |proj g|= 3.75879D+02\n",
"\n",
"At iterate 25 f= 5.46723D+00 |proj g|= 4.79141D-02\n",
"\n",
"At iterate 16 f= 3.47460D+00 |proj g|= 6.99016D-01\n",
"\n",
"At iterate 41 f= 3.06493D+00 |proj g|= 2.41115D-03\n",
"\n",
"At iterate 6 f= 5.56997D+02 |proj g|= 9.19145D+01\n",
"\n",
"At iterate 26 f= 5.40654D+00 |proj g|= 4.59728D-02\n",
"\n",
"At iterate 17 f= 3.22390D+00 |proj g|= 4.32569D-01\n",
"\n",
"\n",
"At iterate 7 f= 4.07619D+02 |proj g|= 5.84271D+01\n",
"At iterate 27 f= 5.34686D+00 |proj g|= 4.48879D-02\n",
"\n",
"At iterate 42 f= 3.06464D+00 |proj g|= 2.58348D-03\n",
"\n",
"At iterate 18 f= 3.12178D+00 |proj g|= 2.83567D-01\n",
"\n",
"At iterate 8 f= 2.35941D+02 |proj g|= 1.51721D+02\n",
"\n",
"At iterate 28 f= 5.31426D+00 |proj g|= 3.64088D-02\n",
"\n",
"At iterate 9 f= 9.25414D+01 |proj g|= 3.32766D+01\n",
"\n",
"At iterate 29 f= 5.29612D+00 |proj g|= 7.73804D-02\n",
"\n",
"At iterate 19 f= 3.07515D+00 |proj g|= 2.03353D-01\n",
"\n",
"At iterate 43 f= 3.06442D+00 |proj g|= 6.15394D-03\n",
"\n",
"At iterate 10 f= 6.86580D+01 |proj g|= 2.54395D+01\n",
"\n",
"At iterate 30 f= 5.28377D+00 |proj g|= 2.05658D-02\n",
"\n",
"At iterate 20 f= 3.04159D+00 |proj g|= 1.49040D-01\n",
"\n",
"At iterate 44 f= 3.06411D+00 |proj g|= 2.06719D-03\n",
"\n",
"At iterate 11 f= 3.55845D+01 |proj g|= 1.40405D+01\n",
"\n",
"At iterate 31 f= 5.27783D+00 |proj g|= 2.37747D-02\n",
"\n",
"At iterate 21 f= 2.98192D+00 |proj g|= 8.90823D-02\n",
"\n",
"At iterate 45 f= 3.06396D+00 |proj g|= 2.24670D-03\n",
"\n",
"At iterate 12 f= 2.06180D+01 |proj g|= 6.43916D+00\n",
"\n",
"\n",
"At iterate 22 f= 2.90457D+00 |proj g|= 1.82220D-01\n",
"At iterate 32 f= 5.26825D+00 |proj g|= 1.75630D-02\n",
"\n",
"At iterate 46 f= 3.06387D+00 |proj g|= 2.98954D-03\n",
"\n",
"At iterate 13 f= 1.03805D+01 |proj g|= 2.11586D+00\n",
"\n",
"\n",
"At iterate 33 f= 5.26142D+00 |proj g|= 2.55753D-02\n",
"At iterate 23 f= 2.84534D+00 |proj g|= 1.33305D-01\n",
"\n",
"At iterate 47 f= 3.06378D+00 |proj g|= 2.37433D-03\n",
"\n",
"At iterate 14 f= 6.39020D+00 |proj g|= 5.70575D-01\n",
"\n",
"At iterate 34 f= 5.25432D+00 |proj g|= 1.70526D-02\n",
"\n",
"At iterate 24 f= 2.81534D+00 |proj g|= 1.32735D-01\n",
"\n",
"At iterate 48 f= 3.06371D+00 |proj g|= 1.09198D-03\n",
"\n",
"At iterate 15 f= 4.81186D+00 |proj g|= 4.39680D-01\n",
"\n",
"At iterate 35 f= 5.25033D+00 |proj g|= 1.08857D-02\n",
"\n",
"At iterate 25 f= 2.77019D+00 |proj g|= 3.92362D-02\n",
"\n",
"At iterate 49 f= 3.06366D+00 |proj g|= 1.87124D-03\n",
"\n",
"At iterate 16 f= 3.98299D+00 |proj g|= 3.62722D-01\n",
"\n",
"At iterate 36 f= 5.24656D+00 |proj g|= 3.29447D-02\n",
"\n",
"At iterate 26 f= 2.75779D+00 |proj g|= 1.55502D-02\n",
"\n",
"At iterate 50 f= 3.06364D+00 |proj g|= 4.05550D-03\n",
"\n",
"At iterate 37 f= 5.24282D+00 |proj g|= 1.09736D-02\n",
"\n",
"At iterate 27 f= 2.74863D+00 |proj g|= 3.88287D-02\n",
"\n",
"At iterate 51 f= 3.06362D+00 |proj g|= 1.77281D-03\n",
"\n",
"At iterate 17 f= 3.88233D+00 |proj g|= 3.89112D-01\n",
"\n",
"At iterate 28 f= 2.74612D+00 |proj g|= 4.11648D-02\n",
"\n",
"At iterate 38 f= 5.24013D+00 |proj g|= 1.88395D-02\n",
"\n",
"At iterate 52 f= 3.06361D+00 |proj g|= 8.27747D-04\n",
"\n",
"At iterate 18 f= 3.61995D+00 |proj g|= 3.13027D-01\n",
"\n",
"At iterate 29 f= 2.73999D+00 |proj g|= 3.27350D-02\n",
"\n",
"At iterate 39 f= 5.23738D+00 |proj g|= 2.04345D-02\n",
"\n",
"At iterate 53 f= 3.06360D+00 |proj g|= 5.92995D-04\n",
"\n",
"At iterate 30 f= 2.72905D+00 |proj g|= 2.36264D-02\n",
"\n",
"At iterate 19 f= 3.48519D+00 |proj g|= 8.60679D-02\n",
"\n",
"At iterate 40 f= 5.23387D+00 |proj g|= 1.84266D-02\n",
"\n",
"\n",
"At iterate 31 f= 2.71739D+00 |proj g|= 3.61615D-02\n",
"At iterate 54 f= 3.06359D+00 |proj g|= 6.26799D-04\n",
"\n",
"At iterate 20 f= 3.40362D+00 |proj g|= 4.16175D-02\n",
"\n",
"At iterate 32 f= 2.70797D+00 |proj g|= 2.59546D-02\n",
"\n",
"At iterate 21 f= 3.30823D+00 |proj g|= 2.22118D-01\n",
"\n",
"At iterate 41 f= 5.23250D+00 |proj g|= 1.12651D-02\n",
"\n",
"At iterate 55 f= 3.06358D+00 |proj g|= 7.26935D-04\n",
"\n",
"At iterate 33 f= 2.69836D+00 |proj g|= 2.03674D-02\n",
"\n",
"At iterate 22 f= 3.23889D+00 |proj g|= 1.71107D-01\n",
"\n",
"At iterate 42 f= 5.23156D+00 |proj g|= 4.83850D-03\n",
"\n",
"At iterate 56 f= 3.06357D+00 |proj g|= 3.74234D-04\n",
"\n",
"At iterate 34 f= 2.68564D+00 |proj g|= 3.11532D-02\n",
"\n",
"At iterate 23 f= 3.11665D+00 |proj g|= 9.01631D-02\n",
"\n",
"At iterate 43 f= 5.23096D+00 |proj g|= 5.96128D-03\n",
"\n",
"At iterate 57 f= 3.06357D+00 |proj g|= 3.70176D-04\n",
"\n",
"At iterate 24 f= 3.05100D+00 |proj g|= 4.83279D-02\n",
"\n",
"At iterate 35 f= 2.67877D+00 |proj g|= 1.47477D-02\n",
"\n",
"At iterate 44 f= 5.23021D+00 |proj g|= 6.96259D-03\n",
"\n",
"At iterate 58 f= 3.06356D+00 |proj g|= 5.87243D-04\n",
"\n",
"At iterate 25 f= 3.02628D+00 |proj g|= 8.01177D-02\n",
"\n",
"At iterate 36 f= 2.67645D+00 |proj g|= 1.04659D-02\n",
"\n",
"At iterate 45 f= 5.22909D+00 |proj g|= 5.82141D-03\n",
"\n",
"At iterate 26 f= 3.00385D+00 |proj g|= 7.48260D-02\n",
"\n",
"At iterate 46 f= 5.22829D+00 |proj g|= 1.00296D-02\n",
"\n",
"At iterate 37 f= 2.67402D+00 |proj g|= 7.03221D-03\n",
"\n",
"At iterate 59 f= 3.06355D+00 |proj g|= 2.79576D-04\n",
"\n",
"At iterate 27 f= 2.98405D+00 |proj g|= 3.27577D-02\n",
"\n",
"At iterate 47 f= 5.22784D+00 |proj g|= 6.48676D-03\n",
"\n",
"At iterate 60 f= 3.06355D+00 |proj g|= 1.87558D-04\n",
"\n",
"At iterate 38 f= 2.67215D+00 |proj g|= 8.53620D-03\n",
"\n",
"At iterate 28 f= 2.96464D+00 |proj g|= 2.39600D-02\n",
"\n",
"At iterate 61 f= 3.06355D+00 |proj g|= 2.42722D-04\n",
"\n",
"At iterate 48 f= 5.22750D+00 |proj g|= 2.77655D-03\n",
"\n",
"At iterate 39 f= 2.66996D+00 |proj g|= 2.44042D-02\n",
"\n",
"At iterate 29 f= 2.94648D+00 |proj g|= 4.56665D-02\n",
"\n",
"At iterate 62 f= 3.06355D+00 |proj g|= 1.33144D-04\n",
"\n",
"At iterate 49 f= 5.22723D+00 |proj g|= 4.68829D-03\n",
"\n",
"At iterate 40 f= 2.66788D+00 |proj g|= 9.06590D-03\n",
"\n",
"At iterate 50 f= 5.22718D+00 |proj g|= 1.05149D-02\n",
"\n",
"At iterate 41 f= 2.66669D+00 |proj g|= 5.07896D-03\n",
"\n",
"At iterate 30 f= 2.93863D+00 |proj g|= 6.01439D-02\n",
"\n",
"At iterate 63 f= 3.06355D+00 |proj g|= 3.12292D-04\n",
"\n",
"At iterate 51 f= 5.22698D+00 |proj g|= 1.54385D-03\n",
"\n",
"At iterate 31 f= 2.92752D+00 |proj g|= 3.21419D-02\n",
"\n",
"At iterate 42 f= 2.66562D+00 |proj g|= 4.61710D-03\n",
"\n",
"At iterate 64 f= 3.06355D+00 |proj g|= 1.38034D-04\n",
"\n",
"At iterate 52 f= 5.22692D+00 |proj g|= 2.22968D-03\n",
"\n",
"At iterate 32 f= 2.91123D+00 |proj g|= 1.20480D-02\n",
"\n",
"At iterate 65 f= 3.06355D+00 |proj g|= 1.19503D-04\n",
"\n",
"At iterate 43 f= 2.66517D+00 |proj g|= 9.49936D-03\n",
"\n",
"At iterate 53 f= 5.22684D+00 |proj g|= 3.77061D-03\n",
"\n",
"At iterate 33 f= 2.89800D+00 |proj g|= 3.08123D-02\n",
"\n",
"At iterate 66 f= 3.06355D+00 |proj g|= 4.97697D-04\n",
"\n",
"At iterate 44 f= 2.66460D+00 |proj g|= 6.08426D-03\n",
"\n",
"At iterate 54 f= 5.22674D+00 |proj g|= 6.20962D-03\n",
"\n",
"At iterate 34 f= 2.88906D+00 |proj g|= 1.47898D-02\n",
"\n",
"At iterate 67 f= 3.06355D+00 |proj g|= 1.27125D-04\n",
"\n",
"At iterate 45 f= 2.66398D+00 |proj g|= 5.48698D-03\n",
"\n",
"\n",
"At iterate 35 f= 2.88049D+00 |proj g|= 1.73218D-02\n",
"At iterate 55 f= 5.22666D+00 |proj g|= 4.25629D-03\n",
"\n",
"At iterate 68 f= 3.06355D+00 |proj g|= 6.55458D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 68 76 1 0 0 6.555D-05 3.064D+00\n",
" F = 3.0635450669909816 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 56 f= 5.22659D+00 |proj g|= 1.72270D-03\n",
"\n",
"At iterate 46 f= 2.66380D+00 |proj g|= 7.29803D-03\n",
"\n",
"At iterate 36 f= 2.87759D+00 |proj g|= 2.33160D-02\n",
"\n",
"\n",
"At iterate 47 f= 2.66362D+00 |proj g|= 4.36706D-03\n",
"At iterate 57 f= 5.22653D+00 |proj g|= 8.88669D-04\n",
"\n",
"At iterate 37 f= 2.87469D+00 |proj g|= 1.95391D-02\n",
"\n",
"At iterate 48 f= 2.66321D+00 |proj g|= 2.84877D-03\n",
"\n",
"At iterate 58 f= 5.22648D+00 |proj g|= 2.77286D-03\n",
"\n",
"At iterate 38 f= 2.87173D+00 |proj g|= 1.45012D-02\n",
"\n",
"\n",
"At iterate 59 f= 5.22645D+00 |proj g|= 2.13323D-03\n",
"At iterate 49 f= 2.66303D+00 |proj g|= 3.64088D-03\n",
"\n",
"At iterate 39 f= 2.86860D+00 |proj g|= 1.42142D-02\n",
"\n",
"At iterate 50 f= 2.66282D+00 |proj g|= 5.18357D-03\n",
"\n",
"At iterate 60 f= 5.22642D+00 |proj g|= 5.20763D-04\n",
"\n",
"At iterate 40 f= 2.86588D+00 |proj g|= 9.71408D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 61 f= 5.22641D+00 |proj g|= 1.08720D-03\n",
"\n",
"At iterate 41 f= 2.86239D+00 |proj g|= 1.42777D-02\n",
"\n",
"At iterate 1 f= 9.23822D+03 |proj g|= 5.07639D+03\n",
"\n",
"At iterate 51 f= 2.66273D+00 |proj g|= 2.46454D-03\n",
"\n",
"At iterate 62 f= 5.22639D+00 |proj g|= 1.39231D-03\n",
"\n",
"At iterate 2 f= 7.44047D+03 |proj g|= 4.26925D+03\n",
"\n",
"At iterate 52 f= 2.66270D+00 |proj g|= 1.85606D-03\n",
"\n",
"At iterate 63 f= 5.22636D+00 |proj g|= 1.72628D-03\n",
"\n",
"At iterate 42 f= 2.86143D+00 |proj g|= 1.21921D-02\n",
"\n",
"At iterate 3 f= 2.38756D+03 |proj g|= 1.03172D+03\n",
"\n",
"At iterate 53 f= 2.66264D+00 |proj g|= 1.00640D-03\n",
"\n",
"At iterate 43 f= 2.86019D+00 |proj g|= 7.56251D-03\n",
"\n",
"At iterate 4 f= 1.60508D+03 |proj g|= 4.88843D+02\n",
"\n",
"At iterate 54 f= 2.66257D+00 |proj g|= 1.24082D-03\n",
"\n",
"At iterate 64 f= 5.22636D+00 |proj g|= 1.09337D-03\n",
"\n",
"At iterate 44 f= 2.85900D+00 |proj g|= 1.17155D-02\n",
"\n",
"At iterate 5 f= 1.00856D+03 |proj g|= 5.97274D+02\n",
"\n",
"At iterate 65 f= 5.22635D+00 |proj g|= 4.94531D-04\n",
"\n",
"At iterate 6 f= 5.69115D+02 |proj g|= 1.09299D+02\n",
"\n",
"At iterate 45 f= 2.85749D+00 |proj g|= 1.10609D-02\n",
"\n",
"At iterate 55 f= 2.66253D+00 |proj g|= 1.59682D-03\n",
"\n",
"At iterate 66 f= 5.22634D+00 |proj g|= 5.15127D-04\n",
"\n",
"At iterate 7 f= 4.37444D+02 |proj g|= 9.77864D+01\n",
"\n",
"At iterate 46 f= 2.85557D+00 |proj g|= 9.20975D-03\n",
"\n",
"At iterate 56 f= 2.66249D+00 |proj g|= 7.66564D-04\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 67 f= 5.22634D+00 |proj g|= 5.13205D-04\n",
"\n",
"At iterate 8 f= 3.27627D+02 |proj g|= 7.95189D+01\n",
"\n",
"At iterate 57 f= 2.66245D+00 |proj g|= 8.91034D-04\n",
"\n",
"\n",
"At iterate 9 f= 2.50440D+02 |proj g|= 6.09876D+01\n",
"At iterate 68 f= 5.22633D+00 |proj g|= 9.26126D-04\n",
"\n",
"At iterate 47 f= 2.85505D+00 |proj g|= 4.69270D-03\n",
"\n",
"At iterate 58 f= 2.66243D+00 |proj g|= 1.96779D-03\n",
"\n",
"\n",
"At iterate 10 f= 1.65443D+02 |proj g|= 4.42574D+01\n",
"At iterate 69 f= 5.22632D+00 |proj g|= 5.86881D-04\n",
"\n",
"At iterate 48 f= 2.85410D+00 |proj g|= 3.13586D-03\n",
"\n",
"At iterate 59 f= 2.66240D+00 |proj g|= 9.28969D-04\n",
"\n",
"At iterate 70 f= 5.22632D+00 |proj g|= 6.09388D-04\n",
"\n",
"At iterate 60 f= 2.66238D+00 |proj g|= 8.57415D-04\n",
"\n",
"At iterate 11 f= 1.25995D+02 |proj g|= 3.78895D+01\n",
"\n",
"At iterate 49 f= 2.85396D+00 |proj g|= 5.16727D-03\n",
"\n",
"At iterate 71 f= 5.22632D+00 |proj g|= 4.08259D-04\n",
"\n",
"At iterate 61 f= 2.66237D+00 |proj g|= 8.32842D-04\n",
"\n",
"At iterate 12 f= 4.81688D+01 |proj g|= 2.01701D+01\n",
"\n",
"At iterate 50 f= 2.85377D+00 |proj g|= 4.67872D-03\n",
"\n",
"At iterate 72 f= 5.22632D+00 |proj g|= 2.15541D-04\n",
"\n",
"At iterate 13 f= 2.58074D+01 |proj g|= 1.10542D+01\n",
"\n",
"At iterate 62 f= 2.66235D+00 |proj g|= 1.68914D-03\n",
"\n",
"At iterate 51 f= 2.85354D+00 |proj g|= 3.46713D-03\n",
"\n",
"\n",
"At iterate 14 f= 1.49806D+01 |proj g|= 4.78276D+00\n",
"At iterate 73 f= 5.22631D+00 |proj g|= 1.26025D-04\n",
"\n",
"At iterate 63 f= 2.66234D+00 |proj g|= 2.17347D-03\n",
"\n",
"At iterate 52 f= 2.85346D+00 |proj g|= 6.96950D-03\n",
"\n",
"At iterate 64 f= 2.66233D+00 |proj g|= 5.32130D-04\n",
"\n",
"At iterate 15 f= 8.00960D+00 |proj g|= 4.07709D+00\n",
"\n",
"At iterate 74 f= 5.22631D+00 |proj g|= 1.72778D-04\n",
"\n",
"At iterate 53 f= 2.85337D+00 |proj g|= 3.08868D-03\n",
"\n",
"At iterate 65 f= 2.66233D+00 |proj g|= 2.99079D-04\n",
"\n",
"At iterate 75 f= 5.22631D+00 |proj g|= 5.83276D-04\n",
"\n",
"At iterate 16 f= 5.51722D+00 |proj g|= 2.03330D+00\n",
"\n",
"At iterate 54 f= 2.85330D+00 |proj g|= 1.59386D-03\n",
"\n",
"\n",
"At iterate 66 f= 2.66232D+00 |proj g|= 3.28013D-04\n",
"At iterate 76 f= 5.22631D+00 |proj g|= 4.76538D-04\n",
"\n",
"At iterate 17 f= 4.10801D+00 |proj g|= 8.99052D-01\n",
"\n",
"At iterate 55 f= 2.85321D+00 |proj g|= 3.20781D-03\n",
"\n",
"At iterate 77 f= 5.22631D+00 |proj g|= 1.51398D-04\n",
"\n",
"At iterate 67 f= 2.66232D+00 |proj g|= 1.12443D-03\n",
"\n",
"At iterate 18 f= 3.49609D+00 |proj g|= 3.98297D-01\n",
"\n",
"At iterate 56 f= 2.85306D+00 |proj g|= 4.49654D-03\n",
"\n",
"At iterate 68 f= 2.66231D+00 |proj g|= 2.26897D-04\n",
"\n",
"At iterate 19 f= 3.19642D+00 |proj g|= 2.24716D-01\n",
"\n",
"At iterate 78 f= 5.22631D+00 |proj g|= 7.60948D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 78 81 1 0 0 7.609D-05 5.226D+00\n",
" F = 5.2263108135719927 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 69 f= 2.66231D+00 |proj g|= 1.70469D-04\n",
"\n",
"At iterate 20 f= 3.05107D+00 |proj g|= 2.22754D-01\n",
"\n",
"At iterate 57 f= 2.85302D+00 |proj g|= 3.97997D-03\n",
"\n",
"At iterate 70 f= 2.66231D+00 |proj g|= 2.00987D-04\n",
"\n",
"At iterate 21 f= 2.96214D+00 |proj g|= 2.93185D-01\n",
"\n",
"At iterate 71 f= 2.66231D+00 |proj g|= 3.30472D-04\n",
"\n",
"At iterate 58 f= 2.85295D+00 |proj g|= 1.32081D-03\n",
"\n",
"At iterate 22 f= 2.92144D+00 |proj g|= 3.70284D-01\n",
"\n",
"At iterate 72 f= 2.66231D+00 |proj g|= 1.96469D-04\n",
"\n",
"At iterate 59 f= 2.85289D+00 |proj g|= 1.21835D-03\n",
"\n",
"At iterate 23 f= 2.83311D+00 |proj g|= 1.10152D-01\n",
"\n",
"At iterate 73 f= 2.66231D+00 |proj g|= 1.59547D-04\n",
"\n",
"At iterate 60 f= 2.85283D+00 |proj g|= 2.80952D-03\n",
"\n",
"At iterate 24 f= 2.79775D+00 |proj g|= 1.42224D-01\n",
"\n",
"At iterate 61 f= 2.85279D+00 |proj g|= 3.46009D-03\n",
"\n",
"At iterate 74 f= 2.66231D+00 |proj g|= 9.62230D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 74 78 1 0 0 9.622D-05 2.662D+00\n",
" F = 2.6623078207697941 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 25 f= 2.69693D+00 |proj g|= 1.64778D-01\n",
"\n",
"At iterate 62 f= 2.85275D+00 |proj g|= 1.79577D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 26 f= 2.62259D+00 |proj g|= 1.01056D-01\n",
"\n",
"At iterate 63 f= 2.85273D+00 |proj g|= 1.25421D-03\n",
"\n",
"At iterate 27 f= 2.56982D+00 |proj g|= 6.22212D-02\n",
"\n",
"At iterate 1 f= 9.12569D+03 |proj g|= 4.90372D+03\n",
"\n",
"At iterate 64 f= 2.85271D+00 |proj g|= 4.63815D-04\n",
"\n",
"At iterate 28 f= 2.51836D+00 |proj g|= 9.97471D-02\n",
"\n",
"At iterate 2 f= 7.24080D+03 |proj g|= 4.04402D+03\n",
"\n",
"At iterate 65 f= 2.85270D+00 |proj g|= 4.08935D-03\n",
"\n",
"At iterate 29 f= 2.49923D+00 |proj g|= 1.43369D-01\n",
"\n",
"At iterate 66 f= 2.85268D+00 |proj g|= 1.60630D-03\n",
"\n",
"At iterate 3 f= 2.41166D+03 |proj g|= 1.11313D+03\n",
"\n",
"At iterate 30 f= 2.47330D+00 |proj g|= 3.36337D-02\n",
"\n",
"At iterate 4 f= 1.56816D+03 |proj g|= 5.42199D+02\n",
"\n",
"At iterate 67 f= 2.85267D+00 |proj g|= 4.02866D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.42326D+03\n",
"\n",
"At iterate 31 f= 2.45895D+00 |proj g|= 3.05730D-02\n",
"\n",
"At iterate 5 f= 9.33066D+02 |proj g|= 2.06800D+02\n",
"\n",
"At iterate 68 f= 2.85266D+00 |proj g|= 4.91827D-04\n",
"\n",
"At iterate 1 f= 8.85492D+03 |proj g|= 4.71611D+03\n",
"\n",
"At iterate 32 f= 2.43601D+00 |proj g|= 5.92507D-02\n",
"\n",
"At iterate 69 f= 2.85265D+00 |proj g|= 7.11734D-04\n",
"\n",
"At iterate 33 f= 2.40734D+00 |proj g|= 5.82992D-02\n",
"\n",
"At iterate 70 f= 2.85265D+00 |proj g|= 1.70523D-03\n",
"\n",
"At iterate 2 f= 6.84828D+03 |proj g|= 3.86396D+03\n",
"\n",
"At iterate 6 f= 7.66706D+02 |proj g|= 2.87101D+02\n",
"\n",
"At iterate 34 f= 2.34831D+00 |proj g|= 9.98726D-02\n",
"\n",
"At iterate 71 f= 2.85265D+00 |proj g|= 3.33499D-04\n",
"\n",
"At iterate 3 f= 2.13527D+03 |proj g|= 1.14207D+03\n",
"\n",
"At iterate 7 f= 4.75332D+02 |proj g|= 7.11157D+01\n",
"\n",
"At iterate 72 f= 2.85264D+00 |proj g|= 4.75202D-04\n",
"\n",
"At iterate 35 f= 2.31180D+00 |proj g|= 1.06331D-01\n",
"\n",
"At iterate 4 f= 1.27310D+03 |proj g|= 6.06588D+02\n",
"\n",
"At iterate 8 f= 3.24794D+02 |proj g|= 3.44512D+01\n",
"\n",
"\n",
"At iterate 36 f= 2.28209D+00 |proj g|= 3.46434D-02\n",
"At iterate 73 f= 2.85264D+00 |proj g|= 5.77428D-04\n",
"\n",
"At iterate 5 f= 7.30138D+02 |proj g|= 1.55166D+02\n",
"\n",
"At iterate 9 f= 2.08969D+02 |proj g|= 2.10962D+01\n",
"\n",
"At iterate 37 f= 2.26430D+00 |proj g|= 3.91481D-02\n",
"\n",
"At iterate 74 f= 2.85264D+00 |proj g|= 1.14034D-03\n",
"\n",
"At iterate 6 f= 4.23176D+02 |proj g|= 9.67146D+01\n",
"\n",
"At iterate 10 f= 1.27766D+02 |proj g|= 2.93307D+01\n",
"\n",
"At iterate 75 f= 2.85264D+00 |proj g|= 3.36370D-04\n",
"\n",
"At iterate 38 f= 2.23948D+00 |proj g|= 4.44516D-02\n",
"\n",
"At iterate 7 f= 3.36601D+02 |proj g|= 6.12706D+01\n",
"\n",
"At iterate 11 f= 5.14609D+01 |proj g|= 9.09810D+00\n",
"\n",
"At iterate 39 f= 2.20792D+00 |proj g|= 3.90767D-02\n",
"\n",
"At iterate 76 f= 2.85263D+00 |proj g|= 1.42950D-04\n",
"\n",
"At iterate 8 f= 2.40245D+02 |proj g|= 3.82908D+01\n",
"\n",
"At iterate 12 f= 3.40076D+01 |proj g|= 1.01314D+01\n",
"\n",
"At iterate 77 f= 2.85263D+00 |proj g|= 1.23227D-04\n",
"\n",
"At iterate 9 f= 1.88938D+02 |proj g|= 2.81871D+01\n",
"\n",
"At iterate 13 f= 1.91832D+01 |proj g|= 1.04074D+01\n",
"\n",
"At iterate 40 f= 2.19942D+00 |proj g|= 4.68418D-02\n",
"\n",
"At iterate 78 f= 2.85263D+00 |proj g|= 3.55893D-04\n",
"\n",
"At iterate 10 f= 1.42050D+02 |proj g|= 2.06796D+01\n",
"\n",
"At iterate 14 f= 1.09905D+01 |proj g|= 2.84878D+00\n",
"\n",
"At iterate 41 f= 2.18989D+00 |proj g|= 2.15509D-02\n",
"\n",
"At iterate 79 f= 2.85263D+00 |proj g|= 6.02127D-04\n",
"\n",
"At iterate 11 f= 1.05804D+02 |proj g|= 1.19257D+01\n",
"\n",
"At iterate 15 f= 7.37055D+00 |proj g|= 1.29865D+00\n",
"\n",
"At iterate 42 f= 2.18285D+00 |proj g|= 1.53658D-02\n",
"\n",
"At iterate 80 f= 2.85263D+00 |proj g|= 1.20272D-04\n",
"\n",
"At iterate 16 f= 4.84848D+00 |proj g|= 8.23810D-01\n",
"\n",
"At iterate 43 f= 2.16802D+00 |proj g|= 2.85046D-02\n",
"\n",
"At iterate 81 f= 2.85263D+00 |proj g|= 9.87665D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 81 89 1 0 0 9.877D-05 2.853D+00\n",
" F = 2.8526314032776150 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 44 f= 2.15914D+00 |proj g|= 1.31475D-01\n",
"\n",
"At iterate 17 f= 3.88657D+00 |proj g|= 4.67697D-01\n",
"\n",
"At iterate 12 f= 1.02021D+02 |proj g|= 6.18477D+00\n",
"\n",
"\n",
"At iterate 45 f= 2.13939D+00 |proj g|= 4.55699D-02\n",
"At iterate 18 f= 3.47926D+00 |proj g|= 3.96450D-01\n",
"\n",
"At iterate 13 f= 9.15226D+01 |proj g|= 3.12665D+00\n",
"\n",
"At iterate 19 f= 3.24433D+00 |proj g|= 2.22187D-01\n",
"\n",
"At iterate 46 f= 2.12331D+00 |proj g|= 2.27362D-02\n",
"\n",
"At iterate 14 f= 8.49373D+01 |proj g|= 1.18292D+00\n",
"\n",
"At iterate 20 f= 3.06736D+00 |proj g|= 2.22191D-01\n",
"\n",
"At iterate 47 f= 2.11759D+00 |proj g|= 2.20804D-02\n",
"\n",
"At iterate 21 f= 2.95110D+00 |proj g|= 2.89430D-01\n",
"\n",
"At iterate 15 f= 8.12386D+01 |proj g|= 1.14439D+00\n",
"\n",
"At iterate 48 f= 2.11464D+00 |proj g|= 1.97488D-02\n",
"\n",
"At iterate 22 f= 2.88642D+00 |proj g|= 2.76666D-01\n",
"\n",
"At iterate 16 f= 7.95118D+01 |proj g|= 4.75494D-01\n",
"\n",
"At iterate 49 f= 2.11055D+00 |proj g|= 1.87563D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.93019D+03\n",
"\n",
"At iterate 23 f= 2.84222D+00 |proj g|= 2.00035D-01\n",
"\n",
"At iterate 50 f= 2.10822D+00 |proj g|= 2.26382D-02\n",
"\n",
"At iterate 1 f= 9.50099D+03 |proj g|= 4.76339D+03\n",
"\n",
"At iterate 17 f= 7.94087D+01 |proj g|= 1.75647D+00\n",
"\n",
"At iterate 24 f= 2.79713D+00 |proj g|= 1.15977D-01\n",
"\n",
"At iterate 51 f= 2.10640D+00 |proj g|= 1.15928D-02\n",
"\n",
"At iterate 2 f= 7.60800D+03 |proj g|= 3.95441D+03\n",
"\n",
"At iterate 18 f= 7.87209D+01 |proj g|= 8.08775D-01\n",
"\n",
"At iterate 25 f= 2.76177D+00 |proj g|= 4.56410D-02\n",
"\n",
"At iterate 52 f= 2.10499D+00 |proj g|= 2.11954D-02\n",
"\n",
"At iterate 3 f= 2.57239D+03 |proj g|= 1.04904D+03\n",
"\n",
"\n",
"At iterate 26 f= 2.73657D+00 |proj g|= 2.94731D-02\n",
"At iterate 19 f= 7.84101D+01 |proj g|= 2.26915D-01\n",
"\n",
"At iterate 53 f= 2.10364D+00 |proj g|= 1.66476D-02\n",
"\n",
"At iterate 4 f= 1.69388D+03 |proj g|= 4.78749D+02\n",
"\n",
"At iterate 20 f= 7.83110D+01 |proj g|= 1.39416D-01\n",
"\n",
"At iterate 27 f= 2.70501D+00 |proj g|= 4.95218D-02\n",
"\n",
"At iterate 54 f= 2.10190D+00 |proj g|= 1.45850D-02\n",
"\n",
"At iterate 5 f= 1.10842D+03 |proj g|= 5.83446D+02\n",
"\n",
"At iterate 28 f= 2.68011D+00 |proj g|= 5.07071D-02\n",
"\n",
"At iterate 55 f= 2.10070D+00 |proj g|= 1.17474D-02\n",
"\n",
"At iterate 6 f= 6.28422D+02 |proj g|= 1.39367D+02\n",
"\n",
"At iterate 21 f= 7.82853D+01 |proj g|= 1.29274D-01\n",
"\n",
"At iterate 56 f= 2.09819D+00 |proj g|= 1.21514D-02\n",
"\n",
"At iterate 29 f= 2.66069D+00 |proj g|= 4.62804D-02\n",
"\n",
"At iterate 7 f= 4.91310D+02 |proj g|= 1.15026D+02\n",
"\n",
"At iterate 22 f= 7.82522D+01 |proj g|= 1.26566D-01\n",
"\n",
"At iterate 57 f= 2.09681D+00 |proj g|= 9.85510D-03\n",
"\n",
"At iterate 30 f= 2.62885D+00 |proj g|= 2.47920D-02\n",
"\n",
"At iterate 8 f= 3.48531D+02 |proj g|= 7.28910D+01\n",
"\n",
"At iterate 23 f= 7.82360D+01 |proj g|= 8.69047D-02\n",
"\n",
"At iterate 58 f= 2.09565D+00 |proj g|= 6.01742D-03\n",
"\n",
"At iterate 31 f= 2.59644D+00 |proj g|= 4.86117D-02\n",
"\n",
"At iterate 9 f= 2.54921D+02 |proj g|= 5.27051D+01\n",
"\n",
"At iterate 59 f= 2.09422D+00 |proj g|= 7.65378D-03\n",
"\n",
"At iterate 24 f= 7.82262D+01 |proj g|= 4.39725D-02\n",
"\n",
"At iterate 32 f= 2.56410D+00 |proj g|= 2.47142D-02\n",
"\n",
"At iterate 10 f= 1.71627D+02 |proj g|= 4.60562D+01\n",
"\n",
"At iterate 25 f= 7.82029D+01 |proj g|= 1.09092D-01\n",
"\n",
"At iterate 33 f= 2.54177D+00 |proj g|= 1.99938D-02\n",
"\n",
"At iterate 11 f= 7.83876D+01 |proj g|= 1.48499D+01\n",
"\n",
"At iterate 60 f= 2.09397D+00 |proj g|= 6.68687D-03\n",
"\n",
"At iterate 26 f= 7.81952D+01 |proj g|= 6.93382D-02\n",
"\n",
"At iterate 12 f= 5.52485D+01 |proj g|= 8.40111D+00\n",
"\n",
"At iterate 61 f= 2.09360D+00 |proj g|= 3.91869D-03\n",
"\n",
"At iterate 34 f= 2.53272D+00 |proj g|= 4.19282D-02\n",
"\n",
"At iterate 27 f= 7.81901D+01 |proj g|= 2.93698D-02\n",
"\n",
"At iterate 13 f= 3.35322D+01 |proj g|= 4.76902D+00\n",
"\n",
"At iterate 62 f= 2.09318D+00 |proj g|= 4.17705D-03\n",
"\n",
"At iterate 35 f= 2.51811D+00 |proj g|= 2.21265D-02\n",
"\n",
"At iterate 28 f= 7.81848D+01 |proj g|= 1.85620D-01\n",
"\n",
"At iterate 63 f= 2.09267D+00 |proj g|= 4.84337D-03\n",
"\n",
"At iterate 14 f= 2.57024D+01 |proj g|= 2.28421D+00\n",
"\n",
"At iterate 36 f= 2.50456D+00 |proj g|= 1.96339D-02\n",
"\n",
"At iterate 29 f= 7.81809D+01 |proj g|= 3.27069D-01\n",
"\n",
"At iterate 64 f= 2.09208D+00 |proj g|= 3.46460D-03\n",
"\n",
"At iterate 15 f= 2.38282D+01 |proj g|= 3.80920D+00\n",
"\n",
"At iterate 37 f= 2.48689D+00 |proj g|= 4.56189D-02\n",
"\n",
"At iterate 30 f= 7.81756D+01 |proj g|= 1.78603D-01\n",
"\n",
"At iterate 65 f= 2.09181D+00 |proj g|= 6.46244D-03\n",
"\n",
"At iterate 16 f= 2.25619D+01 |proj g|= 2.32126D+00\n",
"\n",
"At iterate 31 f= 7.81627D+01 |proj g|= 1.38256D-01\n",
"\n",
"At iterate 38 f= 2.48233D+00 |proj g|= 1.94591D-02\n",
"\n",
"At iterate 17 f= 2.14064D+01 |proj g|= 7.50481D-01\n",
"\n",
"At iterate 32 f= 7.81435D+01 |proj g|= 3.50769D-01\n",
"\n",
"At iterate 66 f= 2.09162D+00 |proj g|= 3.62997D-03\n",
"\n",
"At iterate 39 f= 2.47920D+00 |proj g|= 1.96964D-02\n",
"\n",
"At iterate 18 f= 2.09938D+01 |proj g|= 5.93049D-01\n",
"\n",
"\n",
"At iterate 40 f= 2.46940D+00 |proj g|= 1.69896D-02\n",
"At iterate 67 f= 2.09151D+00 |proj g|= 2.10802D-03\n",
"\n",
"At iterate 33 f= 7.81212D+01 |proj g|= 4.04041D-01\n",
"\n",
"At iterate 19 f= 2.05637D+01 |proj g|= 3.96294D-01\n",
"\n",
"At iterate 41 f= 2.46424D+00 |proj g|= 3.41784D-02\n",
"\n",
"At iterate 34 f= 7.80942D+01 |proj g|= 2.98080D-01\n",
"\n",
"At iterate 68 f= 2.09140D+00 |proj g|= 1.76663D-03\n",
"\n",
"\n",
"At iterate 20 f= 2.03518D+01 |proj g|= 2.21825D-01\n",
"At iterate 35 f= 7.80824D+01 |proj g|= 5.63114D-02\n",
"\n",
"At iterate 42 f= 2.45869D+00 |proj g|= 1.79970D-02\n",
"\n",
"At iterate 69 f= 2.09138D+00 |proj g|= 6.36013D-03\n",
"\n",
"At iterate 36 f= 7.80789D+01 |proj g|= 1.22554D-01\n",
"\n",
"At iterate 21 f= 2.02722D+01 |proj g|= 1.16788D-01\n",
"\n",
"At iterate 43 f= 2.45667D+00 |proj g|= 1.32400D-02\n",
"\n",
"At iterate 70 f= 2.09126D+00 |proj g|= 1.86642D-03\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 22 f= 2.01692D+01 |proj g|= 1.43276D-01\n",
"\n",
"At iterate 37 f= 7.80745D+01 |proj g|= 2.19272D-01\n",
"\n",
"At iterate 44 f= 2.45481D+00 |proj g|= 7.73497D-03\n",
"\n",
"At iterate 71 f= 2.09121D+00 |proj g|= 1.31718D-03\n",
"\n",
"At iterate 23 f= 2.01229D+01 |proj g|= 1.45667D-01\n",
"\n",
"At iterate 38 f= 7.80695D+01 |proj g|= 2.48419D-01\n",
"\n",
"At iterate 45 f= 2.45076D+00 |proj g|= 8.90323D-03\n",
"\n",
"At iterate 72 f= 2.09115D+00 |proj g|= 1.58304D-03\n",
"\n",
"At iterate 24 f= 2.00887D+01 |proj g|= 1.46003D-01\n",
"\n",
"At iterate 39 f= 7.80579D+01 |proj g|= 2.95130D-01\n",
"\n",
"At iterate 46 f= 2.44708D+00 |proj g|= 1.93218D-02\n",
"\n",
"At iterate 25 f= 1.99691D+01 |proj g|= 2.39592D-01\n",
"\n",
"At iterate 73 f= 2.09113D+00 |proj g|= 3.28257D-03\n",
"\n",
"At iterate 26 f= 1.98040D+01 |proj g|= 4.46195D-01\n",
"\n",
"At iterate 40 f= 7.80533D+01 |proj g|= 2.28196D-01\n",
"\n",
"At iterate 74 f= 2.09109D+00 |proj g|= 1.43810D-03\n",
"\n",
"At iterate 47 f= 2.44558D+00 |proj g|= 1.02892D-02\n",
"\n",
"At iterate 27 f= 1.97519D+01 |proj g|= 1.19313D-01\n",
"\n",
"At iterate 41 f= 7.80433D+01 |proj g|= 1.57450D-01\n",
"\n",
"At iterate 75 f= 2.09108D+00 |proj g|= 8.81476D-04\n",
"\n",
"At iterate 48 f= 2.44442D+00 |proj g|= 6.94649D-03\n",
"\n",
"At iterate 42 f= 7.80345D+01 |proj g|= 8.26174D-02\n",
"\n",
"At iterate 28 f= 1.97306D+01 |proj g|= 7.74287D-02\n",
"\n",
"At iterate 76 f= 2.09105D+00 |proj g|= 1.33338D-03\n",
"\n",
"At iterate 49 f= 2.44356D+00 |proj g|= 1.15263D-02\n",
"\n",
"At iterate 43 f= 7.80302D+01 |proj g|= 7.32487D-02\n",
"\n",
"At iterate 77 f= 2.09102D+00 |proj g|= 2.41088D-03\n",
"\n",
"At iterate 44 f= 7.80259D+01 |proj g|= 2.06930D-01\n",
"\n",
"At iterate 50 f= 2.44299D+00 |proj g|= 2.06691D-02\n",
"\n",
"At iterate 29 f= 1.97135D+01 |proj g|= 3.18300D-01\n",
"\n",
"At iterate 78 f= 2.09100D+00 |proj g|= 1.34575D-03\n",
"\n",
"At iterate 45 f= 7.80212D+01 |proj g|= 9.41352D-02\n",
"\n",
"At iterate 51 f= 2.44208D+00 |proj g|= 6.76720D-03\n",
"\n",
"At iterate 30 f= 1.96934D+01 |proj g|= 2.83170D-01\n",
"\n",
"At iterate 79 f= 2.09099D+00 |proj g|= 6.47672D-04\n",
"\n",
"At iterate 52 f= 2.44134D+00 |proj g|= 7.68307D-03\n",
"\n",
"At iterate 46 f= 7.80193D+01 |proj g|= 2.68874D-02\n",
"\n",
"At iterate 31 f= 1.96614D+01 |proj g|= 1.66872D-01\n",
"\n",
"At iterate 80 f= 2.09097D+00 |proj g|= 9.45709D-04\n",
"\n",
"At iterate 53 f= 2.44087D+00 |proj g|= 6.97109D-03\n",
"\n",
"At iterate 47 f= 7.80188D+01 |proj g|= 4.87374D-02\n",
"\n",
"At iterate 32 f= 1.96213D+01 |proj g|= 9.99041D-02\n",
"\n",
"At iterate 54 f= 2.44042D+00 |proj g|= 6.20948D-03\n",
"\n",
"At iterate 81 f= 2.09097D+00 |proj g|= 8.12908D-04\n",
"\n",
"At iterate 48 f= 7.80178D+01 |proj g|= 5.66978D-02\n",
"\n",
"At iterate 33 f= 1.95824D+01 |proj g|= 1.34719D-01\n",
"\n",
"At iterate 55 f= 2.44006D+00 |proj g|= 1.80616D-02\n",
"\n",
"At iterate 82 f= 2.09095D+00 |proj g|= 1.31691D-03\n",
"\n",
"At iterate 49 f= 7.80169D+01 |proj g|= 1.98238D-01\n",
"\n",
"At iterate 34 f= 1.95618D+01 |proj g|= 6.23866D-02\n",
"\n",
"At iterate 56 f= 2.43965D+00 |proj g|= 8.84718D-03\n",
"\n",
"At iterate 83 f= 2.09095D+00 |proj g|= 8.77792D-04\n",
"\n",
"At iterate 35 f= 1.95553D+01 |proj g|= 4.76473D-02\n",
"\n",
"At iterate 50 f= 7.80121D+01 |proj g|= 1.07618D-01\n",
"\n",
"At iterate 57 f= 2.43920D+00 |proj g|= 3.95236D-03\n",
"\n",
"At iterate 51 f= 7.80064D+01 |proj g|= 8.57637D-02\n",
"\n",
"At iterate 84 f= 2.09094D+00 |proj g|= 3.82047D-04\n",
"\n",
"\n",
"At iterate 36 f= 1.95501D+01 |proj g|= 6.04547D-02\n",
"At iterate 58 f= 2.43888D+00 |proj g|= 5.52432D-03\n",
"\n",
"At iterate 52 f= 7.79972D+01 |proj g|= 1.31163D-01\n",
"\n",
"At iterate 59 f= 2.43825D+00 |proj g|= 7.81973D-03\n",
"\n",
"At iterate 85 f= 2.09094D+00 |proj g|= 3.11177D-04\n",
"\n",
"At iterate 37 f= 1.95323D+01 |proj g|= 6.59228D-02\n",
"\n",
"At iterate 53 f= 7.79937D+01 |proj g|= 8.72947D-02\n",
"\n",
"At iterate 86 f= 2.09094D+00 |proj g|= 8.64126D-04\n",
"\n",
"At iterate 38 f= 1.94980D+01 |proj g|= 1.47597D-01\n",
"\n",
"At iterate 54 f= 7.79927D+01 |proj g|= 5.98414D-02\n",
"\n",
"At iterate 60 f= 2.43796D+00 |proj g|= 1.03324D-02\n",
"\n",
"At iterate 87 f= 2.09093D+00 |proj g|= 3.77606D-04\n",
"\n",
"At iterate 61 f= 2.43752D+00 |proj g|= 4.52563D-03\n",
"\n",
"At iterate 39 f= 1.94480D+01 |proj g|= 6.80225D-02\n",
"\n",
"At iterate 55 f= 7.79907D+01 |proj g|= 1.27574D-01\n",
"\n",
"At iterate 62 f= 2.43721D+00 |proj g|= 3.79913D-03\n",
"\n",
"At iterate 88 f= 2.09093D+00 |proj g|= 3.79119D-04\n",
"\n",
"At iterate 56 f= 7.79887D+01 |proj g|= 1.09159D-01\n",
"\n",
"At iterate 63 f= 2.43705D+00 |proj g|= 5.47819D-03\n",
"\n",
"At iterate 89 f= 2.09093D+00 |proj g|= 4.01961D-04\n",
"\n",
"At iterate 40 f= 1.94438D+01 |proj g|= 1.60146D-01\n",
"\n",
"At iterate 90 f= 2.09092D+00 |proj g|= 3.85160D-04\n",
"\n",
"At iterate 64 f= 2.43688D+00 |proj g|= 1.88181D-03\n",
"\n",
"At iterate 41 f= 1.94304D+01 |proj g|= 5.82217D-02\n",
"\n",
"At iterate 57 f= 7.79866D+01 |proj g|= 4.69042D-02\n",
"\n",
"At iterate 91 f= 2.09092D+00 |proj g|= 7.62456D-04\n",
"\n",
"At iterate 65 f= 2.43676D+00 |proj g|= 3.81762D-03\n",
"\n",
"At iterate 58 f= 7.79817D+01 |proj g|= 4.44843D-02\n",
"\n",
"At iterate 42 f= 1.94268D+01 |proj g|= 3.74666D-02\n",
"\n",
"At iterate 66 f= 2.43656D+00 |proj g|= 3.39526D-03\n",
"\n",
"At iterate 92 f= 2.09092D+00 |proj g|= 1.01920D-04\n",
"\n",
"At iterate 59 f= 7.79615D+01 |proj g|= 7.52681D-02\n",
"\n",
"At iterate 43 f= 1.94246D+01 |proj g|= 5.13660D-02\n",
"\n",
"At iterate 93 f= 2.09092D+00 |proj g|= 8.04595D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 93 99 1 0 0 8.046D-05 2.091D+00\n",
" F = 2.0909210704707619 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 44 f= 1.94188D+01 |proj g|= 4.83871D-02\n",
"\n",
"At iterate 67 f= 2.43644D+00 |proj g|= 6.44877D-03\n",
"\n",
"At iterate 60 f= 7.79542D+01 |proj g|= 1.18312D-01\n",
"\n",
"At iterate 68 f= 2.43627D+00 |proj g|= 2.01140D-03\n",
"\n",
"At iterate 45 f= 1.94148D+01 |proj g|= 1.18591D-01\n",
"\n",
"At iterate 61 f= 7.79468D+01 |proj g|= 1.03159D-01\n",
"\n",
"At iterate 69 f= 2.43623D+00 |proj g|= 1.28965D-03\n",
"\n",
"At iterate 46 f= 1.94027D+01 |proj g|= 8.22174D-02\n",
"\n",
"At iterate 62 f= 7.79438D+01 |proj g|= 2.41554D-02\n",
"\n",
"At iterate 70 f= 2.43618D+00 |proj g|= 1.05044D-03\n",
"\n",
"At iterate 63 f= 7.79433D+01 |proj g|= 1.62382D-02\n",
"\n",
"At iterate 47 f= 1.93856D+01 |proj g|= 3.36643D-02\n",
"\n",
"At iterate 71 f= 2.43613D+00 |proj g|= 1.10189D-03\n",
"\n",
"\n",
"At iterate 48 f= 1.93746D+01 |proj g|= 4.64607D-02\n",
"At iterate 64 f= 7.79416D+01 |proj g|= 3.54998D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 72 f= 2.43610D+00 |proj g|= 3.06451D-03\n",
"\n",
"At iterate 49 f= 1.93664D+01 |proj g|= 4.21769D-02\n",
"\n",
"At iterate 65 f= 7.79385D+01 |proj g|= 5.98789D-02\n",
"\n",
"At iterate 1 f= 9.29296D+03 |proj g|= 4.97516D+03\n",
"\n",
"At iterate 73 f= 2.43607D+00 |proj g|= 6.81238D-04\n",
"\n",
"At iterate 50 f= 1.93635D+01 |proj g|= 1.40937D-01\n",
"\n",
"At iterate 2 f= 7.42525D+03 |proj g|= 4.12621D+03\n",
"\n",
"At iterate 74 f= 2.43606D+00 |proj g|= 5.82716D-04\n",
"\n",
"At iterate 66 f= 7.79374D+01 |proj g|= 1.12810D-01\n",
"\n",
"At iterate 3 f= 2.46888D+03 |proj g|= 1.03053D+03\n",
"\n",
"At iterate 51 f= 1.93587D+01 |proj g|= 1.01959D-01\n",
"\n",
"At iterate 67 f= 7.79340D+01 |proj g|= 8.27948D-02\n",
"\n",
"At iterate 4 f= 1.65594D+03 |proj g|= 4.93035D+02\n",
"\n",
"At iterate 75 f= 2.43606D+00 |proj g|= 1.49504D-03\n",
"\n",
"At iterate 68 f= 7.79311D+01 |proj g|= 6.77347D-02\n",
"\n",
"At iterate 52 f= 1.93533D+01 |proj g|= 6.69539D-02\n",
"\n",
"At iterate 5 f= 1.06585D+03 |proj g|= 4.64304D+02\n",
"\n",
"At iterate 76 f= 2.43605D+00 |proj g|= 5.40823D-04\n",
"\n",
"At iterate 69 f= 7.79282D+01 |proj g|= 7.52914D-02\n",
"\n",
"At iterate 53 f= 1.93470D+01 |proj g|= 4.21236D-02\n",
"\n",
"At iterate 6 f= 5.73402D+02 |proj g|= 9.93343D+01\n",
"\n",
"At iterate 77 f= 2.43604D+00 |proj g|= 3.99937D-04\n",
"\n",
"At iterate 70 f= 7.79231D+01 |proj g|= 8.46129D-02\n",
"\n",
"At iterate 54 f= 1.93338D+01 |proj g|= 7.38075D-02\n",
"\n",
"At iterate 7 f= 4.56217D+02 |proj g|= 7.78809D+01\n",
"\n",
"At iterate 78 f= 2.43603D+00 |proj g|= 5.06094D-04\n",
"\n",
"At iterate 71 f= 7.79137D+01 |proj g|= 6.93532D-02\n",
"\n",
"At iterate 55 f= 1.93164D+01 |proj g|= 9.23401D-02\n",
"\n",
"At iterate 8 f= 3.08954D+02 |proj g|= 4.93549D+01\n",
"\n",
"At iterate 79 f= 2.43603D+00 |proj g|= 5.93371D-04\n",
"\n",
"At iterate 9 f= 2.06365D+02 |proj g|= 4.52716D+01\n",
"\n",
"At iterate 72 f= 7.79133D+01 |proj g|= 1.13941D-01\n",
"\n",
"At iterate 56 f= 1.93121D+01 |proj g|= 2.01064D-01\n",
"\n",
"At iterate 10 f= 9.04348D+01 |proj g|= 2.14800D+01\n",
"\n",
"At iterate 80 f= 2.43603D+00 |proj g|= 9.00030D-04\n",
"\n",
"At iterate 73 f= 7.79088D+01 |proj g|= 4.38402D-02\n",
"\n",
"At iterate 57 f= 1.92941D+01 |proj g|= 1.37748D-01\n",
"\n",
"At iterate 11 f= 4.69286D+01 |proj g|= 4.07595D+00\n",
"\n",
"At iterate 81 f= 2.43603D+00 |proj g|= 2.50409D-04\n",
"\n",
"At iterate 74 f= 7.79075D+01 |proj g|= 1.85590D-02\n",
"\n",
"At iterate 58 f= 1.92787D+01 |proj g|= 6.05650D-02\n",
"\n",
"At iterate 12 f= 3.15418D+01 |proj g|= 1.57717D+01\n",
"\n",
"At iterate 82 f= 2.43603D+00 |proj g|= 2.15092D-04\n",
"\n",
"At iterate 75 f= 7.79069D+01 |proj g|= 2.30346D-02\n",
"\n",
"At iterate 59 f= 1.92693D+01 |proj g|= 6.97896D-02\n",
"\n",
"At iterate 13 f= 1.45902D+01 |proj g|= 3.14802D+00\n",
"\n",
"At iterate 83 f= 2.43602D+00 |proj g|= 2.94348D-04\n",
"\n",
"At iterate 76 f= 7.79054D+01 |proj g|= 3.75514D-02\n",
"\n",
"At iterate 60 f= 1.92600D+01 |proj g|= 7.11987D-02\n",
"\n",
"At iterate 14 f= 1.07262D+01 |proj g|= 2.15238D+00\n",
"\n",
"At iterate 84 f= 2.43602D+00 |proj g|= 2.74433D-04\n",
"\n",
"At iterate 61 f= 1.92512D+01 |proj g|= 2.72736D-02\n",
"\n",
"At iterate 15 f= 6.22266D+00 |proj g|= 1.23632D+00\n",
"\n",
"At iterate 85 f= 2.43602D+00 |proj g|= 5.01039D-04\n",
"\n",
"At iterate 77 f= 7.79029D+01 |proj g|= 1.26079D-01\n",
"\n",
"At iterate 16 f= 4.59218D+00 |proj g|= 5.04136D-01\n",
"\n",
"At iterate 86 f= 2.43602D+00 |proj g|= 1.36711D-04\n",
"\n",
"At iterate 78 f= 7.78988D+01 |proj g|= 2.84262D-02\n",
"\n",
"At iterate 62 f= 1.92505D+01 |proj g|= 8.02022D-02\n",
"\n",
"At iterate 17 f= 3.95156D+00 |proj g|= 3.05810D-01\n",
"\n",
"At iterate 87 f= 2.43602D+00 |proj g|= 1.30392D-04\n",
"\n",
"At iterate 79 f= 7.78967D+01 |proj g|= 3.66343D-02\n",
"\n",
"At iterate 63 f= 1.92491D+01 |proj g|= 5.77497D-02\n",
"\n",
"At iterate 18 f= 3.81129D+00 |proj g|= 5.53814D-01\n",
"\n",
"\n",
"At iterate 80 f= 7.78925D+01 |proj g|= 2.13126D-02\n",
"At iterate 88 f= 2.43602D+00 |proj g|= 3.78049D-04\n",
"\n",
"At iterate 64 f= 1.92475D+01 |proj g|= 3.12252D-02\n",
"\n",
"At iterate 19 f= 3.60822D+00 |proj g|= 1.10637D-01\n",
"\n",
"\n",
"At iterate 89 f= 2.43602D+00 |proj g|= 7.41395D-05\n",
"At iterate 81 f= 7.78901D+01 |proj g|= 5.76021D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 89 98 1 0 0 7.414D-05 2.436D+00\n",
" F = 2.4360198623773917 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 65 f= 1.92447D+01 |proj g|= 4.45814D-02\n",
"\n",
"At iterate 20 f= 3.55741D+00 |proj g|= 8.47945D-02\n",
"\n",
"At iterate 66 f= 1.92427D+01 |proj g|= 5.79934D-02\n",
"\n",
"At iterate 82 f= 7.78837D+01 |proj g|= 6.85836D-02\n",
"\n",
"At iterate 21 f= 3.43858D+00 |proj g|= 5.92663D-02\n",
"\n",
"At iterate 83 f= 7.78808D+01 |proj g|= 1.07519D-01\n",
"\n",
"At iterate 22 f= 3.28008D+00 |proj g|= 1.30976D-01\n",
"\n",
"At iterate 67 f= 1.92403D+01 |proj g|= 1.83857D-02\n",
"\n",
"At iterate 84 f= 7.78789D+01 |proj g|= 1.62026D-02\n",
"\n",
"At iterate 23 f= 3.17215D+00 |proj g|= 1.76125D-01\n",
"\n",
"At iterate 68 f= 1.92356D+01 |proj g|= 3.52241D-02\n",
"\n",
"At iterate 85 f= 7.78786D+01 |proj g|= 1.64485D-02\n",
"\n",
"At iterate 69 f= 1.92308D+01 |proj g|= 3.75055D-02\n",
"\n",
"At iterate 86 f= 7.78775D+01 |proj g|= 1.49584D-02\n",
"\n",
"At iterate 24 f= 3.15176D+00 |proj g|= 8.90042D-02\n",
"\n",
"At iterate 70 f= 1.92244D+01 |proj g|= 7.47240D-02\n",
"\n",
"At iterate 87 f= 7.78721D+01 |proj g|= 3.32858D-02\n",
"\n",
"At iterate 25 f= 3.13223D+00 |proj g|= 5.45621D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 71 f= 1.92180D+01 |proj g|= 9.59124D-02\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.42326D+03\n",
"\n",
"At iterate 26 f= 3.11966D+00 |proj g|= 5.36906D-02\n",
"\n",
"At iterate 72 f= 1.92137D+01 |proj g|= 4.06334D-02\n",
"\n",
"At iterate 1 f= 1.04246D+04 |proj g|= 5.24437D+03\n",
"\n",
"At iterate 88 f= 7.78720D+01 |proj g|= 5.52101D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 27 f= 3.07823D+00 |proj g|= 5.69551D-02\n",
"\n",
"At iterate 73 f= 1.92125D+01 |proj g|= 2.84580D-02\n",
"\n",
"At iterate 2 f= 8.71561D+03 |proj g|= 4.42684D+03\n",
"\n",
"At iterate 89 f= 7.78702D+01 |proj g|= 3.74146D-02\n",
"\n",
"At iterate 28 f= 3.04897D+00 |proj g|= 4.86926D-02\n",
"\n",
"At iterate 3 f= 5.10273D+03 |proj g|= 3.79870D+03\n",
"\n",
"At iterate 90 f= 7.78688D+01 |proj g|= 5.60729D-02\n",
"\n",
"At iterate 29 f= 3.01914D+00 |proj g|= 4.65363D-02\n",
"\n",
"At iterate 74 f= 1.92117D+01 |proj g|= 7.29685D-02\n",
"\n",
"At iterate 4 f= 3.06514D+03 |proj g|= 9.22766D+02\n",
"\n",
"At iterate 30 f= 2.99728D+00 |proj g|= 3.31830D-02\n",
"\n",
"At iterate 91 f= 7.78674D+01 |proj g|= 2.62041D-02\n",
"\n",
"At iterate 75 f= 1.92103D+01 |proj g|= 6.20094D-02\n",
"\n",
"At iterate 5 f= 2.39391D+03 |proj g|= 6.59685D+02\n",
"\n",
"At iterate 92 f= 7.78657D+01 |proj g|= 3.22678D-02\n",
"\n",
"At iterate 76 f= 1.92057D+01 |proj g|= 2.27634D-02\n",
"\n",
"At iterate 6 f= 1.45518D+03 |proj g|= 2.80772D+02\n",
"\n",
"At iterate 31 f= 2.98767D+00 |proj g|= 7.20149D-02\n",
"\n",
"At iterate 77 f= 1.92022D+01 |proj g|= 2.19963D-02\n",
"\n",
"At iterate 93 f= 7.78625D+01 |proj g|= 4.27106D-02\n",
"\n",
"At iterate 7 f= 1.07711D+03 |proj g|= 8.40085D+02\n",
"\n",
"At iterate 78 f= 1.92002D+01 |proj g|= 4.46365D-02\n",
"\n",
"At iterate 32 f= 2.97240D+00 |proj g|= 3.89280D-02\n",
"\n",
"At iterate 8 f= 6.08570D+02 |proj g|= 1.16107D+02\n",
"\n",
"At iterate 79 f= 1.91964D+01 |proj g|= 2.24817D-02\n",
"\n",
"At iterate 33 f= 2.94719D+00 |proj g|= 2.03529D-02\n",
"\n",
"At iterate 9 f= 4.96286D+02 |proj g|= 1.10866D+02\n",
"\n",
"At iterate 94 f= 7.78622D+01 |proj g|= 6.29379D-02\n",
"\n",
"At iterate 80 f= 1.91949D+01 |proj g|= 2.14783D-02\n",
"\n",
"At iterate 10 f= 2.94412D+02 |proj g|= 7.41361D+01\n",
"\n",
"At iterate 95 f= 7.78593D+01 |proj g|= 5.48992D-02\n",
"\n",
"At iterate 34 f= 2.90985D+00 |proj g|= 2.89143D-02\n",
"\n",
"At iterate 81 f= 1.91904D+01 |proj g|= 2.44282D-02\n",
"\n",
"\n",
"At iterate 35 f= 2.88674D+00 |proj g|= 1.23522D-01\n",
"At iterate 11 f= 1.62079D+02 |proj g|= 4.73347D+01\n",
"\n",
"\n",
"At iterate 36 f= 2.86186D+00 |proj g|= 5.15919D-02\n",
"At iterate 12 f= 9.69935D+01 |proj g|= 3.12262D+01\n",
"\n",
"At iterate 82 f= 1.91878D+01 |proj g|= 1.80987D-02\n",
"\n",
"At iterate 96 f= 7.78586D+01 |proj g|= 5.17225D-02\n",
"\n",
"At iterate 13 f= 4.63774D+01 |proj g|= 1.39408D+01\n",
"\n",
"At iterate 37 f= 2.85055D+00 |proj g|= 1.76463D-02\n",
"\n",
"At iterate 97 f= 7.78578D+01 |proj g|= 1.61906D-02\n",
"\n",
"At iterate 14 f= 2.43741D+01 |proj g|= 5.41701D+00\n",
"\n",
"At iterate 38 f= 2.84222D+00 |proj g|= 2.22614D-02\n",
"\n",
"At iterate 98 f= 7.78575D+01 |proj g|= 8.57189D-03\n",
"\n",
"At iterate 83 f= 1.91859D+01 |proj g|= 4.78758D-02\n",
"\n",
"At iterate 15 f= 1.38333D+01 |proj g|= 2.79383D+00\n",
"\n",
"At iterate 39 f= 2.83826D+00 |proj g|= 6.10308D-02\n",
"\n",
"At iterate 99 f= 7.78572D+01 |proj g|= 1.43239D-02\n",
"\n",
"At iterate 84 f= 1.91833D+01 |proj g|= 3.97785D-02\n",
"\n",
"At iterate 40 f= 2.83074D+00 |proj g|= 2.90042D-02\n",
"\n",
"At iterate 16 f= 8.73597D+00 |proj g|= 2.50636D+00\n",
"\n",
"At iterate 41 f= 2.81905D+00 |proj g|= 1.23196D-02\n",
"\n",
"At iterate 100 f= 7.78571D+01 |proj g|= 3.71239D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 116 1 0 0 3.712D-02 7.786D+01\n",
" F = 77.857063140317578 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 17 f= 6.03531D+00 |proj g|= 1.94741D+00\n",
"\n",
"At iterate 42 f= 2.81219D+00 |proj g|= 1.52882D-02\n",
"\n",
"At iterate 85 f= 1.91828D+01 |proj g|= 3.00811D-02\n",
"\n",
"At iterate 18 f= 5.01439D+00 |proj g|= 1.21968D+00\n",
"\n",
"At iterate 43 f= 2.80381D+00 |proj g|= 3.06349D-02\n",
"\n",
"At iterate 86 f= 1.91795D+01 |proj g|= 2.10697D-02\n",
"\n",
"At iterate 19 f= 4.77683D+00 |proj g|= 9.42680D-01\n",
"\n",
"At iterate 20 f= 4.62628D+00 |proj g|= 6.75427D-01\n",
"\n",
"At iterate 87 f= 1.91783D+01 |proj g|= 2.16413D-02\n",
"\n",
"At iterate 44 f= 2.80076D+00 |proj g|= 2.14514D-02\n",
"\n",
"At iterate 21 f= 4.46224D+00 |proj g|= 1.57562D-01\n",
"\n",
"At iterate 88 f= 1.91762D+01 |proj g|= 1.81579D-02\n",
"\n",
"At iterate 45 f= 2.79759D+00 |proj g|= 7.56917D-03\n",
"\n",
"At iterate 22 f= 4.40824D+00 |proj g|= 1.21666D-01\n",
"\n",
"At iterate 46 f= 2.79529D+00 |proj g|= 8.14808D-03\n",
"\n",
"At iterate 23 f= 4.25979D+00 |proj g|= 1.36449D-01\n",
"\n",
"At iterate 89 f= 1.91740D+01 |proj g|= 3.23378D-02\n",
"\n",
"At iterate 47 f= 2.79172D+00 |proj g|= 1.42341D-02\n",
"\n",
"At iterate 24 f= 3.92808D+00 |proj g|= 2.69292D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 6.24938D+03\n",
"\n",
"At iterate 90 f= 1.91681D+01 |proj g|= 2.29107D-02\n",
"\n",
"\n",
"At iterate 48 f= 2.78950D+00 |proj g|= 3.94900D-02\n",
"At iterate 1 f= 1.01411D+04 |proj g|= 5.51744D+03\n",
"\n",
"At iterate 25 f= 3.77184D+00 |proj g|= 2.03358D-01\n",
"\n",
"At iterate 91 f= 1.91665D+01 |proj g|= 1.18560D-02\n",
"\n",
"At iterate 2 f= 8.54264D+03 |proj g|= 4.83922D+03\n",
"\n",
"At iterate 49 f= 2.78619D+00 |proj g|= 1.24546D-02\n",
"\n",
"At iterate 26 f= 3.63499D+00 |proj g|= 1.36707D-01\n",
"\n",
"At iterate 92 f= 1.91661D+01 |proj g|= 8.59161D-03\n",
"\n",
"At iterate 50 f= 2.78514D+00 |proj g|= 1.13589D-02\n",
"\n",
"At iterate 27 f= 3.60396D+00 |proj g|= 2.52718D-01\n",
"\n",
"At iterate 3 f= 4.91703D+03 |proj g|= 2.61626D+03\n",
"\n",
"At iterate 93 f= 1.91655D+01 |proj g|= 5.66587D-03\n",
"\n",
"At iterate 28 f= 3.55517D+00 |proj g|= 1.05823D-01\n",
"\n",
"At iterate 4 f= 3.04067D+03 |proj g|= 9.60988D+02\n",
"\n",
"At iterate 51 f= 2.78437D+00 |proj g|= 1.24557D-02\n",
"\n",
"At iterate 94 f= 1.91643D+01 |proj g|= 4.68755D-03\n",
"\n",
"At iterate 29 f= 3.53090D+00 |proj g|= 9.14389D-02\n",
"\n",
"At iterate 5 f= 1.72634D+03 |proj g|= 4.41729D+02\n",
"\n",
"At iterate 52 f= 2.78345D+00 |proj g|= 6.72054D-03\n",
"\n",
"At iterate 30 f= 3.50605D+00 |proj g|= 1.10686D-01\n",
"\n",
"At iterate 6 f= 1.01445D+03 |proj g|= 2.75646D+02\n",
"\n",
"At iterate 53 f= 2.78232D+00 |proj g|= 6.85180D-03\n",
"\n",
"At iterate 95 f= 1.91638D+01 |proj g|= 2.27083D-02\n",
"\n",
"At iterate 31 f= 3.46736D+00 |proj g|= 1.05758D-01\n",
"\n",
"At iterate 7 f= 6.64785D+02 |proj g|= 1.70515D+02\n",
"\n",
"At iterate 54 f= 2.78101D+00 |proj g|= 8.45565D-03\n",
"\n",
"At iterate 55 f= 2.77953D+00 |proj g|= 1.01232D-02\n",
"\n",
"At iterate 8 f= 4.98285D+02 |proj g|= 1.15681D+02\n",
"\n",
"At iterate 96 f= 1.91632D+01 |proj g|= 3.24760D-02\n",
"\n",
"At iterate 32 f= 3.44961D+00 |proj g|= 1.35297D-01\n",
"\n",
"At iterate 9 f= 3.30161D+02 |proj g|= 6.82058D+01\n",
"\n",
"At iterate 97 f= 1.91623D+01 |proj g|= 1.21423D-02\n",
"\n",
"At iterate 33 f= 3.41439D+00 |proj g|= 7.32221D-02\n",
"\n",
"At iterate 56 f= 2.77916D+00 |proj g|= 1.03820D-02\n",
"\n",
"At iterate 98 f= 1.91616D+01 |proj g|= 8.95250D-03\n",
"\n",
"\n",
"At iterate 34 f= 3.39235D+00 |proj g|= 4.31063D-02\n",
"At iterate 10 f= 2.69436D+02 |proj g|= 5.97201D+01\n",
"\n",
"At iterate 57 f= 2.77830D+00 |proj g|= 5.01549D-03\n",
"\n",
"At iterate 99 f= 1.91610D+01 |proj g|= 1.62658D-02\n",
"\n",
"At iterate 11 f= 1.54674D+02 |proj g|= 2.54568D+01\n",
"\n",
"At iterate 35 f= 3.36787D+00 |proj g|= 6.12465D-02\n",
"\n",
"At iterate 58 f= 2.77776D+00 |proj g|= 3.02920D-03\n",
"\n",
"At iterate 100 f= 1.91603D+01 |proj g|= 7.50659D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 115 1 0 0 7.507D-03 1.916D+01\n",
" F = 19.160342789073873 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 12 f= 7.91619D+01 |proj g|= 7.39007D+00\n",
"\n",
"At iterate 36 f= 3.32990D+00 |proj g|= 6.99533D-02\n",
"\n",
"At iterate 59 f= 2.77701D+00 |proj g|= 4.56375D-03\n",
"\n",
"At iterate 37 f= 3.27865D+00 |proj g|= 8.11963D-02\n",
"\n",
"At iterate 13 f= 3.86647D+01 |proj g|= 1.05170D+01\n",
"\n",
"At iterate 60 f= 2.77622D+00 |proj g|= 7.87805D-03\n",
"\n",
"At iterate 14 f= 1.95918D+01 |proj g|= 7.76713D+00\n",
"\n",
"At iterate 15 f= 1.08538D+01 |proj g|= 1.36168D+00\n",
"\n",
"At iterate 38 f= 3.25607D+00 |proj g|= 8.59623D-02\n",
"\n",
"At iterate 61 f= 2.77594D+00 |proj g|= 8.02302D-03\n",
"\n",
"At iterate 16 f= 6.91758D+00 |proj g|= 9.28298D-01\n",
"\n",
"At iterate 39 f= 3.22202D+00 |proj g|= 3.20326D-02\n",
"\n",
"At iterate 62 f= 2.77560D+00 |proj g|= 1.87885D-03\n",
"\n",
"At iterate 17 f= 4.92790D+00 |proj g|= 9.41034D-01\n",
"\n",
"At iterate 40 f= 3.20227D+00 |proj g|= 5.05792D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 18 f= 3.54276D+00 |proj g|= 5.53924D-01\n",
"\n",
"At iterate 63 f= 2.77545D+00 |proj g|= 2.32394D-03\n",
"\n",
"At iterate 41 f= 3.18371D+00 |proj g|= 8.25263D-02\n",
"\n",
"At iterate 1 f= 1.01496D+04 |proj g|= 5.43767D+03\n",
"\n",
"At iterate 19 f= 3.37253D+00 |proj g|= 3.80942D-01\n",
"\n",
"At iterate 42 f= 3.17849D+00 |proj g|= 7.93723D-02\n",
"\n",
"At iterate 2 f= 8.50464D+03 |proj g|= 4.70443D+03\n",
"\n",
"At iterate 64 f= 2.77535D+00 |proj g|= 4.97993D-03\n",
"\n",
"At iterate 20 f= 3.23760D+00 |proj g|= 1.96688D-01\n",
"\n",
"At iterate 3 f= 5.47978D+03 |proj g|= 4.69749D+03\n",
"\n",
"At iterate 43 f= 3.16063D+00 |proj g|= 3.45916D-02\n",
"\n",
"At iterate 65 f= 2.77522D+00 |proj g|= 2.74014D-03\n",
"\n",
"At iterate 21 f= 3.17897D+00 |proj g|= 9.12058D-02\n",
"\n",
"At iterate 4 f= 2.89513D+03 |proj g|= 1.29840D+03\n",
"\n",
"At iterate 44 f= 3.15436D+00 |proj g|= 2.90049D-02\n",
"\n",
"At iterate 66 f= 2.77497D+00 |proj g|= 1.57444D-03\n",
"\n",
"At iterate 22 f= 3.14792D+00 |proj g|= 1.13592D-01\n",
"\n",
"At iterate 5 f= 2.26931D+03 |proj g|= 9.14587D+02\n",
"\n",
"At iterate 45 f= 3.14162D+00 |proj g|= 4.09870D-02\n",
"\n",
"At iterate 67 f= 2.77487D+00 |proj g|= 4.83672D-03\n",
"\n",
"\n",
"At iterate 23 f= 3.08542D+00 |proj g|= 1.70736D-01\n",
"At iterate 6 f= 1.26092D+03 |proj g|= 2.87474D+02\n",
"\n",
"At iterate 46 f= 3.13371D+00 |proj g|= 4.99875D-02\n",
"\n",
"At iterate 68 f= 2.77482D+00 |proj g|= 3.97407D-03\n",
"\n",
"At iterate 7 f= 8.31417D+02 |proj g|= 1.70859D+02\n",
"\n",
"At iterate 24 f= 2.94035D+00 |proj g|= 1.62134D-01\n",
"\n",
"At iterate 47 f= 3.12708D+00 |proj g|= 1.55559D-02\n",
"\n",
"At iterate 69 f= 2.77477D+00 |proj g|= 1.67291D-03\n",
"\n",
"At iterate 8 f= 5.42666D+02 |proj g|= 1.30218D+02\n",
"\n",
"At iterate 25 f= 2.83680D+00 |proj g|= 1.81969D-01\n",
"\n",
"At iterate 48 f= 3.12414D+00 |proj g|= 9.37455D-03\n",
"\n",
"At iterate 70 f= 2.77473D+00 |proj g|= 1.47800D-03\n",
"\n",
"At iterate 9 f= 3.80499D+02 |proj g|= 2.80652D+02\n",
"\n",
"At iterate 49 f= 3.11812D+00 |proj g|= 1.19305D-02\n",
"\n",
"At iterate 71 f= 2.77468D+00 |proj g|= 2.27039D-03\n",
"\n",
"At iterate 26 f= 2.79342D+00 |proj g|= 1.23984D-01\n",
"\n",
"At iterate 10 f= 2.34097D+02 |proj g|= 4.29815D+01\n",
"\n",
"\n",
"At iterate 72 f= 2.77462D+00 |proj g|= 2.21659D-03\n",
"At iterate 50 f= 3.11442D+00 |proj g|= 3.99808D-02\n",
"\n",
"At iterate 27 f= 2.76755D+00 |proj g|= 7.50013D-02\n",
"\n",
"At iterate 11 f= 1.89245D+02 |proj g|= 1.75420D+01\n",
"\n",
"At iterate 51 f= 3.10656D+00 |proj g|= 1.03234D-02\n",
"\n",
"At iterate 12 f= 1.12151D+02 |proj g|= 2.03132D+01\n",
"\n",
"At iterate 28 f= 2.74699D+00 |proj g|= 7.15648D-02\n",
"\n",
"At iterate 73 f= 2.77459D+00 |proj g|= 3.72376D-03\n",
"\n",
"At iterate 52 f= 3.10362D+00 |proj g|= 1.18469D-02\n",
"\n",
"At iterate 13 f= 6.10195D+01 |proj g|= 1.17867D+01\n",
"\n",
"At iterate 74 f= 2.77454D+00 |proj g|= 1.68789D-03\n",
"\n",
"At iterate 29 f= 2.72878D+00 |proj g|= 7.58620D-02\n",
"\n",
"At iterate 53 f= 3.09737D+00 |proj g|= 1.42444D-02\n",
"\n",
"At iterate 75 f= 2.77452D+00 |proj g|= 7.88382D-04\n",
"\n",
"At iterate 14 f= 2.83172D+01 |proj g|= 5.74438D+00\n",
"\n",
"At iterate 30 f= 2.70196D+00 |proj g|= 1.38745D-01\n",
"\n",
"At iterate 76 f= 2.77450D+00 |proj g|= 1.27191D-03\n",
"\n",
"At iterate 15 f= 1.68301D+01 |proj g|= 2.54103D+00\n",
"\n",
"At iterate 31 f= 2.64620D+00 |proj g|= 1.59669D-01\n",
"\n",
"At iterate 54 f= 3.09360D+00 |proj g|= 4.42922D-02\n",
"\n",
"At iterate 16 f= 1.03825D+01 |proj g|= 1.96115D+00\n",
"\n",
"At iterate 32 f= 2.55825D+00 |proj g|= 1.17190D-01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 55 f= 3.08536D+00 |proj g|= 1.24204D-02\n",
"\n",
"At iterate 77 f= 2.77449D+00 |proj g|= 1.20202D-03\n",
"\n",
"At iterate 17 f= 6.05754D+00 |proj g|= 2.51491D+00\n",
"\n",
"At iterate 33 f= 2.48757D+00 |proj g|= 1.77718D-01\n",
"\n",
"At iterate 56 f= 3.08213D+00 |proj g|= 8.14107D-03\n",
"\n",
"At iterate 78 f= 2.77448D+00 |proj g|= 6.96077D-04\n",
"\n",
"At iterate 18 f= 4.55316D+00 |proj g|= 7.25594D-01\n",
"\n",
"At iterate 34 f= 2.43276D+00 |proj g|= 1.10034D-01\n",
"\n",
"At iterate 57 f= 3.07924D+00 |proj g|= 1.92776D-02\n",
"\n",
"At iterate 79 f= 2.77447D+00 |proj g|= 3.75216D-04\n",
"\n",
"At iterate 19 f= 4.38782D+00 |proj g|= 4.94129D-01\n",
"\n",
"At iterate 35 f= 2.41572D+00 |proj g|= 4.03750D-02\n",
"\n",
"At iterate 80 f= 2.77447D+00 |proj g|= 3.26478D-04\n",
"\n",
"At iterate 36 f= 2.40706D+00 |proj g|= 3.95130D-02\n",
"\n",
"At iterate 20 f= 4.25614D+00 |proj g|= 3.28237D-01\n",
"\n",
"At iterate 58 f= 3.07813D+00 |proj g|= 1.94682D-02\n",
"\n",
"At iterate 37 f= 2.38229D+00 |proj g|= 7.31381D-02\n",
"\n",
"At iterate 81 f= 2.77446D+00 |proj g|= 1.38464D-03\n",
"\n",
"At iterate 21 f= 4.12947D+00 |proj g|= 1.54451D-01\n",
"\n",
"At iterate 59 f= 3.07681D+00 |proj g|= 1.03631D-02\n",
"\n",
"At iterate 38 f= 2.35760D+00 |proj g|= 7.55321D-02\n",
"\n",
"At iterate 82 f= 2.77445D+00 |proj g|= 3.77469D-04\n",
"\n",
"At iterate 22 f= 4.04353D+00 |proj g|= 1.42624D-01\n",
"\n",
"At iterate 60 f= 3.07497D+00 |proj g|= 1.02405D-02\n",
"\n",
"At iterate 39 f= 2.33385D+00 |proj g|= 6.99288D-02\n",
"\n",
"At iterate 83 f= 2.77445D+00 |proj g|= 1.93520D-04\n",
"\n",
"At iterate 23 f= 3.86256D+00 |proj g|= 1.95240D-01\n",
"\n",
"At iterate 61 f= 3.07323D+00 |proj g|= 1.08701D-02\n",
"\n",
"At iterate 40 f= 2.31112D+00 |proj g|= 5.39090D-02\n",
"\n",
"At iterate 84 f= 2.77445D+00 |proj g|= 2.45076D-04\n",
"\n",
"At iterate 24 f= 3.76235D+00 |proj g|= 4.01589D-01\n",
"\n",
"At iterate 41 f= 2.29261D+00 |proj g|= 3.52730D-02\n",
"\n",
"At iterate 25 f= 3.64951D+00 |proj g|= 3.54298D-01\n",
"\n",
"At iterate 62 f= 3.07245D+00 |proj g|= 2.00642D-02\n",
"\n",
"At iterate 42 f= 2.28433D+00 |proj g|= 3.52769D-02\n",
"\n",
"At iterate 85 f= 2.77445D+00 |proj g|= 5.95448D-04\n",
"\n",
"At iterate 26 f= 3.47824D+00 |proj g|= 2.43612D-01\n",
"\n",
"At iterate 63 f= 3.07100D+00 |proj g|= 1.20331D-02\n",
"\n",
"At iterate 86 f= 2.77445D+00 |proj g|= 3.41498D-04\n",
"\n",
"At iterate 27 f= 3.42728D+00 |proj g|= 1.62838D-01\n",
"\n",
"At iterate 64 f= 3.06943D+00 |proj g|= 4.18684D-03\n",
"\n",
"\n",
"At iterate 43 f= 2.26420D+00 |proj g|= 8.66808D-02\n",
"At iterate 87 f= 2.77445D+00 |proj g|= 1.57410D-04\n",
"\n",
"At iterate 65 f= 3.06845D+00 |proj g|= 4.14932D-03\n",
"\n",
"At iterate 28 f= 3.39741D+00 |proj g|= 8.06773D-02\n",
"\n",
"At iterate 44 f= 2.23444D+00 |proj g|= 3.12171D-02\n",
"\n",
"At iterate 88 f= 2.77445D+00 |proj g|= 2.53847D-04\n",
"\n",
"At iterate 29 f= 3.36931D+00 |proj g|= 7.50752D-02\n",
"\n",
"At iterate 45 f= 2.22031D+00 |proj g|= 3.57553D-02\n",
"\n",
"At iterate 66 f= 3.06820D+00 |proj g|= 1.27335D-02\n",
"\n",
"At iterate 30 f= 3.34414D+00 |proj g|= 1.01329D-01\n",
"\n",
"At iterate 89 f= 2.77444D+00 |proj g|= 4.55772D-04\n",
"\n",
"At iterate 67 f= 3.06773D+00 |proj g|= 6.11257D-03\n",
"\n",
"At iterate 31 f= 3.30520D+00 |proj g|= 8.95596D-02\n",
"\n",
"At iterate 46 f= 2.21534D+00 |proj g|= 6.36989D-02\n",
"\n",
"At iterate 90 f= 2.77444D+00 |proj g|= 2.66204D-04\n",
"\n",
"At iterate 68 f= 3.06722D+00 |proj g|= 2.73766D-03\n",
"\n",
"At iterate 32 f= 3.24673D+00 |proj g|= 4.27486D-02\n",
"\n",
"At iterate 47 f= 2.21149D+00 |proj g|= 5.10189D-02\n",
"\n",
"At iterate 91 f= 2.77444D+00 |proj g|= 1.02165D-04\n",
"\n",
"At iterate 69 f= 3.06660D+00 |proj g|= 5.33371D-03\n",
"\n",
"\n",
"At iterate 48 f= 2.19354D+00 |proj g|= 2.05345D-02\n",
"At iterate 33 f= 3.21051D+00 |proj g|= 1.01702D-01\n",
"\n",
"At iterate 92 f= 2.77444D+00 |proj g|= 9.73102D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 92 105 1 0 0 9.731D-05 2.774D+00\n",
" F = 2.7744427817971569 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 49 f= 2.17084D+00 |proj g|= 2.43259D-02\n",
"\n",
"At iterate 34 f= 3.18736D+00 |proj g|= 1.04141D-01\n",
"\n",
"At iterate 70 f= 3.06649D+00 |proj g|= 8.29607D-03\n",
"\n",
"At iterate 35 f= 3.16756D+00 |proj g|= 9.24252D-02\n",
"\n",
"At iterate 71 f= 3.06630D+00 |proj g|= 4.75737D-03\n",
"\n",
"At iterate 50 f= 2.16510D+00 |proj g|= 4.91838D-02\n",
"\n",
"At iterate 36 f= 3.14084D+00 |proj g|= 4.61008D-02\n",
"\n",
"At iterate 72 f= 3.06595D+00 |proj g|= 3.15053D-03\n",
"\n",
"At iterate 51 f= 2.15834D+00 |proj g|= 2.71401D-02\n",
"\n",
"At iterate 37 f= 3.12731D+00 |proj g|= 5.91206D-02\n",
"\n",
"At iterate 73 f= 3.06537D+00 |proj g|= 3.26540D-03\n",
"\n",
"At iterate 52 f= 2.15318D+00 |proj g|= 1.31774D-02\n",
"\n",
"At iterate 38 f= 3.09283D+00 |proj g|= 7.70084D-02\n",
"\n",
"At iterate 74 f= 3.06497D+00 |proj g|= 3.39578D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98701D+03\n",
"\n",
"At iterate 53 f= 2.14653D+00 |proj g|= 2.66251D-02\n",
"\n",
"At iterate 39 f= 3.07175D+00 |proj g|= 8.16232D-02\n",
"\n",
"\n",
"At iterate 1 f= 9.82022D+03 |proj g|= 5.38508D+03\n",
"At iterate 40 f= 3.05420D+00 |proj g|= 2.98888D-02\n",
"\n",
"At iterate 54 f= 2.13794D+00 |proj g|= 3.10668D-02\n",
"\n",
"At iterate 75 f= 3.06486D+00 |proj g|= 6.57861D-03\n",
"\n",
"At iterate 41 f= 3.04131D+00 |proj g|= 4.11471D-02\n",
"\n",
"At iterate 2 f= 8.14766D+03 |proj g|= 4.65316D+03\n",
"\n",
"At iterate 76 f= 3.06460D+00 |proj g|= 2.46653D-03\n",
"\n",
"At iterate 55 f= 2.13529D+00 |proj g|= 4.96661D-02\n",
"\n",
"At iterate 3 f= 3.63999D+03 |proj g|= 2.78475D+03\n",
"\n",
"At iterate 42 f= 3.01800D+00 |proj g|= 3.92392D-02\n",
"\n",
"At iterate 77 f= 3.06448D+00 |proj g|= 1.71863D-03\n",
"\n",
"At iterate 56 f= 2.12683D+00 |proj g|= 1.83757D-02\n",
"\n",
"At iterate 4 f= 1.99889D+03 |proj g|= 7.54394D+02\n",
"\n",
"At iterate 43 f= 2.97848D+00 |proj g|= 5.71724D-02\n",
"\n",
"At iterate 78 f= 3.06438D+00 |proj g|= 3.71329D-03\n",
"\n",
"At iterate 57 f= 2.12212D+00 |proj g|= 1.38309D-02\n",
"\n",
"At iterate 44 f= 2.96294D+00 |proj g|= 1.32101D-01\n",
"\n",
"At iterate 5 f= 1.44222D+03 |proj g|= 4.93908D+02\n",
"\n",
"At iterate 79 f= 3.06434D+00 |proj g|= 6.65948D-03\n",
"\n",
"\n",
"At iterate 45 f= 2.92884D+00 |proj g|= 4.77016D-02\n",
"At iterate 58 f= 2.11854D+00 |proj g|= 6.83127D-02\n",
"\n",
"At iterate 6 f= 8.52830D+02 |proj g|= 3.91026D+02\n",
"\n",
"At iterate 80 f= 3.06429D+00 |proj g|= 1.22220D-03\n",
"\n",
"At iterate 46 f= 2.92139D+00 |proj g|= 3.78288D-02\n",
"\n",
"At iterate 7 f= 4.62602D+02 |proj g|= 1.81461D+02\n",
"\n",
"At iterate 59 f= 2.11487D+00 |proj g|= 2.39776D-02\n",
"\n",
"At iterate 81 f= 3.06427D+00 |proj g|= 1.54533D-03\n",
"\n",
"At iterate 47 f= 2.91294D+00 |proj g|= 2.67877D-02\n",
"\n",
"At iterate 8 f= 3.32109D+02 |proj g|= 8.30306D+01\n",
"\n",
"At iterate 60 f= 2.11337D+00 |proj g|= 9.16427D-03\n",
"\n",
"At iterate 82 f= 3.06422D+00 |proj g|= 2.89555D-03\n",
"\n",
"At iterate 48 f= 2.90158D+00 |proj g|= 7.46632D-02\n",
"\n",
"At iterate 9 f= 2.39537D+02 |proj g|= 6.82479D+01\n",
"\n",
"At iterate 61 f= 2.11159D+00 |proj g|= 1.28272D-02\n",
"\n",
"At iterate 83 f= 3.06418D+00 |proj g|= 2.80140D-03\n",
"\n",
"At iterate 49 f= 2.89049D+00 |proj g|= 3.20665D-02\n",
"\n",
"At iterate 10 f= 1.68366D+02 |proj g|= 2.99055D+01\n",
"\n",
"At iterate 62 f= 2.10995D+00 |proj g|= 1.75876D-02\n",
"\n",
"At iterate 50 f= 2.88374D+00 |proj g|= 1.51982D-02\n",
"\n",
"At iterate 84 f= 3.06413D+00 |proj g|= 5.17018D-03\n",
"\n",
"At iterate 11 f= 1.07349D+02 |proj g|= 2.46501D+01\n",
"\n",
"At iterate 51 f= 2.87934D+00 |proj g|= 1.54969D-02\n",
"\n",
"At iterate 63 f= 2.10739D+00 |proj g|= 4.81885D-02\n",
"\n",
"At iterate 85 f= 3.06406D+00 |proj g|= 1.33538D-03\n",
"\n",
"At iterate 12 f= 3.33526D+01 |proj g|= 1.08134D+01\n",
"\n",
"At iterate 52 f= 2.87528D+00 |proj g|= 3.40337D-02\n",
"\n",
"At iterate 64 f= 2.10256D+00 |proj g|= 2.08685D-02\n",
"\n",
"\n",
"At iterate 86 f= 3.06403D+00 |proj g|= 9.03347D-04\n",
"At iterate 13 f= 1.91332D+01 |proj g|= 5.40931D+00\n",
"\n",
"At iterate 53 f= 2.87065D+00 |proj g|= 1.86024D-02\n",
"\n",
"At iterate 65 f= 2.10039D+00 |proj g|= 1.09505D-02\n",
"\n",
"At iterate 87 f= 3.06402D+00 |proj g|= 1.47058D-03\n",
"\n",
"At iterate 14 f= 1.05860D+01 |proj g|= 2.55221D+00\n",
"\n",
"At iterate 54 f= 2.86699D+00 |proj g|= 1.36831D-02\n",
"\n",
"At iterate 66 f= 2.09893D+00 |proj g|= 1.07917D-02\n",
"\n",
"At iterate 88 f= 3.06401D+00 |proj g|= 7.36742D-04\n",
"\n",
"At iterate 15 f= 6.14710D+00 |proj g|= 1.84859D+00\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 55 f= 2.86102D+00 |proj g|= 2.16562D-02\n",
"\n",
"At iterate 89 f= 3.06399D+00 |proj g|= 8.57766D-04\n",
"\n",
"At iterate 67 f= 2.09768D+00 |proj g|= 1.46015D-02\n",
"\n",
"At iterate 56 f= 2.85588D+00 |proj g|= 3.00754D-02\n",
"\n",
"At iterate 90 f= 3.06398D+00 |proj g|= 9.78663D-04\n",
"\n",
"At iterate 68 f= 2.09413D+00 |proj g|= 2.26805D-02\n",
"\n",
"At iterate 16 f= 4.93147D+00 |proj g|= 8.80800D-01\n",
"\n",
"At iterate 57 f= 2.85265D+00 |proj g|= 4.38274D-02\n",
"\n",
"At iterate 91 f= 3.06397D+00 |proj g|= 7.95335D-04\n",
"\n",
"At iterate 17 f= 3.17527D+00 |proj g|= 3.38529D-01\n",
"\n",
"\n",
"At iterate 69 f= 2.09238D+00 |proj g|= 1.79862D-02\n",
"At iterate 58 f= 2.84824D+00 |proj g|= 1.97496D-02\n",
"\n",
"At iterate 92 f= 3.06397D+00 |proj g|= 6.96909D-04\n",
"\n",
"At iterate 18 f= 2.57015D+00 |proj g|= 2.24211D-01\n",
"\n",
"At iterate 70 f= 2.09004D+00 |proj g|= 1.63599D-02\n",
"\n",
"At iterate 59 f= 2.84625D+00 |proj g|= 1.17852D-02\n",
"\n",
"At iterate 93 f= 3.06396D+00 |proj g|= 7.69811D-04\n",
"\n",
"At iterate 19 f= 2.28437D+00 |proj g|= 2.65359D-01\n",
"\n",
"At iterate 94 f= 3.06395D+00 |proj g|= 5.24172D-04\n",
"\n",
"At iterate 60 f= 2.84455D+00 |proj g|= 1.32242D-02\n",
"\n",
"At iterate 71 f= 2.08924D+00 |proj g|= 4.27273D-02\n",
"\n",
"At iterate 20 f= 2.06020D+00 |proj g|= 7.16373D-02\n",
"\n",
"At iterate 95 f= 3.06395D+00 |proj g|= 5.42289D-04\n",
"\n",
"At iterate 72 f= 2.08748D+00 |proj g|= 8.35726D-03\n",
"\n",
"At iterate 21 f= 2.03297D+00 |proj g|= 4.63184D-02\n",
"\n",
"At iterate 96 f= 3.06395D+00 |proj g|= 1.92875D-03\n",
"\n",
"At iterate 61 f= 2.84327D+00 |proj g|= 4.31877D-02\n",
"\n",
"At iterate 73 f= 2.08703D+00 |proj g|= 4.21511D-03\n",
"\n",
"At iterate 22 f= 1.98988D+00 |proj g|= 5.98187D-02\n",
"\n",
"At iterate 97 f= 3.06394D+00 |proj g|= 2.83355D-04\n",
"\n",
"At iterate 62 f= 2.83968D+00 |proj g|= 3.15278D-02\n",
"\n",
"At iterate 74 f= 2.08565D+00 |proj g|= 1.10327D-02\n",
"\n",
"At iterate 23 f= 1.95648D+00 |proj g|= 8.19932D-02\n",
"\n",
"At iterate 98 f= 3.06394D+00 |proj g|= 1.71163D-04\n",
"\n",
"At iterate 63 f= 2.83446D+00 |proj g|= 1.48958D-02\n",
"\n",
"At iterate 75 f= 2.08457D+00 |proj g|= 9.24247D-03\n",
"\n",
"At iterate 24 f= 1.88622D+00 |proj g|= 9.05980D-02\n",
"\n",
"At iterate 99 f= 3.06394D+00 |proj g|= 2.51038D-04\n",
"\n",
"At iterate 64 f= 2.83314D+00 |proj g|= 2.84224D-02\n",
"\n",
"At iterate 25 f= 1.77237D+00 |proj g|= 7.64372D-02\n",
"\n",
"At iterate 100 f= 3.06394D+00 |proj g|= 2.54214D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 111 1 0 0 2.542D-04 3.064D+00\n",
" F = 3.0639404615817463 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 65 f= 2.83155D+00 |proj g|= 9.40637D-03\n",
"\n",
"At iterate 76 f= 2.08381D+00 |proj g|= 2.28200D-02\n",
"\n",
"At iterate 26 f= 1.69607D+00 |proj g|= 5.15010D-02\n",
"\n",
"At iterate 66 f= 2.83090D+00 |proj g|= 9.47848D-03\n",
"\n",
"At iterate 77 f= 2.08242D+00 |proj g|= 3.52660D-03\n",
"\n",
"At iterate 27 f= 1.66235D+00 |proj g|= 1.19933D-01\n",
"\n",
"At iterate 67 f= 2.82981D+00 |proj g|= 9.00517D-03\n",
"\n",
"At iterate 78 f= 2.08197D+00 |proj g|= 3.31283D-03\n",
"\n",
"At iterate 28 f= 1.63250D+00 |proj g|= 2.74552D-02\n",
"\n",
"At iterate 68 f= 2.82848D+00 |proj g|= 1.03968D-02\n",
"\n",
"At iterate 79 f= 2.08143D+00 |proj g|= 6.35787D-03\n",
"\n",
"At iterate 29 f= 1.60734D+00 |proj g|= 2.51794D-02\n",
"\n",
"At iterate 69 f= 2.82771D+00 |proj g|= 1.99985D-02\n",
"\n",
"At iterate 80 f= 2.08095D+00 |proj g|= 6.31799D-03\n",
"\n",
"At iterate 30 f= 1.56397D+00 |proj g|= 4.00546D-02\n",
"\n",
"At iterate 70 f= 2.82645D+00 |proj g|= 1.12430D-02\n",
"\n",
"At iterate 31 f= 1.52991D+00 |proj g|= 4.69621D-02\n",
"\n",
"At iterate 81 f= 2.08049D+00 |proj g|= 5.42727D-03\n",
"\n",
"At iterate 71 f= 2.82605D+00 |proj g|= 6.78365D-03\n",
"\n",
"At iterate 32 f= 1.49153D+00 |proj g|= 4.97701D-02\n",
"\n",
"At iterate 82 f= 2.07991D+00 |proj g|= 2.18075D-03\n",
"\n",
"At iterate 72 f= 2.82548D+00 |proj g|= 6.00331D-03\n",
"\n",
"At iterate 33 f= 1.47792D+00 |proj g|= 3.20848D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 73 f= 2.82508D+00 |proj g|= 7.76180D-03\n",
"\n",
"At iterate 83 f= 2.07979D+00 |proj g|= 1.07724D-02\n",
"\n",
"At iterate 34 f= 1.46543D+00 |proj g|= 2.42385D-02\n",
"\n",
"At iterate 1 f= 1.01113D+04 |proj g|= 5.50065D+03\n",
"\n",
"At iterate 84 f= 2.07963D+00 |proj g|= 3.88381D-03\n",
"\n",
"At iterate 35 f= 1.45565D+00 |proj g|= 8.75414D-02\n",
"\n",
"At iterate 74 f= 2.82468D+00 |proj g|= 2.37987D-02\n",
"\n",
"At iterate 2 f= 8.48895D+03 |proj g|= 4.79898D+03\n",
"\n",
"At iterate 85 f= 2.07957D+00 |proj g|= 1.57520D-03\n",
"\n",
"At iterate 36 f= 1.43230D+00 |proj g|= 3.02324D-02\n",
"\n",
"At iterate 75 f= 2.82405D+00 |proj g|= 1.16711D-02\n",
"\n",
"At iterate 37 f= 1.42654D+00 |proj g|= 1.21231D-02\n",
"\n",
"At iterate 3 f= 4.56726D+03 |proj g|= 2.19682D+03\n",
"\n",
"At iterate 86 f= 2.07951D+00 |proj g|= 1.87981D-03\n",
"\n",
"At iterate 76 f= 2.82316D+00 |proj g|= 1.05408D-02\n",
"\n",
"At iterate 38 f= 1.42121D+00 |proj g|= 1.26867D-02\n",
"\n",
"At iterate 4 f= 2.89035D+03 |proj g|= 8.08714D+02\n",
"\n",
"At iterate 87 f= 2.07944D+00 |proj g|= 2.46260D-03\n",
"\n",
"At iterate 77 f= 2.82278D+00 |proj g|= 8.31010D-03\n",
"\n",
"At iterate 5 f= 1.47875D+03 |proj g|= 4.54815D+02\n",
"\n",
"At iterate 39 f= 1.41713D+00 |proj g|= 1.66186D-02\n",
"\n",
"At iterate 78 f= 2.82244D+00 |proj g|= 5.10713D-03\n",
"\n",
"At iterate 6 f= 9.34005D+02 |proj g|= 2.81302D+02\n",
"\n",
"At iterate 40 f= 1.41348D+00 |proj g|= 3.64148D-02\n",
"\n",
"At iterate 79 f= 2.82198D+00 |proj g|= 5.88185D-03\n",
"\n",
"At iterate 88 f= 2.07940D+00 |proj g|= 3.86553D-03\n",
"\n",
"At iterate 7 f= 6.36456D+02 |proj g|= 1.78788D+02\n",
"\n",
"At iterate 41 f= 1.40721D+00 |proj g|= 8.13592D-03\n",
"\n",
"At iterate 80 f= 2.82137D+00 |proj g|= 8.77451D-03\n",
"\n",
"At iterate 89 f= 2.07934D+00 |proj g|= 1.06983D-03\n",
"\n",
"At iterate 8 f= 4.44373D+02 |proj g|= 9.02575D+01\n",
"\n",
"At iterate 42 f= 1.40146D+00 |proj g|= 1.36217D-02\n",
"\n",
"At iterate 90 f= 2.07931D+00 |proj g|= 1.26100D-03\n",
"\n",
"At iterate 9 f= 3.30748D+02 |proj g|= 7.71244D+01\n",
"\n",
"At iterate 43 f= 1.39637D+00 |proj g|= 2.12740D-02\n",
"\n",
"At iterate 81 f= 2.82111D+00 |proj g|= 1.01411D-02\n",
"\n",
"At iterate 91 f= 2.07928D+00 |proj g|= 1.56111D-03\n",
"\n",
"At iterate 10 f= 2.06696D+02 |proj g|= 4.81360D+01\n",
"\n",
"At iterate 44 f= 1.39366D+00 |proj g|= 2.43556D-02\n",
"\n",
"At iterate 82 f= 2.82064D+00 |proj g|= 5.02251D-03\n",
"\n",
"At iterate 11 f= 1.00177D+02 |proj g|= 1.60734D+01\n",
"\n",
"At iterate 45 f= 1.39047D+00 |proj g|= 1.09883D-02\n",
"\n",
"At iterate 83 f= 2.82034D+00 |proj g|= 3.78921D-03\n",
"\n",
"At iterate 92 f= 2.07926D+00 |proj g|= 2.37601D-03\n",
"\n",
"At iterate 12 f= 5.77262D+01 |proj g|= 7.68609D+00\n",
"\n",
"At iterate 46 f= 1.38962D+00 |proj g|= 7.78303D-03\n",
"\n",
"At iterate 84 f= 2.81972D+00 |proj g|= 8.73814D-03\n",
"\n",
"At iterate 93 f= 2.07924D+00 |proj g|= 8.32152D-04\n",
"\n",
"At iterate 13 f= 2.93206D+01 |proj g|= 3.62779D+00\n",
"\n",
"At iterate 47 f= 1.38800D+00 |proj g|= 5.42218D-03\n",
"\n",
"At iterate 85 f= 2.81930D+00 |proj g|= 5.19903D-03\n",
"\n",
"At iterate 94 f= 2.07922D+00 |proj g|= 7.82859D-04\n",
"\n",
"At iterate 14 f= 1.87166D+01 |proj g|= 1.19835D+01\n",
"\n",
"At iterate 86 f= 2.81902D+00 |proj g|= 1.24085D-02\n",
"\n",
"At iterate 95 f= 2.07921D+00 |proj g|= 6.96486D-04\n",
"\n",
"At iterate 48 f= 1.38731D+00 |proj g|= 1.28839D-02\n",
"\n",
"At iterate 15 f= 8.27948D+00 |proj g|= 3.26745D+00\n",
"\n",
"At iterate 87 f= 2.81879D+00 |proj g|= 5.68547D-03\n",
"\n",
"At iterate 49 f= 1.38625D+00 |proj g|= 8.82421D-03\n",
"\n",
"At iterate 16 f= 5.87880D+00 |proj g|= 1.63523D+00\n",
"\n",
"At iterate 96 f= 2.07921D+00 |proj g|= 2.08011D-03\n",
"\n",
"At iterate 88 f= 2.81866D+00 |proj g|= 3.52479D-03\n",
"\n",
"At iterate 50 f= 1.38487D+00 |proj g|= 4.87467D-03\n",
"\n",
"At iterate 17 f= 4.17681D+00 |proj g|= 7.58570D-01\n",
"\n",
"At iterate 97 f= 2.07919D+00 |proj g|= 1.28652D-03\n",
"\n",
"At iterate 89 f= 2.81851D+00 |proj g|= 3.48902D-03\n",
"\n",
"\n",
"At iterate 18 f= 3.51882D+00 |proj g|= 4.58585D-01\n",
"At iterate 51 f= 1.38386D+00 |proj g|= 5.05982D-03\n",
"\n",
"At iterate 98 f= 2.07918D+00 |proj g|= 7.60027D-04\n",
"\n",
"At iterate 90 f= 2.81834D+00 |proj g|= 9.09928D-03\n",
"\n",
"At iterate 19 f= 3.36439D+00 |proj g|= 5.64768D-01\n",
"\n",
"At iterate 52 f= 1.38296D+00 |proj g|= 8.23305D-03\n",
"\n",
"At iterate 99 f= 2.07917D+00 |proj g|= 7.03454D-04\n",
"\n",
"At iterate 91 f= 2.81815D+00 |proj g|= 2.85633D-03\n",
"\n",
"\n",
"At iterate 20 f= 3.14745D+00 |proj g|= 1.59113D-01\n",
"At iterate 53 f= 1.38197D+00 |proj g|= 4.93721D-03\n",
"\n",
"At iterate 92 f= 2.81807D+00 |proj g|= 2.33537D-03\n",
"\n",
"At iterate 21 f= 3.10587D+00 |proj g|= 1.72329D-01\n",
"\n",
"At iterate 54 f= 1.38137D+00 |proj g|= 3.38790D-03\n",
"\n",
"At iterate 100 f= 2.07917D+00 |proj g|= 1.22402D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 116 1 0 0 1.224D-03 2.079D+00\n",
" F = 2.0791665423563561 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 93 f= 2.81801D+00 |proj g|= 3.78539D-03\n",
"\n",
"At iterate 22 f= 3.06659D+00 |proj g|= 1.75175D-01\n",
"\n",
"At iterate 55 f= 1.38070D+00 |proj g|= 3.62680D-03\n",
"\n",
"At iterate 94 f= 2.81793D+00 |proj g|= 1.64367D-03\n",
"\n",
"\n",
"At iterate 23 f= 3.02238D+00 |proj g|= 1.59718D-01\n",
"At iterate 56 f= 1.38038D+00 |proj g|= 6.58160D-03\n",
"\n",
"At iterate 95 f= 2.81783D+00 |proj g|= 2.33836D-03\n",
"\n",
"\n",
"At iterate 24 f= 2.93185D+00 |proj g|= 1.67804D-01\n",
"At iterate 57 f= 1.37996D+00 |proj g|= 5.20127D-03\n",
"\n",
"At iterate 96 f= 2.81769D+00 |proj g|= 2.42142D-03\n",
"\n",
"At iterate 25 f= 2.86724D+00 |proj g|= 3.57494D-01\n",
"\n",
"At iterate 58 f= 1.37966D+00 |proj g|= 2.13350D-03\n",
"\n",
"At iterate 97 f= 2.81753D+00 |proj g|= 3.06205D-03\n",
"\n",
"At iterate 26 f= 2.74239D+00 |proj g|= 1.57119D-01\n",
"\n",
"At iterate 59 f= 1.37948D+00 |proj g|= 2.96573D-03\n",
"\n",
"At iterate 27 f= 2.69927D+00 |proj g|= 8.51788D-02\n",
"\n",
"At iterate 60 f= 1.37935D+00 |proj g|= 5.74629D-03\n",
"\n",
"At iterate 98 f= 2.81751D+00 |proj g|= 3.00433D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 28 f= 2.68281D+00 |proj g|= 4.51314D-02\n",
"\n",
"At iterate 61 f= 1.37921D+00 |proj g|= 2.17897D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 6.24938D+03\n",
"\n",
"At iterate 99 f= 2.81748D+00 |proj g|= 1.45457D-03\n",
"\n",
"At iterate 29 f= 2.66354D+00 |proj g|= 5.50807D-02\n",
"\n",
"At iterate 62 f= 1.37911D+00 |proj g|= 1.04400D-03\n",
"\n",
"At iterate 1 f= 1.01899D+04 |proj g|= 5.47324D+03\n",
"\n",
"At iterate 100 f= 2.81746D+00 |proj g|= 1.27525D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 104 1 0 0 1.275D-03 2.817D+00\n",
" F = 2.8174584402436493 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 30 f= 2.62884D+00 |proj g|= 1.00160D-01\n",
"\n",
"At iterate 63 f= 1.37902D+00 |proj g|= 1.09410D-03\n",
"\n",
"At iterate 2 f= 8.56735D+03 |proj g|= 4.76466D+03\n",
"\n",
"At iterate 31 f= 2.58850D+00 |proj g|= 9.03045D-02\n",
"\n",
"At iterate 32 f= 2.52944D+00 |proj g|= 1.46204D-01\n",
"\n",
"At iterate 64 f= 1.37899D+00 |proj g|= 3.05202D-03\n",
"\n",
"At iterate 3 f= 4.85010D+03 |proj g|= 2.31634D+03\n",
"\n",
"At iterate 33 f= 2.49311D+00 |proj g|= 7.27586D-02\n",
"\n",
"At iterate 65 f= 1.37895D+00 |proj g|= 1.41010D-03\n",
"\n",
"At iterate 4 f= 3.09580D+03 |proj g|= 8.28181D+02\n",
"\n",
"At iterate 34 f= 2.48244D+00 |proj g|= 6.77080D-02\n",
"\n",
"At iterate 5 f= 1.66435D+03 |proj g|= 4.99192D+02\n",
"\n",
"At iterate 66 f= 1.37893D+00 |proj g|= 7.07637D-04\n",
"\n",
"At iterate 35 f= 2.44578D+00 |proj g|= 4.20473D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.28639D+03\n",
"\n",
"At iterate 6 f= 1.09684D+03 |proj g|= 2.82438D+02\n",
"\n",
"At iterate 36 f= 2.39545D+00 |proj g|= 3.66806D-02\n",
"\n",
"At iterate 67 f= 1.37888D+00 |proj g|= 1.08053D-03\n",
"\n",
"At iterate 7 f= 7.16772D+02 |proj g|= 1.24207D+02\n",
"\n",
"At iterate 1 f= 9.99375D+03 |proj g|= 3.19305D+03\n",
"\n",
"At iterate 37 f= 2.34385D+00 |proj g|= 5.35322D-02\n",
"\n",
"At iterate 68 f= 1.37884D+00 |proj g|= 1.28919D-03\n",
"\n",
"At iterate 8 f= 5.06016D+02 |proj g|= 9.95340D+01\n",
"\n",
"At iterate 2 f= 7.02156D+03 |proj g|= 2.16500D+03\n",
"\n",
"At iterate 69 f= 1.37880D+00 |proj g|= 1.44989D-03\n",
"\n",
"At iterate 9 f= 3.62663D+02 |proj g|= 1.93220D+02\n",
"\n",
"At iterate 3 f= 3.55005D+03 |proj g|= 1.04916D+03\n",
"\n",
"At iterate 38 f= 2.30254D+00 |proj g|= 5.16119D-02\n",
"\n",
"At iterate 4 f= 2.15887D+03 |proj g|= 5.67139D+02\n",
"\n",
"At iterate 39 f= 2.27962D+00 |proj g|= 3.26882D-02\n",
"\n",
"At iterate 10 f= 2.42634D+02 |proj g|= 5.52667D+01\n",
"\n",
"At iterate 70 f= 1.37878D+00 |proj g|= 8.44719D-04\n",
"\n",
"At iterate 5 f= 1.16289D+03 |proj g|= 1.10094D+02\n",
"\n",
"At iterate 40 f= 2.25665D+00 |proj g|= 3.17111D-02\n",
"\n",
"At iterate 11 f= 1.48564D+02 |proj g|= 4.08042D+01\n",
"\n",
"At iterate 6 f= 6.88373D+02 |proj g|= 1.30110D+02\n",
"\n",
"At iterate 71 f= 1.37878D+00 |proj g|= 3.73938D-04\n",
"\n",
"At iterate 41 f= 2.22596D+00 |proj g|= 8.51660D-02\n",
"\n",
"At iterate 12 f= 8.05496D+01 |proj g|= 1.50850D+01\n",
"\n",
"At iterate 72 f= 1.37877D+00 |proj g|= 3.43668D-04\n",
"\n",
"At iterate 7 f= 3.80152D+02 |proj g|= 2.62717D+01\n",
"\n",
"At iterate 42 f= 2.20128D+00 |proj g|= 5.43879D-02\n",
"\n",
"At iterate 73 f= 1.37877D+00 |proj g|= 3.55353D-04\n",
"\n",
"At iterate 13 f= 4.97895D+01 |proj g|= 9.47269D+00\n",
"\n",
"At iterate 8 f= 2.09144D+02 |proj g|= 2.78244D+01\n",
"\n",
"At iterate 14 f= 2.77220D+01 |proj g|= 8.39574D+00\n",
"\n",
"At iterate 43 f= 2.18327D+00 |proj g|= 2.29926D-02\n",
"\n",
"At iterate 9 f= 1.04970D+02 |proj g|= 1.97626D+01\n",
"\n",
"At iterate 74 f= 1.37877D+00 |proj g|= 5.20851D-04\n",
"\n",
"At iterate 15 f= 2.63341D+01 |proj g|= 2.40164D+01\n",
"\n",
"At iterate 44 f= 2.17029D+00 |proj g|= 3.27650D-02\n",
"\n",
"At iterate 10 f= 5.45556D+01 |proj g|= 4.45435D+00\n",
"\n",
"At iterate 75 f= 1.37876D+00 |proj g|= 3.08423D-04\n",
"\n",
"At iterate 45 f= 2.16362D+00 |proj g|= 4.45890D-02\n",
"\n",
"At iterate 16 f= 1.01513D+01 |proj g|= 2.75163D+00\n",
"\n",
"At iterate 11 f= 3.25937D+01 |proj g|= 2.30963D+00\n",
"\n",
"At iterate 46 f= 2.15516D+00 |proj g|= 2.90037D-02\n",
"\n",
"At iterate 76 f= 1.37876D+00 |proj g|= 3.02624D-04\n",
"\n",
"At iterate 17 f= 8.39884D+00 |proj g|= 1.99525D+00\n",
"\n",
"At iterate 12 f= 1.78355D+01 |proj g|= 2.39646D+00\n",
"\n",
"At iterate 47 f= 2.14150D+00 |proj g|= 1.94922D-02\n",
"\n",
"At iterate 18 f= 5.76735D+00 |proj g|= 9.14618D-01\n",
"\n",
"At iterate 77 f= 1.37876D+00 |proj g|= 4.06210D-04\n",
"\n",
"At iterate 13 f= 1.41096D+01 |proj g|= 8.35027D+00\n",
"\n",
"At iterate 19 f= 4.95024D+00 |proj g|= 5.37463D-01\n",
"\n",
"At iterate 48 f= 2.12599D+00 |proj g|= 2.81968D-02\n",
"\n",
"At iterate 78 f= 1.37876D+00 |proj g|= 2.55092D-04\n",
"\n",
"At iterate 14 f= 8.28886D+00 |proj g|= 2.13911D+00\n",
"\n",
"At iterate 20 f= 4.84495D+00 |proj g|= 1.93172D+00\n",
"\n",
"At iterate 79 f= 1.37876D+00 |proj g|= 1.77268D-04\n",
"\n",
"At iterate 15 f= 7.65006D+00 |proj g|= 1.40372D+00\n",
"\n",
"At iterate 21 f= 4.52970D+00 |proj g|= 5.88839D-01\n",
"\n",
"At iterate 49 f= 2.12194D+00 |proj g|= 4.35930D-02\n",
"\n",
"At iterate 80 f= 1.37876D+00 |proj g|= 9.84333D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 80 86 1 0 0 9.843D-05 1.379D+00\n",
" F = 1.3787571619746670 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 16 f= 7.07955D+00 |proj g|= 6.05757D-01\n",
"\n",
"At iterate 50 f= 2.11556D+00 |proj g|= 1.91306D-02\n",
"\n",
"At iterate 22 f= 4.46686D+00 |proj g|= 3.03710D-01\n",
"\n",
"At iterate 17 f= 6.93984D+00 |proj g|= 2.99294D-01\n",
"\n",
"At iterate 23 f= 4.38226D+00 |proj g|= 3.46553D-01\n",
"\n",
"At iterate 51 f= 2.11143D+00 |proj g|= 2.62543D-02\n",
"\n",
"At iterate 18 f= 6.87521D+00 |proj g|= 1.17454D-01\n",
"\n",
"At iterate 24 f= 4.24719D+00 |proj g|= 4.15834D-01\n",
"\n",
"At iterate 52 f= 2.10823D+00 |proj g|= 2.86831D-02\n",
"\n",
"At iterate 19 f= 6.81498D+00 |proj g|= 9.41868D-02\n",
"\n",
"At iterate 25 f= 4.00584D+00 |proj g|= 5.03404D-01\n",
"\n",
"At iterate 20 f= 6.70608D+00 |proj g|= 2.26255D-01\n",
"\n",
"At iterate 53 f= 2.10209D+00 |proj g|= 2.63256D-02\n",
"\n",
"At iterate 26 f= 3.66983D+00 |proj g|= 6.31759D-01\n",
"\n",
"At iterate 21 f= 6.58233D+00 |proj g|= 3.85674D-01\n",
"\n",
"At iterate 54 f= 2.09581D+00 |proj g|= 2.32364D-02\n",
"\n",
"At iterate 22 f= 6.45991D+00 |proj g|= 5.51203D-01\n",
"\n",
"At iterate 55 f= 2.09224D+00 |proj g|= 1.06611D-02\n",
"\n",
"At iterate 27 f= 3.52460D+00 |proj g|= 2.90336D-01\n",
"\n",
"\n",
"At iterate 23 f= 6.29380D+00 |proj g|= 4.55360D-01\n",
"At iterate 56 f= 2.08897D+00 |proj g|= 9.06389D-03\n",
"\n",
"At iterate 28 f= 3.43941D+00 |proj g|= 2.15514D-01\n",
"\n",
"At iterate 29 f= 3.39979D+00 |proj g|= 1.21335D-01\n",
"\n",
"At iterate 24 f= 6.15753D+00 |proj g|= 8.19746D-02\n",
"\n",
"At iterate 30 f= 3.38925D+00 |proj g|= 1.19067D-01\n",
"\n",
"At iterate 57 f= 2.08760D+00 |proj g|= 2.65925D-02\n",
"\n",
"At iterate 25 f= 6.12788D+00 |proj g|= 5.52238D-02\n",
"\n",
"At iterate 31 f= 3.35049D+00 |proj g|= 9.40262D-02\n",
"\n",
"At iterate 58 f= 2.08564D+00 |proj g|= 1.98459D-02\n",
"\n",
"At iterate 26 f= 6.09209D+00 |proj g|= 1.19230D-01\n",
"\n",
"At iterate 32 f= 3.31820D+00 |proj g|= 1.35879D-01\n",
"\n",
"At iterate 27 f= 6.05040D+00 |proj g|= 1.46615D-01\n",
"\n",
"At iterate 59 f= 2.08080D+00 |proj g|= 8.29083D-03\n",
"\n",
"At iterate 33 f= 3.28396D+00 |proj g|= 7.75122D-02\n",
"\n",
"At iterate 28 f= 5.96738D+00 |proj g|= 1.30543D-01\n",
"\n",
"At iterate 60 f= 2.07841D+00 |proj g|= 8.90531D-03\n",
"\n",
"At iterate 34 f= 3.24272D+00 |proj g|= 4.67354D-02\n",
"\n",
"At iterate 35 f= 3.20639D+00 |proj g|= 5.58901D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68670D+03\n",
"\n",
"At iterate 29 f= 5.94121D+00 |proj g|= 1.04672D-01\n",
"\n",
"At iterate 61 f= 2.07774D+00 |proj g|= 1.44660D-02\n",
"\n",
"At iterate 36 f= 3.15162D+00 |proj g|= 8.09267D-02\n",
"\n",
"At iterate 1 f= 9.49055D+03 |proj g|= 4.13081D+03\n",
"\n",
"At iterate 30 f= 5.90675D+00 |proj g|= 3.76823D-02\n",
"\n",
"At iterate 62 f= 2.07694D+00 |proj g|= 6.37815D-03\n",
"\n",
"At iterate 37 f= 3.09891D+00 |proj g|= 5.43112D-02\n",
"\n",
"At iterate 2 f= 7.08203D+03 |proj g|= 3.15858D+03\n",
"\n",
"At iterate 31 f= 5.89327D+00 |proj g|= 3.36586D-02\n",
"\n",
"At iterate 63 f= 2.07602D+00 |proj g|= 5.11596D-03\n",
"\n",
"At iterate 38 f= 3.05746D+00 |proj g|= 9.28039D-02\n",
"\n",
"At iterate 32 f= 5.87812D+00 |proj g|= 2.88621D-02\n",
"\n",
"At iterate 3 f= 2.71338D+03 |proj g|= 1.04212D+03\n",
"\n",
"At iterate 64 f= 2.07460D+00 |proj g|= 1.19194D-02\n",
"\n",
"At iterate 33 f= 5.86358D+00 |proj g|= 3.26282D-02\n",
"\n",
"At iterate 65 f= 2.07306D+00 |proj g|= 1.31258D-02\n",
"\n",
"At iterate 4 f= 1.59992D+03 |proj g|= 6.62415D+02\n",
"\n",
"At iterate 34 f= 5.85887D+00 |proj g|= 2.85281D-02\n",
"\n",
"At iterate 39 f= 3.02835D+00 |proj g|= 4.68967D-02\n",
"\n",
"At iterate 5 f= 8.67273D+02 |proj g|= 1.53559D+02\n",
"\n",
"At iterate 66 f= 2.07246D+00 |proj g|= 8.83392D-03\n",
"\n",
"At iterate 35 f= 5.85518D+00 |proj g|= 1.24827D-02\n",
"\n",
"At iterate 40 f= 3.01226D+00 |proj g|= 5.34560D-02\n",
"\n",
"At iterate 6 f= 5.13316D+02 |proj g|= 1.44582D+02\n",
"\n",
"At iterate 67 f= 2.07156D+00 |proj g|= 7.18305D-03\n",
"\n",
"At iterate 36 f= 5.85316D+00 |proj g|= 9.56476D-03\n",
"\n",
"At iterate 41 f= 2.99463D+00 |proj g|= 1.09273D-01\n",
"\n",
"At iterate 7 f= 3.64993D+02 |proj g|= 1.05965D+02\n",
"\n",
"At iterate 68 f= 2.07071D+00 |proj g|= 6.22763D-03\n",
"\n",
"At iterate 37 f= 5.85041D+00 |proj g|= 1.02296D-02\n",
"\n",
"\n",
"At iterate 8 f= 2.22908D+02 |proj g|= 4.78446D+01\n",
"At iterate 42 f= 2.97108D+00 |proj g|= 6.80235D-02\n",
"\n",
"\n",
"At iterate 69 f= 2.06972D+00 |proj g|= 1.97708D-02\n",
"\n",
"At iterate 9 f= 1.28529D+02 |proj g|= 5.17193D+01\n",
"At iterate 43 f= 2.93742D+00 |proj g|= 4.46631D-02\n",
"\n",
"At iterate 38 f= 5.84955D+00 |proj g|= 2.26942D-02\n",
"\n",
"\n",
"At iterate 44 f= 2.91955D+00 |proj g|= 8.22868D-02\n",
"At iterate 10 f= 6.22324D+01 |proj g|= 2.27523D+01\n",
"\n",
"At iterate 70 f= 2.06848D+00 |proj g|= 1.54675D-02\n",
"\n",
"At iterate 39 f= 5.84793D+00 |proj g|= 1.51516D-02\n",
"\n",
"\n",
"At iterate 11 f= 3.25274D+01 |proj g|= 9.24829D+00\n",
"At iterate 45 f= 2.89781D+00 |proj g|= 4.97110D-02\n",
"\n",
"At iterate 71 f= 2.06720D+00 |proj g|= 7.19037D-03\n",
"\n",
"At iterate 46 f= 2.88324D+00 |proj g|= 4.20110D-02\n",
"\n",
"At iterate 40 f= 5.84653D+00 |proj g|= 7.48641D-03\n",
"\n",
"At iterate 12 f= 1.64725D+01 |proj g|= 8.04735D+00\n",
"\n",
"At iterate 72 f= 2.06642D+00 |proj g|= 3.74163D-03\n",
"\n",
"\n",
"\n",
"At iterate 13 f= 1.30905D+01 |proj g|= 8.04092D+00\n",
"At iterate 41 f= 5.84545D+00 |proj g|= 1.08429D-02\n",
"At iterate 47 f= 2.84480D+00 |proj g|= 3.25239D-02\n",
"\n",
"At iterate 73 f= 2.06594D+00 |proj g|= 4.22460D-03\n",
"\n",
"At iterate 14 f= 6.58877D+00 |proj g|= 1.71359D+00\n",
"\n",
"\n",
"At iterate 42 f= 5.84439D+00 |proj g|= 1.07375D-02\n",
"At iterate 48 f= 2.81068D+00 |proj g|= 1.79684D-02\n",
"\n",
"At iterate 74 f= 2.06572D+00 |proj g|= 7.17166D-03\n",
"\n",
"At iterate 15 f= 5.62600D+00 |proj g|= 1.10669D+00\n",
"\n",
"At iterate 43 f= 5.84277D+00 |proj g|= 6.00314D-03\n",
"\n",
"At iterate 49 f= 2.80322D+00 |proj g|= 6.01316D-02\n",
"\n",
"At iterate 75 f= 2.06529D+00 |proj g|= 4.09129D-03\n",
"\n",
"At iterate 16 f= 4.40575D+00 |proj g|= 4.55091D-01\n",
"\n",
"At iterate 44 f= 5.84263D+00 |proj g|= 1.60112D-02\n",
"\n",
"At iterate 50 f= 2.79918D+00 |proj g|= 5.55436D-02\n",
"\n",
"At iterate 76 f= 2.06469D+00 |proj g|= 3.77952D-03\n",
"\n",
"At iterate 17 f= 4.03729D+00 |proj g|= 2.29272D-01\n",
"\n",
"At iterate 45 f= 5.84184D+00 |proj g|= 3.78855D-03\n",
"\n",
"At iterate 51 f= 2.79453D+00 |proj g|= 2.57393D-02\n",
"\n",
"At iterate 77 f= 2.06409D+00 |proj g|= 7.19701D-03\n",
"\n",
"At iterate 18 f= 3.87957D+00 |proj g|= 1.31723D-01\n",
"\n",
"At iterate 46 f= 5.84165D+00 |proj g|= 2.81504D-03\n",
"\n",
"At iterate 52 f= 2.78946D+00 |proj g|= 2.81238D-02\n",
"\n",
"At iterate 19 f= 3.79555D+00 |proj g|= 8.75126D-02\n",
"\n",
"At iterate 47 f= 5.84134D+00 |proj g|= 4.51659D-03\n",
"\n",
"At iterate 53 f= 2.78422D+00 |proj g|= 3.30672D-02\n",
"\n",
"At iterate 78 f= 2.06391D+00 |proj g|= 6.15837D-03\n",
"\n",
"At iterate 20 f= 3.70540D+00 |proj g|= 7.24529D-02\n",
"\n",
"At iterate 48 f= 5.84110D+00 |proj g|= 2.79162D-03\n",
"\n",
"At iterate 54 f= 2.78202D+00 |proj g|= 9.01452D-02\n",
"\n",
"At iterate 21 f= 3.64992D+00 |proj g|= 6.87557D-02\n",
"\n",
"At iterate 79 f= 2.06371D+00 |proj g|= 3.82073D-03\n",
"\n",
"At iterate 55 f= 2.77495D+00 |proj g|= 3.29982D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 49 f= 5.84100D+00 |proj g|= 9.12115D-03\n",
"\n",
"\n",
"At iterate 22 f= 3.59541D+00 |proj g|= 1.10106D-01\n",
"At iterate 80 f= 2.06351D+00 |proj g|= 2.30552D-03\n",
"\n",
"At iterate 56 f= 2.77180D+00 |proj g|= 8.33744D-03\n",
"\n",
"At iterate 50 f= 5.84083D+00 |proj g|= 2.46294D-03\n",
"\n",
"At iterate 23 f= 3.52165D+00 |proj g|= 6.43443D-02\n",
"\n",
"At iterate 81 f= 2.06324D+00 |proj g|= 7.29370D-03\n",
"\n",
"At iterate 51 f= 5.84075D+00 |proj g|= 1.15847D-03\n",
"\n",
"At iterate 57 f= 2.76827D+00 |proj g|= 1.75893D-02\n",
"\n",
"At iterate 82 f= 2.06301D+00 |proj g|= 4.29204D-03\n",
"\n",
"At iterate 24 f= 3.48100D+00 |proj g|= 4.62381D-02\n",
"\n",
"At iterate 52 f= 5.84068D+00 |proj g|= 3.96715D-03\n",
"\n",
"At iterate 58 f= 2.76480D+00 |proj g|= 1.96883D-02\n",
"\n",
"At iterate 83 f= 2.06288D+00 |proj g|= 3.09062D-03\n",
"\n",
"At iterate 25 f= 3.45231D+00 |proj g|= 4.74021D-02\n",
"\n",
"At iterate 53 f= 5.84065D+00 |proj g|= 3.35301D-03\n",
"\n",
"At iterate 84 f= 2.06273D+00 |proj g|= 1.36186D-03\n",
"\n",
"At iterate 59 f= 2.75765D+00 |proj g|= 2.10608D-02\n",
"\n",
"At iterate 26 f= 3.43120D+00 |proj g|= 3.99295D-02\n",
"\n",
"At iterate 54 f= 5.84062D+00 |proj g|= 2.05431D-03\n",
"\n",
"At iterate 85 f= 2.06264D+00 |proj g|= 1.46282D-03\n",
"\n",
"At iterate 27 f= 3.41350D+00 |proj g|= 7.84539D-02\n",
"\n",
"At iterate 55 f= 5.84059D+00 |proj g|= 1.02516D-03\n",
"\n",
"At iterate 60 f= 2.75592D+00 |proj g|= 3.14062D-02\n",
"\n",
"At iterate 28 f= 3.39284D+00 |proj g|= 3.88612D-02\n",
"\n",
"At iterate 86 f= 2.06259D+00 |proj g|= 4.77491D-03\n",
"\n",
"At iterate 56 f= 5.84056D+00 |proj g|= 1.64768D-03\n",
"\n",
"At iterate 61 f= 2.75150D+00 |proj g|= 1.41693D-02\n",
"\n",
"At iterate 57 f= 5.84051D+00 |proj g|= 1.41893D-03\n",
"\n",
"At iterate 29 f= 3.37813D+00 |proj g|= 2.61723D-02\n",
"\n",
"At iterate 62 f= 2.74948D+00 |proj g|= 1.29633D-02\n",
"\n",
"At iterate 87 f= 2.06246D+00 |proj g|= 2.11994D-03\n",
"\n",
"At iterate 63 f= 2.74772D+00 |proj g|= 1.96806D-02\n",
"\n",
"At iterate 30 f= 3.36548D+00 |proj g|= 4.83920D-02\n",
"\n",
"At iterate 88 f= 2.06239D+00 |proj g|= 1.06653D-03\n",
"\n",
"At iterate 58 f= 5.84049D+00 |proj g|= 2.10387D-03\n",
"\n",
"At iterate 64 f= 2.74585D+00 |proj g|= 1.74174D-02\n",
"\n",
"At iterate 31 f= 3.34803D+00 |proj g|= 4.51535D-02\n",
"\n",
"At iterate 89 f= 2.06234D+00 |proj g|= 9.35795D-04\n",
"\n",
"At iterate 59 f= 5.84047D+00 |proj g|= 6.13141D-04\n",
"\n",
"At iterate 32 f= 3.32871D+00 |proj g|= 4.72148D-02\n",
"\n",
"At iterate 65 f= 2.74385D+00 |proj g|= 1.38170D-02\n",
"\n",
"At iterate 90 f= 2.06232D+00 |proj g|= 4.17839D-03\n",
"\n",
"At iterate 33 f= 3.31351D+00 |proj g|= 2.05187D-02\n",
"\n",
"At iterate 60 f= 5.84046D+00 |proj g|= 4.77493D-04\n",
"\n",
"At iterate 66 f= 2.74230D+00 |proj g|= 1.65282D-02\n",
"\n",
"At iterate 91 f= 2.06229D+00 |proj g|= 1.64565D-03\n",
"\n",
"At iterate 61 f= 5.84045D+00 |proj g|= 9.23736D-04\n",
"\n",
"At iterate 34 f= 3.30505D+00 |proj g|= 1.36586D-02\n",
"\n",
"At iterate 92 f= 2.06227D+00 |proj g|= 7.10352D-04\n",
"\n",
"At iterate 62 f= 5.84044D+00 |proj g|= 2.01739D-03\n",
"\n",
"At iterate 35 f= 3.29959D+00 |proj g|= 1.51555D-02\n",
"\n",
"At iterate 67 f= 2.74156D+00 |proj g|= 1.80166D-02\n",
"\n",
"At iterate 93 f= 2.06225D+00 |proj g|= 7.79782D-04\n",
"\n",
"At iterate 63 f= 5.84043D+00 |proj g|= 4.97497D-04\n",
"\n",
"At iterate 36 f= 3.29002D+00 |proj g|= 1.45058D-02\n",
"\n",
"At iterate 68 f= 2.74074D+00 |proj g|= 8.66619D-03\n",
"\n",
"At iterate 94 f= 2.06223D+00 |proj g|= 8.38514D-04\n",
"\n",
"At iterate 64 f= 5.84043D+00 |proj g|= 4.79679D-04\n",
"\n",
"At iterate 69 f= 2.74007D+00 |proj g|= 8.74712D-03\n",
"\n",
"At iterate 37 f= 3.28845D+00 |proj g|= 2.49687D-02\n",
"\n",
"At iterate 65 f= 5.84042D+00 |proj g|= 5.19471D-04\n",
"\n",
"At iterate 70 f= 2.73846D+00 |proj g|= 9.20973D-03\n",
"\n",
"At iterate 95 f= 2.06222D+00 |proj g|= 2.57730D-03\n",
"\n",
"At iterate 38 f= 3.28507D+00 |proj g|= 1.52784D-02\n",
"\n",
"At iterate 66 f= 5.84042D+00 |proj g|= 4.40168D-04\n",
"\n",
"At iterate 71 f= 2.73729D+00 |proj g|= 5.96228D-03\n",
"\n",
"At iterate 96 f= 2.06220D+00 |proj g|= 1.21479D-03\n",
"\n",
"At iterate 39 f= 3.28207D+00 |proj g|= 1.35719D-02\n",
"\n",
"At iterate 67 f= 5.84041D+00 |proj g|= 7.00829D-04\n",
"\n",
"At iterate 40 f= 3.27985D+00 |proj g|= 1.05091D-02\n",
"\n",
"At iterate 97 f= 2.06219D+00 |proj g|= 4.79505D-04\n",
"\n",
"At iterate 68 f= 5.84041D+00 |proj g|= 3.00590D-04\n",
"\n",
"At iterate 72 f= 2.73702D+00 |proj g|= 1.80991D-02\n",
"\n",
"At iterate 41 f= 3.27846D+00 |proj g|= 7.56122D-03\n",
"\n",
"At iterate 98 f= 2.06218D+00 |proj g|= 7.05141D-04\n",
"\n",
"At iterate 69 f= 5.84041D+00 |proj g|= 2.28203D-04\n",
"\n",
"At iterate 73 f= 2.73644D+00 |proj g|= 7.33250D-03\n",
"\n",
"At iterate 42 f= 3.27719D+00 |proj g|= 5.97192D-03\n",
"\n",
"At iterate 99 f= 2.06217D+00 |proj g|= 1.34046D-03\n",
"\n",
"At iterate 70 f= 5.84041D+00 |proj g|= 2.39023D-04\n",
"\n",
"At iterate 74 f= 2.73613D+00 |proj g|= 3.68101D-03\n",
"\n",
"At iterate 43 f= 3.27488D+00 |proj g|= 1.04727D-02\n",
"\n",
"At iterate 100 f= 2.06217D+00 |proj g|= 4.79310D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 111 1 0 0 4.793D-04 2.062D+00\n",
" F = 2.0621708849890377 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"\n",
"At iterate 75 f= 2.73557D+00 |proj g|= 5.96016D-03\n",
"At iterate 71 f= 5.84041D+00 |proj g|= 7.09203D-04\n",
"\n",
"At iterate 44 f= 3.27385D+00 |proj g|= 1.48473D-02\n",
"\n",
"At iterate 76 f= 2.73509D+00 |proj g|= 1.00628D-02\n",
"\n",
"At iterate 45 f= 3.27275D+00 |proj g|= 4.54217D-03\n",
"\n",
"At iterate 72 f= 5.84041D+00 |proj g|= 1.68755D-04\n",
"\n",
"At iterate 46 f= 3.27212D+00 |proj g|= 4.52026D-03\n",
"\n",
"At iterate 73 f= 5.84041D+00 |proj g|= 2.58431D-04\n",
"\n",
"At iterate 77 f= 2.73465D+00 |proj g|= 1.10830D-02\n",
"\n",
"At iterate 78 f= 2.73423D+00 |proj g|= 5.97425D-03\n",
"\n",
"At iterate 47 f= 3.27167D+00 |proj g|= 4.31773D-03\n",
"\n",
"At iterate 74 f= 5.84041D+00 |proj g|= 2.79533D-04\n",
"\n",
"At iterate 48 f= 3.27104D+00 |proj g|= 4.18063D-03\n",
"\n",
"At iterate 79 f= 2.73387D+00 |proj g|= 9.10423D-03\n",
"\n",
"At iterate 75 f= 5.84041D+00 |proj g|= 3.07956D-04\n",
"\n",
"At iterate 80 f= 2.73346D+00 |proj g|= 1.09468D-02\n",
"\n",
"At iterate 49 f= 3.27086D+00 |proj g|= 1.05932D-02\n",
"\n",
"At iterate 76 f= 5.84041D+00 |proj g|= 1.08687D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.39985D+03\n",
"\n",
"At iterate 50 f= 3.27053D+00 |proj g|= 6.49618D-03\n",
"\n",
"At iterate 81 f= 2.73323D+00 |proj g|= 1.35902D-02\n",
"\n",
"At iterate 77 f= 5.84041D+00 |proj g|= 9.22111D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 77 84 1 0 0 9.221D-05 5.840D+00\n",
" F = 5.8404053425379736 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 1 f= 9.66114D+03 |proj g|= 3.72541D+03\n",
"\n",
"At iterate 51 f= 3.27041D+00 |proj g|= 2.07017D-03\n",
"\n",
"At iterate 82 f= 2.73276D+00 |proj g|= 5.28808D-03\n",
"\n",
"At iterate 2 f= 7.08992D+03 |proj g|= 2.70175D+03\n",
"\n",
"At iterate 52 f= 3.27030D+00 |proj g|= 1.45468D-03\n",
"\n",
"At iterate 3 f= 3.20978D+03 |proj g|= 1.03112D+03\n",
"\n",
"At iterate 83 f= 2.73244D+00 |proj g|= 3.72254D-03\n",
"\n",
"At iterate 53 f= 3.27018D+00 |proj g|= 5.16772D-03\n",
"\n",
"\n",
"At iterate 84 f= 2.73226D+00 |proj g|= 5.37357D-03\n",
"At iterate 4 f= 2.03812D+03 |proj g|= 6.53649D+02\n",
"\n",
"At iterate 54 f= 3.27006D+00 |proj g|= 2.06955D-03\n",
"\n",
"At iterate 85 f= 2.73212D+00 |proj g|= 5.10096D-03\n",
"\n",
"At iterate 5 f= 1.25668D+03 |proj g|= 1.73455D+02\n",
"\n",
"At iterate 55 f= 3.27000D+00 |proj g|= 1.10325D-03\n",
"\n",
"At iterate 6 f= 8.36558D+02 |proj g|= 1.86112D+02\n",
"\n",
"At iterate 86 f= 2.73202D+00 |proj g|= 5.24851D-03\n",
"\n",
"At iterate 56 f= 3.26993D+00 |proj g|= 1.77110D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68262D+03\n",
"\n",
"At iterate 7 f= 6.29850D+02 |proj g|= 1.44942D+02\n",
"\n",
"At iterate 87 f= 2.73185D+00 |proj g|= 3.70880D-03\n",
"\n",
"At iterate 57 f= 3.26985D+00 |proj g|= 2.51212D-03\n",
"\n",
"At iterate 1 f= 9.50605D+03 |proj g|= 3.81818D+03\n",
"\n",
"At iterate 8 f= 4.15075D+02 |proj g|= 7.61634D+01\n",
"\n",
"At iterate 88 f= 2.73172D+00 |proj g|= 3.67494D-03\n",
"\n",
"At iterate 58 f= 3.26983D+00 |proj g|= 2.53829D-03\n",
"\n",
"At iterate 2 f= 6.90130D+03 |proj g|= 2.82508D+03\n",
"\n",
"At iterate 9 f= 2.37269D+02 |proj g|= 5.77173D+01\n",
"\n",
"At iterate 89 f= 2.73162D+00 |proj g|= 1.58997D-02\n",
"\n",
"At iterate 59 f= 3.26978D+00 |proj g|= 8.09579D-04\n",
"\n",
"At iterate 3 f= 2.85793D+03 |proj g|= 1.07263D+03\n",
"\n",
"At iterate 10 f= 1.15983D+02 |proj g|= 1.28792D+01\n",
"\n",
"At iterate 90 f= 2.73138D+00 |proj g|= 3.31117D-03\n",
"\n",
"At iterate 4 f= 1.70808D+03 |proj g|= 6.44512D+02\n",
"\n",
"At iterate 60 f= 3.26976D+00 |proj g|= 6.54033D-04\n",
"\n",
"At iterate 11 f= 7.66294D+01 |proj g|= 7.68320D+00\n",
"\n",
"At iterate 91 f= 2.73130D+00 |proj g|= 2.25270D-03\n",
"\n",
"At iterate 5 f= 9.32301D+02 |proj g|= 1.68793D+02\n",
"\n",
"At iterate 12 f= 4.47135D+01 |proj g|= 7.85122D+00\n",
"\n",
"At iterate 61 f= 3.26973D+00 |proj g|= 9.99992D-04\n",
"\n",
"At iterate 92 f= 2.73123D+00 |proj g|= 2.25044D-03\n",
"\n",
"At iterate 6 f= 5.80575D+02 |proj g|= 1.38896D+02\n",
"\n",
"At iterate 13 f= 2.32405D+01 |proj g|= 3.20490D+00\n",
"\n",
"At iterate 62 f= 3.26970D+00 |proj g|= 1.12774D-03\n",
"\n",
"At iterate 93 f= 2.73116D+00 |proj g|= 3.42736D-03\n",
"\n",
"At iterate 7 f= 4.03167D+02 |proj g|= 6.89650D+01\n",
"\n",
"At iterate 14 f= 1.54185D+01 |proj g|= 2.36464D+00\n",
"\n",
"At iterate 94 f= 2.73109D+00 |proj g|= 4.97501D-03\n",
"\n",
"At iterate 8 f= 2.59565D+02 |proj g|= 5.39982D+01\n",
"\n",
"At iterate 63 f= 3.26968D+00 |proj g|= 9.81654D-04\n",
"\n",
"At iterate 15 f= 1.08376D+01 |proj g|= 1.45967D+00\n",
"\n",
"At iterate 95 f= 2.73102D+00 |proj g|= 1.77622D-03\n",
"\n",
"At iterate 9 f= 1.64918D+02 |proj g|= 8.18265D+01\n",
"\n",
"At iterate 64 f= 3.26968D+00 |proj g|= 4.83004D-04\n",
"\n",
"At iterate 16 f= 9.60948D+00 |proj g|= 8.82750D-01\n",
"\n",
"At iterate 96 f= 2.73100D+00 |proj g|= 2.15456D-03\n",
"\n",
"At iterate 10 f= 5.36125D+01 |proj g|= 8.85929D+00\n",
"\n",
"At iterate 17 f= 9.22050D+00 |proj g|= 6.12957D-01\n",
"\n",
"At iterate 65 f= 3.26967D+00 |proj g|= 5.16090D-04\n",
"\n",
"At iterate 97 f= 2.73095D+00 |proj g|= 5.25746D-03\n",
"\n",
"At iterate 11 f= 4.12347D+01 |proj g|= 5.40632D+00\n",
"\n",
"\n",
"At iterate 66 f= 3.26966D+00 |proj g|= 9.19076D-04\n",
"At iterate 18 f= 8.93672D+00 |proj g|= 4.02702D-01\n",
"\n",
"At iterate 98 f= 2.73093D+00 |proj g|= 3.82427D-03\n",
"\n",
"At iterate 12 f= 2.25695D+01 |proj g|= 6.15998D+00\n",
"\n",
"At iterate 19 f= 8.54670D+00 |proj g|= 1.79156D-01\n",
"\n",
"At iterate 67 f= 3.26965D+00 |proj g|= 9.00326D-04\n",
"\n",
"At iterate 99 f= 2.73090D+00 |proj g|= 1.18792D-03\n",
"\n",
"At iterate 68 f= 3.26964D+00 |proj g|= 4.40331D-04\n",
"\n",
"At iterate 13 f= 1.19623D+01 |proj g|= 2.19505D+00\n",
"\n",
"At iterate 20 f= 8.00692D+00 |proj g|= 2.21392D-01\n",
"\n",
"At iterate 100 f= 2.73089D+00 |proj g|= 1.21149D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 108 1 0 0 1.211D-03 2.731D+00\n",
" F = 2.7308940937351194 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 14 f= 8.37580D+00 |proj g|= 1.40019D+00\n",
"\n",
"At iterate 69 f= 3.26964D+00 |proj g|= 1.91894D-04\n",
"\n",
"At iterate 21 f= 7.57946D+00 |proj g|= 3.79959D-01\n",
"\n",
"At iterate 15 f= 6.23904D+00 |proj g|= 5.73589D-01\n",
"\n",
"At iterate 70 f= 3.26964D+00 |proj g|= 1.30461D-04\n",
"\n",
"At iterate 22 f= 7.36327D+00 |proj g|= 3.27109D-01\n",
"\n",
"At iterate 16 f= 5.88549D+00 |proj g|= 5.11871D-01\n",
"\n",
"At iterate 23 f= 7.16543D+00 |proj g|= 2.04673D-01\n",
"\n",
"At iterate 17 f= 5.69253D+00 |proj g|= 4.94138D-01\n",
"\n",
"At iterate 71 f= 3.26964D+00 |proj g|= 3.78917D-04\n",
"\n",
"At iterate 24 f= 7.08010D+00 |proj g|= 1.12730D-01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 18 f= 5.54038D+00 |proj g|= 4.40035D-01\n",
"\n",
"At iterate 72 f= 3.26964D+00 |proj g|= 9.67879D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 72 76 1 0 0 9.679D-05 3.270D+00\n",
" F = 3.2696362803222465 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 25 f= 6.98009D+00 |proj g|= 1.02255D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 19 f= 5.33095D+00 |proj g|= 4.25894D-01\n",
"\n",
"At iterate 26 f= 6.86095D+00 |proj g|= 1.62748D-01\n",
"\n",
"At iterate 1 f= 8.88810D+03 |proj g|= 4.36892D+03\n",
"\n",
"At iterate 20 f= 5.11253D+00 |proj g|= 1.94776D-01\n",
"\n",
"At iterate 27 f= 6.79769D+00 |proj g|= 7.76577D-02\n",
"\n",
"At iterate 2 f= 6.53100D+03 |proj g|= 3.39440D+03\n",
"\n",
"At iterate 21 f= 5.03308D+00 |proj g|= 1.28898D-01\n",
"\n",
"At iterate 28 f= 6.73853D+00 |proj g|= 6.62482D-02\n",
"\n",
"At iterate 3 f= 2.26724D+03 |proj g|= 1.10500D+03\n",
"\n",
"At iterate 22 f= 4.99801D+00 |proj g|= 9.46484D-02\n",
"\n",
"At iterate 29 f= 6.67232D+00 |proj g|= 5.32948D-02\n",
"\n",
"At iterate 23 f= 4.92892D+00 |proj g|= 1.19548D-01\n",
"\n",
"At iterate 4 f= 1.37215D+03 |proj g|= 6.35022D+02\n",
"\n",
"At iterate 30 f= 6.61678D+00 |proj g|= 2.87710D-02\n",
"\n",
"At iterate 24 f= 4.86015D+00 |proj g|= 1.34891D-01\n",
"\n",
"At iterate 5 f= 8.04723D+02 |proj g|= 2.63535D+02\n",
"\n",
"At iterate 31 f= 6.55837D+00 |proj g|= 5.26273D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.42489D+03\n",
"\n",
"\n",
"At iterate 6 f= 5.03047D+02 |proj g|= 1.69099D+02\n",
"At iterate 25 f= 4.76763D+00 |proj g|= 1.06707D-01\n",
"\n",
"At iterate 1 f= 9.64948D+03 |proj g|= 4.20423D+03\n",
"\n",
"At iterate 32 f= 6.49429D+00 |proj g|= 5.57582D-02\n",
"\n",
"At iterate 7 f= 3.30497D+02 |proj g|= 9.44932D+01\n",
"\n",
"\n",
"At iterate 26 f= 4.70319D+00 |proj g|= 1.26997D-01\n",
"At iterate 2 f= 7.33368D+03 |proj g|= 3.29452D+03\n",
"\n",
"At iterate 33 f= 6.45120D+00 |proj g|= 1.16882D-01\n",
"\n",
"At iterate 8 f= 2.06086D+02 |proj g|= 5.35677D+01\n",
"\n",
"At iterate 3 f= 2.68800D+03 |proj g|= 1.03651D+03\n",
"\n",
"At iterate 27 f= 4.63943D+00 |proj g|= 6.76829D-02\n",
"\n",
"At iterate 34 f= 6.41597D+00 |proj g|= 3.88377D-02\n",
"\n",
"At iterate 9 f= 1.04151D+02 |proj g|= 1.38780D+01\n",
"\n",
"At iterate 28 f= 4.60852D+00 |proj g|= 6.70940D-02\n",
"\n",
"At iterate 4 f= 1.65468D+03 |proj g|= 5.59906D+02\n",
"\n",
"At iterate 35 f= 6.39099D+00 |proj g|= 2.24801D-02\n",
"\n",
"At iterate 10 f= 4.36632D+01 |proj g|= 4.88908D+00\n",
"\n",
"At iterate 29 f= 4.59439D+00 |proj g|= 5.59519D-02\n",
"\n",
"At iterate 5 f= 8.84620D+02 |proj g|= 1.29784D+02\n",
"\n",
"At iterate 36 f= 6.37302D+00 |proj g|= 4.44256D-02\n",
"\n",
"At iterate 11 f= 3.01965D+01 |proj g|= 3.45681D+00\n",
"\n",
"At iterate 30 f= 4.53282D+00 |proj g|= 5.50490D-02\n",
"\n",
"At iterate 6 f= 5.41762D+02 |proj g|= 9.27529D+01\n",
"\n",
"At iterate 37 f= 6.36232D+00 |proj g|= 6.85565D-02\n",
"\n",
"At iterate 12 f= 2.30237D+01 |proj g|= 1.39364D+01\n",
"\n",
"At iterate 31 f= 4.49287D+00 |proj g|= 5.97968D-02\n",
"\n",
"At iterate 7 f= 3.60707D+02 |proj g|= 4.79985D+01\n",
"\n",
"At iterate 38 f= 6.35542D+00 |proj g|= 2.36709D-02\n",
"\n",
"At iterate 13 f= 8.29612D+00 |proj g|= 2.28734D+00\n",
"\n",
"At iterate 8 f= 1.98635D+02 |proj g|= 3.68386D+01\n",
"\n",
"At iterate 39 f= 6.35203D+00 |proj g|= 2.04618D-02\n",
"\n",
"At iterate 9 f= 1.03376D+02 |proj g|= 5.73232D+01\n",
"\n",
"\n",
"At iterate 14 f= 6.61369D+00 |proj g|= 1.63415D+00\n",
"At iterate 32 f= 4.46978D+00 |proj g|= 3.71934D-02\n",
"\n",
"At iterate 40 f= 6.34624D+00 |proj g|= 3.69823D-02\n",
"\n",
"At iterate 10 f= 4.27214D+01 |proj g|= 7.67375D+00\n",
"\n",
"At iterate 33 f= 4.44595D+00 |proj g|= 2.78486D-02\n",
"\n",
"At iterate 15 f= 4.45518D+00 |proj g|= 8.67166D-01\n",
"\n",
"At iterate 41 f= 6.34123D+00 |proj g|= 3.01771D-02\n",
"\n",
"At iterate 11 f= 3.45611D+01 |proj g|= 6.16308D+00\n",
"\n",
"At iterate 34 f= 4.43578D+00 |proj g|= 2.09426D-02\n",
"\n",
"At iterate 16 f= 3.76242D+00 |proj g|= 4.38864D-01\n",
"\n",
"At iterate 12 f= 2.05347D+01 |proj g|= 8.34113D+00\n",
"\n",
"At iterate 42 f= 6.33909D+00 |proj g|= 2.71680D-02\n",
"\n",
"At iterate 35 f= 4.42878D+00 |proj g|= 1.22955D-02\n",
"\n",
"At iterate 17 f= 3.44450D+00 |proj g|= 2.32098D-01\n",
"\n",
"At iterate 13 f= 7.87260D+00 |proj g|= 8.30273D-01\n",
"\n",
"At iterate 36 f= 4.42379D+00 |proj g|= 2.35657D-02\n",
"\n",
"At iterate 43 f= 6.33469D+00 |proj g|= 7.94173D-03\n",
"\n",
"At iterate 18 f= 3.29921D+00 |proj g|= 1.11504D-01\n",
"\n",
"At iterate 14 f= 6.33510D+00 |proj g|= 6.35074D-01\n",
"\n",
"At iterate 44 f= 6.33305D+00 |proj g|= 7.00447D-03\n",
"\n",
"At iterate 37 f= 4.41762D+00 |proj g|= 2.34065D-02\n",
"\n",
"At iterate 15 f= 4.62789D+00 |proj g|= 3.76570D-01\n",
"\n",
"At iterate 45 f= 6.33035D+00 |proj g|= 1.43661D-02\n",
"\n",
"At iterate 19 f= 3.17267D+00 |proj g|= 8.74709D-02\n",
"\n",
"At iterate 38 f= 4.41115D+00 |proj g|= 2.18242D-02\n",
"\n",
"At iterate 16 f= 4.12773D+00 |proj g|= 2.81632D-01\n",
"\n",
"At iterate 20 f= 2.97622D+00 |proj g|= 1.87667D-01\n",
"\n",
"At iterate 46 f= 6.32967D+00 |proj g|= 3.76261D-02\n",
"\n",
"At iterate 17 f= 3.85513D+00 |proj g|= 2.66990D-01\n",
"\n",
"\n",
"\n",
"At iterate 39 f= 4.40924D+00 |proj g|= 1.07849D-02\n",
"At iterate 21 f= 2.86968D+00 |proj g|= 1.43526D-01\n",
"At iterate 47 f= 6.32729D+00 |proj g|= 8.85729D-03\n",
"\n",
"At iterate 18 f= 3.75581D+00 |proj g|= 2.01858D-01\n",
"\n",
"\n",
"At iterate 40 f= 4.40828D+00 |proj g|= 6.19015D-03\n",
"At iterate 48 f= 6.32646D+00 |proj g|= 5.33397D-03\n",
"\n",
"At iterate 22 f= 2.85898D+00 |proj g|= 1.30719D-01\n",
"\n",
"At iterate 19 f= 3.69317D+00 |proj g|= 1.81610D-01\n",
"\n",
"At iterate 41 f= 4.40813D+00 |proj g|= 2.25973D-02\n",
"\n",
"At iterate 49 f= 6.32545D+00 |proj g|= 8.69018D-03\n",
"\n",
"At iterate 23 f= 2.82991D+00 |proj g|= 4.65317D-02\n",
"\n",
"At iterate 20 f= 3.62937D+00 |proj g|= 1.76931D-01\n",
"\n",
"At iterate 50 f= 6.32398D+00 |proj g|= 9.75697D-03\n",
"\n",
"At iterate 42 f= 4.40763D+00 |proj g|= 7.35181D-03\n",
"\n",
"At iterate 24 f= 2.81611D+00 |proj g|= 4.53334D-02\n",
"\n",
"At iterate 21 f= 3.60083D+00 |proj g|= 2.92229D-01\n",
"\n",
"At iterate 43 f= 4.40728D+00 |proj g|= 3.14227D-03\n",
"\n",
"\n",
"At iterate 22 f= 3.47585D+00 |proj g|= 9.78711D-02\n",
"At iterate 25 f= 2.80138D+00 |proj g|= 3.35882D-02\n",
"\n",
"At iterate 51 f= 6.32361D+00 |proj g|= 1.06940D-02\n",
"\n",
"At iterate 44 f= 4.40703D+00 |proj g|= 5.89096D-03\n",
"\n",
"At iterate 52 f= 6.32289D+00 |proj g|= 5.29011D-03\n",
"\n",
"At iterate 23 f= 3.42644D+00 |proj g|= 8.51083D-02\n",
"\n",
"At iterate 45 f= 4.40665D+00 |proj g|= 5.53766D-03\n",
"\n",
"At iterate 26 f= 2.79024D+00 |proj g|= 3.36556D-02\n",
"\n",
"At iterate 53 f= 6.32241D+00 |proj g|= 9.68988D-03\n",
"\n",
"At iterate 24 f= 3.32007D+00 |proj g|= 1.01411D-01\n",
"\n",
"At iterate 27 f= 2.77229D+00 |proj g|= 3.05156D-02\n",
"\n",
"At iterate 46 f= 4.40621D+00 |proj g|= 7.83854D-03\n",
"\n",
"At iterate 54 f= 6.32185D+00 |proj g|= 9.44544D-03\n",
"\n",
"At iterate 25 f= 3.27990D+00 |proj g|= 6.31609D-02\n",
"\n",
"At iterate 28 f= 2.76163D+00 |proj g|= 3.30486D-02\n",
"\n",
"At iterate 47 f= 4.40545D+00 |proj g|= 4.71810D-03\n",
"\n",
"At iterate 55 f= 6.32142D+00 |proj g|= 4.75940D-03\n",
"\n",
"At iterate 26 f= 3.22047D+00 |proj g|= 7.06133D-02\n",
"\n",
"At iterate 29 f= 2.74675D+00 |proj g|= 1.83871D-02\n",
"\n",
"At iterate 48 f= 4.40527D+00 |proj g|= 5.13295D-03\n",
"\n",
"At iterate 56 f= 6.32119D+00 |proj g|= 3.03384D-03\n",
"\n",
"At iterate 27 f= 3.21001D+00 |proj g|= 1.66805D-01\n",
"\n",
"\n",
"At iterate 57 f= 6.32091D+00 |proj g|= 3.55703D-03\n",
"At iterate 30 f= 2.74049D+00 |proj g|= 3.57420D-02\n",
"\n",
"At iterate 49 f= 4.40510D+00 |proj g|= 2.84136D-03\n",
"\n",
"At iterate 28 f= 3.18183D+00 |proj g|= 8.61664D-02\n",
"\n",
"At iterate 31 f= 2.73252D+00 |proj g|= 1.58683D-02\n",
"\n",
"\n",
"At iterate 58 f= 6.32064D+00 |proj g|= 5.52813D-03\n",
"At iterate 50 f= 4.40501D+00 |proj g|= 2.13747D-03\n",
"\n",
"At iterate 29 f= 3.16273D+00 |proj g|= 3.16716D-02\n",
"\n",
"At iterate 32 f= 2.72541D+00 |proj g|= 2.99057D-02\n",
"\n",
"At iterate 59 f= 6.32038D+00 |proj g|= 3.19459D-03\n",
"\n",
"At iterate 51 f= 4.40485D+00 |proj g|= 3.32816D-03\n",
"\n",
"At iterate 30 f= 3.14837D+00 |proj g|= 2.16043D-02\n",
"\n",
"At iterate 33 f= 2.71984D+00 |proj g|= 2.45631D-02\n",
"\n",
"At iterate 60 f= 6.32017D+00 |proj g|= 3.74033D-03\n",
"\n",
"At iterate 31 f= 3.13595D+00 |proj g|= 1.83498D-02\n",
"\n",
"At iterate 34 f= 2.71856D+00 |proj g|= 2.71578D-02\n",
"\n",
"At iterate 52 f= 4.40477D+00 |proj g|= 2.58717D-03\n",
"\n",
"At iterate 61 f= 6.31994D+00 |proj g|= 4.79854D-03\n",
"\n",
"At iterate 35 f= 2.71547D+00 |proj g|= 1.14622D-02\n",
"\n",
"At iterate 32 f= 3.12344D+00 |proj g|= 1.94555D-02\n",
"\n",
"At iterate 53 f= 4.40469D+00 |proj g|= 1.38274D-03\n",
"\n",
"At iterate 62 f= 6.31981D+00 |proj g|= 3.06089D-03\n",
"\n",
"At iterate 54 f= 4.40465D+00 |proj g|= 9.36487D-04\n",
"\n",
"At iterate 36 f= 2.71338D+00 |proj g|= 1.56998D-02\n",
"\n",
"At iterate 63 f= 6.31970D+00 |proj g|= 1.37651D-03\n",
"\n",
"At iterate 33 f= 3.11295D+00 |proj g|= 1.46082D-02\n",
"\n",
"At iterate 55 f= 4.40460D+00 |proj g|= 3.08934D-03\n",
"\n",
"At iterate 37 f= 2.71037D+00 |proj g|= 2.42515D-02\n",
"\n",
"At iterate 64 f= 6.31964D+00 |proj g|= 2.32541D-03\n",
"\n",
"At iterate 34 f= 3.10236D+00 |proj g|= 1.61335D-02\n",
"\n",
"At iterate 38 f= 2.70798D+00 |proj g|= 1.03847D-02\n",
"\n",
"At iterate 65 f= 6.31960D+00 |proj g|= 1.97839D-03\n",
"\n",
"At iterate 56 f= 4.40458D+00 |proj g|= 1.16858D-03\n",
"\n",
"At iterate 39 f= 2.70607D+00 |proj g|= 1.10433D-02\n",
"\n",
"At iterate 35 f= 3.09933D+00 |proj g|= 1.51486D-02\n",
"\n",
"At iterate 66 f= 6.31957D+00 |proj g|= 1.37163D-03\n",
"\n",
"At iterate 57 f= 4.40456D+00 |proj g|= 6.34232D-04\n",
"\n",
"At iterate 40 f= 2.70472D+00 |proj g|= 1.58565D-02\n",
"\n",
"At iterate 36 f= 3.09581D+00 |proj g|= 1.40334D-02\n",
"\n",
"At iterate 67 f= 6.31952D+00 |proj g|= 2.43300D-03\n",
"\n",
"At iterate 58 f= 4.40454D+00 |proj g|= 1.03283D-03\n",
"\n",
"At iterate 41 f= 2.70357D+00 |proj g|= 5.87952D-03\n",
"\n",
"At iterate 68 f= 6.31950D+00 |proj g|= 3.63490D-03\n",
"\n",
"At iterate 37 f= 3.09170D+00 |proj g|= 1.29263D-02\n",
"\n",
"At iterate 59 f= 4.40452D+00 |proj g|= 1.73579D-03\n",
"\n",
"At iterate 42 f= 2.70259D+00 |proj g|= 5.07210D-03\n",
"\n",
"At iterate 69 f= 6.31946D+00 |proj g|= 1.63257D-03\n",
"\n",
"At iterate 38 f= 3.08856D+00 |proj g|= 1.08095D-02\n",
"\n",
"At iterate 60 f= 4.40452D+00 |proj g|= 2.42506D-03\n",
"\n",
"At iterate 43 f= 2.70176D+00 |proj g|= 5.75487D-03\n",
"\n",
"At iterate 70 f= 6.31944D+00 |proj g|= 1.03754D-03\n",
"\n",
"At iterate 39 f= 3.08590D+00 |proj g|= 1.21282D-02\n",
"\n",
"At iterate 61 f= 4.40449D+00 |proj g|= 9.25337D-04\n",
"\n",
"At iterate 44 f= 2.70062D+00 |proj g|= 6.04553D-03\n",
"\n",
"At iterate 71 f= 6.31943D+00 |proj g|= 1.00185D-03\n",
"\n",
"At iterate 40 f= 3.08498D+00 |proj g|= 2.63006D-02\n",
"\n",
"At iterate 45 f= 2.69925D+00 |proj g|= 5.93842D-03\n",
"\n",
"At iterate 62 f= 4.40449D+00 |proj g|= 7.98916D-04\n",
"\n",
"At iterate 72 f= 6.31941D+00 |proj g|= 2.75113D-03\n",
"\n",
"At iterate 41 f= 3.08296D+00 |proj g|= 1.24598D-02\n",
"\n",
"At iterate 63 f= 4.40448D+00 |proj g|= 8.57457D-04\n",
"\n",
"At iterate 73 f= 6.31940D+00 |proj g|= 1.81845D-03\n",
"\n",
"At iterate 42 f= 3.08200D+00 |proj g|= 1.68208D-02\n",
"\n",
"At iterate 46 f= 2.69883D+00 |proj g|= 6.59362D-03\n",
"\n",
"At iterate 64 f= 4.40447D+00 |proj g|= 1.62944D-03\n",
"\n",
"At iterate 74 f= 6.31939D+00 |proj g|= 4.15443D-04\n",
"\n",
"At iterate 43 f= 3.07966D+00 |proj g|= 1.61999D-02\n",
"\n",
"At iterate 47 f= 2.69839D+00 |proj g|= 2.00919D-03\n",
"\n",
"At iterate 65 f= 4.40446D+00 |proj g|= 5.24502D-04\n",
"\n",
"At iterate 75 f= 6.31938D+00 |proj g|= 4.76277D-04\n",
"\n",
"At iterate 44 f= 3.07722D+00 |proj g|= 1.17644D-02\n",
"\n",
"At iterate 48 f= 2.69822D+00 |proj g|= 1.77604D-03\n",
"\n",
"At iterate 66 f= 4.40446D+00 |proj g|= 4.05605D-04\n",
"\n",
"At iterate 76 f= 6.31938D+00 |proj g|= 5.99523D-04\n",
"\n",
"At iterate 45 f= 3.07611D+00 |proj g|= 9.87147D-03\n",
"\n",
"At iterate 49 f= 2.69805D+00 |proj g|= 6.02646D-03\n",
"\n",
"At iterate 46 f= 3.07494D+00 |proj g|= 3.80810D-03\n",
"\n",
"At iterate 67 f= 4.40446D+00 |proj g|= 4.44653D-04\n",
"\n",
"At iterate 77 f= 6.31937D+00 |proj g|= 5.47186D-04\n",
"\n",
"At iterate 50 f= 2.69791D+00 |proj g|= 2.41459D-03\n",
"\n",
"At iterate 47 f= 3.07465D+00 |proj g|= 3.52065D-03\n",
"\n",
"At iterate 68 f= 4.40446D+00 |proj g|= 1.12513D-03\n",
"\n",
"At iterate 51 f= 2.69782D+00 |proj g|= 1.44014D-03\n",
"\n",
"At iterate 48 f= 3.07434D+00 |proj g|= 8.17069D-03\n",
"\n",
"At iterate 78 f= 6.31936D+00 |proj g|= 1.33411D-03\n",
"\n",
"At iterate 69 f= 4.40445D+00 |proj g|= 2.76182D-04\n",
"\n",
"At iterate 52 f= 2.69776D+00 |proj g|= 3.69303D-03\n",
"\n",
"At iterate 79 f= 6.31936D+00 |proj g|= 3.33614D-04\n",
"\n",
"At iterate 49 f= 3.07402D+00 |proj g|= 3.91964D-03\n",
"\n",
"At iterate 70 f= 4.40445D+00 |proj g|= 3.36052D-04\n",
"\n",
"At iterate 53 f= 2.69768D+00 |proj g|= 1.66117D-03\n",
"\n",
"At iterate 80 f= 6.31936D+00 |proj g|= 2.13096D-04\n",
"\n",
"At iterate 50 f= 3.07376D+00 |proj g|= 3.03382D-03\n",
"\n",
"At iterate 71 f= 4.40445D+00 |proj g|= 2.59761D-04\n",
"\n",
"At iterate 54 f= 2.69759D+00 |proj g|= 1.64875D-03\n",
"\n",
"At iterate 81 f= 6.31936D+00 |proj g|= 5.53153D-04\n",
"\n",
"At iterate 51 f= 3.07340D+00 |proj g|= 2.77628D-03\n",
"\n",
"At iterate 72 f= 4.40445D+00 |proj g|= 4.90075D-04\n",
"\n",
"At iterate 55 f= 2.69748D+00 |proj g|= 2.20826D-03\n",
"\n",
"At iterate 82 f= 6.31935D+00 |proj g|= 2.81005D-04\n",
"\n",
"At iterate 73 f= 4.40445D+00 |proj g|= 6.25848D-04\n",
"\n",
"At iterate 52 f= 3.07313D+00 |proj g|= 2.69123D-03\n",
"\n",
"At iterate 56 f= 2.69741D+00 |proj g|= 9.37745D-04\n",
"\n",
"At iterate 83 f= 6.31935D+00 |proj g|= 5.55256D-04\n",
"\n",
"At iterate 74 f= 4.40444D+00 |proj g|= 1.13119D-04\n",
"\n",
"At iterate 57 f= 2.69737D+00 |proj g|= 1.08021D-03\n",
"\n",
"At iterate 84 f= 6.31935D+00 |proj g|= 5.26422D-04\n",
"\n",
"At iterate 53 f= 3.07301D+00 |proj g|= 9.63406D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 75 f= 4.40444D+00 |proj g|= 8.59869D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 75 81 1 0 0 8.599D-05 4.404D+00\n",
" F = 4.4044440313058653 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 58 f= 2.69734D+00 |proj g|= 9.58987D-04\n",
"\n",
"At iterate 54 f= 3.07283D+00 |proj g|= 2.28552D-03\n",
"\n",
"At iterate 85 f= 6.31935D+00 |proj g|= 4.66463D-04\n",
"\n",
"At iterate 59 f= 2.69733D+00 |proj g|= 1.18732D-03\n",
"\n",
"At iterate 55 f= 3.07278D+00 |proj g|= 2.28181D-03\n",
"\n",
"At iterate 86 f= 6.31935D+00 |proj g|= 1.72155D-04\n",
"\n",
"At iterate 60 f= 2.69732D+00 |proj g|= 4.21751D-04\n",
"\n",
"At iterate 56 f= 3.07270D+00 |proj g|= 2.75238D-03\n",
"\n",
"At iterate 61 f= 2.69731D+00 |proj g|= 4.64468D-04\n",
"\n",
"At iterate 57 f= 3.07257D+00 |proj g|= 3.95420D-03\n",
"\n",
"At iterate 87 f= 6.31935D+00 |proj g|= 2.10309D-04\n",
"\n",
"At iterate 62 f= 2.69730D+00 |proj g|= 8.92208D-04\n",
"\n",
"At iterate 58 f= 3.07249D+00 |proj g|= 1.03573D-03\n",
"\n",
"At iterate 88 f= 6.31935D+00 |proj g|= 2.22634D-04\n",
"\n",
"At iterate 63 f= 2.69730D+00 |proj g|= 1.04757D-03\n",
"\n",
"At iterate 89 f= 6.31935D+00 |proj g|= 3.16273D-04\n",
"\n",
"At iterate 59 f= 3.07245D+00 |proj g|= 9.32345D-04\n",
"\n",
"At iterate 64 f= 2.69729D+00 |proj g|= 4.67420D-04\n",
"\n",
"At iterate 90 f= 6.31935D+00 |proj g|= 1.34990D-04\n",
"\n",
"At iterate 60 f= 3.07239D+00 |proj g|= 7.63772D-04\n",
"\n",
"At iterate 65 f= 2.69729D+00 |proj g|= 2.26552D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 91 f= 6.31935D+00 |proj g|= 1.90582D-04\n",
"\n",
"At iterate 1 f= 9.94083D+03 |proj g|= 5.09533D+03\n",
"\n",
"At iterate 61 f= 3.07235D+00 |proj g|= 1.09776D-03\n",
"\n",
"At iterate 66 f= 2.69729D+00 |proj g|= 2.67912D-04\n",
"\n",
"At iterate 2 f= 8.15916D+03 |proj g|= 4.26566D+03\n",
"\n",
"At iterate 92 f= 6.31935D+00 |proj g|= 2.11097D-04\n",
"\n",
"At iterate 67 f= 2.69729D+00 |proj g|= 9.55002D-04\n",
"\n",
"At iterate 93 f= 6.31935D+00 |proj g|= 3.25111D-04\n",
"\n",
"At iterate 3 f= 3.12071D+03 |proj g|= 1.00277D+03\n",
"\n",
"At iterate 62 f= 3.07234D+00 |proj g|= 1.36028D-03\n",
"\n",
"At iterate 68 f= 2.69728D+00 |proj g|= 2.80827D-04\n",
"\n",
"At iterate 4 f= 2.02638D+03 |proj g|= 3.62139D+02\n",
"\n",
"At iterate 94 f= 6.31935D+00 |proj g|= 2.30367D-04\n",
"\n",
"At iterate 63 f= 3.07232D+00 |proj g|= 5.44507D-04\n",
"\n",
"At iterate 69 f= 2.69728D+00 |proj g|= 1.58100D-04\n",
"\n",
"At iterate 5 f= 1.29350D+03 |proj g|= 2.47842D+02\n",
"\n",
"At iterate 95 f= 6.31935D+00 |proj g|= 7.52940D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 95 100 1 0 0 7.529D-05 6.319D+00\n",
" F = 6.3193462014621655 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"\n",
"At iterate 70 f= 2.69728D+00 |proj g|= 1.40943D-04\n",
"At iterate 64 f= 3.07232D+00 |proj g|= 6.93365D-04\n",
"\n",
"At iterate 6 f= 7.55243D+02 |proj g|= 1.22381D+02\n",
"\n",
"At iterate 71 f= 2.69728D+00 |proj g|= 5.22906D-04\n",
"\n",
"At iterate 65 f= 3.07230D+00 |proj g|= 8.85476D-04\n",
"\n",
"At iterate 7 f= 4.79065D+02 |proj g|= 8.54353D+01\n",
"\n",
"At iterate 72 f= 2.69728D+00 |proj g|= 3.05866D-04\n",
"\n",
"At iterate 8 f= 3.04939D+02 |proj g|= 4.55444D+01\n",
"\n",
"At iterate 66 f= 3.07230D+00 |proj g|= 1.55953D-03\n",
"\n",
"At iterate 73 f= 2.69728D+00 |proj g|= 1.35942D-04\n",
"\n",
"At iterate 67 f= 3.07228D+00 |proj g|= 3.71368D-04\n",
"\n",
"At iterate 74 f= 2.69728D+00 |proj g|= 9.51619D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 74 77 1 0 0 9.516D-05 2.697D+00\n",
" F = 2.6972787150802668 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 9 f= 2.63560D+02 |proj g|= 4.29569D+01\n",
"\n",
"At iterate 68 f= 3.07228D+00 |proj g|= 3.06180D-04\n",
"\n",
"At iterate 10 f= 1.76072D+02 |proj g|= 3.73733D+01\n",
"\n",
"At iterate 69 f= 3.07228D+00 |proj g|= 5.78978D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 11 f= 1.13163D+02 |proj g|= 2.87408D+01\n",
"\n",
"At iterate 70 f= 3.07227D+00 |proj g|= 3.93272D-04\n",
"\n",
"At iterate 1 f= 9.69187D+03 |proj g|= 4.78200D+03\n",
"\n",
"At iterate 12 f= 8.68894D+01 |proj g|= 1.42972D+01\n",
"\n",
"At iterate 71 f= 3.07227D+00 |proj g|= 1.60811D-04\n",
"\n",
"At iterate 2 f= 7.78030D+03 |proj g|= 3.92048D+03\n",
"\n",
"At iterate 13 f= 3.67218D+01 |proj g|= 6.32227D+00\n",
"\n",
"At iterate 72 f= 3.07227D+00 |proj g|= 2.01413D-04\n",
"\n",
"At iterate 3 f= 2.61491D+03 |proj g|= 8.89698D+02\n",
"\n",
"At iterate 14 f= 2.09723D+01 |proj g|= 2.63045D+00\n",
"\n",
"At iterate 73 f= 3.07227D+00 |proj g|= 1.74230D-04\n",
"\n",
"At iterate 4 f= 1.75918D+03 |proj g|= 3.58021D+02\n",
"\n",
"At iterate 15 f= 1.14958D+01 |proj g|= 4.13447D+00\n",
"\n",
"At iterate 5 f= 9.53630D+02 |proj g|= 2.27682D+02\n",
"\n",
"At iterate 74 f= 3.07227D+00 |proj g|= 3.92996D-04\n",
"\n",
"At iterate 16 f= 5.60440D+00 |proj g|= 1.64455D+00\n",
"\n",
"At iterate 6 f= 6.10581D+02 |proj g|= 9.47190D+01\n",
"\n",
"At iterate 75 f= 3.07227D+00 |proj g|= 1.27928D-04\n",
"\n",
"At iterate 17 f= 4.34693D+00 |proj g|= 7.25830D-01\n",
"\n",
"At iterate 7 f= 4.55811D+02 |proj g|= 8.15857D+01\n",
"\n",
"At iterate 76 f= 3.07227D+00 |proj g|= 7.85629D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 76 82 1 0 0 7.856D-05 3.072D+00\n",
" F = 3.0722672049668334 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 18 f= 3.55973D+00 |proj g|= 3.26412D-01\n",
"\n",
"At iterate 8 f= 3.42121D+02 |proj g|= 6.40221D+01\n",
"\n",
"At iterate 19 f= 3.27136D+00 |proj g|= 1.73147D-01\n",
"\n",
"At iterate 9 f= 2.45036D+02 |proj g|= 5.32544D+01\n",
"\n",
"At iterate 20 f= 3.16576D+00 |proj g|= 1.63312D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99178D+03\n",
"\n",
"At iterate 21 f= 3.12276D+00 |proj g|= 8.76918D-02\n",
"\n",
"At iterate 10 f= 2.02362D+02 |proj g|= 2.68267D+01\n",
"\n",
"At iterate 1 f= 8.88674D+03 |proj g|= 4.65425D+03\n",
"\n",
"At iterate 22 f= 3.08613D+00 |proj g|= 9.34865D-02\n",
"\n",
"At iterate 11 f= 1.03941D+02 |proj g|= 2.16626D+01\n",
"\n",
"At iterate 2 f= 6.82154D+03 |proj g|= 3.77368D+03\n",
"\n",
"At iterate 23 f= 2.98123D+00 |proj g|= 6.79461D-02\n",
"\n",
"At iterate 12 f= 5.15020D+01 |proj g|= 6.62531D+00\n",
"\n",
"At iterate 24 f= 2.90745D+00 |proj g|= 8.87726D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At iterate 3 f= 2.04544D+03 |proj g|= 1.11468D+03\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 13 f= 3.32480D+01 |proj g|= 3.68811D+00\n",
"\n",
"At iterate 25 f= 2.79212D+00 |proj g|= 1.44755D-01\n",
"\n",
"At iterate 4 f= 1.21103D+03 |proj g|= 5.90464D+02\n",
"\n",
"At iterate 1 f= 9.64425D+03 |proj g|= 4.89761D+03\n",
"\n",
"At iterate 14 f= 2.19589D+01 |proj g|= 2.42375D+00\n",
"\n",
"At iterate 5 f= 6.56642D+02 |proj g|= 2.26142D+02\n",
"\n",
"At iterate 26 f= 2.72871D+00 |proj g|= 1.37019D-01\n",
"\n",
"At iterate 2 f= 7.78599D+03 |proj g|= 4.07869D+03\n",
"\n",
"At iterate 15 f= 1.24909D+01 |proj g|= 2.80432D+00\n",
"\n",
"At iterate 27 f= 2.64587D+00 |proj g|= 3.58421D-02\n",
"\n",
"At iterate 6 f= 4.27419D+02 |proj g|= 9.76486D+01\n",
"\n",
"At iterate 3 f= 2.51374D+03 |proj g|= 8.78954D+02\n",
"\n",
"At iterate 16 f= 6.07410D+00 |proj g|= 9.17602D-01\n",
"\n",
"At iterate 7 f= 2.64813D+02 |proj g|= 5.23604D+01\n",
"\n",
"At iterate 28 f= 2.61447D+00 |proj g|= 7.11844D-02\n",
"\n",
"At iterate 4 f= 1.68925D+03 |proj g|= 3.70448D+02\n",
"\n",
"At iterate 17 f= 5.60041D+00 |proj g|= 5.93461D-01\n",
"\n",
"At iterate 8 f= 1.86882D+02 |proj g|= 3.55182D+01\n",
"\n",
"At iterate 29 f= 2.60356D+00 |proj g|= 1.04058D-01\n",
"\n",
"At iterate 5 f= 8.33316D+02 |proj g|= 1.49160D+02\n",
"\n",
"At iterate 18 f= 5.22947D+00 |proj g|= 3.68666D-01\n",
"\n",
"At iterate 9 f= 1.31700D+02 |proj g|= 2.61848D+01\n",
"\n",
"At iterate 30 f= 2.57995D+00 |proj g|= 2.97062D-02\n",
"\n",
"At iterate 6 f= 5.57281D+02 |proj g|= 1.00166D+02\n",
"\n",
"At iterate 19 f= 5.03799D+00 |proj g|= 2.88074D-01\n",
"\n",
"At iterate 10 f= 8.26545D+01 |proj g|= 2.01346D+01\n",
"\n",
"\n",
"At iterate 7 f= 3.90286D+02 |proj g|= 7.29276D+01\n",
"At iterate 31 f= 2.56118D+00 |proj g|= 2.97175D-02\n",
"\n",
"At iterate 20 f= 4.77609D+00 |proj g|= 3.04552D-01\n",
"\n",
"\n",
"\n",
"At iterate 32 f= 2.50481D+00 |proj g|= 5.75515D-02\n",
"At iterate 8 f= 2.82531D+02 |proj g|= 5.69455D+01\n",
"At iterate 11 f= 3.68348D+01 |proj g|= 1.14806D+01\n",
"\n",
"\n",
"At iterate 12 f= 2.11830D+01 |proj g|= 1.24091D+01\n",
"At iterate 9 f= 1.91143D+02 |proj g|= 4.47977D+01\n",
"\n",
"At iterate 33 f= 2.48210D+00 |proj g|= 5.31788D-02\n",
"\n",
"At iterate 21 f= 4.54418D+00 |proj g|= 2.01725D-01\n",
"\n",
"At iterate 34 f= 2.45595D+00 |proj g|= 2.91383D-02\n",
"\n",
"At iterate 13 f= 6.16056D+00 |proj g|= 1.33508D+00\n",
"\n",
"At iterate 22 f= 4.48111D+00 |proj g|= 2.46969D-01\n",
"\n",
"At iterate 35 f= 2.43826D+00 |proj g|= 3.95471D-02\n",
"\n",
"At iterate 10 f= 1.52376D+02 |proj g|= 2.09817D+01\n",
"\n",
"At iterate 14 f= 4.78708D+00 |proj g|= 9.48085D-01\n",
"\n",
"At iterate 23 f= 4.30183D+00 |proj g|= 1.20964D-01\n",
"\n",
"At iterate 36 f= 2.41168D+00 |proj g|= 4.40333D-02\n",
"\n",
"At iterate 11 f= 7.00649D+01 |proj g|= 1.73888D+01\n",
"\n",
"At iterate 15 f= 2.94826D+00 |proj g|= 3.96942D-01\n",
"\n",
"At iterate 24 f= 4.03643D+00 |proj g|= 9.07098D-02\n",
"\n",
"At iterate 37 f= 2.38630D+00 |proj g|= 3.39050D-02\n",
"\n",
"\n",
"At iterate 12 f= 3.71065D+01 |proj g|= 4.09457D+00\n",
"At iterate 16 f= 2.45200D+00 |proj g|= 3.52057D-01\n",
"\n",
"\n",
"At iterate 38 f= 2.37649D+00 |proj g|= 2.49924D-02\n",
"At iterate 17 f= 2.09962D+00 |proj g|= 2.05926D-01\n",
"\n",
"At iterate 13 f= 2.03822D+01 |proj g|= 6.22553D+00\n",
"\n",
"At iterate 25 f= 3.93279D+00 |proj g|= 2.01108D-01\n",
"\n",
"\n",
"At iterate 18 f= 1.96896D+00 |proj g|= 1.28251D-01\n",
"At iterate 14 f= 9.29964D+00 |proj g|= 2.66952D+00\n",
"\n",
"At iterate 39 f= 2.37216D+00 |proj g|= 1.62623D-02\n",
"\n",
"At iterate 26 f= 3.89257D+00 |proj g|= 1.83376D-01\n",
"\n",
"At iterate 15 f= 6.26248D+00 |proj g|= 6.21714D-01\n",
"\n",
"At iterate 40 f= 2.36699D+00 |proj g|= 1.97135D-02\n",
"\n",
"At iterate 19 f= 1.90161D+00 |proj g|= 8.53769D-02\n",
"\n",
"At iterate 27 f= 3.79551D+00 |proj g|= 1.34297D-01\n",
"\n",
"At iterate 16 f= 4.51621D+00 |proj g|= 4.29364D-01\n",
"\n",
"At iterate 20 f= 1.86636D+00 |proj g|= 5.23854D-02\n",
"\n",
"At iterate 41 f= 2.35811D+00 |proj g|= 2.75044D-02\n",
"\n",
"At iterate 28 f= 3.75439D+00 |proj g|= 5.77199D-02\n",
"\n",
"At iterate 21 f= 1.82919D+00 |proj g|= 3.52612D-02\n",
"\n",
"At iterate 17 f= 3.76834D+00 |proj g|= 2.34664D-01\n",
"\n",
"At iterate 42 f= 2.34508D+00 |proj g|= 3.55029D-02\n",
"\n",
"At iterate 29 f= 3.68744D+00 |proj g|= 7.47545D-02\n",
"\n",
"At iterate 43 f= 2.33657D+00 |proj g|= 5.75151D-02\n",
"\n",
"At iterate 18 f= 3.49500D+00 |proj g|= 2.15254D-01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 30 f= 3.63422D+00 |proj g|= 1.06144D-01\n",
"\n",
"At iterate 22 f= 1.80340D+00 |proj g|= 7.76309D-02\n",
"\n",
"At iterate 44 f= 2.32636D+00 |proj g|= 1.17717D-02\n",
"\n",
"At iterate 19 f= 3.44027D+00 |proj g|= 1.79599D-01\n",
"\n",
"At iterate 31 f= 3.58973D+00 |proj g|= 7.94993D-02\n",
"\n",
"At iterate 23 f= 1.73662D+00 |proj g|= 7.14007D-02\n",
"\n",
"\n",
"At iterate 45 f= 2.32273D+00 |proj g|= 1.37597D-02\n",
"At iterate 20 f= 3.31107D+00 |proj g|= 1.52852D-01\n",
"\n",
"At iterate 32 f= 3.56379D+00 |proj g|= 4.57635D-02\n",
"\n",
"At iterate 24 f= 1.70115D+00 |proj g|= 1.63330D-01\n",
"\n",
"At iterate 46 f= 2.31938D+00 |proj g|= 1.61013D-02\n",
"\n",
"At iterate 33 f= 3.53863D+00 |proj g|= 4.90984D-02\n",
"\n",
"At iterate 21 f= 3.20606D+00 |proj g|= 1.60922D-01\n",
"\n",
"At iterate 47 f= 2.31743D+00 |proj g|= 3.44821D-02\n",
"\n",
"At iterate 25 f= 1.62580D+00 |proj g|= 2.74398D-02\n",
"\n",
"At iterate 34 f= 3.51363D+00 |proj g|= 2.23073D-02\n",
"\n",
"At iterate 48 f= 2.31355D+00 |proj g|= 1.56528D-02\n",
"\n",
"At iterate 22 f= 2.98805D+00 |proj g|= 1.56109D-01\n",
"\n",
"At iterate 26 f= 1.61193D+00 |proj g|= 2.63516D-02\n",
"\n",
"At iterate 35 f= 3.49804D+00 |proj g|= 2.32748D-02\n",
"\n",
"\n",
"At iterate 49 f= 2.31167D+00 |proj g|= 8.46358D-03\n",
"At iterate 23 f= 2.92604D+00 |proj g|= 1.12003D-01\n",
"\n",
"At iterate 36 f= 3.48404D+00 |proj g|= 1.99848D-02\n",
"\n",
"At iterate 24 f= 2.86060D+00 |proj g|= 8.01325D-02\n",
"\n",
"At iterate 50 f= 2.31022D+00 |proj g|= 9.57804D-03\n",
"\n",
"At iterate 27 f= 1.57402D+00 |proj g|= 3.59355D-02\n",
"\n",
"At iterate 37 f= 3.45231D+00 |proj g|= 6.28737D-02\n",
"\n",
"At iterate 25 f= 2.83076D+00 |proj g|= 1.02746D-01\n",
"\n",
"At iterate 51 f= 2.30793D+00 |proj g|= 1.00640D-02\n",
"\n",
"At iterate 28 f= 1.56916D+00 |proj g|= 8.28629D-02\n",
"\n",
"At iterate 26 f= 2.80814D+00 |proj g|= 5.26188D-02\n",
"\n",
"At iterate 52 f= 2.30663D+00 |proj g|= 1.01984D-02\n",
"\n",
"At iterate 29 f= 1.54613D+00 |proj g|= 1.42528D-02\n",
"\n",
"At iterate 38 f= 3.44196D+00 |proj g|= 3.40282D-02\n",
"\n",
"At iterate 27 f= 2.77719D+00 |proj g|= 5.68865D-02\n",
"\n",
"At iterate 53 f= 2.30568D+00 |proj g|= 5.21853D-03\n",
"\n",
"At iterate 30 f= 1.53581D+00 |proj g|= 1.26243D-02\n",
"\n",
"At iterate 39 f= 3.43013D+00 |proj g|= 2.32518D-02\n",
"\n",
"At iterate 28 f= 2.76148D+00 |proj g|= 4.97576D-02\n",
"\n",
"At iterate 54 f= 2.30434D+00 |proj g|= 6.62231D-03\n",
"\n",
"At iterate 31 f= 1.51488D+00 |proj g|= 1.89331D-02\n",
"\n",
"At iterate 40 f= 3.41828D+00 |proj g|= 1.34964D-02\n",
"\n",
"At iterate 29 f= 2.72977D+00 |proj g|= 6.29424D-02\n",
"\n",
"At iterate 55 f= 2.30344D+00 |proj g|= 6.44559D-03\n",
"\n",
"At iterate 32 f= 1.49018D+00 |proj g|= 1.51715D-02\n",
"\n",
"At iterate 41 f= 3.40846D+00 |proj g|= 2.19898D-02\n",
"\n",
"At iterate 30 f= 2.70538D+00 |proj g|= 7.48875D-02\n",
"\n",
"At iterate 56 f= 2.30233D+00 |proj g|= 1.02170D-02\n",
"\n",
"At iterate 42 f= 3.39648D+00 |proj g|= 2.07007D-02\n",
"\n",
"At iterate 31 f= 2.67591D+00 |proj g|= 2.16944D-02\n",
"\n",
"\n",
"At iterate 33 f= 1.48383D+00 |proj g|= 2.10997D-02\n",
"At iterate 57 f= 2.30153D+00 |proj g|= 4.06069D-03\n",
"\n",
"At iterate 43 f= 3.38512D+00 |proj g|= 3.36104D-02\n",
"\n",
"At iterate 32 f= 2.66425D+00 |proj g|= 2.46004D-02\n",
"\n",
"At iterate 58 f= 2.30096D+00 |proj g|= 5.48342D-03\n",
"\n",
"At iterate 34 f= 1.47773D+00 |proj g|= 1.49918D-02\n",
"\n",
"At iterate 44 f= 3.37881D+00 |proj g|= 2.50010D-02\n",
"\n",
"At iterate 33 f= 2.65304D+00 |proj g|= 2.74892D-02\n",
"\n",
"At iterate 35 f= 1.47401D+00 |proj g|= 6.37780D-03\n",
"\n",
"At iterate 59 f= 2.30040D+00 |proj g|= 6.40227D-03\n",
"\n",
"At iterate 45 f= 3.37541D+00 |proj g|= 1.44630D-02\n",
"\n",
"At iterate 34 f= 2.62611D+00 |proj g|= 3.19348D-02\n",
"\n",
"At iterate 36 f= 1.46927D+00 |proj g|= 9.04956D-03\n",
"\n",
"At iterate 60 f= 2.29992D+00 |proj g|= 1.61667D-02\n",
"\n",
"At iterate 46 f= 3.36899D+00 |proj g|= 1.30012D-02\n",
"\n",
"At iterate 35 f= 2.60302D+00 |proj g|= 5.22501D-02\n",
"\n",
"At iterate 61 f= 2.29908D+00 |proj g|= 2.99697D-03\n",
"\n",
"At iterate 37 f= 1.46625D+00 |proj g|= 2.75379D-02\n",
"\n",
"At iterate 47 f= 3.36317D+00 |proj g|= 2.10030D-02\n",
"\n",
"At iterate 36 f= 2.56653D+00 |proj g|= 3.74883D-02\n",
"\n",
"At iterate 62 f= 2.29896D+00 |proj g|= 1.89497D-03\n",
"\n",
"At iterate 38 f= 1.46238D+00 |proj g|= 5.14261D-03\n",
"\n",
"At iterate 48 f= 3.35893D+00 |proj g|= 1.46080D-02\n",
"\n",
"At iterate 37 f= 2.55580D+00 |proj g|= 1.81952D-02\n",
"\n",
"At iterate 63 f= 2.29879D+00 |proj g|= 2.49644D-03\n",
"\n",
"At iterate 39 f= 1.46135D+00 |proj g|= 5.12175D-03\n",
"\n",
"At iterate 49 f= 3.35671D+00 |proj g|= 8.16363D-03\n",
"\n",
"\n",
"At iterate 64 f= 2.29860D+00 |proj g|= 5.61520D-03\n",
"At iterate 38 f= 2.54992D+00 |proj g|= 1.49926D-02\n",
"\n",
"At iterate 40 f= 1.46048D+00 |proj g|= 2.75679D-03\n",
"\n",
"At iterate 50 f= 3.35466D+00 |proj g|= 2.24752D-02\n",
"\n",
"At iterate 41 f= 1.45954D+00 |proj g|= 2.87595D-03\n",
"\n",
"At iterate 39 f= 2.54402D+00 |proj g|= 1.48930D-02\n",
"\n",
"At iterate 65 f= 2.29834D+00 |proj g|= 2.46007D-03\n",
"\n",
"At iterate 51 f= 3.35269D+00 |proj g|= 1.05766D-02\n",
"\n",
"At iterate 42 f= 1.45922D+00 |proj g|= 8.21960D-03\n",
"\n",
"At iterate 40 f= 2.53453D+00 |proj g|= 1.93654D-02\n",
"\n",
"At iterate 66 f= 2.29812D+00 |proj g|= 1.31803D-03\n",
"\n",
"At iterate 52 f= 3.34948D+00 |proj g|= 1.80491D-02\n",
"\n",
"\n",
"At iterate 41 f= 2.52574D+00 |proj g|= 2.07340D-02\n",
"At iterate 43 f= 1.45842D+00 |proj g|= 2.55020D-03\n",
"\n",
"At iterate 67 f= 2.29803D+00 |proj g|= 1.50797D-03\n",
"\n",
"At iterate 53 f= 3.34741D+00 |proj g|= 1.16171D-02\n",
"\n",
"At iterate 42 f= 2.51946D+00 |proj g|= 3.53482D-02\n",
"\n",
"At iterate 44 f= 1.45823D+00 |proj g|= 1.60646D-03\n",
"\n",
"At iterate 68 f= 2.29798D+00 |proj g|= 4.17363D-03\n",
"\n",
"At iterate 43 f= 2.51332D+00 |proj g|= 1.44648D-02\n",
"\n",
"At iterate 45 f= 1.45798D+00 |proj g|= 1.72428D-03\n",
"\n",
"At iterate 54 f= 3.34645D+00 |proj g|= 1.28855D-02\n",
"\n",
"At iterate 69 f= 2.29790D+00 |proj g|= 2.23710D-03\n",
"\n",
"At iterate 44 f= 2.50858D+00 |proj g|= 1.40073D-02\n",
"\n",
"At iterate 55 f= 3.34538D+00 |proj g|= 1.00431D-02\n",
"\n",
"At iterate 46 f= 1.45786D+00 |proj g|= 2.30770D-03\n",
"\n",
"At iterate 70 f= 2.29783D+00 |proj g|= 8.97766D-04\n",
"\n",
"At iterate 45 f= 2.50181D+00 |proj g|= 1.20236D-02\n",
"\n",
"At iterate 56 f= 3.34413D+00 |proj g|= 1.63962D-02\n",
"\n",
"At iterate 71 f= 2.29778D+00 |proj g|= 1.21848D-03\n",
"\n",
"At iterate 47 f= 1.45768D+00 |proj g|= 1.68576D-03\n",
"\n",
"At iterate 57 f= 3.34271D+00 |proj g|= 2.23158D-02\n",
"\n",
"At iterate 46 f= 2.49876D+00 |proj g|= 1.92457D-02\n",
"\n",
"At iterate 48 f= 1.45758D+00 |proj g|= 7.92330D-04\n",
"\n",
"At iterate 72 f= 2.29776D+00 |proj g|= 1.50312D-03\n",
"\n",
"At iterate 58 f= 3.34199D+00 |proj g|= 9.15335D-03\n",
"\n",
"At iterate 47 f= 2.49493D+00 |proj g|= 5.87722D-03\n",
"\n",
"At iterate 49 f= 1.45748D+00 |proj g|= 1.58280D-03\n",
"\n",
"At iterate 59 f= 3.34126D+00 |proj g|= 6.40817D-03\n",
"\n",
"At iterate 50 f= 1.45746D+00 |proj g|= 5.25139D-03\n",
"\n",
"At iterate 48 f= 2.49371D+00 |proj g|= 9.01836D-03\n",
"\n",
"At iterate 73 f= 2.29774D+00 |proj g|= 1.95523D-03\n",
"\n",
"At iterate 60 f= 3.34088D+00 |proj g|= 4.42347D-03\n",
"\n",
"At iterate 51 f= 1.45739D+00 |proj g|= 5.24983D-04\n",
"\n",
"At iterate 74 f= 2.29772D+00 |proj g|= 1.07619D-03\n",
"\n",
"At iterate 49 f= 2.49125D+00 |proj g|= 1.23470D-02\n",
"\n",
"At iterate 61 f= 3.34033D+00 |proj g|= 7.94346D-03\n",
"\n",
"At iterate 52 f= 1.45738D+00 |proj g|= 4.47713D-04\n",
"\n",
"\n",
"At iterate 75 f= 2.29770D+00 |proj g|= 7.34144D-04\n",
"At iterate 50 f= 2.48843D+00 |proj g|= 3.70461D-02\n",
"\n",
"At iterate 62 f= 3.33943D+00 |proj g|= 7.74246D-03\n",
"\n",
"At iterate 53 f= 1.45735D+00 |proj g|= 8.39586D-04\n",
"\n",
"At iterate 51 f= 2.48556D+00 |proj g|= 8.50341D-03\n",
"\n",
"At iterate 76 f= 2.29768D+00 |proj g|= 7.99419D-04\n",
"\n",
"At iterate 77 f= 2.29767D+00 |proj g|= 7.61491D-04\n",
"\n",
"At iterate 52 f= 2.48400D+00 |proj g|= 5.41196D-03\n",
"\n",
"At iterate 63 f= 3.33918D+00 |proj g|= 1.38303D-02\n",
"\n",
"At iterate 54 f= 1.45734D+00 |proj g|= 3.10439D-04\n",
"\n",
"At iterate 53 f= 2.48295D+00 |proj g|= 5.01581D-03\n",
"\n",
"At iterate 78 f= 2.29766D+00 |proj g|= 9.98980D-04\n",
"\n",
"At iterate 64 f= 3.33845D+00 |proj g|= 6.06628D-03\n",
"\n",
"At iterate 55 f= 1.45733D+00 |proj g|= 2.92002D-04\n",
"\n",
"At iterate 79 f= 2.29766D+00 |proj g|= 4.33019D-04\n",
"\n",
"At iterate 54 f= 2.48188D+00 |proj g|= 8.58509D-03\n",
"\n",
"At iterate 65 f= 3.33808D+00 |proj g|= 3.72356D-03\n",
"\n",
"At iterate 56 f= 1.45732D+00 |proj g|= 2.34650D-04\n",
"\n",
"At iterate 55 f= 2.48065D+00 |proj g|= 5.61988D-03\n",
"\n",
"At iterate 66 f= 3.33789D+00 |proj g|= 4.72462D-03\n",
"\n",
"At iterate 80 f= 2.29765D+00 |proj g|= 2.53723D-04\n",
"\n",
"At iterate 56 f= 2.47966D+00 |proj g|= 5.72835D-03\n",
"\n",
"At iterate 67 f= 3.33770D+00 |proj g|= 4.72759D-03\n",
"\n",
"At iterate 81 f= 2.29765D+00 |proj g|= 3.73857D-04\n",
"\n",
"At iterate 57 f= 1.45732D+00 |proj g|= 4.03631D-04\n",
"\n",
"At iterate 68 f= 3.33737D+00 |proj g|= 1.29594D-02\n",
"\n",
"At iterate 57 f= 2.47933D+00 |proj g|= 5.79788D-03\n",
"\n",
"At iterate 82 f= 2.29765D+00 |proj g|= 4.03015D-04\n",
"\n",
"At iterate 58 f= 1.45732D+00 |proj g|= 1.44821D-04\n",
"\n",
"At iterate 69 f= 3.33698D+00 |proj g|= 7.87235D-03\n",
"\n",
"At iterate 58 f= 2.47906D+00 |proj g|= 2.86106D-03\n",
"\n",
"At iterate 83 f= 2.29764D+00 |proj g|= 2.55272D-04\n",
"\n",
"At iterate 59 f= 1.45731D+00 |proj g|= 2.42665D-04\n",
"\n",
"\n",
"At iterate 70 f= 3.33664D+00 |proj g|= 3.66829D-03\n",
"At iterate 59 f= 2.47875D+00 |proj g|= 3.11450D-03\n",
"\n",
"At iterate 84 f= 2.29764D+00 |proj g|= 2.87211D-04\n",
"\n",
"At iterate 60 f= 1.45731D+00 |proj g|= 1.79906D-04\n",
"\n",
"At iterate 71 f= 3.33651D+00 |proj g|= 3.95248D-03\n",
"\n",
"At iterate 60 f= 2.47847D+00 |proj g|= 2.89526D-03\n",
"\n",
"At iterate 85 f= 2.29764D+00 |proj g|= 4.38101D-04\n",
"\n",
"At iterate 61 f= 1.45731D+00 |proj g|= 1.22080D-04\n",
"\n",
"At iterate 72 f= 3.33635D+00 |proj g|= 3.30708D-03\n",
"\n",
"At iterate 61 f= 2.47814D+00 |proj g|= 8.08070D-03\n",
"\n",
"At iterate 86 f= 2.29764D+00 |proj g|= 1.50440D-04\n",
"\n",
"At iterate 62 f= 1.45731D+00 |proj g|= 1.05018D-04\n",
"\n",
"At iterate 73 f= 3.33594D+00 |proj g|= 3.37726D-03\n",
"\n",
"At iterate 62 f= 2.47801D+00 |proj g|= 9.35263D-03\n",
"\n",
"At iterate 63 f= 1.45731D+00 |proj g|= 1.15089D-04\n",
"\n",
"At iterate 87 f= 2.29764D+00 |proj g|= 9.66234D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 87 92 1 0 0 9.662D-05 2.298D+00\n",
" F = 2.2976362691890078 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 74 f= 3.33577D+00 |proj g|= 3.56535D-03\n",
"\n",
"At iterate 63 f= 2.47780D+00 |proj g|= 2.42235D-03\n",
"\n",
"At iterate 75 f= 3.33560D+00 |proj g|= 2.08786D-03\n",
"\n",
"At iterate 64 f= 2.47769D+00 |proj g|= 2.47443D-03\n",
"\n",
"At iterate 64 f= 1.45731D+00 |proj g|= 1.87257D-04\n",
"\n",
"At iterate 76 f= 3.33556D+00 |proj g|= 1.53327D-03\n",
"\n",
"At iterate 65 f= 2.47752D+00 |proj g|= 2.91659D-03\n",
"\n",
"At iterate 65 f= 1.45731D+00 |proj g|= 4.83804D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 65 73 1 0 0 4.838D-05 1.457D+00\n",
" F = 1.4573097086422993 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 77 f= 3.33550D+00 |proj g|= 2.37020D-03\n",
"\n",
"At iterate 66 f= 2.47732D+00 |proj g|= 3.38128D-03\n",
"\n",
"At iterate 78 f= 3.33543D+00 |proj g|= 2.09303D-03\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 79 f= 3.33535D+00 |proj g|= 1.67441D-03\n",
"\n",
"At iterate 67 f= 2.47717D+00 |proj g|= 6.07526D-03\n",
"\n",
"\n",
"At iterate 80 f= 3.33526D+00 |proj g|= 6.03388D-03\n",
"At iterate 68 f= 2.47692D+00 |proj g|= 2.52385D-03\n",
"\n",
"At iterate 81 f= 3.33518D+00 |proj g|= 2.21510D-03\n",
"\n",
"At iterate 69 f= 2.47683D+00 |proj g|= 1.34697D-03\n",
"\n",
"At iterate 82 f= 3.33514D+00 |proj g|= 1.09575D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.15286D+03\n",
"\n",
"At iterate 70 f= 2.47677D+00 |proj g|= 1.65548D-03\n",
"\n",
"At iterate 83 f= 3.33512D+00 |proj g|= 7.48181D-04\n",
"\n",
"At iterate 1 f= 1.01850D+04 |proj g|= 2.16906D+03\n",
"\n",
"At iterate 71 f= 2.47669D+00 |proj g|= 2.23026D-03\n",
"\n",
"At iterate 84 f= 3.33511D+00 |proj g|= 2.42240D-03\n",
"\n",
"At iterate 72 f= 2.47656D+00 |proj g|= 2.35252D-03\n",
"\n",
"At iterate 2 f= 6.06550D+03 |proj g|= 9.24094D+02\n",
"\n",
"At iterate 73 f= 2.47651D+00 |proj g|= 5.74802D-03\n",
"\n",
"At iterate 3 f= 3.69260D+03 |proj g|= 8.47579D+02\n",
"\n",
"At iterate 85 f= 3.33509D+00 |proj g|= 6.87179D-04\n",
"\n",
"At iterate 4 f= 1.99919D+03 |proj g|= 1.86963D+02\n",
"\n",
"At iterate 74 f= 2.47641D+00 |proj g|= 1.48684D-03\n",
"\n",
"At iterate 86 f= 3.33507D+00 |proj g|= 6.43685D-04\n",
"\n",
"At iterate 5 f= 1.20989D+03 |proj g|= 7.42839D+01\n",
"\n",
"At iterate 75 f= 2.47638D+00 |proj g|= 1.21491D-03\n",
"\n",
"At iterate 6 f= 7.62095D+02 |proj g|= 7.17949D+01\n",
"\n",
"At iterate 87 f= 3.33506D+00 |proj g|= 7.92314D-04\n",
"\n",
"At iterate 76 f= 2.47634D+00 |proj g|= 1.19668D-03\n",
"\n",
"At iterate 7 f= 4.81912D+02 |proj g|= 6.02967D+01\n",
"\n",
"At iterate 88 f= 3.33505D+00 |proj g|= 5.85849D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 8 f= 3.87584D+02 |proj g|= 4.50337D+01\n",
"\n",
"At iterate 1 f= 1.01333D+04 |proj g|= 4.95916D+03\n",
"\n",
"At iterate 9 f= 3.11842D+02 |proj g|= 2.56275D+01\n",
"\n",
"At iterate 77 f= 2.47631D+00 |proj g|= 1.54078D-03\n",
"\n",
"At iterate 89 f= 3.33505D+00 |proj g|= 4.76595D-04\n",
"\n",
"At iterate 2 f= 8.33217D+03 |proj g|= 4.08906D+03\n",
"\n",
"At iterate 10 f= 2.82948D+02 |proj g|= 1.65486D+01\n",
"\n",
"At iterate 90 f= 3.33504D+00 |proj g|= 3.61903D-04\n",
"\n",
"At iterate 3 f= 3.47468D+03 |proj g|= 1.00806D+03\n",
"\n",
"At iterate 78 f= 2.47627D+00 |proj g|= 1.02120D-03\n",
"\n",
"At iterate 11 f= 2.62090D+02 |proj g|= 1.60931D+01\n",
"\n",
"At iterate 4 f= 2.35871D+03 |proj g|= 3.63711D+02\n",
"\n",
"At iterate 91 f= 3.33504D+00 |proj g|= 3.61340D-04\n",
"\n",
"At iterate 79 f= 2.47624D+00 |proj g|= 1.05842D-03\n",
"\n",
"At iterate 5 f= 1.58811D+03 |proj g|= 2.50546D+02\n",
"\n",
"At iterate 12 f= 2.54155D+02 |proj g|= 6.62524D+00\n",
"\n",
"At iterate 80 f= 2.47624D+00 |proj g|= 1.72856D-03\n",
"\n",
"At iterate 92 f= 3.33504D+00 |proj g|= 9.16752D-04\n",
"\n",
"At iterate 6 f= 1.02947D+03 |proj g|= 1.18036D+02\n",
"\n",
"At iterate 13 f= 2.49567D+02 |proj g|= 7.96390D+00\n",
"\n",
"At iterate 81 f= 2.47622D+00 |proj g|= 6.79295D-04\n",
"\n",
"At iterate 93 f= 3.33503D+00 |proj g|= 9.01227D-04\n",
"\n",
"At iterate 7 f= 6.71390D+02 |proj g|= 1.06722D+02\n",
"\n",
"At iterate 82 f= 2.47622D+00 |proj g|= 5.44620D-04\n",
"\n",
"At iterate 14 f= 2.47385D+02 |proj g|= 2.89409D+00\n",
"\n",
"At iterate 8 f= 4.18662D+02 |proj g|= 3.98861D+01\n",
"\n",
"At iterate 94 f= 3.33503D+00 |proj g|= 6.17032D-04\n",
"\n",
"At iterate 15 f= 2.46324D+02 |proj g|= 1.97436D+00\n",
"\n",
"At iterate 83 f= 2.47621D+00 |proj g|= 8.75462D-04\n",
"\n",
"At iterate 95 f= 3.33503D+00 |proj g|= 2.71858D-04\n",
"\n",
"At iterate 9 f= 2.96796D+02 |proj g|= 9.07768D+01\n",
"\n",
"At iterate 16 f= 2.45760D+02 |proj g|= 1.04792D+00\n",
"\n",
"At iterate 84 f= 2.47620D+00 |proj g|= 6.40016D-04\n",
"\n",
"At iterate 96 f= 3.33503D+00 |proj g|= 1.98398D-04\n",
"\n",
"At iterate 10 f= 1.79327D+02 |proj g|= 3.91787D+01\n",
"\n",
"At iterate 17 f= 2.45469D+02 |proj g|= 7.51222D-01\n",
"\n",
"At iterate 85 f= 2.47619D+00 |proj g|= 1.31034D-03\n",
"\n",
"At iterate 97 f= 3.33502D+00 |proj g|= 5.09037D-04\n",
"\n",
"At iterate 11 f= 1.31085D+02 |proj g|= 3.68534D+01\n",
"\n",
"At iterate 18 f= 2.45377D+02 |proj g|= 1.67453D+00\n",
"\n",
"At iterate 86 f= 2.47619D+00 |proj g|= 7.87222D-04\n",
"\n",
"At iterate 98 f= 3.33502D+00 |proj g|= 4.88324D-04\n",
"\n",
"At iterate 12 f= 9.10514D+01 |proj g|= 5.23781D+01\n",
"\n",
"At iterate 19 f= 2.45275D+02 |proj g|= 2.02480D-01\n",
"\n",
"At iterate 87 f= 2.47618D+00 |proj g|= 2.42889D-04\n",
"\n",
"At iterate 99 f= 3.33502D+00 |proj g|= 2.05807D-04\n",
"\n",
"At iterate 13 f= 3.63803D+01 |proj g|= 4.53549D+00\n",
"\n",
"At iterate 20 f= 2.45269D+02 |proj g|= 1.15536D-01\n",
"\n",
"At iterate 88 f= 2.47618D+00 |proj g|= 1.88107D-04\n",
"\n",
"At iterate 100 f= 3.33502D+00 |proj g|= 8.61910D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 108 1 0 0 8.619D-05 3.335D+00\n",
" F = 3.3350213517831517 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 14 f= 2.91475D+01 |proj g|= 3.82122D+00\n",
"\n",
"At iterate 89 f= 2.47618D+00 |proj g|= 2.95591D-04\n",
"\n",
"At iterate 21 f= 2.45262D+02 |proj g|= 1.12082D-01\n",
"\n",
"At iterate 15 f= 1.82797D+01 |proj g|= 3.11497D+00\n",
"\n",
"At iterate 90 f= 2.47618D+00 |proj g|= 2.79322D-04\n",
"\n",
"At iterate 22 f= 2.45253D+02 |proj g|= 1.67176D-01\n",
"\n",
"At iterate 16 f= 1.06554D+01 |proj g|= 2.03232D+00\n",
"\n",
"At iterate 91 f= 2.47618D+00 |proj g|= 2.36229D-04\n",
"\n",
"At iterate 23 f= 2.45226D+02 |proj g|= 3.19361D-01\n",
"\n",
"At iterate 17 f= 6.68995D+00 |proj g|= 6.23090D-01\n",
"\n",
"At iterate 92 f= 2.47617D+00 |proj g|= 1.44998D-04\n",
"\n",
"At iterate 24 f= 2.45174D+02 |proj g|= 4.65796D-01\n",
"\n",
"At iterate 18 f= 6.30969D+00 |proj g|= 3.84586D-01\n",
"\n",
"At iterate 93 f= 2.47617D+00 |proj g|= 1.54096D-04\n",
"\n",
"At iterate 25 f= 2.45134D+02 |proj g|= 1.30535D+00\n",
"\n",
"At iterate 94 f= 2.47617D+00 |proj g|= 1.72310D-04\n",
"\n",
"At iterate 19 f= 6.11616D+00 |proj g|= 2.81743D-01\n",
"\n",
"At iterate 26 f= 2.45040D+02 |proj g|= 4.94359D-01\n",
"\n",
"At iterate 95 f= 2.47617D+00 |proj g|= 1.08078D-04\n",
"\n",
"At iterate 20 f= 5.98936D+00 |proj g|= 2.21608D-01\n",
"\n",
"At iterate 27 f= 2.44977D+02 |proj g|= 5.54778D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.55981D+03\n",
"\n",
"At iterate 96 f= 2.47617D+00 |proj g|= 9.92398D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 96 102 1 0 0 9.924D-05 2.476D+00\n",
" F = 2.4761725789927929 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 21 f= 5.81688D+00 |proj g|= 4.74687D-01\n",
"\n",
"At iterate 28 f= 2.44936D+02 |proj g|= 2.30685D-01\n",
"\n",
"At iterate 1 f= 8.71022D+03 |proj g|= 3.89447D+03\n",
"\n",
"At iterate 22 f= 5.62328D+00 |proj g|= 3.23469D-01\n",
"\n",
"At iterate 29 f= 2.44918D+02 |proj g|= 1.22212D-01\n",
"\n",
"At iterate 2 f= 6.12659D+03 |proj g|= 2.89921D+03\n",
"\n",
"At iterate 23 f= 5.44825D+00 |proj g|= 2.26367D-01\n",
"\n",
"At iterate 30 f= 2.44904D+02 |proj g|= 1.94360D-01\n",
"\n",
"At iterate 3 f= 2.25491D+03 |proj g|= 1.12224D+03\n",
"\n",
"At iterate 4 f= 1.24900D+03 |proj g|= 5.90499D+02\n",
"\n",
"At iterate 24 f= 5.27426D+00 |proj g|= 1.73980D-01\n",
"\n",
"At iterate 31 f= 2.44901D+02 |proj g|= 1.35392D-01\n",
"\n",
"At iterate 5 f= 6.89665D+02 |proj g|= 2.86474D+02\n",
"\n",
"At iterate 25 f= 5.22156D+00 |proj g|= 1.39723D-01\n",
"\n",
"At iterate 32 f= 2.44898D+02 |proj g|= 6.93458D-02\n",
"\n",
"At iterate 6 f= 4.20783D+02 |proj g|= 1.60846D+02\n",
"\n",
"At iterate 26 f= 5.15688D+00 |proj g|= 7.22804D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.98745D+03\n",
"\n",
"\n",
"At iterate 1 f= 8.87060D+03 |proj g|= 3.61318D+03\n",
"At iterate 27 f= 5.09154D+00 |proj g|= 1.03711D-01\n",
"\n",
"At iterate 7 f= 2.72076D+02 |proj g|= 8.77530D+01\n",
"\n",
"At iterate 33 f= 2.44893D+02 |proj g|= 1.26104D-01\n",
"\n",
"\n",
"At iterate 2 f= 5.94329D+03 |proj g|= 2.55426D+03\n",
"At iterate 8 f= 1.84715D+02 |proj g|= 3.29473D+01\n",
"\n",
"At iterate 34 f= 2.44885D+02 |proj g|= 2.10322D-01\n",
"\n",
"At iterate 28 f= 4.96962D+00 |proj g|= 1.06873D-01\n",
"\n",
"\n",
"At iterate 3 f= 2.39067D+03 |proj g|= 1.04976D+03\n",
"At iterate 35 f= 2.44872D+02 |proj g|= 2.30031D-01\n",
"\n",
"At iterate 9 f= 1.26947D+02 |proj g|= 3.31203D+01\n",
"\n",
"At iterate 29 f= 4.90577D+00 |proj g|= 1.29806D-01\n",
"\n",
"At iterate 4 f= 1.31362D+03 |proj g|= 6.06742D+02\n",
"\n",
"At iterate 36 f= 2.44845D+02 |proj g|= 2.93658D-01\n",
"\n",
"At iterate 10 f= 9.09924D+01 |proj g|= 1.80256D+01\n",
"\n",
"At iterate 5 f= 7.30920D+02 |proj g|= 2.27352D+02\n",
"\n",
"At iterate 30 f= 4.82266D+00 |proj g|= 1.02342D-01\n",
"\n",
"At iterate 11 f= 6.76193D+01 |proj g|= 4.75537D+00\n",
"\n",
"At iterate 37 f= 2.44823D+02 |proj g|= 6.41325D-01\n",
"\n",
"At iterate 6 f= 4.41393D+02 |proj g|= 1.67143D+02\n",
"\n",
"At iterate 31 f= 4.78446D+00 |proj g|= 6.99372D-02\n",
"\n",
"At iterate 12 f= 5.49136D+01 |proj g|= 1.12705D+01\n",
"\n",
"At iterate 38 f= 2.44748D+02 |proj g|= 3.20052D-01\n",
"\n",
"At iterate 7 f= 2.92851D+02 |proj g|= 7.76406D+01\n",
"\n",
"At iterate 32 f= 4.75178D+00 |proj g|= 4.84763D-02\n",
"\n",
"At iterate 13 f= 4.67040D+01 |proj g|= 4.63833D+00\n",
"\n",
"At iterate 39 f= 2.44672D+02 |proj g|= 2.41050D-01\n",
"\n",
"At iterate 8 f= 1.91743D+02 |proj g|= 4.86349D+01\n",
"\n",
"At iterate 33 f= 4.70173D+00 |proj g|= 5.61236D-02\n",
"\n",
"At iterate 14 f= 4.40352D+01 |proj g|= 2.51815D+00\n",
"\n",
"At iterate 40 f= 2.44603D+02 |proj g|= 2.26994D-01\n",
"\n",
"At iterate 9 f= 8.52801D+01 |proj g|= 1.12267D+01\n",
"\n",
"At iterate 15 f= 4.25216D+01 |proj g|= 1.99530D+00\n",
"\n",
"At iterate 41 f= 2.44592D+02 |proj g|= 3.69154D-01\n",
"\n",
"At iterate 10 f= 4.15058D+01 |proj g|= 7.14572D+00\n",
"\n",
"At iterate 34 f= 4.65946D+00 |proj g|= 1.47094D-01\n",
"\n",
"At iterate 16 f= 4.15810D+01 |proj g|= 1.51860D+00\n",
"\n",
"At iterate 11 f= 2.76875D+01 |proj g|= 3.95352D+00\n",
"\n",
"At iterate 42 f= 2.44565D+02 |proj g|= 7.58550D-02\n",
"\n",
"At iterate 35 f= 4.60468D+00 |proj g|= 8.68551D-02\n",
"\n",
"At iterate 17 f= 4.12227D+01 |proj g|= 3.23533D-01\n",
"\n",
"At iterate 12 f= 1.68867D+01 |proj g|= 3.65576D+00\n",
"\n",
"At iterate 43 f= 2.44564D+02 |proj g|= 1.01563D-01\n",
"\n",
"At iterate 36 f= 4.54732D+00 |proj g|= 6.01862D-02\n",
"\n",
"At iterate 18 f= 4.11305D+01 |proj g|= 1.50009D-01\n",
"\n",
"At iterate 13 f= 8.65730D+00 |proj g|= 1.63623D+00\n",
"\n",
"\n",
"At iterate 44 f= 2.44563D+02 |proj g|= 7.30857D-02\n",
"At iterate 37 f= 4.52462D+00 |proj g|= 1.22774D-01\n",
"\n",
"At iterate 19 f= 4.11033D+01 |proj g|= 3.29739D-01\n",
"\n",
"At iterate 14 f= 5.38592D+00 |proj g|= 6.46624D-01\n",
"\n",
"\n",
"At iterate 45 f= 2.44559D+02 |proj g|= 1.05873D-01\n",
"At iterate 38 f= 4.50517D+00 |proj g|= 5.67247D-02\n",
"\n",
"At iterate 20 f= 4.10891D+01 |proj g|= 3.37944D-01\n",
"\n",
"At iterate 15 f= 4.09004D+00 |proj g|= 5.01855D-01\n",
"\n",
"\n",
"At iterate 39 f= 4.48278D+00 |proj g|= 3.49964D-02\n",
"At iterate 46 f= 2.44556D+02 |proj g|= 5.50595D-02\n",
"\n",
"At iterate 21 f= 4.10812D+01 |proj g|= 1.14637D-01\n",
"\n",
"At iterate 16 f= 3.64118D+00 |proj g|= 2.14433D-01\n",
"\n",
"At iterate 47 f= 2.44553D+02 |proj g|= 5.05108D-02\n",
"\n",
"At iterate 40 f= 4.46884D+00 |proj g|= 5.36003D-02\n",
"\n",
"At iterate 22 f= 4.10698D+01 |proj g|= 1.33619D-01\n",
"\n",
"At iterate 17 f= 3.49215D+00 |proj g|= 1.13228D-01\n",
"\n",
"At iterate 48 f= 2.44546D+02 |proj g|= 1.91383D-01\n",
"\n",
"\n",
"At iterate 41 f= 4.45051D+00 |proj g|= 5.75196D-02\n",
"At iterate 23 f= 4.10626D+01 |proj g|= 1.55046D-01\n",
"\n",
"At iterate 18 f= 3.37786D+00 |proj g|= 6.66604D-02\n",
"\n",
"At iterate 49 f= 2.44536D+02 |proj g|= 7.83634D-02\n",
"\n",
"At iterate 24 f= 4.10449D+01 |proj g|= 1.94166D-01\n",
"\n",
"At iterate 42 f= 4.44081D+00 |proj g|= 1.25629D-01\n",
"\n",
"At iterate 19 f= 3.22722D+00 |proj g|= 5.33419D-02\n",
"\n",
"At iterate 50 f= 2.44531D+02 |proj g|= 3.60024D-01\n",
"\n",
"At iterate 43 f= 4.42345D+00 |proj g|= 4.48072D-02\n",
"\n",
"At iterate 20 f= 3.14768D+00 |proj g|= 1.36309D-01\n",
"\n",
"At iterate 51 f= 2.44526D+02 |proj g|= 9.43468D-02\n",
"\n",
"At iterate 25 f= 4.10412D+01 |proj g|= 1.53378D-01\n",
"\n",
"At iterate 44 f= 4.41570D+00 |proj g|= 2.01877D-02\n",
"\n",
"At iterate 21 f= 3.10334D+00 |proj g|= 6.90376D-02\n",
"\n",
"At iterate 52 f= 2.44523D+02 |proj g|= 5.42317D-02\n",
"\n",
"At iterate 26 f= 4.10329D+01 |proj g|= 5.61520D-02\n",
"\n",
"At iterate 45 f= 4.40856D+00 |proj g|= 2.54522D-02\n",
"\n",
"At iterate 22 f= 3.08261D+00 |proj g|= 5.82302D-02\n",
"\n",
"At iterate 53 f= 2.44522D+02 |proj g|= 7.26520D-02\n",
"\n",
"At iterate 27 f= 4.10290D+01 |proj g|= 4.85580D-02\n",
"\n",
"At iterate 46 f= 4.39940D+00 |proj g|= 2.65717D-02\n",
"\n",
"At iterate 23 f= 3.05790D+00 |proj g|= 1.38640D-01\n",
"\n",
"At iterate 54 f= 2.44518D+02 |proj g|= 7.92662D-02\n",
"\n",
"At iterate 28 f= 4.10187D+01 |proj g|= 1.43110D-01\n",
"\n",
"At iterate 24 f= 3.03441D+00 |proj g|= 3.44013D-02\n",
"\n",
"At iterate 47 f= 4.39417D+00 |proj g|= 5.34969D-02\n",
"\n",
"At iterate 29 f= 4.10085D+01 |proj g|= 1.88626D-01\n",
"\n",
"At iterate 25 f= 3.02796D+00 |proj g|= 2.33314D-02\n",
"\n",
"At iterate 55 f= 2.44517D+02 |proj g|= 1.45969D-01\n",
"\n",
"At iterate 48 f= 4.38471D+00 |proj g|= 2.62953D-02\n",
"\n",
"At iterate 30 f= 4.09887D+01 |proj g|= 1.05963D-01\n",
"\n",
"At iterate 26 f= 3.01823D+00 |proj g|= 1.69779D-02\n",
"\n",
"At iterate 49 f= 4.37679D+00 |proj g|= 3.13495D-02\n",
"\n",
"At iterate 56 f= 2.44516D+02 |proj g|= 3.65879D-02\n",
"\n",
"At iterate 31 f= 4.09693D+01 |proj g|= 4.09517D-01\n",
"\n",
"At iterate 27 f= 3.01267D+00 |proj g|= 2.06671D-02\n",
"\n",
"At iterate 50 f= 4.37301D+00 |proj g|= 5.63591D-02\n",
"\n",
"At iterate 32 f= 4.09526D+01 |proj g|= 2.48616D-01\n",
"\n",
"At iterate 57 f= 2.44515D+02 |proj g|= 2.42887D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 28 f= 2.99966D+00 |proj g|= 2.44542D-02\n",
"\n",
"At iterate 51 f= 4.36762D+00 |proj g|= 2.37392D-02\n",
"\n",
"At iterate 33 f= 4.09381D+01 |proj g|= 1.49980D-01\n",
"\n",
"At iterate 58 f= 2.44514D+02 |proj g|= 4.70543D-02\n",
"\n",
"\n",
"At iterate 52 f= 4.36587D+00 |proj g|= 2.34034D-02\n",
"At iterate 34 f= 4.09143D+01 |proj g|= 7.03857D-02\n",
"\n",
"At iterate 59 f= 2.44514D+02 |proj g|= 2.46867D-02\n",
"\n",
"At iterate 29 f= 2.98979D+00 |proj g|= 2.72519D-02\n",
"\n",
"At iterate 53 f= 4.36078D+00 |proj g|= 1.98953D-02\n",
"\n",
"At iterate 35 f= 4.09042D+01 |proj g|= 9.22036D-02\n",
"\n",
"At iterate 30 f= 2.98064D+00 |proj g|= 1.22447D-02\n",
"\n",
"At iterate 60 f= 2.44513D+02 |proj g|= 5.37489D-02\n",
"\n",
"At iterate 31 f= 2.97584D+00 |proj g|= 2.03824D-02\n",
"\n",
"At iterate 54 f= 4.35643D+00 |proj g|= 2.39144D-02\n",
"\n",
"At iterate 36 f= 4.09021D+01 |proj g|= 1.07681D-01\n",
"\n",
"At iterate 61 f= 2.44513D+02 |proj g|= 8.80370D-02\n",
"\n",
"At iterate 32 f= 2.97136D+00 |proj g|= 1.62461D-02\n",
"\n",
"At iterate 62 f= 2.44513D+02 |proj g|= 9.13293D-02\n",
"\n",
"At iterate 55 f= 4.34952D+00 |proj g|= 2.07167D-02\n",
"\n",
"At iterate 33 f= 2.96940D+00 |proj g|= 8.97572D-03\n",
"\n",
"At iterate 37 f= 4.08981D+01 |proj g|= 4.31751D-02\n",
"\n",
"At iterate 34 f= 2.96755D+00 |proj g|= 1.00029D-02\n",
"\n",
"At iterate 56 f= 4.34657D+00 |proj g|= 3.58931D-02\n",
"\n",
"At iterate 63 f= 2.44510D+02 |proj g|= 1.21618D-01\n",
"\n",
"At iterate 38 f= 4.08942D+01 |proj g|= 3.41363D-02\n",
"\n",
"At iterate 35 f= 2.96583D+00 |proj g|= 1.17969D-02\n",
"\n",
"At iterate 39 f= 4.08891D+01 |proj g|= 4.87892D-02\n",
"\n",
"At iterate 57 f= 4.34279D+00 |proj g|= 1.13930D-02\n",
"\n",
"At iterate 64 f= 2.44508D+02 |proj g|= 1.12855D-01\n",
"\n",
"At iterate 40 f= 4.08811D+01 |proj g|= 5.33867D-02\n",
"\n",
"At iterate 65 f= 2.44504D+02 |proj g|= 7.25773D-02\n",
"\n",
"At iterate 58 f= 4.34149D+00 |proj g|= 9.99452D-03\n",
"\n",
"At iterate 36 f= 2.96519D+00 |proj g|= 1.47314D-02\n",
"\n",
"At iterate 41 f= 4.08505D+01 |proj g|= 6.85218D-02\n",
"\n",
"At iterate 59 f= 4.33831D+00 |proj g|= 1.04800D-02\n",
"\n",
"At iterate 66 f= 2.44497D+02 |proj g|= 6.49440D-02\n",
"\n",
"At iterate 37 f= 2.96447D+00 |proj g|= 9.27687D-03\n",
"\n",
"At iterate 42 f= 4.08471D+01 |proj g|= 2.66501D-01\n",
"\n",
"At iterate 38 f= 2.96378D+00 |proj g|= 5.39520D-03\n",
"\n",
"At iterate 67 f= 2.44496D+02 |proj g|= 9.94101D-02\n",
"\n",
"At iterate 60 f= 4.33684D+00 |proj g|= 2.72597D-02\n",
"\n",
"At iterate 39 f= 2.96296D+00 |proj g|= 6.78255D-03\n",
"\n",
"At iterate 43 f= 4.08283D+01 |proj g|= 6.17557D-02\n",
"\n",
"At iterate 68 f= 2.44494D+02 |proj g|= 6.40187D-02\n",
"\n",
"At iterate 61 f= 4.33394D+00 |proj g|= 1.60619D-02\n",
"\n",
"At iterate 40 f= 2.96180D+00 |proj g|= 7.16282D-03\n",
"\n",
"At iterate 44 f= 4.08197D+01 |proj g|= 1.24079D-01\n",
"\n",
"At iterate 62 f= 4.33247D+00 |proj g|= 9.77490D-03\n",
"\n",
"At iterate 69 f= 2.44493D+02 |proj g|= 3.10043D-02\n",
"\n",
"At iterate 63 f= 4.33061D+00 |proj g|= 1.09171D-02\n",
"\n",
"At iterate 41 f= 2.96143D+00 |proj g|= 5.38421D-03\n",
"\n",
"At iterate 70 f= 2.44492D+02 |proj g|= 1.84876D-02\n",
"\n",
"At iterate 45 f= 4.08167D+01 |proj g|= 8.07722D-02\n",
"\n",
"At iterate 42 f= 2.96090D+00 |proj g|= 2.58956D-03\n",
"\n",
"At iterate 71 f= 2.44492D+02 |proj g|= 1.97711D-02\n",
"\n",
"At iterate 64 f= 4.32994D+00 |proj g|= 1.95655D-02\n",
"\n",
"At iterate 46 f= 4.08152D+01 |proj g|= 3.62605D-02\n",
"\n",
"At iterate 43 f= 2.96060D+00 |proj g|= 2.06399D-03\n",
"\n",
"At iterate 72 f= 2.44492D+02 |proj g|= 4.10636D-02\n",
"\n",
"At iterate 65 f= 4.32861D+00 |proj g|= 9.19060D-03\n",
"\n",
"At iterate 44 f= 2.96038D+00 |proj g|= 4.01339D-03\n",
"\n",
"At iterate 73 f= 2.44492D+02 |proj g|= 2.26016D-02\n",
"\n",
"At iterate 47 f= 4.08138D+01 |proj g|= 5.61842D-02\n",
"\n",
"At iterate 66 f= 4.32760D+00 |proj g|= 6.81532D-03\n",
"\n",
"At iterate 45 f= 2.96021D+00 |proj g|= 1.94196D-03\n",
"\n",
"At iterate 74 f= 2.44492D+02 |proj g|= 1.45942D-02\n",
"\n",
"At iterate 48 f= 4.08118D+01 |proj g|= 5.23664D-02\n",
"\n",
"At iterate 67 f= 4.32653D+00 |proj g|= 5.59594D-03\n",
"\n",
"At iterate 75 f= 2.44491D+02 |proj g|= 2.55215D-02\n",
"\n",
"At iterate 46 f= 2.96012D+00 |proj g|= 1.55933D-03\n",
"\n",
"At iterate 49 f= 4.08094D+01 |proj g|= 4.26358D-02\n",
"\n",
"At iterate 68 f= 4.32557D+00 |proj g|= 1.70574D-02\n",
"\n",
"At iterate 76 f= 2.44491D+02 |proj g|= 3.02816D-02\n",
"\n",
"At iterate 50 f= 4.08063D+01 |proj g|= 3.03696D-02\n",
"\n",
"At iterate 47 f= 2.96004D+00 |proj g|= 1.85182D-03\n",
"\n",
"At iterate 69 f= 4.32461D+00 |proj g|= 5.67836D-03\n",
"\n",
"At iterate 48 f= 2.96002D+00 |proj g|= 5.05398D-03\n",
"\n",
"At iterate 51 f= 4.08027D+01 |proj g|= 4.21868D-02\n",
"\n",
"At iterate 77 f= 2.44491D+02 |proj g|= 1.06919D-01\n",
"\n",
"At iterate 70 f= 4.32415D+00 |proj g|= 5.27062D-03\n",
"\n",
"At iterate 49 f= 2.95997D+00 |proj g|= 9.58813D-04\n",
"\n",
"At iterate 78 f= 2.44490D+02 |proj g|= 3.74988D-02\n",
"\n",
"At iterate 52 f= 4.07992D+01 |proj g|= 2.39920D-02\n",
"\n",
"At iterate 71 f= 4.32353D+00 |proj g|= 4.72815D-03\n",
"\n",
"At iterate 79 f= 2.44490D+02 |proj g|= 2.99961D-02\n",
"\n",
"At iterate 50 f= 2.95995D+00 |proj g|= 9.78394D-04\n",
"\n",
"At iterate 53 f= 4.07978D+01 |proj g|= 9.44509D-02\n",
"\n",
"At iterate 72 f= 4.32328D+00 |proj g|= 7.64226D-03\n",
"\n",
"At iterate 80 f= 2.44489D+02 |proj g|= 2.20535D-02\n",
"\n",
"At iterate 51 f= 2.95991D+00 |proj g|= 9.22640D-04\n",
"\n",
"At iterate 54 f= 4.07954D+01 |proj g|= 2.15851D-02\n",
"\n",
"At iterate 73 f= 4.32289D+00 |proj g|= 5.11854D-03\n",
"\n",
"At iterate 81 f= 2.44489D+02 |proj g|= 2.63720D-02\n",
"\n",
"At iterate 52 f= 2.95986D+00 |proj g|= 1.71575D-03\n",
"\n",
"At iterate 55 f= 4.07935D+01 |proj g|= 2.27758D-02\n",
"\n",
"At iterate 74 f= 4.32247D+00 |proj g|= 6.69110D-03\n",
"\n",
"At iterate 82 f= 2.44489D+02 |proj g|= 7.09630D-02\n",
"\n",
"At iterate 75 f= 4.32221D+00 |proj g|= 9.70454D-03\n",
"\n",
"At iterate 83 f= 2.44488D+02 |proj g|= 1.19871D-02\n",
"\n",
"At iterate 56 f= 4.07924D+01 |proj g|= 1.25815D-01\n",
"\n",
"At iterate 53 f= 2.95985D+00 |proj g|= 9.88313D-04\n",
"\n",
"At iterate 76 f= 4.32191D+00 |proj g|= 7.46039D-03\n",
"\n",
"At iterate 84 f= 2.44488D+02 |proj g|= 1.11054D-02\n",
"\n",
"At iterate 57 f= 4.07910D+01 |proj g|= 5.01725D-02\n",
"\n",
"At iterate 54 f= 2.95984D+00 |proj g|= 5.61386D-04\n",
"\n",
"At iterate 77 f= 4.32138D+00 |proj g|= 1.08777D-02\n",
"\n",
"At iterate 85 f= 2.44488D+02 |proj g|= 4.94805D-02\n",
"\n",
"At iterate 55 f= 2.95983D+00 |proj g|= 7.11604D-04\n",
"\n",
"At iterate 58 f= 4.07901D+01 |proj g|= 2.35570D-02\n",
"\n",
"At iterate 78 f= 4.32081D+00 |proj g|= 5.39247D-03\n",
"\n",
"At iterate 86 f= 2.44488D+02 |proj g|= 1.15910D-02\n",
"\n",
"\n",
"At iterate 59 f= 4.07873D+01 |proj g|= 4.87273D-02\n",
"At iterate 56 f= 2.95983D+00 |proj g|= 7.73553D-04\n",
"\n",
"At iterate 79 f= 4.32041D+00 |proj g|= 3.39190D-03\n",
"\n",
"At iterate 87 f= 2.44488D+02 |proj g|= 8.05386D-03\n",
"\n",
"At iterate 57 f= 2.95982D+00 |proj g|= 6.11617D-04\n",
"\n",
"At iterate 60 f= 4.07856D+01 |proj g|= 6.18896D-02\n",
"\n",
"At iterate 80 f= 4.32016D+00 |proj g|= 6.98129D-03\n",
"\n",
"At iterate 88 f= 2.44488D+02 |proj g|= 1.61178D-02\n",
"\n",
"At iterate 58 f= 2.95982D+00 |proj g|= 6.94426D-04\n",
"\n",
"At iterate 61 f= 4.07853D+01 |proj g|= 1.88238D-01\n",
"\n",
"At iterate 81 f= 4.31998D+00 |proj g|= 4.65366D-03\n",
"\n",
"At iterate 89 f= 2.44488D+02 |proj g|= 1.83268D-02\n",
"\n",
"At iterate 59 f= 2.95981D+00 |proj g|= 2.48730D-04\n",
"\n",
"At iterate 62 f= 4.07831D+01 |proj g|= 3.30110D-02\n",
"\n",
"At iterate 82 f= 4.31985D+00 |proj g|= 3.04823D-03\n",
"\n",
"At iterate 90 f= 2.44488D+02 |proj g|= 4.84121D-02\n",
"\n",
"At iterate 60 f= 2.95981D+00 |proj g|= 1.41327D-04\n",
"\n",
"At iterate 63 f= 4.07825D+01 |proj g|= 3.49811D-02\n",
"\n",
"At iterate 83 f= 4.31955D+00 |proj g|= 1.92319D-03\n",
"\n",
"At iterate 91 f= 2.44488D+02 |proj g|= 2.15285D-02\n",
"\n",
"At iterate 61 f= 2.95981D+00 |proj g|= 2.79629D-04\n",
"\n",
"At iterate 64 f= 4.07817D+01 |proj g|= 5.33710D-02\n",
"\n",
"At iterate 84 f= 4.31942D+00 |proj g|= 1.41447D-03\n",
"\n",
"At iterate 92 f= 2.44488D+02 |proj g|= 6.68976D-03\n",
"\n",
"At iterate 62 f= 2.95981D+00 |proj g|= 6.32661D-04\n",
"\n",
"At iterate 65 f= 4.07806D+01 |proj g|= 4.15976D-02\n",
"\n",
"At iterate 85 f= 4.31920D+00 |proj g|= 1.68584D-03\n",
"\n",
"At iterate 93 f= 2.44487D+02 |proj g|= 1.29258D-02\n",
"\n",
"At iterate 63 f= 2.95981D+00 |proj g|= 3.10148D-04\n",
"\n",
"At iterate 66 f= 4.07797D+01 |proj g|= 4.42209D-02\n",
"\n",
"At iterate 94 f= 2.44487D+02 |proj g|= 1.54893D-02\n",
"\n",
"At iterate 86 f= 4.31917D+00 |proj g|= 4.13926D-03\n",
"\n",
"At iterate 64 f= 2.95980D+00 |proj g|= 1.34690D-04\n",
"\n",
"At iterate 67 f= 4.07785D+01 |proj g|= 8.67795D-02\n",
"\n",
"At iterate 87 f= 4.31909D+00 |proj g|= 2.02009D-03\n",
"\n",
"At iterate 95 f= 2.44487D+02 |proj g|= 2.62878D-02\n",
"\n",
"At iterate 65 f= 2.95980D+00 |proj g|= 1.72827D-04\n",
"\n",
"At iterate 96 f= 2.44487D+02 |proj g|= 4.60215D-02\n",
"\n",
"At iterate 88 f= 4.31900D+00 |proj g|= 1.39174D-03\n",
"\n",
"At iterate 68 f= 4.07775D+01 |proj g|= 7.10234D-02\n",
"\n",
"At iterate 66 f= 2.95980D+00 |proj g|= 1.55121D-04\n",
"\n",
"At iterate 89 f= 4.31899D+00 |proj g|= 9.50323D-03\n",
"\n",
"\n",
"At iterate 69 f= 4.07756D+01 |proj g|= 7.84421D-02\n",
"At iterate 97 f= 2.44487D+02 |proj g|= 2.91672D-02\n",
"\n",
"At iterate 67 f= 2.95980D+00 |proj g|= 2.05994D-04\n",
"\n",
"At iterate 90 f= 4.31891D+00 |proj g|= 2.37367D-03\n",
"\n",
"At iterate 98 f= 2.44487D+02 |proj g|= 1.54614D-02\n",
"\n",
"At iterate 91 f= 4.31890D+00 |proj g|= 1.66361D-03\n",
"\n",
"At iterate 99 f= 2.44487D+02 |proj g|= 2.20390D-02\n",
"\n",
"At iterate 70 f= 4.07751D+01 |proj g|= 5.02099D-02\n",
"\n",
"At iterate 68 f= 2.95980D+00 |proj g|= 1.34504D-04\n",
"\n",
"At iterate 92 f= 4.31887D+00 |proj g|= 1.52650D-03\n",
"\n",
"\n",
"At iterate 71 f= 4.07747D+01 |proj g|= 2.86249D-02\n",
"At iterate 100 f= 2.44487D+02 |proj g|= 6.70399D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 106 1 0 0 6.704D-02 2.445D+02\n",
" F = 244.48655400702319 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 69 f= 2.95980D+00 |proj g|= 5.77198D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 69 75 1 0 0 5.772D-05 2.960D+00\n",
" F = 2.9598021941600177 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 93 f= 4.31882D+00 |proj g|= 1.82577D-03\n",
"\n",
"At iterate 72 f= 4.07738D+01 |proj g|= 6.06805D-02\n",
"\n",
"At iterate 94 f= 4.31880D+00 |proj g|= 4.44557D-03\n",
"\n",
"At iterate 73 f= 4.07731D+01 |proj g|= 5.84951D-02\n",
"\n",
"At iterate 95 f= 4.31876D+00 |proj g|= 1.42345D-03\n",
"\n",
"At iterate 74 f= 4.07713D+01 |proj g|= 4.39092D-02\n",
"\n",
"At iterate 96 f= 4.31875D+00 |proj g|= 1.47485D-03\n",
"\n",
"At iterate 75 f= 4.07696D+01 |proj g|= 8.59437D-02\n",
"\n",
"At iterate 97 f= 4.31873D+00 |proj g|= 1.74384D-03\n",
"\n",
"At iterate 76 f= 4.07676D+01 |proj g|= 5.45255D-02\n",
"\n",
"At iterate 98 f= 4.31872D+00 |proj g|= 1.49373D-03\n",
"\n",
"At iterate 77 f= 4.07652D+01 |proj g|= 7.31842D-02\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.16058D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71642D+03\n",
"\n",
"At iterate 99 f= 4.31871D+00 |proj g|= 1.74767D-03\n",
"\n",
"At iterate 1 f= 1.00854D+04 |proj g|= 2.47165D+03\n",
"\n",
"At iterate 78 f= 4.07647D+01 |proj g|= 2.66151D-02\n",
"\n",
"At iterate 1 f= 8.62088D+03 |proj g|= 4.00321D+03\n",
"\n",
"At iterate 2 f= 6.42749D+03 |proj g|= 1.22923D+03\n",
"\n",
"At iterate 79 f= 4.07635D+01 |proj g|= 1.27679D-02\n",
"\n",
"At iterate 100 f= 4.31870D+00 |proj g|= 7.19534D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 110 1 0 0 7.195D-04 4.319D+00\n",
" F = 4.3186996450537842 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 2 f= 6.20483D+03 |proj g|= 3.04909D+03\n",
"\n",
"At iterate 3 f= 3.89727D+03 |proj g|= 8.20357D+02\n",
"\n",
"At iterate 3 f= 2.16764D+03 |proj g|= 1.18066D+03\n",
"\n",
"At iterate 4 f= 2.40098D+03 |proj g|= 1.79667D+02\n",
"\n",
"At iterate 80 f= 4.07629D+01 |proj g|= 5.58984D-02\n",
"\n",
"At iterate 4 f= 1.14275D+03 |proj g|= 6.18738D+02\n",
"\n",
"At iterate 81 f= 4.07626D+01 |proj g|= 3.56539D-02\n",
"\n",
"At iterate 5 f= 1.55177D+03 |proj g|= 1.03794D+02\n",
"\n",
"At iterate 5 f= 5.75367D+02 |proj g|= 2.95195D+02\n",
"\n",
"At iterate 82 f= 4.07621D+01 |proj g|= 1.83399D-02\n",
"\n",
"At iterate 6 f= 1.06180D+03 |proj g|= 2.56336D+02\n",
"\n",
"At iterate 6 f= 3.11342D+02 |proj g|= 1.52208D+02\n",
"\n",
"At iterate 7 f= 6.88929D+02 |proj g|= 1.06163D+02\n",
"\n",
"At iterate 83 f= 4.07617D+01 |proj g|= 7.27573D-02\n",
"\n",
"At iterate 7 f= 1.71844D+02 |proj g|= 6.75544D+01\n",
"\n",
"At iterate 8 f= 4.59754D+02 |proj g|= 3.35202D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03544D+03\n",
"\n",
"At iterate 84 f= 4.07613D+01 |proj g|= 1.33367D-02\n",
"\n",
"At iterate 8 f= 1.00733D+02 |proj g|= 4.33125D+01\n",
"\n",
"At iterate 1 f= 8.48873D+03 |proj g|= 4.25065D+03\n",
"\n",
"At iterate 9 f= 3.66710D+02 |proj g|= 1.16368D+01\n",
"\n",
"At iterate 85 f= 4.07612D+01 |proj g|= 9.68894D-03\n",
"\n",
"At iterate 9 f= 6.29595D+01 |proj g|= 1.63999D+01\n",
"\n",
"At iterate 2 f= 6.00907D+03 |proj g|= 3.24400D+03\n",
"\n",
"At iterate 10 f= 2.98081D+02 |proj g|= 8.01618D+00\n",
"\n",
"At iterate 86 f= 4.07611D+01 |proj g|= 1.89046D-02\n",
"\n",
"At iterate 10 f= 4.22349D+01 |proj g|= 7.42312D+00\n",
"\n",
"At iterate 3 f= 1.99418D+03 |proj g|= 1.11260D+03\n",
"\n",
"At iterate 11 f= 2.55652D+02 |proj g|= 4.92919D+00\n",
"\n",
"At iterate 11 f= 3.63307D+01 |proj g|= 5.83861D+00\n",
"\n",
"At iterate 87 f= 4.07608D+01 |proj g|= 2.64248D-02\n",
"\n",
"At iterate 4 f= 1.05529D+03 |proj g|= 6.10120D+02\n",
"\n",
"At iterate 12 f= 3.04063D+01 |proj g|= 3.06394D+00\n",
"\n",
"At iterate 5 f= 5.26297D+02 |proj g|= 2.70701D+02\n",
"\n",
"At iterate 88 f= 4.07604D+01 |proj g|= 3.27754D-02\n",
"\n",
"At iterate 12 f= 2.46342D+02 |proj g|= 1.53515D+01\n",
"\n",
"At iterate 13 f= 2.79066D+01 |proj g|= 1.44330D+00\n",
"\n",
"At iterate 6 f= 2.87672D+02 |proj g|= 1.54436D+02\n",
"\n",
"At iterate 13 f= 2.35080D+02 |proj g|= 5.01242D+00\n",
"\n",
"At iterate 14 f= 2.70304D+01 |proj g|= 8.73958D-01\n",
"\n",
"At iterate 7 f= 1.57755D+02 |proj g|= 6.54797D+01\n",
"\n",
"At iterate 89 f= 4.07603D+01 |proj g|= 5.67034D-02\n",
"\n",
"At iterate 14 f= 2.30780D+02 |proj g|= 2.46495D+00\n",
"\n",
"At iterate 15 f= 2.61278D+01 |proj g|= 3.41151D-01\n",
"\n",
"At iterate 8 f= 8.38615D+01 |proj g|= 4.11542D+01\n",
"\n",
"At iterate 90 f= 4.07600D+01 |proj g|= 2.35803D-02\n",
"\n",
"At iterate 15 f= 2.27835D+02 |proj g|= 5.70030D+00\n",
"\n",
"At iterate 16 f= 2.58367D+01 |proj g|= 1.34190D-01\n",
"\n",
"At iterate 9 f= 4.06078D+01 |proj g|= 1.75116D+01\n",
"\n",
"At iterate 91 f= 4.07598D+01 |proj g|= 9.62707D-03\n",
"\n",
"At iterate 16 f= 2.25426D+02 |proj g|= 2.94498D+00\n",
"\n",
"At iterate 10 f= 2.06687D+01 |proj g|= 8.78108D+00\n",
"\n",
"At iterate 17 f= 2.57588D+01 |proj g|= 5.09174D-01\n",
"\n",
"At iterate 92 f= 4.07597D+01 |proj g|= 1.43307D-02\n",
"\n",
"At iterate 17 f= 2.24483D+02 |proj g|= 8.03509D-01\n",
"\n",
"At iterate 11 f= 1.08504D+01 |proj g|= 2.24816D+00\n",
"\n",
"At iterate 93 f= 4.07595D+01 |proj g|= 1.98124D-02\n",
"\n",
"At iterate 18 f= 2.57007D+01 |proj g|= 1.25988D-01\n",
"\n",
"At iterate 18 f= 2.23985D+02 |proj g|= 6.16874D-01\n",
"\n",
"At iterate 12 f= 5.62044D+00 |proj g|= 4.06323D+00\n",
"\n",
"At iterate 19 f= 2.56966D+01 |proj g|= 6.26358D-02\n",
"\n",
"At iterate 94 f= 4.07592D+01 |proj g|= 2.53589D-02\n",
"\n",
"At iterate 19 f= 2.23772D+02 |proj g|= 4.19237D-01\n",
"\n",
"At iterate 13 f= 2.93264D+00 |proj g|= 1.31934D+00\n",
"\n",
"At iterate 20 f= 2.56957D+01 |proj g|= 4.52280D-02\n",
"\n",
"At iterate 95 f= 4.07589D+01 |proj g|= 2.23844D-02\n",
"\n",
"At iterate 20 f= 2.23611D+02 |proj g|= 1.28040D+00\n",
"\n",
"At iterate 21 f= 2.56941D+01 |proj g|= 1.14104D-01\n",
"\n",
"At iterate 14 f= 2.16672D+00 |proj g|= 7.19785D-01\n",
"\n",
"At iterate 96 f= 4.07586D+01 |proj g|= 2.88396D-02\n",
"\n",
"At iterate 21 f= 2.23415D+02 |proj g|= 4.68672D-01\n",
"\n",
"\n",
"At iterate 15 f= 1.61813D+00 |proj g|= 3.31127D-01\n",
"At iterate 22 f= 2.56921D+01 |proj g|= 6.05917D-02\n",
"\n",
"At iterate 97 f= 4.07585D+01 |proj g|= 2.31780D-02\n",
"\n",
"At iterate 22 f= 2.23342D+02 |proj g|= 3.25243D-01\n",
"\n",
"At iterate 16 f= 1.42055D+00 |proj g|= 1.61926D-01\n",
"\n",
"At iterate 23 f= 2.56859D+01 |proj g|= 7.47361D-02\n",
"\n",
"At iterate 98 f= 4.07581D+01 |proj g|= 3.55193D-02\n",
"\n",
"\n",
"At iterate 24 f= 2.56800D+01 |proj g|= 1.30587D-01\n",
"At iterate 17 f= 1.34188D+00 |proj g|= 8.70725D-02\n",
"\n",
"At iterate 23 f= 2.23311D+02 |proj g|= 1.38950D-01\n",
"\n",
"At iterate 99 f= 4.07578D+01 |proj g|= 2.08854D-02\n",
"\n",
"At iterate 25 f= 2.56728D+01 |proj g|= 1.15076D-01\n",
"\n",
"At iterate 18 f= 1.30676D+00 |proj g|= 2.98374D-02\n",
"\n",
"At iterate 24 f= 2.23265D+02 |proj g|= 1.49754D-01\n",
"\n",
"At iterate 100 f= 4.07570D+01 |proj g|= 3.53071D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 111 1 0 0 3.531D-02 4.076D+01\n",
" F = 40.756963358314181 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 26 f= 2.56551D+01 |proj g|= 1.21629D-01\n",
"\n",
"At iterate 19 f= 1.28094D+00 |proj g|= 2.00313D-02\n",
"\n",
"At iterate 25 f= 2.23222D+02 |proj g|= 1.23743D+00\n",
"\n",
"At iterate 27 f= 2.56473D+01 |proj g|= 7.25367D-02\n",
"\n",
"At iterate 20 f= 1.25980D+00 |proj g|= 1.71557D-02\n",
"\n",
"At iterate 26 f= 2.23126D+02 |proj g|= 4.34911D-01\n",
"\n",
"At iterate 28 f= 2.56290D+01 |proj g|= 2.11732D-02\n",
"\n",
"At iterate 21 f= 1.22774D+00 |proj g|= 2.63959D-02\n",
"\n",
"At iterate 27 f= 2.22996D+02 |proj g|= 3.25395D-01\n",
"\n",
"At iterate 29 f= 2.56248D+01 |proj g|= 2.47115D-02\n",
"\n",
"At iterate 22 f= 1.20974D+00 |proj g|= 4.40020D-02\n",
"\n",
"At iterate 28 f= 2.22877D+02 |proj g|= 6.40259D-01\n",
"\n",
"At iterate 30 f= 2.56152D+01 |proj g|= 1.85111D-01\n",
"\n",
"At iterate 23 f= 1.19836D+00 |proj g|= 1.76765D-02\n",
"\n",
"At iterate 31 f= 2.56046D+01 |proj g|= 1.41098D-01\n",
"\n",
"At iterate 24 f= 1.19009D+00 |proj g|= 7.90182D-03\n",
"\n",
"At iterate 29 f= 2.22822D+02 |proj g|= 8.98824D-01\n",
"\n",
"At iterate 32 f= 2.55945D+01 |proj g|= 5.73617D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 25 f= 1.18546D+00 |proj g|= 1.65289D-02\n",
"\n",
"At iterate 30 f= 2.22701D+02 |proj g|= 3.04684D-01\n",
"\n",
"At iterate 1 f= 8.70580D+03 |proj g|= 4.29951D+03\n",
"\n",
"At iterate 33 f= 2.55867D+01 |proj g|= 1.62567D-01\n",
"\n",
"At iterate 26 f= 1.17981D+00 |proj g|= 1.80484D-02\n",
"\n",
"At iterate 31 f= 2.22646D+02 |proj g|= 2.31276D-01\n",
"\n",
"At iterate 34 f= 2.55813D+01 |proj g|= 4.36223D-02\n",
"\n",
"At iterate 2 f= 6.31090D+03 |proj g|= 3.28837D+03\n",
"\n",
"At iterate 27 f= 1.17663D+00 |proj g|= 5.52248D-03\n",
"\n",
"At iterate 32 f= 2.22595D+02 |proj g|= 2.20601D-01\n",
"\n",
"At iterate 35 f= 2.55796D+01 |proj g|= 5.72748D-02\n",
"\n",
"At iterate 3 f= 2.33844D+03 |proj g|= 1.17926D+03\n",
"\n",
"At iterate 28 f= 1.17605D+00 |proj g|= 2.22843D-03\n",
"\n",
"At iterate 36 f= 2.55784D+01 |proj g|= 2.23502D-02\n",
"\n",
"At iterate 4 f= 1.38555D+03 |proj g|= 6.56444D+02\n",
"\n",
"At iterate 29 f= 1.17561D+00 |proj g|= 2.96704D-03\n",
"\n",
"At iterate 33 f= 2.22569D+02 |proj g|= 5.59898D-01\n",
"\n",
"At iterate 37 f= 2.55770D+01 |proj g|= 5.90230D-02\n",
"\n",
"At iterate 5 f= 7.93055D+02 |proj g|= 2.95532D+02\n",
"\n",
"At iterate 30 f= 1.17507D+00 |proj g|= 3.82480D-03\n",
"\n",
"At iterate 34 f= 2.22510D+02 |proj g|= 3.54827D-01\n",
"\n",
"\n",
"At iterate 38 f= 2.55754D+01 |proj g|= 7.01497D-02\n",
"At iterate 6 f= 4.82078D+02 |proj g|= 1.76811D+02\n",
"\n",
"At iterate 35 f= 2.22434D+02 |proj g|= 1.82255D-01\n",
"\n",
"At iterate 39 f= 2.55714D+01 |proj g|= 6.50634D-02\n",
"\n",
"At iterate 7 f= 2.71848D+02 |proj g|= 9.48699D+01\n",
"\n",
"At iterate 31 f= 1.17488D+00 |proj g|= 1.77441D-03\n",
"\n",
"At iterate 36 f= 2.22361D+02 |proj g|= 2.45809D-01\n",
"\n",
"At iterate 40 f= 2.55675D+01 |proj g|= 3.97440D-02\n",
"\n",
"At iterate 8 f= 1.61794D+02 |proj g|= 5.20609D+01\n",
"\n",
"At iterate 32 f= 1.17468D+00 |proj g|= 1.06231D-03\n",
"\n",
"At iterate 37 f= 2.22335D+02 |proj g|= 2.60775D-01\n",
"\n",
"At iterate 9 f= 9.01484D+01 |proj g|= 1.79487D+01\n",
"\n",
"At iterate 41 f= 2.55646D+01 |proj g|= 2.76916D-02\n",
"\n",
"At iterate 33 f= 1.17462D+00 |proj g|= 5.00982D-04\n",
"\n",
"At iterate 38 f= 2.22313D+02 |proj g|= 3.14625D-01\n",
"\n",
"At iterate 10 f= 4.47925D+01 |proj g|= 1.30169D+01\n",
"\n",
"At iterate 42 f= 2.55632D+01 |proj g|= 3.87622D-02\n",
"\n",
"At iterate 34 f= 1.17458D+00 |proj g|= 9.10549D-04\n",
"\n",
"At iterate 39 f= 2.22304D+02 |proj g|= 6.57939D-02\n",
"\n",
"At iterate 11 f= 2.02057D+01 |proj g|= 3.67054D+00\n",
"\n",
"At iterate 35 f= 1.17456D+00 |proj g|= 1.28939D-03\n",
"\n",
"At iterate 40 f= 2.22299D+02 |proj g|= 1.62784D-01\n",
"\n",
"At iterate 12 f= 1.15237D+01 |proj g|= 4.25713D+00\n",
"\n",
"At iterate 43 f= 2.55625D+01 |proj g|= 5.59989D-02\n",
"\n",
"At iterate 36 f= 1.17455D+00 |proj g|= 4.49184D-04\n",
"\n",
"At iterate 41 f= 2.22293D+02 |proj g|= 2.78951D-01\n",
"\n",
"At iterate 44 f= 2.55610D+01 |proj g|= 3.17276D-02\n",
"\n",
"At iterate 37 f= 1.17454D+00 |proj g|= 2.55348D-04\n",
"\n",
"At iterate 13 f= 7.89067D+00 |proj g|= 2.91519D+00\n",
"\n",
"At iterate 42 f= 2.22288D+02 |proj g|= 1.94200D-01\n",
"\n",
"At iterate 45 f= 2.55602D+01 |proj g|= 1.45719D-02\n",
"\n",
"At iterate 38 f= 1.17454D+00 |proj g|= 2.32246D-04\n",
"\n",
"At iterate 14 f= 5.09634D+00 |proj g|= 9.03513D-01\n",
"\n",
"At iterate 43 f= 2.22272D+02 |proj g|= 8.37137D-02\n",
"\n",
"At iterate 39 f= 1.17453D+00 |proj g|= 6.83734D-04\n",
"\n",
"At iterate 15 f= 3.91261D+00 |proj g|= 4.23969D-01\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"At iterate 44 f= 2.22252D+02 |proj g|= 1.32646D-01\n",
"\n",
"At iterate 46 f= 2.55600D+01 |proj g|= 5.05722D-02\n",
"\n",
"At iterate 40 f= 1.17453D+00 |proj g|= 2.60844D-04\n",
"\n",
"At iterate 16 f= 3.28293D+00 |proj g|= 2.29287D-01\n",
"\n",
"At iterate 47 f= 2.55597D+01 |proj g|= 3.90950D-02\n",
"\n",
"At iterate 45 f= 2.22196D+02 |proj g|= 3.22261D-01\n",
"\n",
"At iterate 41 f= 1.17453D+00 |proj g|= 1.07062D-04\n",
"\n",
"At iterate 17 f= 3.06351D+00 |proj g|= 1.20172D-01\n",
"\n",
"At iterate 46 f= 2.22155D+02 |proj g|= 8.46016D-01\n",
"\n",
"At iterate 48 f= 2.55591D+01 |proj g|= 1.08788D-02\n",
"\n",
"At iterate 42 f= 1.17453D+00 |proj g|= 8.39730D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 42 44 1 0 0 8.397D-05 1.175D+00\n",
" F = 1.1745268863596132 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 18 f= 2.98063D+00 |proj g|= 7.62012D-02\n",
"\n",
"At iterate 49 f= 2.55588D+01 |proj g|= 1.35275D-02\n",
"\n",
"At iterate 47 f= 2.22098D+02 |proj g|= 2.96253D-01\n",
"\n",
"At iterate 19 f= 2.93847D+00 |proj g|= 6.27214D-02\n",
"\n",
"At iterate 50 f= 2.55580D+01 |proj g|= 2.05460D-02\n",
"\n",
"At iterate 48 f= 2.22074D+02 |proj g|= 9.19698D-02\n",
"\n",
"At iterate 51 f= 2.55551D+01 |proj g|= 3.10339D-02\n",
"\n",
"At iterate 20 f= 2.90492D+00 |proj g|= 3.17097D-02\n",
"\n",
"At iterate 49 f= 2.22062D+02 |proj g|= 1.60428D-01\n",
"\n",
"At iterate 52 f= 2.55514D+01 |proj g|= 3.81360D-02\n",
"\n",
"At iterate 50 f= 2.22052D+02 |proj g|= 9.31847D-02\n",
"\n",
"At iterate 21 f= 2.86799D+00 |proj g|= 4.05465D-02\n",
"\n",
"At iterate 51 f= 2.22044D+02 |proj g|= 3.89126D-01\n",
"\n",
"At iterate 22 f= 2.85277D+00 |proj g|= 2.90865D-02\n",
"\n",
"At iterate 53 f= 2.55496D+01 |proj g|= 2.99592D-02\n",
"\n",
"At iterate 52 f= 2.22038D+02 |proj g|= 1.09600D-01\n",
"\n",
"At iterate 23 f= 2.83320D+00 |proj g|= 5.22231D-02\n",
"\n",
"At iterate 24 f= 2.81394D+00 |proj g|= 6.40754D-02\n",
"\n",
"At iterate 54 f= 2.55480D+01 |proj g|= 8.55482D-02\n",
"\n",
"At iterate 53 f= 2.22035D+02 |proj g|= 8.12547D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 25 f= 2.80030D+00 |proj g|= 3.52187D-02\n",
"\n",
"At iterate 55 f= 2.55447D+01 |proj g|= 2.59274D-02\n",
"\n",
"At iterate 54 f= 2.22027D+02 |proj g|= 6.03689D-02\n",
"\n",
"At iterate 1 f= 8.51559D+03 |proj g|= 3.63973D+03\n",
"\n",
"At iterate 26 f= 2.78226D+00 |proj g|= 2.38148D-02\n",
"\n",
"At iterate 2 f= 5.58076D+03 |proj g|= 2.57123D+03\n",
"\n",
"At iterate 55 f= 2.22010D+02 |proj g|= 1.33271D-01\n",
"\n",
"At iterate 56 f= 2.55436D+01 |proj g|= 1.02610D-02\n",
"\n",
"\n",
"At iterate 3 f= 2.46102D+03 |proj g|= 1.13093D+03\n",
"At iterate 27 f= 2.76226D+00 |proj g|= 2.52120D-02\n",
"\n",
"At iterate 57 f= 2.55430D+01 |proj g|= 3.93470D-02\n",
"\n",
"At iterate 56 f= 2.21993D+02 |proj g|= 2.48423D-01\n",
"\n",
"At iterate 4 f= 1.45026D+03 |proj g|= 6.08110D+02\n",
"\n",
"At iterate 28 f= 2.74909D+00 |proj g|= 2.27638D-02\n",
"\n",
"At iterate 57 f= 2.21976D+02 |proj g|= 1.19695D-01\n",
"\n",
"At iterate 5 f= 8.55949D+02 |proj g|= 3.00106D+02\n",
"\n",
"At iterate 29 f= 2.73986D+00 |proj g|= 1.18322D-02\n",
"\n",
"At iterate 58 f= 2.21969D+02 |proj g|= 1.82961D-01\n",
"\n",
"At iterate 58 f= 2.55425D+01 |proj g|= 3.74352D-02\n",
"\n",
"At iterate 30 f= 2.73129D+00 |proj g|= 1.75113D-02\n",
"\n",
"At iterate 6 f= 5.21496D+02 |proj g|= 1.53910D+02\n",
"\n",
"At iterate 59 f= 2.21961D+02 |proj g|= 5.69284D-02\n",
"\n",
"At iterate 59 f= 2.55419D+01 |proj g|= 2.15275D-02\n",
"\n",
"At iterate 31 f= 2.72315D+00 |proj g|= 1.40816D-02\n",
"\n",
"At iterate 7 f= 3.20743D+02 |proj g|= 3.99683D+01\n",
"\n",
"At iterate 60 f= 2.21953D+02 |proj g|= 1.00732D-01\n",
"\n",
"At iterate 60 f= 2.55405D+01 |proj g|= 1.29050D-02\n",
"\n",
"At iterate 8 f= 1.85805D+02 |proj g|= 3.47959D+01\n",
"\n",
"At iterate 32 f= 2.72029D+00 |proj g|= 2.70840D-02\n",
"\n",
"At iterate 61 f= 2.55404D+01 |proj g|= 4.73633D-03\n",
"\n",
"At iterate 61 f= 2.21939D+02 |proj g|= 1.75941D-01\n",
"\n",
"At iterate 9 f= 1.23474D+02 |proj g|= 1.97458D+01\n",
"\n",
"At iterate 62 f= 2.55403D+01 |proj g|= 5.77036D-03\n",
"\n",
"At iterate 33 f= 2.71425D+00 |proj g|= 1.05607D-02\n",
"\n",
"At iterate 10 f= 5.67130D+01 |proj g|= 6.94414D+00\n",
"\n",
"At iterate 62 f= 2.21916D+02 |proj g|= 1.79862D-01\n",
"\n",
"At iterate 63 f= 2.55401D+01 |proj g|= 1.20400D-02\n",
"\n",
"At iterate 34 f= 2.71294D+00 |proj g|= 6.16716D-03\n",
"\n",
"At iterate 11 f= 4.40531D+01 |proj g|= 3.09746D+01\n",
"\n",
"At iterate 64 f= 2.55399D+01 |proj g|= 7.20702D-03\n",
"\n",
"At iterate 35 f= 2.71135D+00 |proj g|= 1.25135D-02\n",
"\n",
"At iterate 12 f= 1.41096D+01 |proj g|= 1.94893D+00\n",
"\n",
"At iterate 63 f= 2.21909D+02 |proj g|= 5.87114D-01\n",
"\n",
"At iterate 65 f= 2.55397D+01 |proj g|= 4.43038D-03\n",
"\n",
"At iterate 36 f= 2.70902D+00 |proj g|= 1.54080D-02\n",
"\n",
"At iterate 13 f= 1.13236D+01 |proj g|= 1.65972D+00\n",
"\n",
"At iterate 64 f= 2.21885D+02 |proj g|= 1.18386D-01\n",
"\n",
"At iterate 66 f= 2.55395D+01 |proj g|= 1.59784D-02\n",
"\n",
"At iterate 14 f= 6.49735D+00 |proj g|= 1.01359D+00\n",
"\n",
"At iterate 37 f= 2.70649D+00 |proj g|= 2.65492D-02\n",
"\n",
"At iterate 65 f= 2.21871D+02 |proj g|= 9.61359D-02\n",
"\n",
"At iterate 67 f= 2.55392D+01 |proj g|= 8.77423D-03\n",
"\n",
"At iterate 38 f= 2.70430D+00 |proj g|= 1.40584D-02\n",
"\n",
"At iterate 66 f= 2.21858D+02 |proj g|= 2.48898D-01\n",
"\n",
"At iterate 68 f= 2.55388D+01 |proj g|= 6.74742D-03\n",
"\n",
"At iterate 15 f= 5.40970D+00 |proj g|= 1.13854D+00\n",
"\n",
"At iterate 39 f= 2.70282D+00 |proj g|= 6.15176D-03\n",
"\n",
"At iterate 67 f= 2.21855D+02 |proj g|= 1.37332D-01\n",
"\n",
"At iterate 69 f= 2.55386D+01 |proj g|= 3.89827D-02\n",
"\n",
"At iterate 16 f= 4.57801D+00 |proj g|= 5.19876D-01\n",
"\n",
"At iterate 68 f= 2.21851D+02 |proj g|= 1.00153D-01\n",
"\n",
"At iterate 70 f= 2.55383D+01 |proj g|= 1.75044D-02\n",
"\n",
"At iterate 40 f= 2.70223D+00 |proj g|= 6.70507D-03\n",
"\n",
"At iterate 17 f= 4.28805D+00 |proj g|= 3.50389D-01\n",
"\n",
"At iterate 69 f= 2.21850D+02 |proj g|= 5.05718D-02\n",
"\n",
"At iterate 41 f= 2.70110D+00 |proj g|= 5.99439D-03\n",
"\n",
"At iterate 71 f= 2.55381D+01 |proj g|= 8.86241D-03\n",
"\n",
"At iterate 18 f= 4.14261D+00 |proj g|= 2.55531D-01\n",
"\n",
"At iterate 70 f= 2.21848D+02 |proj g|= 1.01224D-01\n",
"\n",
"At iterate 42 f= 2.70090D+00 |proj g|= 6.09055D-03\n",
"\n",
"At iterate 72 f= 2.55378D+01 |proj g|= 5.48946D-03\n",
"\n",
"At iterate 19 f= 4.06425D+00 |proj g|= 2.10855D-01\n",
"\n",
"At iterate 71 f= 2.21845D+02 |proj g|= 1.28759D-01\n",
"\n",
"At iterate 43 f= 2.70055D+00 |proj g|= 2.16015D-03\n",
"\n",
"At iterate 20 f= 3.99945D+00 |proj g|= 2.21200D-01\n",
"\n",
"At iterate 73 f= 2.55377D+01 |proj g|= 8.98610D-03\n",
"\n",
"At iterate 72 f= 2.21842D+02 |proj g|= 2.33610D-01\n",
"\n",
"At iterate 44 f= 2.70043D+00 |proj g|= 1.67124D-03\n",
"\n",
"At iterate 21 f= 3.90065D+00 |proj g|= 6.39463D-02\n",
"\n",
"At iterate 73 f= 2.21840D+02 |proj g|= 7.39681D-02\n",
"\n",
"At iterate 45 f= 2.70000D+00 |proj g|= 3.35264D-03\n",
"\n",
"At iterate 74 f= 2.55376D+01 |proj g|= 7.54330D-03\n",
"\n",
"At iterate 22 f= 3.82914D+00 |proj g|= 4.54369D-02\n",
"\n",
"At iterate 74 f= 2.21839D+02 |proj g|= 3.52168D-02\n",
"\n",
"At iterate 75 f= 2.55375D+01 |proj g|= 5.34405D-03\n",
"\n",
"At iterate 23 f= 3.81126D+00 |proj g|= 1.37896D-01\n",
"\n",
"At iterate 75 f= 2.21838D+02 |proj g|= 3.31872D-02\n",
"\n",
"At iterate 46 f= 2.69989D+00 |proj g|= 4.00322D-03\n",
"\n",
"At iterate 76 f= 2.55374D+01 |proj g|= 8.14918D-03\n",
"\n",
"At iterate 24 f= 3.77396D+00 |proj g|= 3.20306D-02\n",
"\n",
"At iterate 47 f= 2.69974D+00 |proj g|= 1.90081D-03\n",
"\n",
"At iterate 76 f= 2.21836D+02 |proj g|= 7.63836D-02\n",
"\n",
"At iterate 77 f= 2.55373D+01 |proj g|= 6.36168D-03\n",
"\n",
"At iterate 25 f= 3.75472D+00 |proj g|= 2.95416D-02\n",
"\n",
"At iterate 48 f= 2.69966D+00 |proj g|= 1.00417D-03\n",
"\n",
"At iterate 78 f= 2.55373D+01 |proj g|= 4.53605D-03\n",
"\n",
"At iterate 26 f= 3.72915D+00 |proj g|= 3.64810D-02\n",
"\n",
"\n",
"At iterate 49 f= 2.69962D+00 |proj g|= 2.43534D-03\n",
"At iterate 77 f= 2.21835D+02 |proj g|= 1.09396D-01\n",
"\n",
"At iterate 79 f= 2.55371D+01 |proj g|= 1.05797D-02\n",
"\n",
"At iterate 27 f= 3.71582D+00 |proj g|= 6.30485D-02\n",
"\n",
"At iterate 78 f= 2.21834D+02 |proj g|= 6.93042D-02\n",
"\n",
"At iterate 50 f= 2.69958D+00 |proj g|= 2.31753D-03\n",
"\n",
"At iterate 28 f= 3.70523D+00 |proj g|= 1.27715D-02\n",
"\n",
"\n",
"At iterate 79 f= 2.21831D+02 |proj g|= 4.06170D-02\n",
"At iterate 51 f= 2.69953D+00 |proj g|= 1.17044D-03\n",
"\n",
"At iterate 80 f= 2.55371D+01 |proj g|= 2.25252D-02\n",
"\n",
"At iterate 29 f= 3.70253D+00 |proj g|= 1.13466D-02\n",
"\n",
"At iterate 52 f= 2.69946D+00 |proj g|= 9.31353D-04\n",
"\n",
"At iterate 80 f= 2.21830D+02 |proj g|= 4.82699D-02\n",
"\n",
"At iterate 81 f= 2.55370D+01 |proj g|= 6.01216D-03\n",
"\n",
"At iterate 30 f= 3.69927D+00 |proj g|= 1.88124D-02\n",
"\n",
"At iterate 53 f= 2.69944D+00 |proj g|= 3.17230D-03\n",
"\n",
"At iterate 81 f= 2.21828D+02 |proj g|= 5.85231D-02\n",
"\n",
"At iterate 82 f= 2.55370D+01 |proj g|= 5.34932D-03\n",
"\n",
"At iterate 31 f= 3.69499D+00 |proj g|= 2.09237D-02\n",
"\n",
"At iterate 54 f= 2.69941D+00 |proj g|= 1.23660D-03\n",
"\n",
"At iterate 83 f= 2.55369D+01 |proj g|= 1.03705D-02\n",
"\n",
"At iterate 82 f= 2.21827D+02 |proj g|= 3.20508D-02\n",
"\n",
"At iterate 32 f= 3.68899D+00 |proj g|= 2.18295D-02\n",
"\n",
"At iterate 55 f= 2.69937D+00 |proj g|= 7.36269D-04\n",
"\n",
"At iterate 84 f= 2.55369D+01 |proj g|= 1.21876D-02\n",
"\n",
"At iterate 83 f= 2.21826D+02 |proj g|= 2.57648D-02\n",
"\n",
"At iterate 33 f= 3.68734D+00 |proj g|= 5.01842D-02\n",
"\n",
"At iterate 56 f= 2.69935D+00 |proj g|= 9.64160D-04\n",
"\n",
"At iterate 85 f= 2.55369D+01 |proj g|= 2.01797D-03\n",
"\n",
"At iterate 84 f= 2.21825D+02 |proj g|= 2.82334D-02\n",
"\n",
"At iterate 34 f= 3.68131D+00 |proj g|= 1.03590D-02\n",
"\n",
"At iterate 57 f= 2.69931D+00 |proj g|= 9.23974D-04\n",
"\n",
"At iterate 86 f= 2.55368D+01 |proj g|= 1.89388D-03\n",
"\n",
"At iterate 35 f= 3.68000D+00 |proj g|= 7.71460D-03\n",
"\n",
"At iterate 87 f= 2.55368D+01 |proj g|= 7.73850D-03\n",
"\n",
"At iterate 85 f= 2.21825D+02 |proj g|= 6.55488D-02\n",
"\n",
"At iterate 36 f= 3.67797D+00 |proj g|= 1.02925D-02\n",
"\n",
"At iterate 58 f= 2.69930D+00 |proj g|= 1.83935D-03\n",
"\n",
"At iterate 88 f= 2.55368D+01 |proj g|= 2.32924D-03\n",
"\n",
"At iterate 86 f= 2.21824D+02 |proj g|= 4.83530D-02\n",
"\n",
"At iterate 59 f= 2.69927D+00 |proj g|= 7.43222D-04\n",
"\n",
"At iterate 37 f= 3.67776D+00 |proj g|= 1.76004D-02\n",
"\n",
"At iterate 89 f= 2.55368D+01 |proj g|= 1.54077D-03\n",
"\n",
"At iterate 87 f= 2.21823D+02 |proj g|= 2.48085D-02\n",
"\n",
"At iterate 60 f= 2.69926D+00 |proj g|= 4.32641D-04\n",
"\n",
"At iterate 38 f= 3.67637D+00 |proj g|= 4.36669D-03\n",
"\n",
"At iterate 90 f= 2.55368D+01 |proj g|= 2.68425D-03\n",
"\n",
"At iterate 61 f= 2.69925D+00 |proj g|= 3.44065D-04\n",
"\n",
"At iterate 39 f= 3.67587D+00 |proj g|= 4.54503D-03\n",
"\n",
"At iterate 88 f= 2.21822D+02 |proj g|= 1.31739D-01\n",
"\n",
"At iterate 91 f= 2.55368D+01 |proj g|= 5.95805D-03\n",
"\n",
"At iterate 62 f= 2.69925D+00 |proj g|= 1.62640D-03\n",
"\n",
"At iterate 40 f= 3.67524D+00 |proj g|= 7.42573D-03\n",
"\n",
"At iterate 89 f= 2.21821D+02 |proj g|= 1.67082D-02\n",
"\n",
"At iterate 63 f= 2.69924D+00 |proj g|= 4.78438D-04\n",
"\n",
"At iterate 41 f= 3.67471D+00 |proj g|= 9.38864D-03\n",
"\n",
"At iterate 92 f= 2.55368D+01 |proj g|= 1.62589D-03\n",
"\n",
"At iterate 90 f= 2.21821D+02 |proj g|= 1.06083D-02\n",
"\n",
"At iterate 64 f= 2.69924D+00 |proj g|= 1.99341D-04\n",
"\n",
"At iterate 42 f= 3.67414D+00 |proj g|= 4.10279D-03\n",
"\n",
"At iterate 91 f= 2.21820D+02 |proj g|= 2.77617D-02\n",
"\n",
"At iterate 93 f= 2.55368D+01 |proj g|= 1.18587D-03\n",
"\n",
"At iterate 65 f= 2.69924D+00 |proj g|= 1.11347D-04\n",
"\n",
"At iterate 43 f= 3.67382D+00 |proj g|= 3.18139D-03\n",
"\n",
"At iterate 92 f= 2.21820D+02 |proj g|= 1.93279D-02\n",
"\n",
"At iterate 94 f= 2.55368D+01 |proj g|= 1.13341D-03\n",
"\n",
"At iterate 66 f= 2.69924D+00 |proj g|= 2.65855D-04\n",
"\n",
"At iterate 93 f= 2.21820D+02 |proj g|= 7.96865D-03\n",
"\n",
"\n",
"At iterate 95 f= 2.55368D+01 |proj g|= 1.23096D-03\n",
"At iterate 44 f= 3.67350D+00 |proj g|= 3.42843D-03\n",
"\n",
"At iterate 67 f= 2.69924D+00 |proj g|= 3.61389D-04\n",
"\n",
"At iterate 45 f= 3.67335D+00 |proj g|= 3.27762D-03\n",
"\n",
"At iterate 96 f= 2.55367D+01 |proj g|= 3.05855D-03\n",
"\n",
"At iterate 94 f= 2.21820D+02 |proj g|= 1.09625D-02\n",
"\n",
"At iterate 68 f= 2.69924D+00 |proj g|= 1.73923D-04\n",
"\n",
"At iterate 46 f= 3.67321D+00 |proj g|= 3.19008D-03\n",
"\n",
"At iterate 97 f= 2.55367D+01 |proj g|= 1.51386D-03\n",
"\n",
"At iterate 95 f= 2.21819D+02 |proj g|= 1.89955D-02\n",
"\n",
"At iterate 69 f= 2.69924D+00 |proj g|= 1.25419D-04\n",
"\n",
"At iterate 47 f= 3.67313D+00 |proj g|= 1.92564D-03\n",
"\n",
"At iterate 96 f= 2.21819D+02 |proj g|= 9.02376D-02\n",
"\n",
"At iterate 70 f= 2.69923D+00 |proj g|= 1.10921D-04\n",
"\n",
"At iterate 48 f= 3.67305D+00 |proj g|= 2.84044D-03\n",
"\n",
"At iterate 98 f= 2.55367D+01 |proj g|= 3.55882D-03\n",
"\n",
"At iterate 97 f= 2.21818D+02 |proj g|= 5.38076D-02\n",
"\n",
"At iterate 71 f= 2.69923D+00 |proj g|= 1.73806D-04\n",
"\n",
"\n",
"At iterate 99 f= 2.55367D+01 |proj g|= 5.29751D-03\n",
"At iterate 49 f= 3.67296D+00 |proj g|= 4.65199D-03\n",
"\n",
"At iterate 72 f= 2.69923D+00 |proj g|= 2.67758D-04\n",
"\n",
"At iterate 98 f= 2.21818D+02 |proj g|= 1.62029D-02\n",
"\n",
"At iterate 50 f= 3.67288D+00 |proj g|= 2.20558D-03\n",
"\n",
"At iterate 100 f= 2.55367D+01 |proj g|= 8.96311D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 110 1 0 0 8.963D-04 2.554D+01\n",
" F = 25.536690596566551 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 73 f= 2.69923D+00 |proj g|= 7.03091D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 73 77 1 0 0 7.031D-05 2.699D+00\n",
" F = 2.6992335145161102 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 99 f= 2.21818D+02 |proj g|= 1.62291D-02\n",
"\n",
"At iterate 51 f= 3.67279D+00 |proj g|= 1.08314D-03\n",
"\n",
"At iterate 100 f= 2.21817D+02 |proj g|= 1.57484D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 108 1 0 0 1.575D-02 2.218D+02\n",
" F = 221.81721615063262 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 52 f= 3.67275D+00 |proj g|= 1.37655D-03\n",
"\n",
"At iterate 53 f= 3.67272D+00 |proj g|= 1.35707D-03\n",
"\n",
"At iterate 54 f= 3.67271D+00 |proj g|= 2.01752D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 55 f= 3.67269D+00 |proj g|= 3.58244D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99178D+03\n",
"\n",
"At iterate 56 f= 3.67269D+00 |proj g|= 4.55108D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At iterate 1 f= 7.89500D+03 |proj g|= 3.51614D+03\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.81101D+03\n",
"\n",
"At iterate 57 f= 3.67269D+00 |proj g|= 3.78406D-04\n",
"\n",
"At iterate 1 f= 8.70755D+03 |proj g|= 3.70618D+03\n",
"\n",
"At iterate 2 f= 4.96844D+03 |proj g|= 2.44423D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 58 f= 3.67268D+00 |proj g|= 2.93180D-04\n",
"\n",
"At iterate 2 f= 6.07142D+03 |proj g|= 2.71065D+03\n",
"\n",
"At iterate 3 f= 2.12445D+03 |proj g|= 1.07652D+03\n",
"\n",
"At iterate 3 f= 2.59501D+03 |proj g|= 1.16735D+03\n",
"\n",
"At iterate 1 f= 8.92726D+03 |proj g|= 3.93357D+03\n",
"\n",
"At iterate 4 f= 1.18724D+03 |proj g|= 5.64773D+02\n",
"\n",
"At iterate 4 f= 1.52603D+03 |proj g|= 6.57998D+02\n",
"\n",
"At iterate 2 f= 6.20266D+03 |proj g|= 2.88458D+03\n",
"\n",
"At iterate 59 f= 3.67268D+00 |proj g|= 4.89480D-04\n",
"\n",
"At iterate 5 f= 6.98394D+02 |proj g|= 2.84586D+02\n",
"\n",
"At iterate 5 f= 8.96169D+02 |proj g|= 3.05909D+02\n",
"\n",
"At iterate 3 f= 2.59232D+03 |proj g|= 1.12175D+03\n",
"\n",
"At iterate 60 f= 3.67268D+00 |proj g|= 2.07822D-04\n",
"\n",
"At iterate 6 f= 4.30854D+02 |proj g|= 1.52453D+02\n",
"\n",
"At iterate 6 f= 5.57379D+02 |proj g|= 2.09588D+02\n",
"\n",
"At iterate 4 f= 1.56138D+03 |proj g|= 6.22955D+02\n",
"\n",
"At iterate 61 f= 3.67267D+00 |proj g|= 1.77486D-04\n",
"\n",
"At iterate 7 f= 2.37912D+02 |proj g|= 5.98616D+01\n",
"\n",
"At iterate 7 f= 3.33089D+02 |proj g|= 4.14872D+01\n",
"\n",
"At iterate 5 f= 9.03761D+02 |proj g|= 2.66028D+02\n",
"\n",
"At iterate 62 f= 3.67267D+00 |proj g|= 8.06755D-04\n",
"\n",
"At iterate 8 f= 1.29683D+02 |proj g|= 2.11111D+01\n",
"\n",
"At iterate 6 f= 5.30727D+02 |proj g|= 1.54084D+02\n",
"\n",
"At iterate 8 f= 2.30965D+02 |proj g|= 3.65544D+01\n",
"\n",
"At iterate 63 f= 3.67267D+00 |proj g|= 2.10284D-04\n",
"\n",
"At iterate 7 f= 3.11486D+02 |proj g|= 7.38795D+01\n",
"\n",
"At iterate 9 f= 7.80418D+01 |proj g|= 1.15856D+01\n",
"\n",
"At iterate 64 f= 3.67267D+00 |proj g|= 1.76494D-04\n",
"\n",
"At iterate 9 f= 1.65386D+02 |proj g|= 2.70422D+01\n",
"\n",
"At iterate 10 f= 6.01945D+01 |proj g|= 6.74149D+00\n",
"\n",
"At iterate 8 f= 1.95233D+02 |proj g|= 4.03465D+01\n",
"\n",
"At iterate 10 f= 1.03540D+02 |proj g|= 8.86226D+00\n",
"\n",
"At iterate 65 f= 3.67267D+00 |proj g|= 1.51292D-04\n",
"\n",
"At iterate 11 f= 3.77123D+01 |proj g|= 2.57895D+00\n",
"\n",
"At iterate 11 f= 5.89793D+01 |proj g|= 9.17302D+00\n",
"\n",
"At iterate 9 f= 9.89933D+01 |proj g|= 2.36474D+01\n",
"\n",
"At iterate 66 f= 3.67267D+00 |proj g|= 2.31880D-04\n",
"\n",
"At iterate 12 f= 4.04911D+01 |proj g|= 6.80975D+00\n",
"\n",
"At iterate 12 f= 3.38732D+01 |proj g|= 3.35810D+00\n",
"\n",
"At iterate 10 f= 3.90180D+01 |proj g|= 3.84937D+00\n",
"\n",
"At iterate 67 f= 3.67267D+00 |proj g|= 1.10048D-04\n",
"\n",
"At iterate 13 f= 3.42926D+01 |proj g|= 2.14093D+00\n",
"\n",
"At iterate 13 f= 2.88593D+01 |proj g|= 3.09456D+00\n",
"\n",
"At iterate 68 f= 3.67267D+00 |proj g|= 1.23438D-04\n",
"\n",
"At iterate 11 f= 2.78107D+01 |proj g|= 4.13250D+00\n",
"\n",
"At iterate 14 f= 3.24538D+01 |proj g|= 6.22137D-01\n",
"\n",
"At iterate 69 f= 3.67267D+00 |proj g|= 1.57736D-04\n",
"\n",
"At iterate 14 f= 2.71321D+01 |proj g|= 1.30734D+00\n",
"\n",
"At iterate 15 f= 3.10611D+01 |proj g|= 3.54192D-01\n",
"\n",
"At iterate 70 f= 3.67267D+00 |proj g|= 5.34537D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 70 73 1 0 0 5.345D-05 3.673D+00\n",
" F = 3.6726672846831061 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 12 f= 2.28008D+01 |proj g|= 8.21280D+00\n",
"\n",
"At iterate 15 f= 2.66380D+01 |proj g|= 9.98511D-01\n",
"\n",
"At iterate 16 f= 3.04954D+01 |proj g|= 1.80862D-01\n",
"\n",
"At iterate 13 f= 1.15297D+01 |proj g|= 2.46188D+00\n",
"\n",
"At iterate 16 f= 2.60921D+01 |proj g|= 3.31678D-01\n",
"\n",
"At iterate 17 f= 3.03898D+01 |proj g|= 8.69969D-01\n",
"\n",
"At iterate 14 f= 6.87007D+00 |proj g|= 9.20541D-01\n",
"\n",
"At iterate 17 f= 2.59292D+01 |proj g|= 1.27531D-01\n",
"\n",
"At iterate 18 f= 3.02155D+01 |proj g|= 1.93215D-01\n",
"\n",
"At iterate 15 f= 5.02249D+00 |proj g|= 4.15304D-01\n",
"\n",
"At iterate 18 f= 2.58476D+01 |proj g|= 1.05303D-01\n",
"\n",
"At iterate 19 f= 3.01878D+01 |proj g|= 1.62814D-01\n",
"\n",
"At iterate 16 f= 4.27372D+00 |proj g|= 2.57037D-01\n",
"\n",
"At iterate 19 f= 2.58029D+01 |proj g|= 4.38726D-02\n",
"\n",
"At iterate 20 f= 3.01731D+01 |proj g|= 2.22459D-01\n",
"\n",
"At iterate 17 f= 3.94944D+00 |proj g|= 1.28957D-01\n",
"\n",
"At iterate 20 f= 2.57680D+01 |proj g|= 2.69544D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 21 f= 3.01237D+01 |proj g|= 2.65353D-01\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.38707D+03\n",
"\n",
"At iterate 18 f= 3.82530D+00 |proj g|= 6.88946D-02\n",
"\n",
"At iterate 21 f= 2.57322D+01 |proj g|= 4.51000D-02\n",
"\n",
"At iterate 1 f= 1.09967D+04 |proj g|= 1.14202D+03\n",
"\n",
"At iterate 22 f= 3.00323D+01 |proj g|= 1.87257D-01\n",
"\n",
"At iterate 19 f= 3.72056D+00 |proj g|= 5.32169D-02\n",
"\n",
"At iterate 22 f= 2.57226D+01 |proj g|= 8.95954D-02\n",
"\n",
"At iterate 2 f= 7.91741D+03 |proj g|= 1.77777D+03\n",
"\n",
"At iterate 23 f= 2.99520D+01 |proj g|= 1.10513D-01\n",
"\n",
"At iterate 23 f= 2.57107D+01 |proj g|= 1.15853D-01\n",
"\n",
"At iterate 3 f= 5.75033D+03 |proj g|= 2.44232D+02\n",
"\n",
"At iterate 24 f= 2.99126D+01 |proj g|= 1.83756D-01\n",
"\n",
"At iterate 20 f= 3.66258D+00 |proj g|= 6.96080D-02\n",
"\n",
"\n",
"At iterate 24 f= 2.57044D+01 |proj g|= 3.85671D-02\n",
"At iterate 4 f= 4.80786D+03 |proj g|= 1.23237D+02\n",
"\n",
"At iterate 25 f= 2.98617D+01 |proj g|= 4.01222D-01\n",
"\n",
"At iterate 21 f= 3.62830D+00 |proj g|= 4.70046D-02\n",
"\n",
"At iterate 5 f= 3.85680D+03 |proj g|= 1.52211D+02\n",
"\n",
"At iterate 25 f= 2.57002D+01 |proj g|= 3.12841D-02\n",
"\n",
"At iterate 26 f= 2.98237D+01 |proj g|= 2.12247D-01\n",
"\n",
"At iterate 26 f= 2.56991D+01 |proj g|= 1.43742D-01\n",
"\n",
"At iterate 22 f= 3.62067D+00 |proj g|= 2.23427D-02\n",
"\n",
"At iterate 6 f= 3.03690D+03 |proj g|= 6.82864D+01\n",
"\n",
"At iterate 27 f= 2.97938D+01 |proj g|= 6.98481D-02\n",
"\n",
"At iterate 27 f= 2.56967D+01 |proj g|= 9.99842D-02\n",
"\n",
"At iterate 23 f= 3.60851D+00 |proj g|= 2.34677D-02\n",
"\n",
"At iterate 7 f= 2.26112D+03 |proj g|= 3.65119D+02\n",
"\n",
"At iterate 28 f= 2.97707D+01 |proj g|= 1.34565D-01\n",
"\n",
"At iterate 24 f= 3.59359D+00 |proj g|= 1.71271D-02\n",
"\n",
"At iterate 28 f= 2.56888D+01 |proj g|= 2.47641D-02\n",
"\n",
"At iterate 8 f= 1.78459D+03 |proj g|= 2.85416D+02\n",
"\n",
"At iterate 29 f= 2.97580D+01 |proj g|= 1.01150D-01\n",
"\n",
"\n",
"At iterate 29 f= 2.56819D+01 |proj g|= 6.94805D-02\n",
"At iterate 25 f= 3.59081D+00 |proj g|= 5.81787D-02\n",
"\n",
"At iterate 9 f= 1.31421D+03 |proj g|= 1.34876D+02\n",
"\n",
"At iterate 30 f= 2.97423D+01 |proj g|= 7.17397D-02\n",
"\n",
"At iterate 26 f= 3.58201D+00 |proj g|= 3.38571D-02\n",
"\n",
"At iterate 30 f= 2.56766D+01 |proj g|= 4.75267D-02\n",
"\n",
"At iterate 10 f= 1.04464D+03 |proj g|= 7.26190D+01\n",
"\n",
"At iterate 27 f= 3.57498D+00 |proj g|= 2.18458D-02\n",
"\n",
"At iterate 31 f= 2.56729D+01 |proj g|= 2.50330D-02\n",
"\n",
"\n",
"At iterate 11 f= 9.03118D+02 |proj g|= 3.80892D+01\n",
"At iterate 31 f= 2.97368D+01 |proj g|= 7.17163D-02\n",
"\n",
"At iterate 28 f= 3.56598D+00 |proj g|= 1.78776D-02\n",
"\n",
"At iterate 32 f= 2.97333D+01 |proj g|= 6.70645D-02\n",
"\n",
"At iterate 32 f= 2.56688D+01 |proj g|= 3.07486D-02\n",
"\n",
"At iterate 12 f= 8.14182D+02 |proj g|= 2.35145D+01\n",
"\n",
"At iterate 29 f= 3.56241D+00 |proj g|= 3.19232D-02\n",
"\n",
"At iterate 33 f= 2.97151D+01 |proj g|= 3.10987D-02\n",
"\n",
"At iterate 33 f= 2.56672D+01 |proj g|= 3.31907D-02\n",
"\n",
"At iterate 30 f= 3.55795D+00 |proj g|= 8.45302D-03\n",
"\n",
"At iterate 34 f= 2.96901D+01 |proj g|= 4.94731D-02\n",
"\n",
"At iterate 13 f= 8.04038D+02 |proj g|= 4.88440D+01\n",
"\n",
"At iterate 31 f= 3.55588D+00 |proj g|= 1.08924D-02\n",
"\n",
"At iterate 34 f= 2.56667D+01 |proj g|= 5.95705D-02\n",
"\n",
"At iterate 14 f= 7.64231D+02 |proj g|= 1.15756D+01\n",
"\n",
"At iterate 35 f= 2.96766D+01 |proj g|= 4.98567D-02\n",
"\n",
"At iterate 32 f= 3.55356D+00 |proj g|= 1.14119D-02\n",
"\n",
"At iterate 35 f= 2.56653D+01 |proj g|= 3.86643D-02\n",
"\n",
"\n",
"At iterate 36 f= 2.96454D+01 |proj g|= 1.60322D-01\n",
"At iterate 15 f= 7.48708D+02 |proj g|= 1.72304D+00\n",
"\n",
"At iterate 33 f= 3.55238D+00 |proj g|= 2.88405D-02\n",
"\n",
"At iterate 36 f= 2.56639D+01 |proj g|= 1.42055D-02\n",
"\n",
"At iterate 16 f= 7.41217D+02 |proj g|= 1.12077D+00\n",
"\n",
"At iterate 34 f= 3.55032D+00 |proj g|= 1.20091D-02\n",
"\n",
"\n",
"At iterate 37 f= 2.56624D+01 |proj g|= 3.80992D-02\n",
"At iterate 37 f= 2.96342D+01 |proj g|= 4.19232D-02\n",
"\n",
"At iterate 17 f= 7.34973D+02 |proj g|= 1.26814D+01\n",
"\n",
"At iterate 35 f= 3.54926D+00 |proj g|= 4.91528D-03\n",
"\n",
"At iterate 38 f= 2.56605D+01 |proj g|= 5.63348D-02\n",
"\n",
"At iterate 38 f= 2.96243D+01 |proj g|= 3.47063D-02\n",
"\n",
"At iterate 18 f= 7.25416D+02 |proj g|= 1.39981D+00\n",
"\n",
"At iterate 36 f= 3.54808D+00 |proj g|= 5.23250D-03\n",
"\n",
"At iterate 39 f= 2.96186D+01 |proj g|= 2.70355D-02\n",
"\n",
"At iterate 39 f= 2.56569D+01 |proj g|= 2.94498D-02\n",
"\n",
"At iterate 19 f= 7.23442D+02 |proj g|= 1.13964D+00\n",
"\n",
"At iterate 40 f= 2.96133D+01 |proj g|= 2.86872D-02\n",
"\n",
"At iterate 20 f= 7.18892D+02 |proj g|= 5.89612D+00\n",
"\n",
"At iterate 37 f= 3.54775D+00 |proj g|= 1.22093D-02\n",
"\n",
"At iterate 41 f= 2.96097D+01 |proj g|= 2.55291D-02\n",
"\n",
"At iterate 40 f= 2.56557D+01 |proj g|= 8.48836D-02\n",
"\n",
"At iterate 21 f= 7.17554D+02 |proj g|= 4.71225D+00\n",
"\n",
"At iterate 38 f= 3.54722D+00 |proj g|= 6.34707D-03\n",
"\n",
"At iterate 42 f= 2.96094D+01 |proj g|= 1.41892D-01\n",
"\n",
"At iterate 22 f= 7.16177D+02 |proj g|= 1.40249D+00\n",
"\n",
"At iterate 41 f= 2.56531D+01 |proj g|= 3.10570D-02\n",
"\n",
"At iterate 39 f= 3.54677D+00 |proj g|= 2.76786D-03\n",
"\n",
"At iterate 43 f= 2.96048D+01 |proj g|= 7.31133D-02\n",
"\n",
"At iterate 42 f= 2.56519D+01 |proj g|= 2.14734D-02\n",
"\n",
"At iterate 23 f= 7.15743D+02 |proj g|= 1.04795D+00\n",
"\n",
"At iterate 40 f= 3.54625D+00 |proj g|= 4.07537D-03\n",
"\n",
"At iterate 44 f= 2.96011D+01 |proj g|= 2.26418D-02\n",
"\n",
"At iterate 43 f= 2.56515D+01 |proj g|= 2.97431D-02\n",
"\n",
"At iterate 41 f= 3.54595D+00 |proj g|= 3.15688D-03\n",
"\n",
"At iterate 45 f= 2.95979D+01 |proj g|= 5.47602D-02\n",
"\n",
"At iterate 24 f= 7.15593D+02 |proj g|= 4.30833D+00\n",
"\n",
"At iterate 44 f= 2.56504D+01 |proj g|= 3.51921D-02\n",
"\n",
"At iterate 42 f= 3.54567D+00 |proj g|= 3.52427D-03\n",
"\n",
"At iterate 46 f= 2.95958D+01 |proj g|= 4.84859D-02\n",
"\n",
"At iterate 25 f= 7.15293D+02 |proj g|= 5.28911D-01\n",
"\n",
"At iterate 43 f= 3.54555D+00 |proj g|= 4.39063D-03\n",
"\n",
"At iterate 45 f= 2.56500D+01 |proj g|= 1.14044D-02\n",
"\n",
"At iterate 47 f= 2.95944D+01 |proj g|= 5.14041D-02\n",
"\n",
"At iterate 26 f= 7.15058D+02 |proj g|= 1.47383D+00\n",
"\n",
"At iterate 44 f= 3.54540D+00 |proj g|= 2.54106D-03\n",
"\n",
"At iterate 46 f= 2.56491D+01 |proj g|= 1.01341D-02\n",
"\n",
"At iterate 27 f= 7.14769D+02 |proj g|= 2.10390D+00\n",
"\n",
"At iterate 45 f= 3.54531D+00 |proj g|= 1.35081D-03\n",
"\n",
"At iterate 48 f= 2.95940D+01 |proj g|= 8.69644D-02\n",
"\n",
"At iterate 47 f= 2.56483D+01 |proj g|= 1.96054D-02\n",
"\n",
"At iterate 28 f= 7.14007D+02 |proj g|= 3.95425D+00\n",
"\n",
"At iterate 46 f= 3.54525D+00 |proj g|= 2.28961D-03\n",
"\n",
"At iterate 49 f= 2.95916D+01 |proj g|= 2.91253D-02\n",
"\n",
"At iterate 48 f= 2.56474D+01 |proj g|= 1.53961D-02\n",
"\n",
"At iterate 29 f= 7.12279D+02 |proj g|= 3.03949D+00\n",
"\n",
"At iterate 47 f= 3.54521D+00 |proj g|= 3.17942D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 50 f= 2.95910D+01 |proj g|= 1.21737D-02\n",
"\n",
"At iterate 49 f= 2.56459D+01 |proj g|= 2.08386D-02\n",
"\n",
"At iterate 48 f= 3.54517D+00 |proj g|= 1.25316D-03\n",
"\n",
"At iterate 51 f= 2.95905D+01 |proj g|= 2.82268D-02\n",
"\n",
"At iterate 30 f= 7.12010D+02 |proj g|= 9.29997D-01\n",
"\n",
"At iterate 50 f= 2.56450D+01 |proj g|= 2.23442D-02\n",
"\n",
"At iterate 49 f= 3.54513D+00 |proj g|= 9.52095D-04\n",
"\n",
"At iterate 52 f= 2.95900D+01 |proj g|= 3.23503D-02\n",
"\n",
"At iterate 51 f= 2.56444D+01 |proj g|= 2.41648D-02\n",
"\n",
"At iterate 31 f= 7.11383D+02 |proj g|= 4.06683D-01\n",
"\n",
"At iterate 53 f= 2.95886D+01 |proj g|= 3.06791D-02\n",
"\n",
"At iterate 50 f= 3.54511D+00 |proj g|= 2.97433D-03\n",
"\n",
"At iterate 52 f= 2.56438D+01 |proj g|= 9.98372D-03\n",
"\n",
"At iterate 32 f= 7.11002D+02 |proj g|= 9.93891D-01\n",
"\n",
"At iterate 51 f= 3.54509D+00 |proj g|= 1.10678D-03\n",
"\n",
"At iterate 54 f= 2.95868D+01 |proj g|= 4.33272D-02\n",
"\n",
"At iterate 53 f= 2.56433D+01 |proj g|= 5.65352D-03\n",
"\n",
"At iterate 33 f= 7.10667D+02 |proj g|= 1.04820D+00\n",
"\n",
"At iterate 52 f= 3.54507D+00 |proj g|= 1.02497D-03\n",
"\n",
"At iterate 54 f= 2.56423D+01 |proj g|= 1.19372D-02\n",
"\n",
"At iterate 34 f= 7.10261D+02 |proj g|= 1.23914D+00\n",
"\n",
"At iterate 55 f= 2.56421D+01 |proj g|= 1.15203D-02\n",
"\n",
"At iterate 53 f= 3.54505D+00 |proj g|= 1.57064D-03\n",
"\n",
"At iterate 55 f= 2.95856D+01 |proj g|= 1.84825D-02\n",
"\n",
"At iterate 35 f= 7.09632D+02 |proj g|= 5.53403D-01\n",
"\n",
"At iterate 56 f= 2.56419D+01 |proj g|= 1.01187D-02\n",
"\n",
"At iterate 56 f= 2.95846D+01 |proj g|= 1.70969D-02\n",
"\n",
"At iterate 54 f= 3.54504D+00 |proj g|= 7.99575D-04\n",
"\n",
"At iterate 57 f= 2.95836D+01 |proj g|= 1.70484D-02\n",
"\n",
"At iterate 55 f= 3.54504D+00 |proj g|= 9.45746D-04\n",
"\n",
"At iterate 36 f= 7.09600D+02 |proj g|= 2.36128D+00\n",
"\n",
"At iterate 58 f= 2.95827D+01 |proj g|= 1.09210D-02\n",
"\n",
"At iterate 56 f= 3.54503D+00 |proj g|= 4.53536D-04\n",
"\n",
"At iterate 57 f= 2.56419D+01 |proj g|= 1.98875D-02\n",
"\n",
"At iterate 37 f= 7.09494D+02 |proj g|= 2.84560D+00\n",
"\n",
"At iterate 57 f= 3.54503D+00 |proj g|= 4.51980D-04\n",
"\n",
"At iterate 59 f= 2.95813D+01 |proj g|= 1.05280D-02\n",
"\n",
"At iterate 58 f= 2.56417D+01 |proj g|= 6.93374D-03\n",
"\n",
"At iterate 58 f= 3.54503D+00 |proj g|= 3.48831D-04\n",
"\n",
"At iterate 60 f= 2.95807D+01 |proj g|= 5.10976D-02\n",
"\n",
"At iterate 38 f= 7.09202D+02 |proj g|= 1.87907D+00\n",
"\n",
"At iterate 59 f= 2.56417D+01 |proj g|= 3.32591D-03\n",
"\n",
"At iterate 61 f= 2.95801D+01 |proj g|= 2.21267D-02\n",
"\n",
"At iterate 39 f= 7.09080D+02 |proj g|= 2.46555D-01\n",
"\n",
"At iterate 60 f= 2.56417D+01 |proj g|= 4.70969D-03\n",
"\n",
"\n",
"At iterate 62 f= 2.95797D+01 |proj g|= 9.96620D-03\n",
"At iterate 59 f= 3.54502D+00 |proj g|= 4.62212D-04\n",
"\n",
"At iterate 40 f= 7.09002D+02 |proj g|= 1.35260D+00\n",
"\n",
"At iterate 61 f= 2.56416D+01 |proj g|= 6.73982D-03\n",
"\n",
"At iterate 63 f= 2.95793D+01 |proj g|= 1.31655D-02\n",
"\n",
"At iterate 41 f= 7.08934D+02 |proj g|= 1.61463D+00\n",
"\n",
"At iterate 60 f= 3.54502D+00 |proj g|= 4.48077D-04\n",
"\n",
"At iterate 64 f= 2.95788D+01 |proj g|= 2.21173D-02\n",
"\n",
"At iterate 62 f= 2.56415D+01 |proj g|= 5.98216D-03\n",
"\n",
"At iterate 42 f= 7.08863D+02 |proj g|= 3.04605D-01\n",
"\n",
"At iterate 61 f= 3.54502D+00 |proj g|= 4.69265D-04\n",
"\n",
"At iterate 65 f= 2.95780D+01 |proj g|= 2.26803D-02\n",
"\n",
"At iterate 43 f= 7.08836D+02 |proj g|= 4.41221D-01\n",
"\n",
"At iterate 62 f= 3.54502D+00 |proj g|= 1.60112D-04\n",
"\n",
"\n",
"At iterate 63 f= 2.56415D+01 |proj g|= 1.24449D-02\n",
"At iterate 66 f= 2.95774D+01 |proj g|= 1.87101D-02\n",
"\n",
"At iterate 44 f= 7.08814D+02 |proj g|= 8.97312D-01\n",
"\n",
"At iterate 63 f= 3.54502D+00 |proj g|= 2.33134D-04\n",
"\n",
"At iterate 64 f= 2.56413D+01 |proj g|= 3.65888D-03\n",
"\n",
"At iterate 45 f= 7.08793D+02 |proj g|= 7.56945D-01\n",
"\n",
"At iterate 64 f= 3.54502D+00 |proj g|= 7.89406D-04\n",
"\n",
"At iterate 65 f= 2.56412D+01 |proj g|= 7.41763D-03\n",
"\n",
"At iterate 67 f= 2.95766D+01 |proj g|= 2.85848D-02\n",
"\n",
"At iterate 46 f= 7.08736D+02 |proj g|= 6.52685D-01\n",
"\n",
"At iterate 65 f= 3.54502D+00 |proj g|= 2.21330D-04\n",
"\n",
"At iterate 66 f= 2.56411D+01 |proj g|= 7.51754D-03\n",
"\n",
"At iterate 68 f= 2.95764D+01 |proj g|= 1.01000D-02\n",
"\n",
"At iterate 66 f= 3.54502D+00 |proj g|= 1.00647D-04\n",
"\n",
"At iterate 47 f= 7.08735D+02 |proj g|= 7.75862D-02\n",
"\n",
"At iterate 69 f= 2.95763D+01 |proj g|= 3.74820D-03\n",
"\n",
"At iterate 67 f= 3.54502D+00 |proj g|= 1.62127D-04\n",
"\n",
"At iterate 67 f= 2.56411D+01 |proj g|= 1.11476D-02\n",
"\n",
"At iterate 48 f= 7.08704D+02 |proj g|= 2.67214D-01\n",
"\n",
"At iterate 70 f= 2.95762D+01 |proj g|= 1.40764D-02\n",
"\n",
"At iterate 68 f= 3.54502D+00 |proj g|= 1.64298D-04\n",
"\n",
"At iterate 68 f= 2.56411D+01 |proj g|= 2.43121D-03\n",
"\n",
"At iterate 71 f= 2.95761D+01 |proj g|= 1.76736D-02\n",
"\n",
"At iterate 49 f= 7.08680D+02 |proj g|= 4.28025D-01\n",
"\n",
"At iterate 69 f= 2.56411D+01 |proj g|= 2.21041D-03\n",
"\n",
"At iterate 69 f= 3.54502D+00 |proj g|= 1.24096D-04\n",
"\n",
"At iterate 72 f= 2.95760D+01 |proj g|= 4.24554D-02\n",
"\n",
"At iterate 50 f= 7.08645D+02 |proj g|= 1.50223D-01\n",
"\n",
"At iterate 70 f= 3.54502D+00 |proj g|= 1.17596D-04\n",
"\n",
"At iterate 70 f= 2.56410D+01 |proj g|= 5.66744D-03\n",
"\n",
"At iterate 73 f= 2.95757D+01 |proj g|= 1.64052D-02\n",
"\n",
"At iterate 71 f= 3.54501D+00 |proj g|= 1.48898D-04\n",
"\n",
"At iterate 71 f= 2.56410D+01 |proj g|= 4.84366D-03\n",
"\n",
"At iterate 74 f= 2.95757D+01 |proj g|= 3.23603D-03\n",
"\n",
"At iterate 51 f= 7.08627D+02 |proj g|= 1.99264D-01\n",
"\n",
"At iterate 72 f= 3.54501D+00 |proj g|= 2.20843D-04\n",
"\n",
"At iterate 72 f= 2.56410D+01 |proj g|= 1.40607D-03\n",
"\n",
"At iterate 75 f= 2.95756D+01 |proj g|= 1.11753D-02\n",
"\n",
"At iterate 52 f= 7.08517D+02 |proj g|= 2.39780D-01\n",
"\n",
"At iterate 73 f= 3.54501D+00 |proj g|= 7.56091D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 73 78 1 0 0 7.561D-05 3.545D+00\n",
" F = 3.5450146946267100 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 73 f= 2.56409D+01 |proj g|= 1.02094D-03\n",
"\n",
"At iterate 76 f= 2.95755D+01 |proj g|= 1.46486D-02\n",
"\n",
"At iterate 74 f= 2.56409D+01 |proj g|= 1.23161D-03\n",
"\n",
"At iterate 77 f= 2.95753D+01 |proj g|= 1.88749D-02\n",
"\n",
"At iterate 53 f= 7.08507D+02 |proj g|= 1.47313D+00\n",
"\n",
"At iterate 54 f= 7.08468D+02 |proj g|= 4.61764D-01\n",
"\n",
"At iterate 75 f= 2.56408D+01 |proj g|= 4.52310D-03\n",
"\n",
"At iterate 78 f= 2.95753D+01 |proj g|= 2.12384D-02\n",
"\n",
"At iterate 55 f= 7.08459D+02 |proj g|= 1.41225D-01\n",
"\n",
"At iterate 76 f= 2.56408D+01 |proj g|= 2.23385D-03\n",
"\n",
"At iterate 79 f= 2.95751D+01 |proj g|= 1.23681D-02\n",
"\n",
"At iterate 56 f= 7.08456D+02 |proj g|= 1.45207D-01\n",
"\n",
"At iterate 77 f= 2.56408D+01 |proj g|= 9.76034D-04\n",
"\n",
"At iterate 80 f= 2.95749D+01 |proj g|= 3.71610D-03\n",
"\n",
"At iterate 57 f= 7.08433D+02 |proj g|= 2.66543D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 78 f= 2.56407D+01 |proj g|= 1.09660D-03\n",
"\n",
"At iterate 81 f= 2.95748D+01 |proj g|= 1.30151D-02\n",
"\n",
"At iterate 1 f= 8.15487D+03 |proj g|= 3.30409D+03\n",
"\n",
"At iterate 82 f= 2.95747D+01 |proj g|= 1.83313D-02\n",
"\n",
"At iterate 2 f= 4.85991D+03 |proj g|= 2.16759D+03\n",
"\n",
"At iterate 79 f= 2.56407D+01 |proj g|= 2.90951D-03\n",
"\n",
"At iterate 58 f= 7.08423D+02 |proj g|= 1.71244D+00\n",
"\n",
"At iterate 83 f= 2.95745D+01 |proj g|= 1.71973D-02\n",
"\n",
"At iterate 3 f= 2.21484D+03 |proj g|= 9.93835D+02\n",
"\n",
"At iterate 80 f= 2.56407D+01 |proj g|= 1.91649D-03\n",
"\n",
"At iterate 59 f= 7.08390D+02 |proj g|= 1.00012D+00\n",
"\n",
"At iterate 4 f= 1.22401D+03 |proj g|= 5.33682D+02\n",
"\n",
"At iterate 84 f= 2.95744D+01 |proj g|= 3.12046D-02\n",
"\n",
"At iterate 81 f= 2.56407D+01 |proj g|= 1.00580D-03\n",
"\n",
"At iterate 60 f= 7.08367D+02 |proj g|= 3.19659D-01\n",
"\n",
"At iterate 5 f= 6.99650D+02 |proj g|= 2.60277D+02\n",
"\n",
"At iterate 85 f= 2.95743D+01 |proj g|= 1.23373D-02\n",
"\n",
"At iterate 82 f= 2.56407D+01 |proj g|= 8.99019D-04\n",
"\n",
"At iterate 61 f= 7.08354D+02 |proj g|= 1.16079D-01\n",
"\n",
"At iterate 6 f= 4.15575D+02 |proj g|= 1.48246D+02\n",
"\n",
"At iterate 86 f= 2.95742D+01 |proj g|= 5.41377D-03\n",
"\n",
"At iterate 62 f= 7.08350D+02 |proj g|= 1.52950D-01\n",
"\n",
"At iterate 83 f= 2.56407D+01 |proj g|= 2.66147D-03\n",
"\n",
"At iterate 7 f= 2.32906D+02 |proj g|= 4.99036D+01\n",
"\n",
"At iterate 87 f= 2.95741D+01 |proj g|= 3.47770D-03\n",
"\n",
"At iterate 63 f= 7.08334D+02 |proj g|= 1.33510D-01\n",
"\n",
"\n",
"At iterate 84 f= 2.56407D+01 |proj g|= 3.54771D-04\n",
"At iterate 8 f= 1.22461D+02 |proj g|= 3.52710D+01\n",
"\n",
"At iterate 88 f= 2.95740D+01 |proj g|= 3.89290D-03\n",
"\n",
"At iterate 9 f= 6.06439D+01 |proj g|= 1.44423D+01\n",
"\n",
"At iterate 85 f= 2.56407D+01 |proj g|= 3.75961D-04\n",
"\n",
"At iterate 89 f= 2.95740D+01 |proj g|= 3.01456D-03\n",
"\n",
"At iterate 64 f= 7.08331D+02 |proj g|= 4.59335D-01\n",
"\n",
"At iterate 10 f= 3.29928D+01 |proj g|= 3.54743D+00\n",
"\n",
"At iterate 90 f= 2.95739D+01 |proj g|= 1.12546D-02\n",
"\n",
"At iterate 65 f= 7.08314D+02 |proj g|= 6.24601D-02\n",
"\n",
"At iterate 11 f= 1.52122D+01 |proj g|= 3.99980D+00\n",
"\n",
"At iterate 86 f= 2.56407D+01 |proj g|= 1.53919D-03\n",
"\n",
"At iterate 91 f= 2.95738D+01 |proj g|= 2.38793D-03\n",
"\n",
"At iterate 66 f= 7.08311D+02 |proj g|= 6.04855D-02\n",
"\n",
"\n",
"At iterate 92 f= 2.95738D+01 |proj g|= 2.04350D-03\n",
"At iterate 87 f= 2.56407D+01 |proj g|= 4.53886D-04\n",
"\n",
"At iterate 12 f= 7.49618D+00 |proj g|= 2.37585D+00\n",
"\n",
"\n",
"At iterate 93 f= 2.95737D+01 |proj g|= 1.22551D-02\n",
"At iterate 13 f= 5.11954D+00 |proj g|= 1.10093D+00\n",
"\n",
"At iterate 88 f= 2.56407D+01 |proj g|= 3.67882D-04\n",
"\n",
"At iterate 67 f= 7.08308D+02 |proj g|= 2.78695D-01\n",
"\n",
"At iterate 94 f= 2.95737D+01 |proj g|= 3.45101D-03\n",
"\n",
"At iterate 89 f= 2.56407D+01 |proj g|= 5.18739D-04\n",
"\n",
"At iterate 14 f= 3.62978D+00 |proj g|= 3.66637D-01\n",
"\n",
"At iterate 68 f= 7.08293D+02 |proj g|= 2.45934D-01\n",
"\n",
"At iterate 95 f= 2.95737D+01 |proj g|= 1.93754D-03\n",
"\n",
"At iterate 15 f= 3.10625D+00 |proj g|= 2.22609D-01\n",
"\n",
"At iterate 90 f= 2.56407D+01 |proj g|= 2.20625D-03\n",
"\n",
"At iterate 96 f= 2.95737D+01 |proj g|= 3.30728D-03\n",
"\n",
"At iterate 16 f= 2.85706D+00 |proj g|= 1.11022D-01\n",
"\n",
"At iterate 91 f= 2.56407D+01 |proj g|= 4.63826D-04\n",
"\n",
"At iterate 69 f= 7.08292D+02 |proj g|= 1.00684D-01\n",
"\n",
"At iterate 97 f= 2.95737D+01 |proj g|= 1.63221D-03\n",
"\n",
"At iterate 17 f= 2.76377D+00 |proj g|= 4.34229D-02\n",
"\n",
"At iterate 70 f= 7.08277D+02 |proj g|= 1.02013D-01\n",
"\n",
"At iterate 92 f= 2.56407D+01 |proj g|= 2.03711D-04\n",
"\n",
"At iterate 18 f= 2.72834D+00 |proj g|= 2.91617D-02\n",
"\n",
"At iterate 93 f= 2.56407D+01 |proj g|= 1.51511D-04\n",
"\n",
"At iterate 98 f= 2.95737D+01 |proj g|= 2.41517D-03\n",
"\n",
"At iterate 19 f= 2.71222D+00 |proj g|= 3.76929D-02\n",
"\n",
"At iterate 71 f= 7.08274D+02 |proj g|= 3.44387D-01\n",
"\n",
"At iterate 94 f= 2.56407D+01 |proj g|= 1.27809D-04\n",
"\n",
"\n",
"At iterate 20 f= 2.69915D+00 |proj g|= 2.35769D-02\n",
"At iterate 72 f= 7.08259D+02 |proj g|= 2.28367D-01\n",
"\n",
"At iterate 99 f= 2.95737D+01 |proj g|= 1.12303D-03\n",
"\n",
"At iterate 21 f= 2.68245D+00 |proj g|= 1.65925D-02\n",
"\n",
"At iterate 95 f= 2.56407D+01 |proj g|= 3.93673D-04\n",
"\n",
"At iterate 73 f= 7.08243D+02 |proj g|= 5.43217D-02\n",
"\n",
"At iterate 100 f= 2.95736D+01 |proj g|= 7.00248D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 108 1 0 0 7.002D-03 2.957D+01\n",
" F = 29.573615550442419 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 22 f= 2.66926D+00 |proj g|= 2.54823D-02\n",
"\n",
"At iterate 96 f= 2.56407D+01 |proj g|= 1.32019D-04\n",
"\n",
"At iterate 74 f= 7.08240D+02 |proj g|= 2.37090D-02\n",
"\n",
"At iterate 23 f= 2.66136D+00 |proj g|= 3.66943D-02\n",
"\n",
"At iterate 97 f= 2.56407D+01 |proj g|= 1.70828D-04\n",
"\n",
"At iterate 75 f= 7.08235D+02 |proj g|= 3.48782D-01\n",
"\n",
"At iterate 24 f= 2.65788D+00 |proj g|= 5.40712D-02\n",
"\n",
"At iterate 98 f= 2.56407D+01 |proj g|= 1.99280D-04\n",
"\n",
"At iterate 25 f= 2.65329D+00 |proj g|= 1.13722D-02\n",
"\n",
"At iterate 76 f= 7.08232D+02 |proj g|= 6.78052D-02\n",
"\n",
"At iterate 99 f= 2.56407D+01 |proj g|= 2.11404D-04\n",
"\n",
"At iterate 26 f= 2.65167D+00 |proj g|= 7.18876D-03\n",
"\n",
"At iterate 77 f= 7.08230D+02 |proj g|= 5.13994D-02\n",
"\n",
"At iterate 100 f= 2.56407D+01 |proj g|= 6.70062D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 112 1 0 0 6.701D-04 2.564D+01\n",
" F = 25.640654404194230 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 27 f= 2.64838D+00 |proj g|= 1.13759D-02\n",
"\n",
"At iterate 78 f= 7.08227D+02 |proj g|= 2.08026D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.39985D+03\n",
"\n",
"At iterate 28 f= 2.64691D+00 |proj g|= 1.53378D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 79 f= 7.08219D+02 |proj g|= 5.07933D-02\n",
"\n",
"At iterate 1 f= 9.79119D+03 |proj g|= 1.21373D+03\n",
"\n",
"At iterate 29 f= 2.64452D+00 |proj g|= 6.26559D-03\n",
"\n",
"At iterate 2 f= 5.82550D+03 |proj g|= 6.56929D+02\n",
"\n",
"At iterate 80 f= 7.08218D+02 |proj g|= 1.98141D-01\n",
"\n",
"At iterate 30 f= 2.64254D+00 |proj g|= 6.14762D-03\n",
"\n",
"At iterate 3 f= 3.73488D+03 |proj g|= 1.49404D+03\n",
"\n",
"At iterate 81 f= 7.08217D+02 |proj g|= 3.31397D-01\n",
"\n",
"At iterate 4 f= 2.41951D+03 |proj g|= 6.47766D+02\n",
"\n",
"At iterate 31 f= 2.64167D+00 |proj g|= 5.40881D-03\n",
"\n",
"At iterate 82 f= 7.08216D+02 |proj g|= 4.97170D-02\n",
"\n",
"\n",
"At iterate 5 f= 1.57245D+03 |proj g|= 2.59928D+02\n",
"At iterate 32 f= 2.64057D+00 |proj g|= 3.88245D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.85373D+03\n",
"\n",
"At iterate 83 f= 7.08216D+02 |proj g|= 8.90756D-02\n",
"\n",
"At iterate 6 f= 9.70327D+02 |proj g|= 1.33628D+02\n",
"\n",
"At iterate 84 f= 7.08215D+02 |proj g|= 4.64364D-02\n",
"\n",
"At iterate 1 f= 9.61202D+03 |proj g|= 1.64860D+03\n",
"\n",
"At iterate 33 f= 2.64035D+00 |proj g|= 3.69675D-03\n",
"\n",
"At iterate 7 f= 5.41599D+02 |proj g|= 8.83923D+01\n",
"\n",
"At iterate 2 f= 5.01282D+03 |proj g|= 9.86307D+02\n",
"\n",
"At iterate 85 f= 7.08215D+02 |proj g|= 8.17402D-02\n",
"\n",
"At iterate 3 f= 3.03550D+03 |proj g|= 1.41667D+03\n",
"\n",
"At iterate 34 f= 2.64018D+00 |proj g|= 1.72418D-03\n",
"\n",
"At iterate 8 f= 2.57243D+02 |proj g|= 5.04575D+01\n",
"\n",
"At iterate 35 f= 2.64006D+00 |proj g|= 1.17624D-03\n",
"\n",
"At iterate 9 f= 1.15099D+02 |proj g|= 1.01151D+01\n",
"\n",
"At iterate 4 f= 1.73481D+03 |proj g|= 5.66482D+02\n",
"\n",
"At iterate 86 f= 7.08215D+02 |proj g|= 1.30427D-01\n",
"\n",
"At iterate 5 f= 1.07212D+03 |proj g|= 2.36896D+02\n",
"\n",
"At iterate 87 f= 7.08214D+02 |proj g|= 1.29632D-01\n",
"\n",
"At iterate 36 f= 2.63993D+00 |proj g|= 2.38959D-03\n",
"\n",
"At iterate 10 f= 6.36081D+01 |proj g|= 4.30762D+00\n",
"\n",
"At iterate 6 f= 6.20081D+02 |proj g|= 9.79540D+01\n",
"\n",
"At iterate 11 f= 3.39232D+01 |proj g|= 3.93754D+00\n",
"\n",
"At iterate 7 f= 3.26673D+02 |proj g|= 4.23969D+01\n",
"\n",
"At iterate 88 f= 7.08214D+02 |proj g|= 2.43490D-01\n",
"\n",
"At iterate 12 f= 1.93829D+01 |proj g|= 3.44356D+00\n",
"\n",
"At iterate 37 f= 2.63991D+00 |proj g|= 1.45453D-03\n",
"\n",
"At iterate 8 f= 1.62174D+02 |proj g|= 1.59834D+01\n",
"\n",
"At iterate 89 f= 7.08212D+02 |proj g|= 1.34008D-01\n",
"\n",
"At iterate 13 f= 1.39486D+01 |proj g|= 8.61684D-01\n",
"\n",
"At iterate 38 f= 2.63988D+00 |proj g|= 7.06838D-04\n",
"\n",
"At iterate 9 f= 7.81408D+01 |proj g|= 1.67764D+01\n",
"\n",
"At iterate 90 f= 7.08212D+02 |proj g|= 2.07038D-02\n",
"\n",
"At iterate 14 f= 1.20436D+01 |proj g|= 7.80966D-01\n",
"\n",
"At iterate 39 f= 2.63986D+00 |proj g|= 5.10035D-04\n",
"\n",
"At iterate 10 f= 3.47222D+01 |proj g|= 5.22565D+00\n",
"\n",
"At iterate 91 f= 7.08212D+02 |proj g|= 4.33193D-02\n",
"\n",
"At iterate 15 f= 1.19953D+01 |proj g|= 2.44113D+00\n",
"\n",
"At iterate 40 f= 2.63984D+00 |proj g|= 1.85117D-03\n",
"\n",
"At iterate 11 f= 2.07326D+01 |proj g|= 2.62753D+00\n",
"\n",
"At iterate 92 f= 7.08212D+02 |proj g|= 3.57028D-02\n",
"\n",
"\n",
"At iterate 41 f= 2.63981D+00 |proj g|= 4.29782D-04\n",
"At iterate 16 f= 1.09166D+01 |proj g|= 5.15670D-01\n",
"\n",
"At iterate 93 f= 7.08211D+02 |proj g|= 2.70524D-02\n",
"\n",
"At iterate 12 f= 1.23605D+01 |proj g|= 1.49694D+00\n",
"\n",
"At iterate 42 f= 2.63981D+00 |proj g|= 3.13902D-04\n",
"\n",
"At iterate 17 f= 1.08376D+01 |proj g|= 1.93825D-01\n",
"\n",
"At iterate 13 f= 9.20899D+00 |proj g|= 9.77690D-01\n",
"\n",
"At iterate 43 f= 2.63980D+00 |proj g|= 2.37625D-04\n",
"\n",
"At iterate 94 f= 7.08210D+02 |proj g|= 4.41010D-02\n",
"\n",
"At iterate 18 f= 1.07881D+01 |proj g|= 7.25044D-02\n",
"\n",
"At iterate 14 f= 7.64341D+00 |proj g|= 4.55633D-01\n",
"\n",
"At iterate 95 f= 7.08210D+02 |proj g|= 8.08482D-02\n",
"\n",
"At iterate 44 f= 2.63979D+00 |proj g|= 2.15658D-04\n",
"\n",
"At iterate 19 f= 1.07512D+01 |proj g|= 1.74380D-01\n",
"\n",
"At iterate 15 f= 7.40385D+00 |proj g|= 5.16182D-01\n",
"\n",
"At iterate 96 f= 7.08210D+02 |proj g|= 2.51878D-02\n",
"\n",
"At iterate 20 f= 1.06787D+01 |proj g|= 2.23303D-01\n",
"\n",
"At iterate 16 f= 7.28476D+00 |proj g|= 1.62927D-01\n",
"\n",
"At iterate 45 f= 2.63979D+00 |proj g|= 4.86240D-04\n",
"\n",
"At iterate 97 f= 7.08209D+02 |proj g|= 6.76975D-03\n",
"\n",
"At iterate 17 f= 7.25608D+00 |proj g|= 2.92720D-02\n",
"\n",
"At iterate 21 f= 1.05894D+01 |proj g|= 1.68107D-01\n",
"\n",
"At iterate 46 f= 2.63979D+00 |proj g|= 1.50796D-04\n",
"\n",
"At iterate 98 f= 7.08209D+02 |proj g|= 5.20701D-02\n",
"\n",
"At iterate 18 f= 7.23749D+00 |proj g|= 3.49955D-02\n",
"\n",
"At iterate 47 f= 2.63979D+00 |proj g|= 6.89820D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
"\n",
"At iterate 22 f= 1.05117D+01 |proj g|= 6.52665D-02\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 47 51 1 0 0 6.898D-05 2.640D+00\n",
" F = 2.6397857280539805 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 99 f= 7.08209D+02 |proj g|= 3.96818D-02\n",
"\n",
"At iterate 19 f= 7.19753D+00 |proj g|= 1.10010D-01\n",
"\n",
"At iterate 23 f= 1.04426D+01 |proj g|= 8.17536D-02\n",
"\n",
"At iterate 100 f= 7.08209D+02 |proj g|= 3.91240D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 117 1 0 0 3.912D-02 7.082D+02\n",
" F = 708.20926958480129 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 20 f= 7.13994D+00 |proj g|= 1.62325D-01\n",
"\n",
"At iterate 24 f= 1.03748D+01 |proj g|= 4.91594D-02\n",
"\n",
"At iterate 21 f= 7.07876D+00 |proj g|= 1.29430D-01\n",
"\n",
"At iterate 25 f= 1.03183D+01 |proj g|= 1.75009D-01\n",
"\n",
"At iterate 26 f= 1.02899D+01 |proj g|= 3.14531D-02\n",
"\n",
"At iterate 22 f= 7.05449D+00 |proj g|= 1.12128D-01\n",
"\n",
"\n",
"At iterate 23 f= 7.01516D+00 |proj g|= 2.99945D-02\n",
"At iterate 27 f= 1.02819D+01 |proj g|= 1.61401D-02\n",
"\n",
"At iterate 24 f= 7.00791D+00 |proj g|= 1.42616D-02\n",
"\n",
"At iterate 28 f= 1.02700D+01 |proj g|= 2.83825D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.38241D+03\n",
"\n",
"At iterate 25 f= 6.99829D+00 |proj g|= 1.48352D-02\n",
"\n",
"At iterate 1 f= 9.37324D+03 |proj g|= 1.56878D+03\n",
"\n",
"At iterate 29 f= 1.02600D+01 |proj g|= 3.27790D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 26 f= 6.99536D+00 |proj g|= 6.66591D-02\n",
"\n",
"At iterate 30 f= 1.02565D+01 |proj g|= 1.15879D-01\n",
"\n",
"At iterate 2 f= 5.36557D+03 |proj g|= 4.83953D+02\n",
"\n",
"At iterate 1 f= 8.50681D+03 |proj g|= 2.53282D+03\n",
"\n",
"At iterate 27 f= 6.99194D+00 |proj g|= 2.58692D-02\n",
"\n",
"At iterate 31 f= 1.02486D+01 |proj g|= 1.33166D-02\n",
"\n",
"At iterate 3 f= 3.20948D+03 |proj g|= 9.71992D+02\n",
"\n",
"At iterate 2 f= 4.19225D+03 |proj g|= 1.23578D+03\n",
"\n",
"At iterate 28 f= 6.99122D+00 |proj g|= 8.60615D-03\n",
"\n",
"At iterate 32 f= 1.02472D+01 |proj g|= 6.69180D-03\n",
"\n",
"At iterate 4 f= 1.90205D+03 |proj g|= 3.05616D+02\n",
"\n",
"At iterate 3 f= 2.24309D+03 |proj g|= 7.02298D+02\n",
"\n",
"At iterate 33 f= 1.02449D+01 |proj g|= 7.49190D-03\n",
"\n",
"At iterate 29 f= 6.99041D+00 |proj g|= 3.59243D-03\n",
"\n",
"At iterate 4 f= 1.26212D+03 |proj g|= 3.31636D+02\n",
"\n",
"At iterate 5 f= 1.22367D+03 |proj g|= 1.91513D+02\n",
"\n",
"At iterate 30 f= 6.98930D+00 |proj g|= 9.75286D-03\n",
"\n",
"At iterate 34 f= 1.02427D+01 |proj g|= 1.05713D-02\n",
"\n",
"At iterate 5 f= 7.45783D+02 |proj g|= 1.83421D+02\n",
"\n",
"At iterate 6 f= 7.40741D+02 |proj g|= 1.00824D+02\n",
"\n",
"\n",
"At iterate 6 f= 4.31401D+02 |proj g|= 6.24342D+01\n",
"At iterate 31 f= 6.98811D+00 |proj g|= 1.04469D-02\n",
"\n",
"At iterate 35 f= 1.02417D+01 |proj g|= 8.93535D-03\n",
"\n",
"At iterate 7 f= 4.99574D+02 |proj g|= 7.66163D+01\n",
"\n",
"At iterate 36 f= 1.02409D+01 |proj g|= 3.61885D-03\n",
"\n",
"At iterate 7 f= 2.47432D+02 |proj g|= 5.95017D+01\n",
"\n",
"At iterate 8 f= 3.26446D+02 |proj g|= 4.87172D+01\n",
"\n",
"At iterate 32 f= 6.98778D+00 |proj g|= 8.41093D-03\n",
"\n",
"At iterate 8 f= 1.16209D+02 |proj g|= 2.99482D+01\n",
"\n",
"At iterate 37 f= 1.02405D+01 |proj g|= 6.22332D-03\n",
"\n",
"At iterate 9 f= 2.67695D+02 |proj g|= 3.91463D+01\n",
"\n",
"At iterate 33 f= 6.98704D+00 |proj g|= 2.76332D-03\n",
"\n",
"At iterate 38 f= 1.02402D+01 |proj g|= 1.22167D-02\n",
"\n",
"At iterate 9 f= 6.05714D+01 |proj g|= 1.12689D+01\n",
"\n",
"At iterate 10 f= 2.20013D+02 |proj g|= 1.29161D+01\n",
"\n",
"At iterate 34 f= 6.98685D+00 |proj g|= 1.76902D-03\n",
"\n",
"At iterate 39 f= 1.02400D+01 |proj g|= 7.99524D-03\n",
"\n",
"At iterate 10 f= 3.26960D+01 |proj g|= 5.33936D+00\n",
"\n",
"\n",
"At iterate 35 f= 6.98676D+00 |proj g|= 1.43315D-03\n",
"At iterate 11 f= 1.92541D+02 |proj g|= 7.22471D+00\n",
"\n",
"\n",
"At iterate 11 f= 1.67319D+01 |proj g|= 6.11600D+00\n",
"At iterate 40 f= 1.02397D+01 |proj g|= 2.90067D-03\n",
"\n",
"At iterate 36 f= 6.98672D+00 |proj g|= 4.23898D-03\n",
"\n",
"At iterate 12 f= 1.84056D+02 |proj g|= 4.36560D+00\n",
"\n",
"At iterate 12 f= 7.47440D+00 |proj g|= 2.09094D+00\n",
"\n",
"At iterate 41 f= 1.02395D+01 |proj g|= 2.68538D-03\n",
"\n",
"At iterate 37 f= 6.98667D+00 |proj g|= 8.07461D-04\n",
"\n",
"At iterate 13 f= 1.73952D+02 |proj g|= 5.00692D+00\n",
"\n",
"At iterate 13 f= 5.61599D+00 |proj g|= 6.74110D-01\n",
"\n",
"At iterate 38 f= 6.98666D+00 |proj g|= 4.73000D-04\n",
"\n",
"At iterate 42 f= 1.02395D+01 |proj g|= 1.14443D-02\n",
"\n",
"At iterate 14 f= 1.71906D+02 |proj g|= 6.27953D+00\n",
"\n",
"At iterate 14 f= 4.73935D+00 |proj g|= 4.10649D-01\n",
"\n",
"At iterate 39 f= 6.98665D+00 |proj g|= 2.75786D-03\n",
"\n",
"At iterate 43 f= 1.02394D+01 |proj g|= 1.21138D-03\n",
"\n",
"At iterate 15 f= 4.32365D+00 |proj g|= 2.34622D-01\n",
"\n",
"At iterate 15 f= 1.68773D+02 |proj g|= 1.70894D+00\n",
"\n",
"At iterate 40 f= 6.98664D+00 |proj g|= 1.14651D-03\n",
"\n",
"At iterate 44 f= 1.02393D+01 |proj g|= 6.33568D-04\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 16 f= 1.67671D+02 |proj g|= 5.61773D-01\n",
"\n",
"At iterate 16 f= 4.16685D+00 |proj g|= 1.24298D-01\n",
"\n",
"At iterate 41 f= 6.98664D+00 |proj g|= 3.44012D-04\n",
"\n",
"At iterate 45 f= 1.02393D+01 |proj g|= 6.71115D-04\n",
"\n",
"At iterate 17 f= 1.67221D+02 |proj g|= 2.19039D-01\n",
"\n",
"At iterate 17 f= 4.10183D+00 |proj g|= 7.37357D-02\n",
"\n",
"At iterate 42 f= 6.98664D+00 |proj g|= 2.92303D-04\n",
"\n",
"At iterate 46 f= 1.02393D+01 |proj g|= 8.00113D-04\n",
"\n",
"At iterate 18 f= 1.67090D+02 |proj g|= 7.64456D-01\n",
"\n",
"At iterate 18 f= 4.07183D+00 |proj g|= 1.10666D-01\n",
"\n",
"At iterate 43 f= 6.98664D+00 |proj g|= 2.44030D-04\n",
"\n",
"At iterate 19 f= 4.05751D+00 |proj g|= 2.18051D-02\n",
"\n",
"At iterate 19 f= 1.67006D+02 |proj g|= 1.74529D-01\n",
"\n",
"At iterate 44 f= 6.98663D+00 |proj g|= 3.78814D-04\n",
"\n",
"At iterate 47 f= 1.02393D+01 |proj g|= 1.15818D-03\n",
"\n",
"At iterate 45 f= 6.98663D+00 |proj g|= 3.59472D-04\n",
"\n",
"At iterate 20 f= 4.05128D+00 |proj g|= 1.17509D-02\n",
"\n",
"At iterate 20 f= 1.66970D+02 |proj g|= 1.48700D-01\n",
"\n",
"At iterate 48 f= 1.02393D+01 |proj g|= 3.04644D-04\n",
"\n",
"At iterate 46 f= 6.98663D+00 |proj g|= 6.73700D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 46 48 1 0 0 6.737D-05 6.987D+00\n",
" F = 6.9866308098329677 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 21 f= 4.04451D+00 |proj g|= 2.60130D-02\n",
"\n",
"At iterate 21 f= 1.66859D+02 |proj g|= 2.80393D-01\n",
"\n",
"At iterate 49 f= 1.02393D+01 |proj g|= 4.95984D-04\n",
"\n",
"At iterate 22 f= 4.03694D+00 |proj g|= 2.81775D-02\n",
"\n",
"At iterate 22 f= 1.66783D+02 |proj g|= 2.34019D-01\n",
"\n",
"At iterate 50 f= 1.02393D+01 |proj g|= 1.69891D-03\n",
"\n",
"At iterate 51 f= 1.02392D+01 |proj g|= 5.22093D-04\n",
"\n",
"At iterate 23 f= 1.66667D+02 |proj g|= 1.00221D+00\n",
"\n",
"At iterate 23 f= 4.03107D+00 |proj g|= 3.18047D-02\n",
"\n",
"At iterate 52 f= 1.02392D+01 |proj g|= 2.28555D-04\n",
"\n",
"At iterate 24 f= 1.66527D+02 |proj g|= 2.38477D-01\n",
"\n",
"At iterate 24 f= 4.02288D+00 |proj g|= 1.50169D-02\n",
"\n",
"At iterate 53 f= 1.02392D+01 |proj g|= 4.31793D-04\n",
"\n",
"At iterate 25 f= 1.66498D+02 |proj g|= 1.70093D-01\n",
"\n",
"At iterate 25 f= 4.01990D+00 |proj g|= 1.71324D-02\n",
"\n",
"At iterate 54 f= 1.02392D+01 |proj g|= 1.44617D-04\n",
"\n",
"At iterate 26 f= 4.01678D+00 |proj g|= 7.37501D-03\n",
"\n",
"At iterate 26 f= 1.66481D+02 |proj g|= 8.59088D-01\n",
"\n",
"At iterate 27 f= 4.01537D+00 |proj g|= 4.22581D-03\n",
"\n",
"At iterate 27 f= 1.66447D+02 |proj g|= 5.27939D-01\n",
"\n",
"At iterate 55 f= 1.02392D+01 |proj g|= 6.67328D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.72577D+03\n",
"\n",
"At iterate 28 f= 4.01450D+00 |proj g|= 3.88659D-03\n",
"\n",
"At iterate 28 f= 1.66395D+02 |proj g|= 1.59171D-01\n",
"\n",
"At iterate 56 f= 1.02392D+01 |proj g|= 1.18458D-04\n",
"\n",
"At iterate 1 f= 9.62123D+03 |proj g|= 2.33127D+03\n",
"\n",
"At iterate 29 f= 4.01368D+00 |proj g|= 2.32191D-03\n",
"\n",
"At iterate 29 f= 1.66352D+02 |proj g|= 1.65038D-01\n",
"\n",
"At iterate 2 f= 5.52213D+03 |proj g|= 1.10493D+03\n",
"\n",
"At iterate 57 f= 1.02392D+01 |proj g|= 6.69077D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 57 61 1 0 0 6.691D-05 1.024D+01\n",
" F = 10.239245461866718 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 30 f= 1.66302D+02 |proj g|= 5.22486D-01\n",
"\n",
"At iterate 3 f= 3.23088D+03 |proj g|= 8.42206D+02\n",
"\n",
"At iterate 30 f= 4.01337D+00 |proj g|= 1.19157D-02\n",
"\n",
"At iterate 4 f= 1.80014D+03 |proj g|= 3.05691D+02\n",
"\n",
"At iterate 31 f= 4.01303D+00 |proj g|= 2.48594D-03\n",
"\n",
"\n",
"At iterate 31 f= 1.66282D+02 |proj g|= 1.67364D-01\n",
"At iterate 5 f= 9.97250D+02 |proj g|= 1.16129D+02\n",
"\n",
"At iterate 32 f= 4.01295D+00 |proj g|= 1.49502D-03\n",
"\n",
"At iterate 32 f= 1.66267D+02 |proj g|= 8.59299D-02\n",
"\n",
"At iterate 6 f= 6.73331D+02 |proj g|= 1.10122D+02\n",
"\n",
"At iterate 33 f= 4.01282D+00 |proj g|= 1.02191D-03\n",
"\n",
"At iterate 33 f= 1.66245D+02 |proj g|= 9.58551D-02\n",
"\n",
"At iterate 7 f= 3.98422D+02 |proj g|= 5.55533D+01\n",
"\n",
"At iterate 34 f= 4.01272D+00 |proj g|= 4.29885D-03\n",
"\n",
"At iterate 34 f= 1.66201D+02 |proj g|= 1.41670D-01\n",
"\n",
"At iterate 8 f= 2.27730D+02 |proj g|= 1.99240D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 35 f= 4.01269D+00 |proj g|= 3.44229D-03\n",
"\n",
"At iterate 9 f= 1.48303D+02 |proj g|= 1.22199D+01\n",
"\n",
"At iterate 1 f= 8.62752D+03 |proj g|= 4.40212D+03\n",
"\n",
"At iterate 36 f= 4.01265D+00 |proj g|= 7.97571D-04\n",
"\n",
"At iterate 35 f= 1.66181D+02 |proj g|= 3.28188D-01\n",
"\n",
"At iterate 10 f= 9.40160D+01 |proj g|= 7.03608D+00\n",
"\n",
"At iterate 2 f= 6.38474D+03 |proj g|= 3.44309D+03\n",
"\n",
"\n",
"At iterate 36 f= 1.66138D+02 |proj g|= 1.32978D-01\n",
"At iterate 37 f= 4.01264D+00 |proj g|= 8.32338D-04\n",
"\n",
"At iterate 11 f= 5.66973D+01 |proj g|= 7.21733D+00\n",
"\n",
"At iterate 3 f= 2.33671D+03 |proj g|= 1.21223D+03\n",
"\n",
"At iterate 38 f= 4.01262D+00 |proj g|= 8.58958D-04\n",
"\n",
"At iterate 37 f= 1.66129D+02 |proj g|= 4.29256D-01\n",
"\n",
"At iterate 39 f= 4.01260D+00 |proj g|= 8.73231D-04\n",
"\n",
"\n",
"At iterate 38 f= 1.66121D+02 |proj g|= 9.99260D-02\n",
"At iterate 4 f= 1.40402D+03 |proj g|= 6.90826D+02\n",
"\n",
"At iterate 12 f= 4.58085D+01 |proj g|= 1.01868D+01\n",
"\n",
"At iterate 5 f= 8.13749D+02 |proj g|= 2.87872D+02\n",
"\n",
"At iterate 39 f= 1.66120D+02 |proj g|= 5.53437D-02\n",
"\n",
"At iterate 13 f= 3.02993D+01 |proj g|= 3.63049D+00\n",
"\n",
"At iterate 6 f= 5.01642D+02 |proj g|= 1.79544D+02\n",
"\n",
"At iterate 40 f= 1.66115D+02 |proj g|= 1.15432D-01\n",
"\n",
"At iterate 40 f= 4.01260D+00 |proj g|= 1.05635D-03\n",
"\n",
"At iterate 14 f= 2.28059D+01 |proj g|= 1.89713D+00\n",
"\n",
"At iterate 41 f= 1.66109D+02 |proj g|= 1.79906D-01\n",
"\n",
"At iterate 7 f= 3.10982D+02 |proj g|= 9.96465D+01\n",
"\n",
"At iterate 41 f= 4.01259D+00 |proj g|= 2.59199D-04\n",
"\n",
"At iterate 15 f= 1.66025D+01 |proj g|= 9.34838D-01\n",
"\n",
"At iterate 42 f= 1.66095D+02 |proj g|= 1.89031D-01\n",
"\n",
"At iterate 8 f= 1.85201D+02 |proj g|= 5.34773D+01\n",
"\n",
"At iterate 42 f= 4.01259D+00 |proj g|= 6.53603D-04\n",
"\n",
"At iterate 16 f= 1.32549D+01 |proj g|= 6.39455D-01\n",
"\n",
"At iterate 9 f= 9.92332D+01 |proj g|= 1.48665D+01\n",
"\n",
"At iterate 43 f= 4.01259D+00 |proj g|= 1.63159D-04\n",
"\n",
"At iterate 10 f= 5.10747D+01 |proj g|= 9.24321D+00\n",
"\n",
"At iterate 43 f= 1.66091D+02 |proj g|= 1.59844D-01\n",
"\n",
"At iterate 44 f= 4.01259D+00 |proj g|= 1.50388D-04\n",
"\n",
"At iterate 17 f= 1.16553D+01 |proj g|= 8.14625D-01\n",
"\n",
"At iterate 11 f= 2.39454D+01 |proj g|= 3.13889D+00\n",
"\n",
"At iterate 44 f= 1.66079D+02 |proj g|= 7.43659D-02\n",
"\n",
"At iterate 45 f= 4.01259D+00 |proj g|= 3.07287D-04\n",
"\n",
"At iterate 18 f= 1.11525D+01 |proj g|= 1.10370D+00\n",
"\n",
"At iterate 12 f= 1.70069D+01 |proj g|= 1.02499D+01\n",
"\n",
"At iterate 19 f= 1.04318D+01 |proj g|= 7.46028D-01\n",
"\n",
"At iterate 45 f= 1.66071D+02 |proj g|= 1.20658D-01\n",
"\n",
"At iterate 46 f= 4.01258D+00 |proj g|= 2.29058D-04\n",
"\n",
"At iterate 13 f= 7.10575D+00 |proj g|= 1.93648D+00\n",
"\n",
"At iterate 20 f= 9.47200D+00 |proj g|= 3.24211D-01\n",
"\n",
"At iterate 46 f= 1.66064D+02 |proj g|= 9.91318D-02\n",
"\n",
"At iterate 14 f= 5.42795D+00 |proj g|= 8.58915D-01\n",
"\n",
"At iterate 47 f= 4.01258D+00 |proj g|= 4.82285D-04\n",
"\n",
"At iterate 47 f= 1.66060D+02 |proj g|= 2.07397D-01\n",
"\n",
"At iterate 21 f= 9.22688D+00 |proj g|= 4.21816D-01\n",
"\n",
"At iterate 48 f= 4.01258D+00 |proj g|= 5.17177D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"\n",
" 3176 48 53 1 0 0 5.172D-05 4.013D+00\n",
"At iterate 15 f= 3.91294D+00 |proj g|= 5.19764D-01\n",
" F = 4.0125833567426072 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 48 f= 1.66054D+02 |proj g|= 1.28501D-01\n",
"\n",
"At iterate 22 f= 9.16773D+00 |proj g|= 1.39948D-01\n",
"\n",
"At iterate 16 f= 3.33493D+00 |proj g|= 2.94947D-01\n",
"\n",
"At iterate 49 f= 1.66048D+02 |proj g|= 4.15826D-01\n",
"\n",
"At iterate 23 f= 9.06852D+00 |proj g|= 6.12297D-02\n",
"\n",
"At iterate 17 f= 3.09161D+00 |proj g|= 1.55861D-01\n",
"\n",
"At iterate 50 f= 1.66046D+02 |proj g|= 5.10165D-01\n",
"\n",
"At iterate 24 f= 8.94229D+00 |proj g|= 8.26150D-02\n",
"\n",
"At iterate 18 f= 2.99311D+00 |proj g|= 9.17248D-02\n",
"\n",
"At iterate 51 f= 1.66041D+02 |proj g|= 8.35412D-02\n",
"\n",
"At iterate 19 f= 2.91743D+00 |proj g|= 9.17474D-02\n",
"\n",
"At iterate 52 f= 1.66040D+02 |proj g|= 3.53245D-02\n",
"\n",
"At iterate 25 f= 8.78698D+00 |proj g|= 1.86494D-01\n",
"\n",
"At iterate 20 f= 2.84756D+00 |proj g|= 4.39150D-02\n",
"\n",
"At iterate 53 f= 1.66038D+02 |proj g|= 3.28394D-02\n",
"\n",
"At iterate 26 f= 8.66154D+00 |proj g|= 1.86600D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 21 f= 2.80379D+00 |proj g|= 1.25109D-01\n",
"\n",
"At iterate 54 f= 1.66036D+02 |proj g|= 1.11393D-01\n",
"\n",
"At iterate 27 f= 8.56770D+00 |proj g|= 7.20604D-02\n",
"\n",
"At iterate 1 f= 8.52364D+03 |proj g|= 4.02102D+03\n",
"\n",
"At iterate 22 f= 2.76051D+00 |proj g|= 3.78937D-02\n",
"\n",
"At iterate 55 f= 1.66032D+02 |proj g|= 5.74257D-02\n",
"\n",
"At iterate 28 f= 8.52563D+00 |proj g|= 9.16659D-02\n",
"\n",
"At iterate 2 f= 5.97174D+03 |proj g|= 3.00301D+03\n",
"\n",
"At iterate 23 f= 2.74778D+00 |proj g|= 2.37443D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
"[Parallel(n_jobs=4)]: Done 154 tasks | elapsed: 12.2s\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 56 f= 1.66030D+02 |proj g|= 2.11888D-02\n",
"\n",
"At iterate 29 f= 8.51391D+00 |proj g|= 1.61414D-01\n",
"\n",
"At iterate 3 f= 2.44712D+03 |proj g|= 1.18952D+03\n",
"\n",
"At iterate 24 f= 2.73393D+00 |proj g|= 2.59045D-02\n",
"\n",
"At iterate 4 f= 1.46720D+03 |proj g|= 6.78415D+02\n",
"\n",
"At iterate 30 f= 8.43716D+00 |proj g|= 4.63061D-02\n",
"\n",
"At iterate 57 f= 1.66027D+02 |proj g|= 3.08758D-02\n",
"\n",
"At iterate 25 f= 2.72774D+00 |proj g|= 4.36423D-02\n",
"\n",
"At iterate 58 f= 1.66024D+02 |proj g|= 5.49393D-02\n",
"\n",
"\n",
"At iterate 5 f= 8.62006D+02 |proj g|= 3.01873D+02\n",
"At iterate 31 f= 8.41769D+00 |proj g|= 2.90277D-02\n",
"\n",
"At iterate 26 f= 2.72197D+00 |proj g|= 7.14768D-02\n",
"\n",
"At iterate 59 f= 1.66020D+02 |proj g|= 3.11459D-02\n",
"\n",
"At iterate 6 f= 5.34272D+02 |proj g|= 1.82979D+02\n",
"\n",
"At iterate 27 f= 2.71360D+00 |proj g|= 4.64990D-02\n",
"\n",
"At iterate 32 f= 8.37686D+00 |proj g|= 5.49391D-02\n",
"\n",
"At iterate 7 f= 3.15870D+02 |proj g|= 6.75451D+01\n",
"\n",
"At iterate 33 f= 8.35479D+00 |proj g|= 1.06434D-01\n",
"\n",
"At iterate 28 f= 2.69623D+00 |proj g|= 1.97363D-02\n",
"\n",
"At iterate 8 f= 1.96744D+02 |proj g|= 3.78912D+01\n",
"\n",
"At iterate 60 f= 1.66020D+02 |proj g|= 3.99038D-02\n",
"\n",
"At iterate 29 f= 2.68723D+00 |proj g|= 1.94756D-02\n",
"\n",
"At iterate 34 f= 8.33680D+00 |proj g|= 4.17348D-02\n",
"\n",
"At iterate 9 f= 9.56412D+01 |proj g|= 8.85102D+00\n",
"\n",
"At iterate 61 f= 1.66019D+02 |proj g|= 2.31667D-02\n",
"\n",
"At iterate 30 f= 2.66992D+00 |proj g|= 3.09585D-02\n",
"\n",
"At iterate 35 f= 8.32628D+00 |proj g|= 3.29283D-02\n",
"\n",
"At iterate 62 f= 1.66018D+02 |proj g|= 1.54921D-01\n",
"\n",
"At iterate 10 f= 4.90471D+01 |proj g|= 6.01457D+00\n",
"\n",
"At iterate 31 f= 2.66512D+00 |proj g|= 3.21736D-02\n",
"\n",
"At iterate 36 f= 8.31958D+00 |proj g|= 2.85390D-02\n",
"\n",
"At iterate 63 f= 1.66017D+02 |proj g|= 4.14710D-02\n",
"\n",
"At iterate 11 f= 3.64060D+01 |proj g|= 1.04346D+01\n",
"\n",
"At iterate 32 f= 2.65497D+00 |proj g|= 1.83364D-02\n",
"\n",
"At iterate 37 f= 8.31301D+00 |proj g|= 2.16073D-02\n",
"\n",
"At iterate 64 f= 1.66015D+02 |proj g|= 5.40073D-02\n",
"\n",
"At iterate 33 f= 2.65146D+00 |proj g|= 1.00544D-02\n",
"\n",
"At iterate 12 f= 1.84546D+01 |proj g|= 6.14433D+00\n",
"\n",
"At iterate 38 f= 8.30973D+00 |proj g|= 3.23632D-02\n",
"\n",
"At iterate 65 f= 1.66013D+02 |proj g|= 3.41501D-02\n",
"\n",
"At iterate 34 f= 2.64949D+00 |proj g|= 3.05182D-02\n",
"\n",
"At iterate 39 f= 8.30732D+00 |proj g|= 1.44902D-02\n",
"\n",
"At iterate 13 f= 7.86817D+00 |proj g|= 1.55198D+00\n",
"\n",
"At iterate 35 f= 2.64737D+00 |proj g|= 1.92181D-02\n",
"\n",
"At iterate 14 f= 5.89968D+00 |proj g|= 9.53465D-01\n",
"\n",
"At iterate 40 f= 8.30449D+00 |proj g|= 7.89592D-03\n",
"\n",
"At iterate 66 f= 1.66012D+02 |proj g|= 6.27960D-02\n",
"\n",
"At iterate 15 f= 4.84422D+00 |proj g|= 6.83347D-01\n",
"\n",
"At iterate 36 f= 2.64435D+00 |proj g|= 1.14276D-02\n",
"\n",
"At iterate 41 f= 8.30319D+00 |proj g|= 6.45659D-03\n",
"\n",
"At iterate 67 f= 1.66012D+02 |proj g|= 4.86369D-02\n",
"\n",
"At iterate 16 f= 3.73445D+00 |proj g|= 2.99579D-01\n",
"\n",
"At iterate 42 f= 8.30159D+00 |proj g|= 1.04234D-02\n",
"\n",
"At iterate 37 f= 2.64241D+00 |proj g|= 8.15291D-03\n",
"\n",
"At iterate 68 f= 1.66010D+02 |proj g|= 3.90580D-02\n",
"\n",
"At iterate 38 f= 2.64127D+00 |proj g|= 4.23837D-02\n",
"\n",
"At iterate 17 f= 3.43409D+00 |proj g|= 1.49692D-01\n",
"\n",
"At iterate 69 f= 1.66008D+02 |proj g|= 1.62181D-02\n",
"\n",
"At iterate 18 f= 3.31793D+00 |proj g|= 6.40507D-02\n",
"\n",
"At iterate 39 f= 2.63741D+00 |proj g|= 7.73769D-03\n",
"\n",
"At iterate 43 f= 8.30085D+00 |proj g|= 8.65228D-03\n",
"\n",
"At iterate 70 f= 1.66007D+02 |proj g|= 1.85545D-02\n",
"\n",
"At iterate 19 f= 3.27660D+00 |proj g|= 3.44313D-02\n",
"\n",
"At iterate 40 f= 2.63663D+00 |proj g|= 4.96550D-03\n",
"\n",
"At iterate 44 f= 8.30036D+00 |proj g|= 4.60989D-03\n",
"\n",
"At iterate 71 f= 1.66005D+02 |proj g|= 2.04236D-02\n",
"\n",
"At iterate 20 f= 3.24953D+00 |proj g|= 4.43163D-02\n",
"\n",
"At iterate 45 f= 8.29989D+00 |proj g|= 8.70747D-03\n",
"\n",
"At iterate 41 f= 2.63609D+00 |proj g|= 5.54480D-03\n",
"\n",
"At iterate 21 f= 3.23275D+00 |proj g|= 6.10470D-02\n",
"\n",
"At iterate 72 f= 1.66005D+02 |proj g|= 4.84269D-02\n",
"\n",
"At iterate 46 f= 8.29963D+00 |proj g|= 9.27917D-03\n",
"\n",
"At iterate 42 f= 2.63490D+00 |proj g|= 9.14558D-03\n",
"\n",
"At iterate 22 f= 3.21808D+00 |proj g|= 6.74316D-02\n",
"\n",
"At iterate 47 f= 8.29933D+00 |proj g|= 7.42047D-03\n",
"\n",
"At iterate 73 f= 1.66004D+02 |proj g|= 3.07032D-02\n",
"\n",
"At iterate 23 f= 3.21125D+00 |proj g|= 3.81827D-02\n",
"\n",
"At iterate 48 f= 8.29871D+00 |proj g|= 4.91920D-03\n",
"\n",
"At iterate 74 f= 1.66003D+02 |proj g|= 7.79307D-02\n",
"\n",
"At iterate 43 f= 2.63448D+00 |proj g|= 8.86936D-03\n",
"\n",
"At iterate 24 f= 3.20508D+00 |proj g|= 2.86713D-02\n",
"\n",
"At iterate 49 f= 8.29846D+00 |proj g|= 7.04270D-03\n",
"\n",
"At iterate 75 f= 1.66002D+02 |proj g|= 1.77692D-01\n",
"\n",
"At iterate 44 f= 2.63398D+00 |proj g|= 4.82742D-03\n",
"\n",
"At iterate 50 f= 8.29826D+00 |proj g|= 9.53084D-03\n",
"\n",
"At iterate 76 f= 1.66001D+02 |proj g|= 2.82820D-02\n",
"\n",
"At iterate 45 f= 2.63383D+00 |proj g|= 2.95298D-03\n",
"\n",
"At iterate 25 f= 3.19962D+00 |proj g|= 3.05284D-02\n",
"\n",
"At iterate 51 f= 8.29812D+00 |proj g|= 5.29272D-03\n",
"\n",
"At iterate 77 f= 1.66001D+02 |proj g|= 1.10026D-02\n",
"\n",
"At iterate 46 f= 2.63364D+00 |proj g|= 2.93975D-03\n",
"\n",
"At iterate 26 f= 3.19506D+00 |proj g|= 2.07634D-02\n",
"\n",
"At iterate 78 f= 1.66001D+02 |proj g|= 6.23996D-03\n",
"\n",
"At iterate 52 f= 8.29801D+00 |proj g|= 2.26271D-03\n",
"\n",
"At iterate 47 f= 2.63346D+00 |proj g|= 6.06940D-03\n",
"\n",
"At iterate 27 f= 3.18796D+00 |proj g|= 1.45685D-02\n",
"\n",
"At iterate 53 f= 8.29794D+00 |proj g|= 2.94714D-03\n",
"\n",
"At iterate 48 f= 2.63324D+00 |proj g|= 3.41883D-03\n",
"\n",
"At iterate 28 f= 3.17425D+00 |proj g|= 2.43748D-02\n",
"\n",
"At iterate 79 f= 1.66001D+02 |proj g|= 3.54331D-02\n",
"\n",
"At iterate 54 f= 8.29781D+00 |proj g|= 3.65423D-03\n",
"\n",
"At iterate 49 f= 2.63311D+00 |proj g|= 2.32651D-03\n",
"\n",
"At iterate 29 f= 3.17080D+00 |proj g|= 9.71783D-03\n",
"\n",
"At iterate 80 f= 1.66001D+02 |proj g|= 3.23004D-02\n",
"\n",
"At iterate 55 f= 8.29769D+00 |proj g|= 1.61676D-03\n",
"\n",
"At iterate 50 f= 2.63305D+00 |proj g|= 1.12611D-03\n",
"\n",
"At iterate 30 f= 3.16909D+00 |proj g|= 4.99026D-03\n",
"\n",
"At iterate 56 f= 8.29763D+00 |proj g|= 2.05039D-03\n",
"\n",
"At iterate 81 f= 1.66000D+02 |proj g|= 1.64588D-02\n",
"\n",
"At iterate 51 f= 2.63301D+00 |proj g|= 8.60104D-04\n",
"\n",
"At iterate 31 f= 3.16644D+00 |proj g|= 4.81854D-03\n",
"\n",
"At iterate 82 f= 1.66000D+02 |proj g|= 9.39100D-03\n",
"\n",
"At iterate 57 f= 8.29761D+00 |proj g|= 1.40827D-03\n",
"\n",
"At iterate 83 f= 1.66000D+02 |proj g|= 1.43736D-02\n",
"\n",
"At iterate 52 f= 2.63299D+00 |proj g|= 3.88179D-03\n",
"\n",
"At iterate 32 f= 3.16512D+00 |proj g|= 1.59554D-02\n",
"\n",
"At iterate 58 f= 8.29760D+00 |proj g|= 1.34911D-03\n",
"\n",
"At iterate 84 f= 1.66000D+02 |proj g|= 2.06175D-02\n",
"\n",
"At iterate 53 f= 2.63293D+00 |proj g|= 2.61317D-03\n",
"\n",
"At iterate 33 f= 3.16295D+00 |proj g|= 8.93436D-03\n",
"\n",
"At iterate 59 f= 8.29758D+00 |proj g|= 8.74439D-04\n",
"\n",
"At iterate 54 f= 2.63288D+00 |proj g|= 7.36596D-04\n",
"\n",
"At iterate 34 f= 3.16137D+00 |proj g|= 3.86027D-03\n",
"\n",
"At iterate 85 f= 1.65999D+02 |proj g|= 6.89072D-02\n",
"\n",
"At iterate 60 f= 8.29756D+00 |proj g|= 1.72759D-03\n",
"\n",
"At iterate 55 f= 2.63285D+00 |proj g|= 1.48084D-03\n",
"\n",
"At iterate 35 f= 3.16029D+00 |proj g|= 1.46602D-02\n",
"\n",
"At iterate 86 f= 1.65999D+02 |proj g|= 4.16985D-02\n",
"\n",
"At iterate 61 f= 8.29756D+00 |proj g|= 2.36067D-03\n",
"\n",
"At iterate 56 f= 2.63282D+00 |proj g|= 2.53768D-03\n",
"\n",
"At iterate 36 f= 3.15990D+00 |proj g|= 5.10593D-03\n",
"\n",
"At iterate 87 f= 1.65999D+02 |proj g|= 7.23930D-03\n",
"\n",
"At iterate 62 f= 8.29755D+00 |proj g|= 5.54704D-04\n",
"\n",
"At iterate 57 f= 2.63278D+00 |proj g|= 1.51191D-03\n",
"\n",
"At iterate 88 f= 1.65999D+02 |proj g|= 1.97538D-02\n",
"\n",
"At iterate 37 f= 3.15972D+00 |proj g|= 2.21741D-03\n",
"\n",
"At iterate 63 f= 8.29755D+00 |proj g|= 5.52525D-04\n",
"\n",
"At iterate 58 f= 2.63274D+00 |proj g|= 7.67076D-04\n",
"\n",
"At iterate 89 f= 1.65998D+02 |proj g|= 9.64372D-03\n",
"\n",
"At iterate 38 f= 3.15955D+00 |proj g|= 1.62569D-03\n",
"\n",
"At iterate 64 f= 8.29755D+00 |proj g|= 5.42234D-04\n",
"\n",
"At iterate 59 f= 2.63271D+00 |proj g|= 9.55251D-04\n",
"\n",
"At iterate 90 f= 1.65998D+02 |proj g|= 9.32308D-02\n",
"\n",
"At iterate 39 f= 3.15937D+00 |proj g|= 2.20205D-03\n",
"\n",
"At iterate 65 f= 8.29755D+00 |proj g|= 4.10165D-04\n",
"\n",
"At iterate 60 f= 2.63270D+00 |proj g|= 1.40151D-03\n",
"\n",
"At iterate 91 f= 1.65998D+02 |proj g|= 4.28606D-02\n",
"\n",
"At iterate 40 f= 3.15913D+00 |proj g|= 4.03245D-03\n",
"\n",
"At iterate 66 f= 8.29755D+00 |proj g|= 2.26498D-04\n",
"\n",
"At iterate 92 f= 1.65998D+02 |proj g|= 8.18641D-03\n",
"\n",
"At iterate 67 f= 8.29754D+00 |proj g|= 4.31489D-04\n",
"\n",
"At iterate 61 f= 2.63269D+00 |proj g|= 8.03158D-04\n",
"\n",
"At iterate 41 f= 3.15903D+00 |proj g|= 2.30244D-03\n",
"\n",
"At iterate 93 f= 1.65998D+02 |proj g|= 1.61675D-02\n",
"\n",
"At iterate 68 f= 8.29754D+00 |proj g|= 2.56922D-04\n",
"\n",
"At iterate 62 f= 2.63268D+00 |proj g|= 3.80188D-04\n",
"\n",
"At iterate 42 f= 3.15898D+00 |proj g|= 1.21746D-03\n",
"\n",
"At iterate 94 f= 1.65998D+02 |proj g|= 1.78746D-02\n",
"\n",
"At iterate 69 f= 8.29754D+00 |proj g|= 2.00661D-04\n",
"\n",
"At iterate 63 f= 2.63268D+00 |proj g|= 2.89999D-04\n",
"\n",
"At iterate 95 f= 1.65997D+02 |proj g|= 1.22934D-02\n",
"\n",
"At iterate 43 f= 3.15894D+00 |proj g|= 1.02542D-03\n",
"\n",
"At iterate 70 f= 8.29754D+00 |proj g|= 2.09987D-04\n",
"\n",
"At iterate 64 f= 2.63267D+00 |proj g|= 3.50782D-04\n",
"\n",
"At iterate 96 f= 1.65997D+02 |proj g|= 3.23876D-02\n",
"\n",
"At iterate 44 f= 3.15888D+00 |proj g|= 1.28940D-03\n",
"\n",
"At iterate 71 f= 8.29754D+00 |proj g|= 1.23849D-04\n",
"\n",
"At iterate 97 f= 1.65997D+02 |proj g|= 1.88574D-02\n",
"\n",
"At iterate 45 f= 3.15886D+00 |proj g|= 4.35565D-03\n",
"\n",
"At iterate 65 f= 2.63267D+00 |proj g|= 1.15562D-03\n",
"\n",
"At iterate 72 f= 8.29754D+00 |proj g|= 2.38607D-04\n",
"\n",
"At iterate 98 f= 1.65997D+02 |proj g|= 1.02677D-02\n",
"\n",
"At iterate 46 f= 3.15879D+00 |proj g|= 9.17550D-04\n",
"\n",
"At iterate 66 f= 2.63267D+00 |proj g|= 6.62227D-04\n",
"\n",
"At iterate 99 f= 1.65997D+02 |proj g|= 8.43086D-03\n",
"\n",
"At iterate 47 f= 3.15878D+00 |proj g|= 6.11549D-04\n",
"\n",
"At iterate 73 f= 8.29754D+00 |proj g|= 2.22245D-04\n",
"\n",
"At iterate 67 f= 2.63266D+00 |proj g|= 2.32686D-04\n",
"\n",
"At iterate 100 f= 1.65997D+02 |proj g|= 1.33481D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 112 1 0 0 1.335D-02 1.660D+02\n",
" F = 165.99697734008902 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 48 f= 3.15878D+00 |proj g|= 5.00516D-04\n",
"\n",
"At iterate 68 f= 2.63266D+00 |proj g|= 2.14069D-04\n",
"\n",
"At iterate 74 f= 8.29754D+00 |proj g|= 1.75247D-04\n",
"\n",
"At iterate 75 f= 8.29754D+00 |proj g|= 1.07865D-04\n",
"\n",
"At iterate 69 f= 2.63266D+00 |proj g|= 2.55482D-04\n",
"\n",
"At iterate 49 f= 3.15877D+00 |proj g|= 1.09408D-03\n",
"\n",
"At iterate 76 f= 8.29754D+00 |proj g|= 8.38964D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 76 84 1 0 0 8.390D-05 8.298D+00\n",
" F = 8.2975413735782215 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 50 f= 3.15876D+00 |proj g|= 8.14541D-04\n",
"\n",
"At iterate 70 f= 2.63266D+00 |proj g|= 2.98415D-04\n",
"\n",
"At iterate 51 f= 3.15875D+00 |proj g|= 2.81992D-04\n",
"\n",
"At iterate 71 f= 2.63266D+00 |proj g|= 1.53673D-04\n",
"\n",
"At iterate 52 f= 3.15875D+00 |proj g|= 4.62419D-04\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 72 f= 2.63266D+00 |proj g|= 1.11724D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98701D+03\n",
"\n",
"At iterate 53 f= 3.15875D+00 |proj g|= 5.31887D-04\n",
"\n",
"At iterate 73 f= 2.63266D+00 |proj g|= 1.87820D-04\n",
"\n",
"At iterate 1 f= 8.15993D+03 |proj g|= 3.90779D+03\n",
"\n",
"At iterate 54 f= 3.15875D+00 |proj g|= 1.59816D-04\n",
"\n",
"At iterate 2 f= 5.45945D+03 |proj g|= 2.87179D+03\n",
"\n",
"At iterate 74 f= 2.63266D+00 |proj g|= 2.72000D-04\n",
"\n",
"At iterate 55 f= 3.15875D+00 |proj g|= 2.21255D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 3 f= 2.06038D+03 |proj g|= 1.12096D+03\n",
"\n",
"At iterate 56 f= 3.15874D+00 |proj g|= 2.41572D-04\n",
"\n",
"At iterate 75 f= 2.63266D+00 |proj g|= 1.79981D-04\n",
"\n",
"At iterate 1 f= 8.46043D+03 |proj g|= 4.33327D+03\n",
"\n",
"At iterate 4 f= 1.13148D+03 |proj g|= 6.16149D+02\n",
"\n",
"At iterate 76 f= 2.63266D+00 |proj g|= 8.01440D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 76 82 1 0 0 8.014D-05 2.633D+00\n",
" F = 2.6326576282233733 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 57 f= 3.15874D+00 |proj g|= 1.28286D-04\n",
"\n",
"At iterate 2 f= 6.22727D+03 |proj g|= 3.38042D+03\n",
"\n",
"At iterate 5 f= 6.27003D+02 |proj g|= 2.95034D+02\n",
"\n",
"At iterate 3 f= 2.29723D+03 |proj g|= 1.24067D+03\n",
"\n",
"At iterate 6 f= 3.75349D+02 |proj g|= 1.70116D+02\n",
"\n",
"At iterate 58 f= 3.15874D+00 |proj g|= 2.62741D-04\n",
"\n",
"At iterate 4 f= 1.34877D+03 |proj g|= 6.99454D+02\n",
"\n",
"At iterate 7 f= 2.16787D+02 |proj g|= 7.66545D+01\n",
"\n",
"At iterate 59 f= 3.15874D+00 |proj g|= 1.03758D-04\n",
"\n",
"At iterate 5 f= 7.68963D+02 |proj g|= 3.14492D+02\n",
"\n",
"At iterate 8 f= 1.06218D+02 |proj g|= 3.33896D+01\n",
"\n",
"At iterate 60 f= 3.15874D+00 |proj g|= 1.28328D-04\n",
"\n",
"At iterate 6 f= 4.67716D+02 |proj g|= 1.88772D+02\n",
"\n",
"At iterate 9 f= 6.30287D+01 |proj g|= 1.51326D+01\n",
"\n",
"At iterate 61 f= 3.15874D+00 |proj g|= 6.18501D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 61 67 1 0 0 6.185D-05 3.159D+00\n",
" F = 3.1587412931321710 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 7 f= 2.67281D+02 |proj g|= 8.36237D+01\n",
"\n",
"At iterate 10 f= 3.11505D+01 |proj g|= 4.32885D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 8 f= 1.62906D+02 |proj g|= 4.83217D+01\n",
"\n",
"At iterate 11 f= 1.14707D+01 |proj g|= 4.37835D+00\n",
"\n",
"At iterate 1 f= 8.74436D+03 |proj g|= 4.12054D+03\n",
"\n",
"At iterate 9 f= 8.65509D+01 |proj g|= 1.30302D+01\n",
"\n",
"At iterate 12 f= 4.60426D+00 |proj g|= 1.37135D+00\n",
"\n",
"At iterate 2 f= 6.20150D+03 |proj g|= 3.10125D+03\n",
"\n",
"At iterate 10 f= 4.31879D+01 |proj g|= 9.12422D+00\n",
"\n",
"At iterate 13 f= 3.73763D+00 |proj g|= 6.75439D-01\n",
"\n",
"At iterate 3 f= 2.50281D+03 |proj g|= 1.16631D+03\n",
"\n",
"At iterate 14 f= 2.37322D+00 |proj g|= 7.83665D-01\n",
"\n",
"At iterate 11 f= 2.28737D+01 |proj g|= 4.63919D+00\n",
"\n",
"At iterate 4 f= 1.52955D+03 |proj g|= 6.76333D+02\n",
"\n",
"At iterate 15 f= 1.98862D+00 |proj g|= 2.38907D-01\n",
"\n",
"At iterate 12 f= 1.18933D+01 |proj g|= 4.77728D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 5 f= 9.00128D+02 |proj g|= 2.79991D+02\n",
"\n",
"At iterate 16 f= 1.92589D+00 |proj g|= 1.49859D-01\n",
"\n",
"At iterate 13 f= 6.63907D+00 |proj g|= 2.82978D+00\n",
"\n",
"At iterate 1 f= 9.98643D+03 |proj g|= 4.63098D+03\n",
"\n",
"At iterate 6 f= 5.42629D+02 |proj g|= 1.79539D+02\n",
"\n",
"At iterate 17 f= 1.87081D+00 |proj g|= 7.81770D-02\n",
"\n",
"At iterate 14 f= 4.87977D+00 |proj g|= 1.30929D+00\n",
"\n",
"At iterate 2 f= 8.00588D+03 |proj g|= 3.64256D+03\n",
"\n",
"At iterate 7 f= 3.12525D+02 |proj g|= 7.99008D+01\n",
"\n",
"At iterate 18 f= 1.81458D+00 |proj g|= 3.04596D-02\n",
"\n",
"At iterate 3 f= 3.46413D+03 |proj g|= 8.22710D+02\n",
"\n",
"At iterate 15 f= 3.55124D+00 |proj g|= 5.52544D-01\n",
"\n",
"At iterate 8 f= 1.89641D+02 |proj g|= 3.47406D+01\n",
"\n",
"At iterate 19 f= 1.77530D+00 |proj g|= 2.95427D-02\n",
"\n",
"At iterate 4 f= 2.46019D+03 |proj g|= 3.29443D+02\n",
"\n",
"At iterate 16 f= 2.98868D+00 |proj g|= 2.85885D-01\n",
"\n",
"At iterate 9 f= 9.86880D+01 |proj g|= 1.54627D+01\n",
"\n",
"At iterate 5 f= 1.90492D+03 |proj g|= 5.74642D+02\n",
"\n",
"At iterate 17 f= 2.76824D+00 |proj g|= 1.51140D-01\n",
"\n",
"At iterate 20 f= 1.76345D+00 |proj g|= 3.55803D-02\n",
"\n",
"At iterate 10 f= 5.68810D+01 |proj g|= 2.48372D+01\n",
"\n",
"At iterate 6 f= 1.19213D+03 |proj g|= 1.49328D+02\n",
"\n",
"At iterate 18 f= 2.68943D+00 |proj g|= 8.88458D-02\n",
"\n",
"At iterate 21 f= 1.75481D+00 |proj g|= 3.91917D-02\n",
"\n",
"At iterate 7 f= 9.48684D+02 |proj g|= 1.19879D+02\n",
"\n",
"At iterate 11 f= 2.53743D+01 |proj g|= 4.23558D+00\n",
"\n",
"At iterate 19 f= 2.63483D+00 |proj g|= 5.25580D-02\n",
"\n",
"At iterate 8 f= 7.63288D+02 |proj g|= 1.05862D+02\n",
"\n",
"At iterate 22 f= 1.73167D+00 |proj g|= 2.38532D-02\n",
"\n",
"At iterate 12 f= 1.78838D+01 |proj g|= 2.40918D+00\n",
"\n",
"At iterate 20 f= 2.55319D+00 |proj g|= 2.52956D-02\n",
"\n",
"At iterate 9 f= 6.35764D+02 |proj g|= 8.30148D+01\n",
"\n",
"At iterate 23 f= 1.72612D+00 |proj g|= 1.18400D-02\n",
"\n",
"At iterate 13 f= 9.67219D+00 |proj g|= 2.58572D+00\n",
"\n",
"At iterate 21 f= 2.48757D+00 |proj g|= 6.56993D-02\n",
"\n",
"At iterate 10 f= 5.01591D+02 |proj g|= 6.94502D+01\n",
"\n",
"At iterate 24 f= 1.72401D+00 |proj g|= 7.17839D-03\n",
"\n",
"At iterate 14 f= 6.31837D+00 |proj g|= 1.75152D+00\n",
"\n",
"At iterate 25 f= 1.72246D+00 |proj g|= 1.08922D-02\n",
"\n",
"At iterate 15 f= 4.27401D+00 |proj g|= 4.88784D-01\n",
"\n",
"At iterate 22 f= 2.47379D+00 |proj g|= 3.61076D-02\n",
"\n",
"At iterate 11 f= 4.50749D+02 |proj g|= 4.50505D+01\n",
"\n",
"At iterate 26 f= 1.71860D+00 |proj g|= 1.08328D-02\n",
"\n",
"At iterate 16 f= 4.03258D+00 |proj g|= 4.28434D-01\n",
"\n",
"At iterate 23 f= 2.46592D+00 |proj g|= 2.47488D-02\n",
"\n",
"At iterate 12 f= 3.93501D+02 |proj g|= 3.28733D+01\n",
"\n",
"At iterate 17 f= 3.84961D+00 |proj g|= 3.44581D-01\n",
"\n",
"At iterate 24 f= 2.44405D+00 |proj g|= 2.34460D-02\n",
"\n",
"At iterate 13 f= 3.63839D+02 |proj g|= 2.18213D+01\n",
"\n",
"At iterate 18 f= 3.77756D+00 |proj g|= 2.85930D-01\n",
"\n",
"At iterate 27 f= 1.71713D+00 |proj g|= 1.84908D-02\n",
"\n",
"At iterate 25 f= 2.43137D+00 |proj g|= 2.91190D-02\n",
"\n",
"At iterate 14 f= 3.54334D+02 |proj g|= 4.21182D+01\n",
"\n",
"At iterate 19 f= 3.73465D+00 |proj g|= 2.80808D-01\n",
"\n",
"At iterate 28 f= 1.71539D+00 |proj g|= 8.52016D-03\n",
"\n",
"At iterate 26 f= 2.40034D+00 |proj g|= 3.35916D-02\n",
"\n",
"At iterate 15 f= 3.22754D+02 |proj g|= 1.43518D+01\n",
"\n",
"\n",
"At iterate 29 f= 1.71452D+00 |proj g|= 4.19525D-03\n",
"At iterate 20 f= 3.68972D+00 |proj g|= 3.02912D-01\n",
"\n",
"At iterate 27 f= 2.38452D+00 |proj g|= 1.07798D-01\n",
"\n",
"At iterate 16 f= 3.15449D+02 |proj g|= 6.59223D+00\n",
"\n",
"At iterate 21 f= 3.54514D+00 |proj g|= 2.06720D-01\n",
"\n",
"At iterate 30 f= 1.71415D+00 |proj g|= 5.13266D-03\n",
"\n",
"At iterate 28 f= 2.36837D+00 |proj g|= 2.24856D-02\n",
"\n",
"At iterate 17 f= 3.12072D+02 |proj g|= 4.69545D+00\n",
"\n",
"At iterate 22 f= 3.42725D+00 |proj g|= 6.75947D-02\n",
"\n",
"At iterate 31 f= 1.71351D+00 |proj g|= 4.10784D-03\n",
"\n",
"At iterate 29 f= 2.36360D+00 |proj g|= 1.45699D-02\n",
"\n",
"At iterate 18 f= 3.07370D+02 |proj g|= 3.75143D+00\n",
"\n",
"At iterate 23 f= 3.41337D+00 |proj g|= 4.48754D-02\n",
"\n",
"At iterate 32 f= 1.71297D+00 |proj g|= 3.91120D-03\n",
"\n",
"At iterate 30 f= 2.35524D+00 |proj g|= 1.41195D-02\n",
"\n",
"At iterate 19 f= 3.05176D+02 |proj g|= 3.69197D+00\n",
"\n",
"At iterate 33 f= 1.71276D+00 |proj g|= 3.73609D-03\n",
"\n",
"At iterate 24 f= 3.39253D+00 |proj g|= 3.39443D-02\n",
"\n",
"At iterate 31 f= 2.34830D+00 |proj g|= 1.70914D-02\n",
"\n",
"At iterate 20 f= 3.04042D+02 |proj g|= 3.34053D+00\n",
"\n",
"At iterate 34 f= 1.71265D+00 |proj g|= 1.55101D-03\n",
"\n",
"At iterate 25 f= 3.35797D+00 |proj g|= 2.33959D-02\n",
"\n",
"At iterate 32 f= 2.34154D+00 |proj g|= 1.77401D-02\n",
"\n",
"At iterate 21 f= 3.03008D+02 |proj g|= 1.53204D+00\n",
"\n",
"At iterate 35 f= 1.71260D+00 |proj g|= 7.53005D-04\n",
"\n",
"At iterate 26 f= 3.34879D+00 |proj g|= 2.03984D-02\n",
"\n",
"At iterate 22 f= 3.02047D+02 |proj g|= 1.23102D+00\n",
"\n",
"At iterate 36 f= 1.71257D+00 |proj g|= 5.49324D-04\n",
"\n",
"At iterate 27 f= 3.34332D+00 |proj g|= 5.84367D-02\n",
"\n",
"At iterate 33 f= 2.34031D+00 |proj g|= 1.68610D-02\n",
"\n",
"At iterate 23 f= 3.00749D+02 |proj g|= 2.19536D+00\n",
"\n",
"At iterate 37 f= 1.71252D+00 |proj g|= 8.21915D-04\n",
"\n",
"At iterate 28 f= 3.33373D+00 |proj g|= 1.79918D-02\n",
"\n",
"At iterate 34 f= 2.33860D+00 |proj g|= 8.37986D-03\n",
"\n",
"At iterate 24 f= 2.99056D+02 |proj g|= 3.04568D+00\n",
"\n",
"At iterate 38 f= 1.71251D+00 |proj g|= 7.10168D-04\n",
"\n",
"At iterate 29 f= 3.32916D+00 |proj g|= 9.58479D-03\n",
"\n",
"At iterate 35 f= 2.33748D+00 |proj g|= 4.77107D-03\n",
"\n",
"\n",
"At iterate 25 f= 2.97620D+02 |proj g|= 2.17531D+00\n",
"At iterate 39 f= 1.71250D+00 |proj g|= 6.73730D-04\n",
"\n",
"At iterate 30 f= 3.32585D+00 |proj g|= 1.00782D-02\n",
"\n",
"At iterate 36 f= 2.33566D+00 |proj g|= 5.72675D-03\n",
"\n",
"\n",
"At iterate 40 f= 1.71250D+00 |proj g|= 7.83240D-04\n",
"At iterate 26 f= 2.97210D+02 |proj g|= 5.44448D-01\n",
"\n",
"At iterate 31 f= 3.32146D+00 |proj g|= 1.08555D-02\n",
"\n",
"\n",
"At iterate 27 f= 2.96702D+02 |proj g|= 9.00586D-01\n",
"At iterate 41 f= 1.71249D+00 |proj g|= 2.82400D-04\n",
"\n",
"At iterate 32 f= 3.31304D+00 |proj g|= 1.23948D-02\n",
"\n",
"At iterate 37 f= 2.33490D+00 |proj g|= 1.29097D-02\n",
"\n",
"At iterate 42 f= 1.71249D+00 |proj g|= 2.54610D-04\n",
"\n",
"At iterate 33 f= 3.31207D+00 |proj g|= 3.09146D-02\n",
"\n",
"At iterate 38 f= 2.33379D+00 |proj g|= 6.93557D-03\n",
"\n",
"At iterate 28 f= 2.96545D+02 |proj g|= 2.99863D+00\n",
"\n",
"At iterate 43 f= 1.71249D+00 |proj g|= 3.58649D-04\n",
"\n",
"At iterate 34 f= 3.30742D+00 |proj g|= 1.64896D-02\n",
"\n",
"At iterate 39 f= 2.33309D+00 |proj g|= 7.80279D-03\n",
"\n",
"At iterate 29 f= 2.96294D+02 |proj g|= 2.17337D+00\n",
"\n",
"At iterate 44 f= 1.71249D+00 |proj g|= 1.94765D-04\n",
"\n",
"At iterate 35 f= 3.30640D+00 |proj g|= 5.72784D-03\n",
"\n",
"At iterate 40 f= 2.33275D+00 |proj g|= 7.36759D-03\n",
"\n",
"At iterate 30 f= 2.95733D+02 |proj g|= 1.31572D+00\n",
"\n",
"At iterate 36 f= 3.30545D+00 |proj g|= 5.58082D-03\n",
"\n",
"At iterate 45 f= 1.71249D+00 |proj g|= 1.89568D-04\n",
"\n",
"At iterate 41 f= 2.33241D+00 |proj g|= 3.35416D-03\n",
"\n",
"At iterate 31 f= 2.95178D+02 |proj g|= 4.05323D+00\n",
"\n",
"At iterate 37 f= 3.30322D+00 |proj g|= 2.07552D-02\n",
"\n",
"At iterate 46 f= 1.71248D+00 |proj g|= 1.65340D-04\n",
"\n",
"At iterate 42 f= 2.33199D+00 |proj g|= 5.67247D-03\n",
"\n",
"At iterate 32 f= 2.94425D+02 |proj g|= 2.84459D+00\n",
"\n",
"At iterate 38 f= 3.30208D+00 |proj g|= 4.48597D-03\n",
"\n",
"At iterate 47 f= 1.71248D+00 |proj g|= 8.01950D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 47 50 1 0 0 8.019D-05 1.712D+00\n",
" F = 1.7124845422468744 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 43 f= 2.33163D+00 |proj g|= 5.99746D-03\n",
"\n",
"At iterate 33 f= 2.93439D+02 |proj g|= 1.61216D+00\n",
"\n",
"At iterate 39 f= 3.30161D+00 |proj g|= 4.77897D-03\n",
"\n",
"At iterate 44 f= 2.33100D+00 |proj g|= 4.67688D-03\n",
"\n",
"\n",
"At iterate 40 f= 3.30099D+00 |proj g|= 6.21523D-03\n",
"At iterate 34 f= 2.92743D+02 |proj g|= 1.66152D+00\n",
"\n",
"At iterate 45 f= 2.33061D+00 |proj g|= 4.94452D-03\n",
"\n",
"At iterate 35 f= 2.92129D+02 |proj g|= 1.44761D+00\n",
"\n",
"At iterate 41 f= 3.30062D+00 |proj g|= 6.07927D-03\n",
"\n",
"At iterate 36 f= 2.91834D+02 |proj g|= 1.15693D+00\n",
"\n",
"At iterate 46 f= 2.33055D+00 |proj g|= 1.84877D-03\n",
"\n",
"At iterate 42 f= 3.30020D+00 |proj g|= 3.58779D-03\n",
"\n",
"At iterate 37 f= 2.91604D+02 |proj g|= 1.01063D+00\n",
"\n",
"At iterate 47 f= 2.33050D+00 |proj g|= 1.15710D-03\n",
"\n",
"At iterate 43 f= 3.29996D+00 |proj g|= 1.66535D-03\n",
"\n",
"At iterate 38 f= 2.91254D+02 |proj g|= 1.09039D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.12237D+03\n",
"\n",
"At iterate 48 f= 2.33044D+00 |proj g|= 1.22368D-03\n",
"\n",
"At iterate 44 f= 3.29974D+00 |proj g|= 2.57915D-03\n",
"\n",
"At iterate 39 f= 2.91199D+02 |proj g|= 2.87943D+00\n",
"\n",
"At iterate 1 f= 9.51833D+03 |proj g|= 5.20244D+03\n",
"\n",
"At iterate 49 f= 2.33038D+00 |proj g|= 1.67713D-03\n",
"\n",
"At iterate 45 f= 3.29951D+00 |proj g|= 3.92699D-03\n",
"\n",
"At iterate 40 f= 2.91104D+02 |proj g|= 9.20861D-01\n",
"\n",
"At iterate 2 f= 7.77019D+03 |proj g|= 4.39520D+03\n",
"\n",
"At iterate 50 f= 2.33033D+00 |proj g|= 3.10964D-03\n",
"\n",
"At iterate 46 f= 3.29938D+00 |proj g|= 6.59315D-03\n",
"\n",
"At iterate 41 f= 2.91001D+02 |proj g|= 2.26973D-01\n",
"\n",
"At iterate 51 f= 2.33028D+00 |proj g|= 1.14554D-03\n",
"\n",
"At iterate 3 f= 2.77359D+03 |proj g|= 1.06724D+03\n",
"\n",
"At iterate 47 f= 3.29924D+00 |proj g|= 2.23911D-03\n",
"\n",
"At iterate 42 f= 2.90996D+02 |proj g|= 7.65365D-01\n",
"\n",
"At iterate 52 f= 2.33026D+00 |proj g|= 6.31015D-04\n",
"\n",
"At iterate 4 f= 1.85235D+03 |proj g|= 4.07838D+02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 48 f= 3.29919D+00 |proj g|= 1.64743D-03\n",
"\n",
"At iterate 53 f= 2.33025D+00 |proj g|= 5.12722D-04\n",
"\n",
"At iterate 43 f= 2.90979D+02 |proj g|= 1.76592D-01\n",
"\n",
"At iterate 5 f= 1.12817D+03 |proj g|= 2.41071D+02\n",
"\n",
"At iterate 49 f= 3.29915D+00 |proj g|= 1.84479D-03\n",
"\n",
"At iterate 44 f= 2.90975D+02 |proj g|= 1.44858D-01\n",
"\n",
"At iterate 6 f= 6.94972D+02 |proj g|= 1.35076D+02\n",
"\n",
"At iterate 50 f= 3.29907D+00 |proj g|= 4.45693D-03\n",
"\n",
"At iterate 45 f= 2.90946D+02 |proj g|= 5.58956D-01\n",
"\n",
"At iterate 54 f= 2.33024D+00 |proj g|= 1.91020D-03\n",
"\n",
"At iterate 7 f= 4.56320D+02 |proj g|= 8.69489D+01\n",
"\n",
"At iterate 46 f= 2.90914D+02 |proj g|= 5.22894D-01\n",
"\n",
"At iterate 55 f= 2.33022D+00 |proj g|= 5.14784D-04\n",
"\n",
"At iterate 8 f= 2.97154D+02 |proj g|= 5.58239D+01\n",
"\n",
"At iterate 51 f= 3.29903D+00 |proj g|= 1.45280D-03\n",
"\n",
"At iterate 56 f= 2.33021D+00 |proj g|= 5.85973D-04\n",
"\n",
"At iterate 47 f= 2.90887D+02 |proj g|= 9.86345D-01\n",
"\n",
"At iterate 52 f= 3.29900D+00 |proj g|= 8.38883D-04\n",
"\n",
"At iterate 9 f= 2.55946D+02 |proj g|= 5.06922D+01\n",
"\n",
"At iterate 57 f= 2.33020D+00 |proj g|= 4.33390D-04\n",
"\n",
"At iterate 48 f= 2.90845D+02 |proj g|= 2.18451D-01\n",
"\n",
"At iterate 53 f= 3.29898D+00 |proj g|= 8.67525D-04\n",
"\n",
"At iterate 10 f= 1.57416D+02 |proj g|= 3.46968D+01\n",
"\n",
"At iterate 49 f= 2.90827D+02 |proj g|= 2.60449D-01\n",
"\n",
"At iterate 11 f= 9.66049D+01 |proj g|= 2.84585D+01\n",
"\n",
"At iterate 54 f= 3.29895D+00 |proj g|= 1.23245D-03\n",
"\n",
"At iterate 58 f= 2.33019D+00 |proj g|= 8.11905D-04\n",
"\n",
"At iterate 50 f= 2.90801D+02 |proj g|= 3.70865D-01\n",
"\n",
"At iterate 55 f= 3.29893D+00 |proj g|= 2.47035D-03\n",
"\n",
"At iterate 12 f= 7.64180D+01 |proj g|= 5.68521D+01\n",
"\n",
"At iterate 59 f= 2.33019D+00 |proj g|= 2.78314D-04\n",
"\n",
"At iterate 51 f= 2.90779D+02 |proj g|= 3.13940D-01\n",
"\n",
"At iterate 56 f= 3.29891D+00 |proj g|= 8.15325D-04\n",
"\n",
"At iterate 13 f= 2.96122D+01 |proj g|= 1.00073D+01\n",
"\n",
"At iterate 60 f= 2.33018D+00 |proj g|= 5.18569D-04\n",
"\n",
"\n",
"At iterate 52 f= 2.90737D+02 |proj g|= 6.04734D-01\n",
"At iterate 57 f= 3.29890D+00 |proj g|= 4.31961D-04\n",
"\n",
"At iterate 61 f= 2.33018D+00 |proj g|= 4.87033D-04\n",
"\n",
"At iterate 14 f= 2.03176D+01 |proj g|= 6.00163D+00\n",
"\n",
"At iterate 53 f= 2.90711D+02 |proj g|= 4.36568D-01\n",
"\n",
"At iterate 58 f= 3.29890D+00 |proj g|= 3.41663D-04\n",
"\n",
"At iterate 15 f= 1.09058D+01 |proj g|= 2.44321D+00\n",
"\n",
"At iterate 62 f= 2.33018D+00 |proj g|= 7.95804D-04\n",
"\n",
"At iterate 54 f= 2.90696D+02 |proj g|= 1.21793D-01\n",
"\n",
"At iterate 16 f= 6.79099D+00 |proj g|= 2.37908D+00\n",
"\n",
"At iterate 59 f= 3.29889D+00 |proj g|= 4.26467D-04\n",
"\n",
"At iterate 55 f= 2.90683D+02 |proj g|= 2.49611D-01\n",
"\n",
"At iterate 17 f= 4.47670D+00 |proj g|= 4.40335D-01\n",
"\n",
"At iterate 60 f= 3.29889D+00 |proj g|= 4.73039D-04\n",
"\n",
"At iterate 63 f= 2.33017D+00 |proj g|= 3.10872D-04\n",
"\n",
"At iterate 18 f= 3.88859D+00 |proj g|= 2.35633D-01\n",
"\n",
"At iterate 56 f= 2.90670D+02 |proj g|= 4.29893D-01\n",
"\n",
"At iterate 64 f= 2.33017D+00 |proj g|= 1.45566D-04\n",
"\n",
"At iterate 19 f= 3.52796D+00 |proj g|= 2.10582D-01\n",
"\n",
"At iterate 57 f= 2.90638D+02 |proj g|= 6.36627D-01\n",
"\n",
"At iterate 61 f= 3.29888D+00 |proj g|= 6.00043D-04\n",
"\n",
"At iterate 65 f= 2.33017D+00 |proj g|= 1.16413D-04\n",
"\n",
"At iterate 20 f= 3.47336D+00 |proj g|= 5.69820D-01\n",
"\n",
"At iterate 58 f= 2.90530D+02 |proj g|= 9.43872D-01\n",
"\n",
"At iterate 66 f= 2.33017D+00 |proj g|= 3.30735D-04\n",
"\n",
"At iterate 62 f= 3.29888D+00 |proj g|= 1.90765D-04\n",
"\n",
"At iterate 21 f= 3.32080D+00 |proj g|= 1.95191D-01\n",
"\n",
"At iterate 67 f= 2.33017D+00 |proj g|= 1.79428D-04\n",
"\n",
"At iterate 63 f= 3.29888D+00 |proj g|= 3.45580D-04\n",
"\n",
"At iterate 59 f= 2.90485D+02 |proj g|= 3.46339D+00\n",
"\n",
"At iterate 68 f= 2.33017D+00 |proj g|= 9.94180D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 68 76 1 0 0 9.942D-05 2.330D+00\n",
" F = 2.3301713604766299 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 64 f= 3.29888D+00 |proj g|= 4.39837D-04\n",
"\n",
"At iterate 22 f= 3.27576D+00 |proj g|= 1.84872D-01\n",
"\n",
"At iterate 60 f= 2.90284D+02 |proj g|= 1.11570D+00\n",
"\n",
"At iterate 23 f= 3.14716D+00 |proj g|= 1.89137D-01\n",
"\n",
"At iterate 65 f= 3.29888D+00 |proj g|= 3.52390D-04\n",
"\n",
"At iterate 61 f= 2.90196D+02 |proj g|= 4.73750D-01\n",
"\n",
"\n",
"At iterate 24 f= 3.00798D+00 |proj g|= 2.60223D-01\n",
"At iterate 66 f= 3.29888D+00 |proj g|= 1.33734D-04\n",
"\n",
"At iterate 62 f= 2.90153D+02 |proj g|= 3.81575D-01\n",
"\n",
"At iterate 67 f= 3.29888D+00 |proj g|= 1.53500D-04\n",
"\n",
"At iterate 63 f= 2.90130D+02 |proj g|= 3.05844D-01\n",
"\n",
"At iterate 25 f= 2.93803D+00 |proj g|= 8.59355D-02\n",
"\n",
"At iterate 68 f= 3.29888D+00 |proj g|= 1.53642D-04\n",
"\n",
"At iterate 26 f= 2.89433D+00 |proj g|= 7.30567D-02\n",
"\n",
"At iterate 64 f= 2.90083D+02 |proj g|= 2.77014D-01\n",
"\n",
"At iterate 27 f= 2.84250D+00 |proj g|= 8.29529D-02\n",
"\n",
"At iterate 69 f= 3.29888D+00 |proj g|= 3.12616D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 28 f= 2.77390D+00 |proj g|= 1.60019D-01\n",
"\n",
"At iterate 70 f= 3.29888D+00 |proj g|= 1.77576D-04\n",
"\n",
"At iterate 65 f= 2.90072D+02 |proj g|= 4.34298D-01\n",
"\n",
"At iterate 1 f= 9.49739D+03 |proj g|= 5.05000D+03\n",
"\n",
"At iterate 29 f= 2.74625D+00 |proj g|= 1.06277D-01\n",
"\n",
"At iterate 66 f= 2.90058D+02 |proj g|= 3.10897D-01\n",
"\n",
"At iterate 71 f= 3.29888D+00 |proj g|= 5.97557D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 71 75 1 0 0 5.976D-05 3.299D+00\n",
" F = 3.2988761885814468 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 2 f= 7.65358D+03 |proj g|= 4.17043D+03\n",
"\n",
"At iterate 30 f= 2.72949D+00 |proj g|= 3.50374D-02\n",
"\n",
"At iterate 67 f= 2.90052D+02 |proj g|= 2.17602D-01\n",
"\n",
"At iterate 31 f= 2.72061D+00 |proj g|= 2.52732D-02\n",
"\n",
"At iterate 3 f= 2.69801D+03 |proj g|= 7.76255D+02\n",
"\n",
"At iterate 68 f= 2.90047D+02 |proj g|= 1.31606D-01\n",
"\n",
"At iterate 32 f= 2.70469D+00 |proj g|= 5.28332D-02\n",
"\n",
"At iterate 4 f= 1.84204D+03 |proj g|= 3.86391D+02\n",
"\n",
"At iterate 69 f= 2.90040D+02 |proj g|= 1.87858D-01\n",
"\n",
"At iterate 33 f= 2.67719D+00 |proj g|= 8.42964D-02\n",
"\n",
"At iterate 5 f= 9.60686D+02 |proj g|= 1.83643D+02\n",
"\n",
"At iterate 70 f= 2.90036D+02 |proj g|= 1.17483D-01\n",
"\n",
"At iterate 34 f= 2.63223D+00 |proj g|= 1.33759D-01\n",
"\n",
"At iterate 6 f= 6.28878D+02 |proj g|= 1.03795D+02\n",
"\n",
"At iterate 71 f= 2.90034D+02 |proj g|= 1.18495D-01\n",
"\n",
"At iterate 7 f= 4.38772D+02 |proj g|= 7.04640D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98701D+03\n",
"\n",
"At iterate 35 f= 2.61410D+00 |proj g|= 7.82366D-02\n",
"\n",
"At iterate 8 f= 2.96733D+02 |proj g|= 4.21313D+01\n",
"\n",
"\n",
"At iterate 72 f= 2.90033D+02 |proj g|= 1.55790D-01\n",
"At iterate 1 f= 9.11049D+03 |proj g|= 4.97476D+03\n",
"\n",
"At iterate 36 f= 2.60474D+00 |proj g|= 3.35010D-02\n",
"\n",
"At iterate 9 f= 2.07266D+02 |proj g|= 4.28745D+01\n",
"\n",
"\n",
"At iterate 2 f= 7.18376D+03 |proj g|= 4.09346D+03\n",
"At iterate 73 f= 2.90032D+02 |proj g|= 1.28252D-01\n",
"\n",
"At iterate 37 f= 2.59603D+00 |proj g|= 2.23141D-02\n",
"\n",
"At iterate 10 f= 8.52595D+01 |proj g|= 1.60532D+01\n",
"\n",
"At iterate 3 f= 2.12600D+03 |proj g|= 9.36138D+02\n",
"\n",
"At iterate 74 f= 2.90029D+02 |proj g|= 1.07218D-01\n",
"\n",
"At iterate 38 f= 2.57857D+00 |proj g|= 4.07845D-02\n",
"\n",
"At iterate 11 f= 4.91743D+01 |proj g|= 6.62369D+00\n",
"\n",
"At iterate 4 f= 1.36729D+03 |proj g|= 4.41874D+02\n",
"\n",
"At iterate 75 f= 2.90013D+02 |proj g|= 2.19477D-01\n",
"\n",
"At iterate 39 f= 2.55930D+00 |proj g|= 4.44524D-02\n",
"\n",
"At iterate 12 f= 2.58091D+01 |proj g|= 4.87683D+00\n",
"\n",
"At iterate 76 f= 2.89988D+02 |proj g|= 3.36627D-01\n",
"\n",
"At iterate 5 f= 7.90690D+02 |proj g|= 2.35594D+02\n",
"\n",
"At iterate 40 f= 2.55229D+00 |proj g|= 1.04777D-01\n",
"\n",
"At iterate 77 f= 2.89946D+02 |proj g|= 7.02185D-01\n",
"\n",
"At iterate 6 f= 3.67682D+02 |proj g|= 6.00778D+01\n",
"\n",
"At iterate 41 f= 2.53711D+00 |proj g|= 2.96731D-02\n",
"\n",
"At iterate 13 f= 2.03885D+01 |proj g|= 8.01176D+00\n",
"\n",
"At iterate 78 f= 2.89905D+02 |proj g|= 4.38653D-01\n",
"\n",
"At iterate 7 f= 2.78554D+02 |proj g|= 4.39071D+01\n",
"\n",
"At iterate 42 f= 2.53157D+00 |proj g|= 2.35341D-02\n",
"\n",
"At iterate 14 f= 1.19148D+01 |proj g|= 2.76621D+00\n",
"\n",
"At iterate 8 f= 1.65450D+02 |proj g|= 2.91215D+01\n",
"\n",
"At iterate 79 f= 2.89866D+02 |proj g|= 2.44346D-01\n",
"\n",
"At iterate 43 f= 2.52656D+00 |proj g|= 2.50609D-02\n",
"\n",
"At iterate 15 f= 7.63187D+00 |proj g|= 1.65452D+00\n",
"\n",
"At iterate 80 f= 2.89846D+02 |proj g|= 1.28031D-01\n",
"\n",
"At iterate 9 f= 9.16661D+01 |proj g|= 2.05579D+01\n",
"\n",
"At iterate 44 f= 2.52050D+00 |proj g|= 3.24442D-02\n",
"\n",
"At iterate 16 f= 5.10813D+00 |proj g|= 9.61401D-01\n",
"\n",
"At iterate 81 f= 2.89843D+02 |proj g|= 1.06180D-01\n",
"\n",
"At iterate 45 f= 2.51233D+00 |proj g|= 5.97944D-02\n",
"\n",
"At iterate 17 f= 4.15247D+00 |proj g|= 4.94238D-01\n",
"\n",
"At iterate 10 f= 6.38081D+01 |proj g|= 1.09768D+01\n",
"\n",
"At iterate 82 f= 2.89839D+02 |proj g|= 6.20224D-02\n",
"\n",
"At iterate 46 f= 2.50873D+00 |proj g|= 7.53138D-02\n",
"\n",
"\n",
"At iterate 11 f= 3.42619D+01 |proj g|= 4.78294D+00\n",
"At iterate 18 f= 3.78353D+00 |proj g|= 3.60620D-01\n",
"\n",
"At iterate 47 f= 2.49996D+00 |proj g|= 2.26309D-02\n",
"\n",
"At iterate 83 f= 2.89838D+02 |proj g|= 1.66421D-01\n",
"\n",
"\n",
"At iterate 12 f= 1.91393D+01 |proj g|= 2.24247D+00\n",
"At iterate 19 f= 3.65396D+00 |proj g|= 2.01329D-01\n",
"\n",
"At iterate 48 f= 2.49291D+00 |proj g|= 2.18187D-02\n",
"\n",
"At iterate 84 f= 2.89835D+02 |proj g|= 4.82284D-02\n",
"\n",
"\n",
"At iterate 20 f= 3.58346D+00 |proj g|= 1.26488D-01\n",
"At iterate 13 f= 9.35454D+00 |proj g|= 2.41348D+00\n",
"\n",
"At iterate 49 f= 2.48615D+00 |proj g|= 3.90897D-02\n",
"\n",
"At iterate 85 f= 2.89835D+02 |proj g|= 4.81749D-02\n",
"\n",
"At iterate 21 f= 3.53461D+00 |proj g|= 1.28148D-01\n",
"\n",
"At iterate 14 f= 5.31721D+00 |proj g|= 2.57515D+00\n",
"\n",
"At iterate 86 f= 2.89833D+02 |proj g|= 8.02789D-02\n",
"\n",
"At iterate 50 f= 2.47734D+00 |proj g|= 3.79025D-02\n",
"\n",
"At iterate 22 f= 3.43275D+00 |proj g|= 1.39350D-01\n",
"\n",
"At iterate 15 f= 3.30922D+00 |proj g|= 4.62256D-01\n",
"\n",
"At iterate 87 f= 2.89830D+02 |proj g|= 1.22367D-01\n",
"\n",
"At iterate 51 f= 2.46509D+00 |proj g|= 4.17292D-02\n",
"\n",
"At iterate 23 f= 3.32684D+00 |proj g|= 1.16763D-01\n",
"\n",
"At iterate 16 f= 2.85863D+00 |proj g|= 3.73200D-01\n",
"\n",
"At iterate 88 f= 2.89827D+02 |proj g|= 1.19187D-01\n",
"\n",
"At iterate 52 f= 2.45608D+00 |proj g|= 3.64857D-02\n",
"\n",
"At iterate 17 f= 2.31314D+00 |proj g|= 2.36709D-01\n",
"\n",
"At iterate 53 f= 2.45298D+00 |proj g|= 1.97308D-02\n",
"\n",
"At iterate 89 f= 2.89824D+02 |proj g|= 7.18972D-02\n",
"\n",
"At iterate 18 f= 2.14865D+00 |proj g|= 1.69166D-01\n",
"\n",
"At iterate 24 f= 3.30161D+00 |proj g|= 7.73896D-02\n",
"\n",
"\n",
"\n",
"At iterate 19 f= 2.07186D+00 |proj g|= 1.09446D-01\n",
"At iterate 54 f= 2.45192D+00 |proj g|= 1.62187D-02\n",
"At iterate 90 f= 2.89820D+02 |proj g|= 1.76290D-01\n",
"\n",
"At iterate 25 f= 3.28861D+00 |proj g|= 7.53005D-02\n",
"\n",
"\n",
"\n",
"\n",
"At iterate 20 f= 2.02433D+00 |proj g|= 8.78209D-02\n",
"At iterate 26 f= 3.26846D+00 |proj g|= 4.02783D-02\n",
"At iterate 91 f= 2.89817D+02 |proj g|= 2.03898D-01\n",
"At iterate 55 f= 2.44909D+00 |proj g|= 1.91559D-02\n",
"\n",
"At iterate 21 f= 1.95010D+00 |proj g|= 1.22530D-01\n",
"\n",
"At iterate 92 f= 2.89807D+02 |proj g|= 2.76816D-01\n",
"\n",
"At iterate 56 f= 2.44602D+00 |proj g|= 2.77069D-02\n",
"\n",
"At iterate 27 f= 3.25835D+00 |proj g|= 2.47061D-02\n",
"\n",
"At iterate 57 f= 2.44273D+00 |proj g|= 2.57730D-02\n",
"\n",
"At iterate 28 f= 3.23211D+00 |proj g|= 4.06666D-02\n",
"\n",
"At iterate 22 f= 1.93092D+00 |proj g|= 8.84943D-02\n",
"\n",
"At iterate 93 f= 2.89800D+02 |proj g|= 2.05431D-01\n",
"\n",
"At iterate 58 f= 2.44188D+00 |proj g|= 5.31280D-02\n",
"\n",
"At iterate 94 f= 2.89795D+02 |proj g|= 2.06492D-01\n",
"\n",
"\n",
"At iterate 23 f= 1.90975D+00 |proj g|= 7.95911D-02\n",
"At iterate 29 f= 3.21762D+00 |proj g|= 2.68812D-02\n",
"\n",
"At iterate 59 f= 2.43933D+00 |proj g|= 1.75760D-02\n",
"\n",
"At iterate 95 f= 2.89791D+02 |proj g|= 1.53969D-01\n",
"\n",
"\n",
"At iterate 30 f= 3.19995D+00 |proj g|= 2.59377D-02\n",
"At iterate 24 f= 1.86673D+00 |proj g|= 3.81098D-02\n",
"\n",
"At iterate 60 f= 2.43847D+00 |proj g|= 9.71490D-03\n",
"\n",
"At iterate 96 f= 2.89788D+02 |proj g|= 1.55048D-01\n",
"\n",
"\n",
"At iterate 31 f= 3.18908D+00 |proj g|= 7.91150D-02\n",
"At iterate 25 f= 1.85178D+00 |proj g|= 3.85258D-02\n",
"\n",
"At iterate 61 f= 2.43780D+00 |proj g|= 8.16583D-03\n",
"\n",
"At iterate 32 f= 3.15901D+00 |proj g|= 2.36187D-02\n",
"\n",
"At iterate 26 f= 1.83361D+00 |proj g|= 3.71398D-02\n",
"\n",
"At iterate 97 f= 2.89776D+02 |proj g|= 2.26984D-01\n",
"\n",
"At iterate 33 f= 3.14484D+00 |proj g|= 3.28244D-02\n",
"\n",
"At iterate 27 f= 1.82007D+00 |proj g|= 1.12029D-01\n",
"\n",
"\n",
"At iterate 98 f= 2.89773D+02 |proj g|= 2.15001D-01\n",
"At iterate 62 f= 2.43567D+00 |proj g|= 7.87048D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"At iterate 28 f= 1.79066D+00 |proj g|= 5.29892D-02\n",
"At iterate 34 f= 3.13146D+00 |proj g|= 2.31692D-02\n",
"At iterate 63 f= 2.43513D+00 |proj g|= 1.62189D-02\n",
"\n",
"At iterate 99 f= 2.89768D+02 |proj g|= 8.04549D-02\n",
"\n",
"At iterate 64 f= 2.43389D+00 |proj g|= 8.35241D-03\n",
"\n",
"At iterate 29 f= 1.78151D+00 |proj g|= 1.61427D-02\n",
"\n",
"At iterate 100 f= 2.89766D+02 |proj g|= 4.39318D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 106 1 0 0 4.393D-02 2.898D+02\n",
" F = 289.76645086261891 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"\n",
"At iterate 35 f= 3.12665D+00 |proj g|= 5.64945D-02\n",
"At iterate 30 f= 1.77405D+00 |proj g|= 1.10432D-02\n",
"\n",
"At iterate 65 f= 2.43343D+00 |proj g|= 5.32625D-03\n",
"\n",
"At iterate 31 f= 1.76393D+00 |proj g|= 1.40866D-02\n",
"\n",
"At iterate 36 f= 3.11933D+00 |proj g|= 4.00347D-02\n",
"\n",
"At iterate 66 f= 2.43251D+00 |proj g|= 4.07761D-03\n",
"\n",
"\n",
"At iterate 67 f= 2.43125D+00 |proj g|= 1.29968D-02\n",
"At iterate 37 f= 3.11010D+00 |proj g|= 1.61750D-02\n",
"\n",
"At iterate 32 f= 1.75510D+00 |proj g|= 3.17577D-02\n",
"\n",
"At iterate 38 f= 3.10610D+00 |proj g|= 1.53459D-02\n",
"\n",
"At iterate 68 f= 2.43020D+00 |proj g|= 4.48104D-03\n",
"\n",
"At iterate 33 f= 1.74131D+00 |proj g|= 1.58857D-02\n",
"\n",
"At iterate 34 f= 1.73789D+00 |proj g|= 1.12039D-02\n",
"\n",
"At iterate 69 f= 2.42959D+00 |proj g|= 5.22515D-03\n",
"\n",
"At iterate 35 f= 1.73529D+00 |proj g|= 1.13686D-02\n",
"\n",
"At iterate 39 f= 3.10431D+00 |proj g|= 1.99915D-02\n",
"\n",
"At iterate 70 f= 2.42924D+00 |proj g|= 1.19815D-02\n",
"\n",
"At iterate 36 f= 1.73208D+00 |proj g|= 1.07321D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.71780D+03\n",
"\n",
"At iterate 71 f= 2.42881D+00 |proj g|= 6.32582D-03\n",
"\n",
"At iterate 40 f= 3.10186D+00 |proj g|= 1.39193D-02\n",
"\n",
"At iterate 1 f= 9.44158D+03 |proj g|= 5.16186D+03\n",
"\n",
"At iterate 37 f= 1.72859D+00 |proj g|= 3.37164D-02\n",
"\n",
"At iterate 72 f= 2.42843D+00 |proj g|= 5.84415D-03\n",
"\n",
"At iterate 41 f= 3.09730D+00 |proj g|= 1.41334D-02\n",
"\n",
"At iterate 38 f= 1.72278D+00 |proj g|= 1.13978D-02\n",
"\n",
"At iterate 2 f= 7.65145D+03 |proj g|= 4.32718D+03\n",
"\n",
"At iterate 42 f= 3.09245D+00 |proj g|= 1.83199D-02\n",
"\n",
"At iterate 73 f= 2.42812D+00 |proj g|= 5.04489D-03\n",
"\n",
"At iterate 39 f= 1.72076D+00 |proj g|= 6.77166D-03\n",
"\n",
"At iterate 3 f= 2.58975D+03 |proj g|= 7.60553D+02\n",
"\n",
"At iterate 43 f= 3.08811D+00 |proj g|= 1.78001D-02\n",
"\n",
"At iterate 40 f= 1.71896D+00 |proj g|= 8.67324D-03\n",
"\n",
"At iterate 4 f= 1.75577D+03 |proj g|= 3.88715D+02\n",
"\n",
"At iterate 44 f= 3.08456D+00 |proj g|= 9.04030D-03\n",
"\n",
"At iterate 74 f= 2.42796D+00 |proj g|= 5.85553D-03\n",
"\n",
"At iterate 41 f= 1.71823D+00 |proj g|= 2.01930D-02\n",
"\n",
"At iterate 5 f= 9.04364D+02 |proj g|= 1.92901D+02\n",
"\n",
"At iterate 45 f= 3.08217D+00 |proj g|= 1.04012D-02\n",
"\n",
"At iterate 75 f= 2.42778D+00 |proj g|= 4.03912D-03\n",
"\n",
"At iterate 42 f= 1.71668D+00 |proj g|= 9.84416D-03\n",
"\n",
"At iterate 6 f= 5.93986D+02 |proj g|= 1.15139D+02\n",
"\n",
"At iterate 76 f= 2.42761D+00 |proj g|= 4.61120D-03\n",
"\n",
"At iterate 43 f= 1.71567D+00 |proj g|= 7.48554D-03\n",
"\n",
"At iterate 7 f= 3.88064D+02 |proj g|= 6.99821D+01\n",
"\n",
"At iterate 77 f= 2.42751D+00 |proj g|= 3.65050D-03\n",
"\n",
"At iterate 46 f= 3.08106D+00 |proj g|= 2.50178D-02\n",
"\n",
"At iterate 44 f= 1.71508D+00 |proj g|= 8.30466D-03\n",
"\n",
"At iterate 8 f= 2.55099D+02 |proj g|= 6.01984D+01\n",
"\n",
"At iterate 78 f= 2.42747D+00 |proj g|= 1.60594D-03\n",
"\n",
"At iterate 47 f= 3.08010D+00 |proj g|= 9.55751D-03\n",
"\n",
"At iterate 45 f= 1.71388D+00 |proj g|= 6.42971D-03\n",
"\n",
"At iterate 9 f= 1.56254D+02 |proj g|= 4.19812D+01\n",
"\n",
"At iterate 79 f= 2.42745D+00 |proj g|= 1.34134D-03\n",
"\n",
"At iterate 48 f= 3.07959D+00 |proj g|= 6.89081D-03\n",
"\n",
"At iterate 46 f= 1.71300D+00 |proj g|= 8.81633D-03\n",
"\n",
"At iterate 10 f= 8.73386D+01 |proj g|= 2.21796D+01\n",
"\n",
"At iterate 80 f= 2.42743D+00 |proj g|= 1.19506D-03\n",
"\n",
"At iterate 49 f= 3.07865D+00 |proj g|= 5.91328D-03\n",
"\n",
"At iterate 47 f= 1.71223D+00 |proj g|= 6.21542D-03\n",
"\n",
"At iterate 11 f= 6.11355D+01 |proj g|= 1.89805D+01\n",
"\n",
"At iterate 81 f= 2.42739D+00 |proj g|= 1.24629D-03\n",
"\n",
"At iterate 48 f= 1.71187D+00 |proj g|= 1.97410D-03\n",
"\n",
"At iterate 50 f= 3.07781D+00 |proj g|= 4.64478D-03\n",
"\n",
"At iterate 49 f= 1.71177D+00 |proj g|= 1.94310D-03\n",
"\n",
"At iterate 51 f= 3.07745D+00 |proj g|= 1.26426D-02\n",
"\n",
"At iterate 82 f= 2.42737D+00 |proj g|= 2.08161D-03\n",
"\n",
"At iterate 12 f= 5.74226D+01 |proj g|= 2.38863D+01\n",
"\n",
"At iterate 50 f= 1.71154D+00 |proj g|= 2.26379D-03\n",
"\n",
"At iterate 52 f= 3.07660D+00 |proj g|= 6.03749D-03\n",
"\n",
"At iterate 83 f= 2.42736D+00 |proj g|= 9.23617D-04\n",
"\n",
"At iterate 13 f= 2.27721D+01 |proj g|= 2.45987D+00\n",
"\n",
"At iterate 51 f= 1.71131D+00 |proj g|= 3.90560D-03\n",
"\n",
"At iterate 53 f= 3.07622D+00 |proj g|= 7.08246D-03\n",
"\n",
"At iterate 84 f= 2.42734D+00 |proj g|= 5.33384D-04\n",
"\n",
"At iterate 14 f= 1.42303D+01 |proj g|= 1.53441D+00\n",
"\n",
"At iterate 52 f= 1.71113D+00 |proj g|= 2.89750D-03\n",
"\n",
"At iterate 54 f= 3.07554D+00 |proj g|= 7.11255D-03\n",
"\n",
"At iterate 85 f= 2.42733D+00 |proj g|= 6.85839D-04\n",
"\n",
"At iterate 15 f= 7.73728D+00 |proj g|= 9.59890D-01\n",
"\n",
"At iterate 53 f= 1.71100D+00 |proj g|= 1.16175D-03\n",
"\n",
"At iterate 86 f= 2.42732D+00 |proj g|= 1.87587D-03\n",
"\n",
"At iterate 16 f= 5.67888D+00 |proj g|= 2.04350D+00\n",
"\n",
"At iterate 54 f= 1.71094D+00 |proj g|= 1.08108D-03\n",
"\n",
"At iterate 55 f= 3.07530D+00 |proj g|= 7.85304D-03\n",
"\n",
"At iterate 87 f= 2.42730D+00 |proj g|= 1.06748D-03\n",
"\n",
"At iterate 17 f= 3.79539D+00 |proj g|= 5.69527D-01\n",
"\n",
"At iterate 55 f= 1.71089D+00 |proj g|= 2.65970D-03\n",
"\n",
"At iterate 56 f= 3.07460D+00 |proj g|= 5.11708D-03\n",
"\n",
"At iterate 88 f= 2.42730D+00 |proj g|= 3.64199D-04\n",
"\n",
"At iterate 56 f= 1.71082D+00 |proj g|= 1.30809D-03\n",
"\n",
"At iterate 18 f= 3.62330D+00 |proj g|= 4.72082D-01\n",
"\n",
"At iterate 57 f= 3.07415D+00 |proj g|= 2.96900D-03\n",
"\n",
"At iterate 89 f= 2.42730D+00 |proj g|= 4.28653D-04\n",
"\n",
"At iterate 57 f= 1.71076D+00 |proj g|= 6.90281D-04\n",
"\n",
"At iterate 19 f= 3.39818D+00 |proj g|= 3.07682D-01\n",
"\n",
"At iterate 58 f= 3.07409D+00 |proj g|= 1.45157D-02\n",
"\n",
"At iterate 90 f= 2.42729D+00 |proj g|= 5.55284D-04\n",
"\n",
"At iterate 58 f= 1.71072D+00 |proj g|= 8.62401D-04\n",
"\n",
"At iterate 20 f= 3.32253D+00 |proj g|= 2.50513D-01\n",
"\n",
"At iterate 59 f= 3.07388D+00 |proj g|= 3.00458D-03\n",
"\n",
"At iterate 59 f= 1.71067D+00 |proj g|= 1.01742D-03\n",
"\n",
"At iterate 21 f= 3.24556D+00 |proj g|= 2.10916D-01\n",
"\n",
"At iterate 91 f= 2.42729D+00 |proj g|= 5.61244D-04\n",
"\n",
"At iterate 60 f= 1.71065D+00 |proj g|= 1.98431D-03\n",
"\n",
"At iterate 60 f= 3.07381D+00 |proj g|= 2.46044D-03\n",
"\n",
"At iterate 22 f= 3.19093D+00 |proj g|= 3.47345D-01\n",
"\n",
"At iterate 61 f= 1.71061D+00 |proj g|= 5.38021D-04\n",
"\n",
"At iterate 61 f= 3.07363D+00 |proj g|= 4.59716D-03\n",
"\n",
"At iterate 92 f= 2.42729D+00 |proj g|= 2.25360D-04\n",
"\n",
"At iterate 23 f= 2.99823D+00 |proj g|= 7.23140D-02\n",
"\n",
"At iterate 62 f= 1.71060D+00 |proj g|= 3.81061D-04\n",
"\n",
"At iterate 62 f= 3.07348D+00 |proj g|= 4.65858D-03\n",
"\n",
"At iterate 24 f= 2.94240D+00 |proj g|= 9.92969D-02\n",
"\n",
"At iterate 93 f= 2.42729D+00 |proj g|= 1.62495D-04\n",
"\n",
"At iterate 63 f= 1.71060D+00 |proj g|= 3.06294D-04\n",
"\n",
"At iterate 25 f= 2.84457D+00 |proj g|= 1.87968D-01\n",
"\n",
"At iterate 64 f= 1.71059D+00 |proj g|= 1.58524D-03\n",
"\n",
"\n",
"At iterate 26 f= 2.76942D+00 |proj g|= 1.88801D-01\n",
"At iterate 63 f= 3.07335D+00 |proj g|= 7.00594D-03\n",
"\n",
"At iterate 94 f= 2.42729D+00 |proj g|= 8.36794D-04\n",
"\n",
"At iterate 65 f= 1.71058D+00 |proj g|= 4.58737D-04\n",
"\n",
"At iterate 95 f= 2.42728D+00 |proj g|= 4.64987D-04\n",
"\n",
"\n",
"At iterate 64 f= 3.07312D+00 |proj g|= 2.80875D-03\n",
"At iterate 27 f= 2.72254D+00 |proj g|= 6.54344D-02\n",
"\n",
"At iterate 66 f= 1.71058D+00 |proj g|= 1.95593D-04\n",
"\n",
"At iterate 96 f= 2.42728D+00 |proj g|= 2.00287D-04\n",
"\n",
"At iterate 65 f= 3.07304D+00 |proj g|= 1.83170D-03\n",
"\n",
"At iterate 28 f= 2.69081D+00 |proj g|= 5.27038D-02\n",
"\n",
"At iterate 67 f= 1.71058D+00 |proj g|= 1.98581D-04\n",
"\n",
"\n",
"\n",
"At iterate 66 f= 3.07294D+00 |proj g|= 2.71934D-03\n",
"At iterate 29 f= 2.65992D+00 |proj g|= 4.12751D-02\n",
"At iterate 97 f= 2.42728D+00 |proj g|= 2.36442D-04\n",
"\n",
"At iterate 30 f= 2.63309D+00 |proj g|= 9.28188D-02\n",
"\n",
"At iterate 67 f= 3.07281D+00 |proj g|= 3.58476D-03\n",
"\n",
"At iterate 68 f= 1.71058D+00 |proj g|= 5.62180D-04\n",
"\n",
"\n",
"At iterate 98 f= 2.42728D+00 |proj g|= 4.90595D-04\n",
"At iterate 31 f= 2.60538D+00 |proj g|= 1.06869D-01\n",
"\n",
"At iterate 69 f= 1.71057D+00 |proj g|= 3.58730D-04\n",
"\n",
"\n",
"At iterate 99 f= 2.42728D+00 |proj g|= 2.31831D-04\n",
"At iterate 68 f= 3.07272D+00 |proj g|= 2.85754D-03\n",
"\n",
"At iterate 32 f= 2.58508D+00 |proj g|= 5.90844D-02\n",
"\n",
"At iterate 70 f= 1.71057D+00 |proj g|= 1.21028D-04\n",
"\n",
"At iterate 69 f= 3.07264D+00 |proj g|= 1.38017D-03\n",
"\n",
"At iterate 100 f= 2.42728D+00 |proj g|= 1.11978D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 108 1 0 0 1.120D-04 2.427D+00\n",
" F = 2.4272772494206238 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 33 f= 2.55804D+00 |proj g|= 2.68744D-02\n",
"\n",
"At iterate 71 f= 1.71057D+00 |proj g|= 1.08487D-04\n",
"\n",
"At iterate 70 f= 3.07257D+00 |proj g|= 1.59478D-03\n",
"\n",
"At iterate 34 f= 2.54059D+00 |proj g|= 3.27826D-02\n",
"\n",
"At iterate 35 f= 2.52358D+00 |proj g|= 3.16910D-02\n",
"\n",
"At iterate 72 f= 1.71057D+00 |proj g|= 1.79620D-04\n",
"\n",
"At iterate 71 f= 3.07255D+00 |proj g|= 2.91409D-03\n",
"\n",
"At iterate 36 f= 2.50523D+00 |proj g|= 3.09110D-02\n",
"\n",
"At iterate 73 f= 1.71057D+00 |proj g|= 1.21192D-04\n",
"\n",
"At iterate 72 f= 3.07253D+00 |proj g|= 2.18019D-03\n",
"\n",
"At iterate 37 f= 2.48664D+00 |proj g|= 2.10986D-02\n",
"\n",
"At iterate 74 f= 1.71057D+00 |proj g|= 1.73199D-04\n",
"\n",
"At iterate 73 f= 3.07250D+00 |proj g|= 9.71995D-04\n",
"\n",
"At iterate 38 f= 2.46762D+00 |proj g|= 4.01998D-02\n",
"\n",
"At iterate 75 f= 1.71057D+00 |proj g|= 7.29475D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 75 79 1 0 0 7.295D-05 1.711D+00\n",
" F = 1.7105671866121412 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 74 f= 3.07246D+00 |proj g|= 9.83717D-04\n",
"\n",
"At iterate 39 f= 2.46479D+00 |proj g|= 4.66256D-02\n",
"\n",
"At iterate 75 f= 3.07242D+00 |proj g|= 2.62844D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.12237D+03\n",
"\n",
"At iterate 40 f= 2.45715D+00 |proj g|= 2.06617D-02\n",
"\n",
"At iterate 76 f= 3.07238D+00 |proj g|= 1.37081D-03\n",
"\n",
"At iterate 1 f= 9.58729D+03 |proj g|= 5.12013D+03\n",
"\n",
"\n",
"At iterate 41 f= 2.45278D+00 |proj g|= 2.04126D-02\n",
"At iterate 77 f= 3.07237D+00 |proj g|= 7.61633D-04\n",
"\n",
"At iterate 2 f= 7.79179D+03 |proj g|= 4.26855D+03\n",
"\n",
"At iterate 42 f= 2.44680D+00 |proj g|= 3.57667D-02\n",
"\n",
"At iterate 78 f= 3.07235D+00 |proj g|= 9.13347D-04\n",
"\n",
"At iterate 3 f= 2.86156D+03 |proj g|= 9.46804D+02\n",
"\n",
"At iterate 43 f= 2.43866D+00 |proj g|= 4.08091D-02\n",
"\n",
"At iterate 79 f= 3.07233D+00 |proj g|= 9.41966D-04\n",
"\n",
"At iterate 4 f= 1.94339D+03 |proj g|= 4.28504D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21182D+03\n",
"\n",
"At iterate 5 f= 1.11684D+03 |proj g|= 2.11378D+02\n",
"\n",
"At iterate 1 f= 1.12293D+04 |proj g|= 1.01831D+03\n",
"\n",
"At iterate 44 f= 2.43342D+00 |proj g|= 3.47792D-02\n",
"\n",
"At iterate 80 f= 3.07232D+00 |proj g|= 1.26624D-03\n",
"\n",
"At iterate 6 f= 7.36358D+02 |proj g|= 1.10021D+02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 2 f= 8.03899D+03 |proj g|= 1.82865D+03\n",
"\n",
"At iterate 45 f= 2.42743D+00 |proj g|= 1.65219D-02\n",
"\n",
"At iterate 81 f= 3.07231D+00 |proj g|= 3.13730D-04\n",
"\n",
"At iterate 7 f= 4.78781D+02 |proj g|= 6.83476D+01\n",
"\n",
"At iterate 3 f= 5.84778D+03 |proj g|= 4.15760D+02\n",
"\n",
"At iterate 82 f= 3.07230D+00 |proj g|= 2.23694D-04\n",
"\n",
"At iterate 46 f= 2.42465D+00 |proj g|= 2.35757D-02\n",
"\n",
"At iterate 8 f= 3.06173D+02 |proj g|= 5.52070D+01\n",
"\n",
"At iterate 4 f= 4.71764D+03 |proj g|= 1.24815D+02\n",
"\n",
"At iterate 47 f= 2.42195D+00 |proj g|= 5.28124D-02\n",
"\n",
"At iterate 83 f= 3.07230D+00 |proj g|= 2.04674D-04\n",
"\n",
"At iterate 9 f= 1.77588D+02 |proj g|= 3.78908D+01\n",
"\n",
"At iterate 5 f= 3.69498D+03 |proj g|= 1.49971D+02\n",
"\n",
"At iterate 48 f= 2.41917D+00 |proj g|= 3.18396D-02\n",
"\n",
"At iterate 10 f= 1.11125D+02 |proj g|= 2.12836D+01\n",
"\n",
"At iterate 6 f= 2.79148D+03 |proj g|= 4.98187D+01\n",
"\n",
"At iterate 49 f= 2.41243D+00 |proj g|= 2.32593D-02\n",
"\n",
"At iterate 84 f= 3.07230D+00 |proj g|= 7.46595D-04\n",
"\n",
"At iterate 11 f= 6.25940D+01 |proj g|= 1.17605D+01\n",
"\n",
"At iterate 50 f= 2.40601D+00 |proj g|= 4.25117D-02\n",
"\n",
"At iterate 7 f= 2.07545D+03 |proj g|= 3.49198D+02\n",
"\n",
"At iterate 85 f= 3.07230D+00 |proj g|= 4.46335D-04\n",
"\n",
"At iterate 12 f= 4.12330D+01 |proj g|= 2.93309D+01\n",
"\n",
"At iterate 51 f= 2.39879D+00 |proj g|= 3.92937D-02\n",
"\n",
"At iterate 8 f= 1.64476D+03 |proj g|= 2.78363D+02\n",
"\n",
"At iterate 86 f= 3.07229D+00 |proj g|= 2.40819D-04\n",
"\n",
"At iterate 13 f= 2.33052D+01 |proj g|= 7.14505D+00\n",
"\n",
"At iterate 9 f= 1.24904D+03 |proj g|= 8.36190D+01\n",
"\n",
"At iterate 87 f= 3.07229D+00 |proj g|= 1.98803D-04\n",
"\n",
"At iterate 14 f= 1.68666D+01 |proj g|= 3.48353D+00\n",
"\n",
"At iterate 52 f= 2.39687D+00 |proj g|= 2.48499D-02\n",
"\n",
"At iterate 10 f= 1.02274D+03 |proj g|= 2.97462D+01\n",
"\n",
"At iterate 88 f= 3.07229D+00 |proj g|= 4.60567D-04\n",
"\n",
"At iterate 15 f= 1.07872D+01 |proj g|= 2.55517D+00\n",
"\n",
"At iterate 53 f= 2.39380D+00 |proj g|= 1.26283D-02\n",
"\n",
"At iterate 89 f= 3.07229D+00 |proj g|= 4.30065D-04\n",
"\n",
"At iterate 11 f= 8.76670D+02 |proj g|= 4.45311D+01\n",
"\n",
"At iterate 16 f= 6.35807D+00 |proj g|= 1.15990D+00\n",
"\n",
"At iterate 54 f= 2.39238D+00 |proj g|= 1.03142D-02\n",
"\n",
"At iterate 90 f= 3.07229D+00 |proj g|= 2.52663D-04\n",
"\n",
"At iterate 12 f= 8.53271D+02 |proj g|= 2.35691D+02\n",
"\n",
"At iterate 17 f= 4.96922D+00 |proj g|= 5.66887D-01\n",
"\n",
"At iterate 55 f= 2.39130D+00 |proj g|= 1.34501D-02\n",
"\n",
"At iterate 91 f= 3.07229D+00 |proj g|= 1.15324D-04\n",
"\n",
"At iterate 13 f= 7.60797D+02 |proj g|= 4.54589D+01\n",
"\n",
"At iterate 56 f= 2.38996D+00 |proj g|= 9.67175D-03\n",
"\n",
"At iterate 18 f= 4.65043D+00 |proj g|= 5.58077D-01\n",
"\n",
"At iterate 92 f= 3.07229D+00 |proj g|= 1.25662D-04\n",
"\n",
"At iterate 14 f= 7.47405D+02 |proj g|= 9.80946D+00\n",
"\n",
"At iterate 19 f= 4.39353D+00 |proj g|= 3.58649D-01\n",
"\n",
"At iterate 57 f= 2.38796D+00 |proj g|= 6.71163D-03\n",
"\n",
"At iterate 58 f= 2.38619D+00 |proj g|= 7.50050D-03\n",
"\n",
"At iterate 20 f= 4.16212D+00 |proj g|= 3.15032D-01\n",
"\n",
"At iterate 15 f= 7.41957D+02 |proj g|= 5.38179D+00\n",
"\n",
"At iterate 93 f= 3.07229D+00 |proj g|= 1.54989D-04\n",
"\n",
"At iterate 59 f= 2.38572D+00 |proj g|= 1.37874D-02\n",
"\n",
"At iterate 21 f= 3.94850D+00 |proj g|= 4.97549D-01\n",
"\n",
"At iterate 16 f= 7.39946D+02 |proj g|= 3.80696D+00\n",
"\n",
"At iterate 94 f= 3.07229D+00 |proj g|= 7.71696D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 94 107 1 0 0 7.717D-05 3.072D+00\n",
" F = 3.0722867137072845 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 60 f= 2.38455D+00 |proj g|= 5.50370D-03\n",
"\n",
"At iterate 17 f= 7.34852D+02 |proj g|= 3.10163D+01\n",
"\n",
"At iterate 22 f= 3.77133D+00 |proj g|= 3.91128D-01\n",
"\n",
"At iterate 61 f= 2.38426D+00 |proj g|= 3.33017D-03\n",
"\n",
"At iterate 18 f= 7.32318D+02 |proj g|= 2.48402D+01\n",
"\n",
"At iterate 23 f= 3.60169D+00 |proj g|= 1.85413D-01\n",
"\n",
"At iterate 62 f= 2.38394D+00 |proj g|= 3.83340D-03\n",
"\n",
"At iterate 19 f= 7.27748D+02 |proj g|= 5.17999D+00\n",
"\n",
"At iterate 24 f= 3.54329D+00 |proj g|= 1.26313D-01\n",
"\n",
"At iterate 63 f= 2.38329D+00 |proj g|= 7.70461D-03\n",
"\n",
"At iterate 20 f= 7.26872D+02 |proj g|= 3.39296D+00\n",
"\n",
"At iterate 25 f= 3.52648D+00 |proj g|= 6.32881D-02\n",
"\n",
"At iterate 21 f= 7.25764D+02 |proj g|= 1.38422D+01\n",
"\n",
"At iterate 22 f= 7.25091D+02 |proj g|= 1.57733D+01\n",
"\n",
"At iterate 26 f= 3.48876D+00 |proj g|= 7.66332D-02\n",
"\n",
"At iterate 64 f= 2.38297D+00 |proj g|= 8.04243D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68670D+03\n",
"\n",
"At iterate 23 f= 7.21977D+02 |proj g|= 1.60770D+01\n",
"\n",
"At iterate 27 f= 3.44692D+00 |proj g|= 8.46732D-02\n",
"\n",
"At iterate 65 f= 2.38243D+00 |proj g|= 3.33166D-03\n",
"\n",
"At iterate 1 f= 9.24960D+03 |proj g|= 2.05987D+03\n",
"\n",
"At iterate 24 f= 7.18169D+02 |proj g|= 1.55362D+01\n",
"\n",
"At iterate 28 f= 3.42271D+00 |proj g|= 1.38557D-01\n",
"\n",
"At iterate 66 f= 2.38222D+00 |proj g|= 4.39233D-03\n",
"\n",
"At iterate 2 f= 4.78436D+03 |proj g|= 6.37184D+02\n",
"\n",
"At iterate 29 f= 3.38427D+00 |proj g|= 6.17068D-02\n",
"\n",
"At iterate 3 f= 2.61052D+03 |proj g|= 8.00773D+02\n",
"\n",
"At iterate 67 f= 2.38206D+00 |proj g|= 2.42825D-03\n",
"\n",
"At iterate 30 f= 3.35907D+00 |proj g|= 6.13463D-02\n",
"\n",
"At iterate 4 f= 1.34986D+03 |proj g|= 1.72203D+02\n",
"\n",
"At iterate 68 f= 2.38186D+00 |proj g|= 3.27854D-03\n",
"\n",
"At iterate 31 f= 3.33877D+00 |proj g|= 2.83757D-02\n",
"\n",
"At iterate 25 f= 7.15157D+02 |proj g|= 2.54984D+00\n",
"\n",
"At iterate 5 f= 7.86333D+02 |proj g|= 1.57450D+02\n",
"\n",
"At iterate 69 f= 2.38118D+00 |proj g|= 3.21282D-03\n",
"\n",
"At iterate 32 f= 3.31542D+00 |proj g|= 4.14434D-02\n",
"\n",
"At iterate 26 f= 7.14311D+02 |proj g|= 9.82100D-01\n",
"\n",
"At iterate 6 f= 4.50464D+02 |proj g|= 5.87849D+01\n",
"\n",
"At iterate 70 f= 2.38085D+00 |proj g|= 2.86760D-03\n",
"\n",
"At iterate 33 f= 3.29267D+00 |proj g|= 2.36855D-02\n",
"\n",
"At iterate 27 f= 7.13918D+02 |proj g|= 2.19583D+00\n",
"\n",
"At iterate 7 f= 2.71180D+02 |proj g|= 4.04122D+01\n",
"\n",
"At iterate 71 f= 2.38061D+00 |proj g|= 3.05478D-03\n",
"\n",
"At iterate 34 f= 3.27038D+00 |proj g|= 9.36527D-02\n",
"\n",
"\n",
"At iterate 28 f= 7.13768D+02 |proj g|= 2.64990D+00\n",
"At iterate 8 f= 1.69863D+02 |proj g|= 2.62129D+01\n",
"\n",
"At iterate 72 f= 2.38049D+00 |proj g|= 4.54849D-03\n",
"\n",
"At iterate 35 f= 3.25755D+00 |proj g|= 2.56684D-02\n",
"\n",
"At iterate 9 f= 1.21190D+02 |proj g|= 6.96382D+00\n",
"\n",
"At iterate 36 f= 3.24627D+00 |proj g|= 4.62610D-02\n",
"\n",
"At iterate 73 f= 2.38032D+00 |proj g|= 1.83987D-03\n",
"\n",
"At iterate 29 f= 7.12989D+02 |proj g|= 6.93947D+00\n",
"\n",
"At iterate 10 f= 9.58451D+01 |proj g|= 6.07224D+00\n",
"\n",
"At iterate 37 f= 3.23616D+00 |proj g|= 5.51519D-02\n",
"\n",
"At iterate 74 f= 2.38027D+00 |proj g|= 1.25612D-03\n",
"\n",
"At iterate 30 f= 7.12095D+02 |proj g|= 2.46528D+00\n",
"\n",
"At iterate 11 f= 8.60056D+01 |proj g|= 5.62568D+00\n",
"\n",
"At iterate 75 f= 2.38021D+00 |proj g|= 9.45226D-04\n",
"\n",
"At iterate 38 f= 3.21963D+00 |proj g|= 1.03313D-01\n",
"\n",
"At iterate 31 f= 7.10682D+02 |proj g|= 5.22225D+00\n",
"\n",
"At iterate 12 f= 7.81313D+01 |proj g|= 5.33832D+00\n",
"\n",
"At iterate 76 f= 2.38018D+00 |proj g|= 6.64310D-03\n",
"\n",
"At iterate 39 f= 3.19709D+00 |proj g|= 4.65263D-02\n",
"\n",
"At iterate 13 f= 7.56887D+01 |proj g|= 6.14703D-01\n",
"\n",
"At iterate 77 f= 2.38010D+00 |proj g|= 8.30875D-04\n",
"\n",
"At iterate 40 f= 3.19083D+00 |proj g|= 3.05224D-02\n",
"\n",
"At iterate 32 f= 7.10413D+02 |proj g|= 6.59225D-01\n",
"\n",
"At iterate 78 f= 2.38008D+00 |proj g|= 5.25412D-04\n",
"\n",
"At iterate 14 f= 7.43726D+01 |proj g|= 9.52375D-01\n",
"\n",
"At iterate 41 f= 3.18833D+00 |proj g|= 2.70534D-02\n",
"\n",
"At iterate 33 f= 7.10280D+02 |proj g|= 3.90214D-01\n",
"\n",
"At iterate 79 f= 2.38007D+00 |proj g|= 9.70181D-04\n",
"\n",
"At iterate 15 f= 7.36932D+01 |proj g|= 1.67038D-01\n",
"\n",
"At iterate 42 f= 3.18509D+00 |proj g|= 2.44962D-02\n",
"\n",
"At iterate 34 f= 7.09713D+02 |proj g|= 1.71472D+00\n",
"\n",
"At iterate 16 f= 7.35223D+01 |proj g|= 1.73617D-01\n",
"\n",
"At iterate 43 f= 3.17633D+00 |proj g|= 3.72604D-02\n",
"\n",
"At iterate 35 f= 7.08979D+02 |proj g|= 1.41477D+00\n",
"\n",
"At iterate 80 f= 2.38006D+00 |proj g|= 7.50655D-04\n",
"\n",
"At iterate 17 f= 7.34745D+01 |proj g|= 1.47167D-01\n",
"\n",
"At iterate 44 f= 3.16813D+00 |proj g|= 2.35335D-02\n",
"\n",
"At iterate 81 f= 2.38005D+00 |proj g|= 6.33207D-04\n",
"\n",
"At iterate 36 f= 7.08904D+02 |proj g|= 2.01265D+00\n",
"\n",
"\n",
"At iterate 18 f= 7.34585D+01 |proj g|= 6.57326D-02\n",
"At iterate 45 f= 3.16107D+00 |proj g|= 1.51785D-02\n",
"\n",
"At iterate 82 f= 2.38003D+00 |proj g|= 7.04550D-04\n",
"\n",
"At iterate 37 f= 7.08703D+02 |proj g|= 2.13123D+00\n",
"\n",
"At iterate 19 f= 7.34505D+01 |proj g|= 2.88833D-02\n",
"\n",
"At iterate 46 f= 3.15559D+00 |proj g|= 2.56658D-02\n",
"\n",
"At iterate 83 f= 2.38002D+00 |proj g|= 5.28091D-04\n",
"\n",
"At iterate 20 f= 7.34323D+01 |proj g|= 5.14200D-02\n",
"\n",
"At iterate 47 f= 3.15392D+00 |proj g|= 3.82714D-02\n",
"\n",
"At iterate 84 f= 2.38001D+00 |proj g|= 7.33961D-04\n",
"\n",
"At iterate 38 f= 7.07882D+02 |proj g|= 1.10592D+00\n",
"\n",
"At iterate 48 f= 3.15105D+00 |proj g|= 1.21083D-02\n",
"\n",
"At iterate 39 f= 7.07694D+02 |proj g|= 4.31504D-01\n",
"\n",
"At iterate 21 f= 7.34219D+01 |proj g|= 2.56056D-01\n",
"\n",
"At iterate 85 f= 2.38001D+00 |proj g|= 2.73523D-04\n",
"\n",
"At iterate 49 f= 3.15007D+00 |proj g|= 9.72309D-03\n",
"\n",
"At iterate 40 f= 7.07562D+02 |proj g|= 2.35146D-01\n",
"\n",
"At iterate 22 f= 7.34111D+01 |proj g|= 1.46200D-01\n",
"\n",
"At iterate 86 f= 2.38001D+00 |proj g|= 1.75230D-04\n",
"\n",
"At iterate 50 f= 3.14817D+00 |proj g|= 1.60364D-02\n",
"\n",
"At iterate 41 f= 7.07104D+02 |proj g|= 9.90918D-01\n",
"\n",
"At iterate 23 f= 7.34020D+01 |proj g|= 1.05158D-01\n",
"\n",
"At iterate 87 f= 2.38000D+00 |proj g|= 1.76382D-04\n",
"\n",
"At iterate 51 f= 3.14668D+00 |proj g|= 1.66026D-02\n",
"\n",
"At iterate 42 f= 7.06842D+02 |proj g|= 1.53468D+00\n",
"\n",
"At iterate 24 f= 7.33980D+01 |proj g|= 2.24434D-01\n",
"\n",
"At iterate 88 f= 2.38000D+00 |proj g|= 6.12134D-04\n",
"\n",
"At iterate 52 f= 3.14569D+00 |proj g|= 3.48378D-02\n",
"\n",
"At iterate 25 f= 7.33912D+01 |proj g|= 1.62338D-01\n",
"\n",
"At iterate 43 f= 7.06793D+02 |proj g|= 4.12183D+00\n",
"\n",
"At iterate 89 f= 2.38000D+00 |proj g|= 3.27554D-04\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 53 f= 3.14410D+00 |proj g|= 1.32060D-02\n",
"\n",
"At iterate 44 f= 7.06585D+02 |proj g|= 1.81358D+00\n",
"\n",
"At iterate 26 f= 7.33804D+01 |proj g|= 7.94801D-02\n",
"\n",
"At iterate 90 f= 2.38000D+00 |proj g|= 1.27292D-04\n",
"\n",
"At iterate 54 f= 3.14325D+00 |proj g|= 6.21510D-03\n",
"\n",
"At iterate 27 f= 7.33704D+01 |proj g|= 5.69659D-02\n",
"\n",
"At iterate 45 f= 7.06512D+02 |proj g|= 2.75106D-01\n",
"\n",
"At iterate 91 f= 2.38000D+00 |proj g|= 2.64183D-04\n",
"\n",
"At iterate 55 f= 3.14247D+00 |proj g|= 1.30867D-02\n",
"\n",
"At iterate 28 f= 7.33655D+01 |proj g|= 6.17871D-02\n",
"\n",
"At iterate 46 f= 7.06466D+02 |proj g|= 5.30875D-01\n",
"\n",
"At iterate 56 f= 3.14160D+00 |proj g|= 1.51462D-02\n",
"\n",
"At iterate 47 f= 7.06453D+02 |proj g|= 4.16857D-01\n",
"\n",
"At iterate 92 f= 2.38000D+00 |proj g|= 2.33347D-04\n",
"\n",
"At iterate 29 f= 7.33510D+01 |proj g|= 1.21688D-01\n",
"\n",
"At iterate 48 f= 7.06441D+02 |proj g|= 1.90969D-01\n",
"\n",
"At iterate 93 f= 2.38000D+00 |proj g|= 1.50394D-04\n",
"\n",
"At iterate 30 f= 7.33380D+01 |proj g|= 7.11950D-02\n",
"\n",
"At iterate 57 f= 3.14102D+00 |proj g|= 1.18250D-02\n",
"\n",
"At iterate 49 f= 7.06428D+02 |proj g|= 1.34264D-01\n",
"\n",
"At iterate 94 f= 2.38000D+00 |proj g|= 9.60594D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 94 103 1 0 0 9.606D-05 2.380D+00\n",
" F = 2.3799994153421142 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 31 f= 7.33332D+01 |proj g|= 2.80058D-02\n",
"\n",
"At iterate 58 f= 3.14047D+00 |proj g|= 7.06868D-03\n",
"\n",
"At iterate 50 f= 7.06373D+02 |proj g|= 1.33085D+00\n",
"\n",
"At iterate 32 f= 7.33294D+01 |proj g|= 6.97532D-02\n",
"\n",
"At iterate 59 f= 3.13985D+00 |proj g|= 5.93962D-03\n",
"\n",
"At iterate 51 f= 7.06346D+02 |proj g|= 1.27632D+00\n",
"\n",
"At iterate 33 f= 7.33245D+01 |proj g|= 1.35222D-01\n",
"\n",
"At iterate 60 f= 3.13919D+00 |proj g|= 1.36848D-02\n",
"\n",
"At iterate 52 f= 7.06287D+02 |proj g|= 1.33689D-01\n",
"\n",
"At iterate 34 f= 7.33166D+01 |proj g|= 1.31740D-01\n",
"\n",
"At iterate 61 f= 3.13832D+00 |proj g|= 1.15640D-02\n",
"\n",
"At iterate 53 f= 7.06236D+02 |proj g|= 3.44695D-01\n",
"\n",
"At iterate 62 f= 3.13792D+00 |proj g|= 7.26100D-03\n",
"\n",
"At iterate 54 f= 7.06191D+02 |proj g|= 1.11933D+00\n",
"\n",
"At iterate 35 f= 7.33158D+01 |proj g|= 2.09173D-01\n",
"\n",
"At iterate 63 f= 3.13735D+00 |proj g|= 7.61635D-03\n",
"\n",
"At iterate 36 f= 7.33101D+01 |proj g|= 1.47955D-01\n",
"\n",
"At iterate 64 f= 3.13707D+00 |proj g|= 5.22178D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.39985D+03\n",
"\n",
"At iterate 55 f= 7.06161D+02 |proj g|= 1.04240D+00\n",
"\n",
"At iterate 65 f= 3.13675D+00 |proj g|= 8.96566D-03\n",
"\n",
"At iterate 37 f= 7.33063D+01 |proj g|= 4.63540D-02\n",
"\n",
"At iterate 1 f= 9.99322D+03 |proj g|= 1.21802D+03\n",
"\n",
"At iterate 66 f= 3.13651D+00 |proj g|= 3.26021D-03\n",
"\n",
"At iterate 56 f= 7.06139D+02 |proj g|= 8.14379D-01\n",
"\n",
"At iterate 38 f= 7.33057D+01 |proj g|= 3.22266D-02\n",
"\n",
"At iterate 2 f= 5.78447D+03 |proj g|= 7.80403D+02\n",
"\n",
"At iterate 67 f= 3.13634D+00 |proj g|= 4.66534D-03\n",
"\n",
"At iterate 57 f= 7.06097D+02 |proj g|= 1.44135D-01\n",
"\n",
"At iterate 39 f= 7.33046D+01 |proj g|= 5.67763D-02\n",
"\n",
"At iterate 3 f= 3.65515D+03 |proj g|= 1.58432D+03\n",
"\n",
"At iterate 68 f= 3.13616D+00 |proj g|= 6.54040D-03\n",
"\n",
"At iterate 40 f= 7.33024D+01 |proj g|= 8.98022D-02\n",
"\n",
"At iterate 58 f= 7.06063D+02 |proj g|= 1.98738D-01\n",
"\n",
"At iterate 4 f= 2.46651D+03 |proj g|= 7.72154D+02\n",
"\n",
"At iterate 69 f= 3.13574D+00 |proj g|= 6.92272D-03\n",
"\n",
"At iterate 41 f= 7.32994D+01 |proj g|= 8.61087D-02\n",
"\n",
"At iterate 59 f= 7.06041D+02 |proj g|= 2.97708D+00\n",
"\n",
"At iterate 5 f= 1.57067D+03 |proj g|= 2.83428D+02\n",
"\n",
"\n",
"At iterate 42 f= 7.32956D+01 |proj g|= 4.88043D-02\n",
"At iterate 60 f= 7.05995D+02 |proj g|= 1.57192D+00\n",
"\n",
"At iterate 6 f= 9.90129D+02 |proj g|= 1.21814D+02\n",
"\n",
"At iterate 70 f= 3.13570D+00 |proj g|= 6.60063D-03\n",
"\n",
"At iterate 61 f= 7.05948D+02 |proj g|= 1.15018D-01\n",
"\n",
"At iterate 43 f= 7.32951D+01 |proj g|= 1.36037D-01\n",
"\n",
"At iterate 7 f= 5.54083D+02 |proj g|= 7.36676D+01\n",
"\n",
"At iterate 62 f= 7.05933D+02 |proj g|= 1.49132D-01\n",
"\n",
"At iterate 71 f= 3.13554D+00 |proj g|= 2.88226D-03\n",
"\n",
"At iterate 8 f= 2.86402D+02 |proj g|= 4.23047D+01\n",
"\n",
"At iterate 44 f= 7.32924D+01 |proj g|= 5.05279D-02\n",
"\n",
"At iterate 45 f= 7.32918D+01 |proj g|= 3.65884D-02\n",
"\n",
"At iterate 72 f= 3.13546D+00 |proj g|= 1.82719D-03\n",
"\n",
"At iterate 63 f= 7.05927D+02 |proj g|= 7.72905D-02\n",
"\n",
"At iterate 9 f= 1.36193D+02 |proj g|= 1.01978D+01\n",
"\n",
"At iterate 73 f= 3.13536D+00 |proj g|= 6.42683D-03\n",
"\n",
"At iterate 46 f= 7.32909D+01 |proj g|= 9.77050D-02\n",
"\n",
"At iterate 64 f= 7.05925D+02 |proj g|= 3.13675D-01\n",
"\n",
"At iterate 10 f= 6.66835D+01 |proj g|= 4.91816D+00\n",
"\n",
"At iterate 74 f= 3.13526D+00 |proj g|= 6.32158D-03\n",
"\n",
"At iterate 47 f= 7.32901D+01 |proj g|= 3.04725D-02\n",
"\n",
"At iterate 65 f= 7.05913D+02 |proj g|= 6.38281D-01\n",
"\n",
"At iterate 11 f= 3.63984D+01 |proj g|= 7.61273D+00\n",
"\n",
"At iterate 48 f= 7.32897D+01 |proj g|= 2.10981D-02\n",
"\n",
"At iterate 75 f= 3.13510D+00 |proj g|= 8.57966D-03\n",
"\n",
"At iterate 12 f= 2.13656D+01 |proj g|= 3.04694D+00\n",
"\n",
"At iterate 76 f= 3.13499D+00 |proj g|= 4.06403D-03\n",
"\n",
"At iterate 49 f= 7.32883D+01 |proj g|= 3.43119D-02\n",
"\n",
"At iterate 66 f= 7.05911D+02 |proj g|= 1.43399D-01\n",
"\n",
"At iterate 13 f= 1.53344D+01 |proj g|= 1.80135D+00\n",
"\n",
"At iterate 77 f= 3.13494D+00 |proj g|= 2.17026D-03\n",
"\n",
"At iterate 67 f= 7.05899D+02 |proj g|= 7.04792D-02\n",
"\n",
"At iterate 50 f= 7.32872D+01 |proj g|= 7.29431D-02\n",
"\n",
"At iterate 14 f= 1.25811D+01 |proj g|= 4.87936D-01\n",
"\n",
"At iterate 78 f= 3.13490D+00 |proj g|= 2.86935D-03\n",
"\n",
"At iterate 51 f= 7.32861D+01 |proj g|= 2.90811D-02\n",
"\n",
"At iterate 68 f= 7.05885D+02 |proj g|= 2.64913D-01\n",
"\n",
"At iterate 15 f= 1.17540D+01 |proj g|= 1.00300D+00\n",
"\n",
"At iterate 79 f= 3.13483D+00 |proj g|= 4.43004D-03\n",
"\n",
"At iterate 52 f= 7.32854D+01 |proj g|= 9.69713D-03\n",
"\n",
"At iterate 69 f= 7.05867D+02 |proj g|= 2.74134D-01\n",
"\n",
"At iterate 80 f= 3.13471D+00 |proj g|= 2.82727D-03\n",
"\n",
"At iterate 53 f= 7.32851D+01 |proj g|= 1.01725D-02\n",
"\n",
"At iterate 16 f= 1.14563D+01 |proj g|= 1.09752D-01\n",
"\n",
"At iterate 81 f= 3.13469D+00 |proj g|= 7.53495D-03\n",
"\n",
"At iterate 54 f= 7.32845D+01 |proj g|= 4.72010D-02\n",
"\n",
"At iterate 70 f= 7.05862D+02 |proj g|= 3.02469D-01\n",
"\n",
"At iterate 17 f= 1.14150D+01 |proj g|= 8.57145D-02\n",
"\n",
"\n",
"At iterate 82 f= 3.13463D+00 |proj g|= 1.73100D-03\n",
"At iterate 71 f= 7.05846D+02 |proj g|= 7.99980D-02\n",
"\n",
"At iterate 55 f= 7.32829D+01 |proj g|= 1.32306D-02\n",
"\n",
"At iterate 18 f= 1.13430D+01 |proj g|= 1.04005D-01\n",
"\n",
"At iterate 56 f= 7.32819D+01 |proj g|= 2.27036D-02\n",
"\n",
"At iterate 72 f= 7.05830D+02 |proj g|= 2.41310D-01\n",
"\n",
"At iterate 83 f= 3.13461D+00 |proj g|= 1.69446D-03\n",
"\n",
"At iterate 19 f= 1.11859D+01 |proj g|= 1.81905D-01\n",
"\n",
"At iterate 57 f= 7.32813D+01 |proj g|= 1.99683D-02\n",
"\n",
"At iterate 84 f= 3.13460D+00 |proj g|= 2.64252D-03\n",
"\n",
"At iterate 20 f= 1.10237D+01 |proj g|= 1.18191D-01\n",
"\n",
"At iterate 85 f= 3.13458D+00 |proj g|= 3.44042D-03\n",
"\n",
"At iterate 73 f= 7.05826D+02 |proj g|= 3.21644D-01\n",
"\n",
"At iterate 58 f= 7.32813D+01 |proj g|= 1.40024D-02\n",
"\n",
"At iterate 86 f= 3.13454D+00 |proj g|= 3.62700D-03\n",
"\n",
"At iterate 21 f= 1.09343D+01 |proj g|= 1.65985D-01\n",
"\n",
"At iterate 74 f= 7.05820D+02 |proj g|= 1.00323D-01\n",
"\n",
"At iterate 59 f= 7.32812D+01 |proj g|= 1.41674D-02\n",
"\n",
"At iterate 87 f= 3.13451D+00 |proj g|= 3.07314D-03\n",
"\n",
"At iterate 22 f= 1.08357D+01 |proj g|= 8.74546D-02\n",
"\n",
"At iterate 75 f= 7.05812D+02 |proj g|= 1.51499D-01\n",
"\n",
"At iterate 60 f= 7.32805D+01 |proj g|= 3.54306D-02\n",
"\n",
"At iterate 88 f= 3.13450D+00 |proj g|= 2.18239D-03\n",
"\n",
"At iterate 23 f= 1.07777D+01 |proj g|= 1.60808D-01\n",
"\n",
"At iterate 76 f= 7.05807D+02 |proj g|= 1.60231D-01\n",
"\n",
"At iterate 61 f= 7.32802D+01 |proj g|= 1.14152D-02\n",
"\n",
"At iterate 89 f= 3.13449D+00 |proj g|= 6.95701D-04\n",
"\n",
"At iterate 24 f= 1.07333D+01 |proj g|= 6.83728D-02\n",
"\n",
"At iterate 62 f= 7.32800D+01 |proj g|= 2.54714D-02\n",
"\n",
"At iterate 90 f= 3.13449D+00 |proj g|= 6.46635D-04\n",
"\n",
"At iterate 25 f= 1.07045D+01 |proj g|= 2.13836D-02\n",
"\n",
"At iterate 77 f= 7.05805D+02 |proj g|= 4.36854D-01\n",
"\n",
"At iterate 63 f= 7.32797D+01 |proj g|= 3.98301D-02\n",
"\n",
"At iterate 91 f= 3.13448D+00 |proj g|= 9.81986D-04\n",
"\n",
"At iterate 26 f= 1.06907D+01 |proj g|= 1.74241D-02\n",
"\n",
"At iterate 78 f= 7.05798D+02 |proj g|= 3.91794D-01\n",
"\n",
"At iterate 64 f= 7.32792D+01 |proj g|= 4.29787D-02\n",
"\n",
"At iterate 92 f= 3.13448D+00 |proj g|= 1.60185D-03\n",
"\n",
"At iterate 27 f= 1.06821D+01 |proj g|= 5.12161D-02\n",
"\n",
"At iterate 65 f= 7.32787D+01 |proj g|= 2.43819D-02\n",
"\n",
"At iterate 93 f= 3.13448D+00 |proj g|= 5.08285D-04\n",
"\n",
"At iterate 28 f= 1.06787D+01 |proj g|= 8.36576D-02\n",
"\n",
"At iterate 79 f= 7.05789D+02 |proj g|= 1.55769D-01\n",
"\n",
"At iterate 66 f= 7.32785D+01 |proj g|= 9.10204D-03\n",
"\n",
"At iterate 94 f= 3.13447D+00 |proj g|= 3.22322D-04\n",
"\n",
"At iterate 29 f= 1.06748D+01 |proj g|= 3.44289D-02\n",
"\n",
"At iterate 80 f= 7.05785D+02 |proj g|= 7.27813D-02\n",
"\n",
"At iterate 67 f= 7.32784D+01 |proj g|= 1.21715D-02\n",
"\n",
"At iterate 95 f= 3.13447D+00 |proj g|= 3.49725D-04\n",
"\n",
"At iterate 30 f= 1.06709D+01 |proj g|= 1.31251D-02\n",
"\n",
"At iterate 68 f= 7.32784D+01 |proj g|= 1.14732D-02\n",
"\n",
"At iterate 81 f= 7.05781D+02 |proj g|= 8.69608D-02\n",
"\n",
"At iterate 96 f= 3.13447D+00 |proj g|= 3.93553D-04\n",
"\n",
"At iterate 31 f= 1.06682D+01 |proj g|= 2.53533D-02\n",
"\n",
"\n",
"At iterate 82 f= 7.05766D+02 |proj g|= 1.40078D-01\n",
"At iterate 69 f= 7.32783D+01 |proj g|= 2.12173D-02\n",
"\n",
"At iterate 97 f= 3.13447D+00 |proj g|= 1.06918D-03\n",
"\n",
"At iterate 32 f= 1.06638D+01 |proj g|= 3.32617D-02\n",
"\n",
"At iterate 98 f= 3.13447D+00 |proj g|= 3.18896D-04\n",
"\n",
"At iterate 33 f= 1.06625D+01 |proj g|= 2.47940D-02\n",
"\n",
"At iterate 70 f= 7.32782D+01 |proj g|= 1.57184D-02\n",
"\n",
"At iterate 83 f= 7.05765D+02 |proj g|= 4.87600D-01\n",
"\n",
"At iterate 99 f= 3.13447D+00 |proj g|= 2.01046D-04\n",
"\n",
"At iterate 34 f= 1.06602D+01 |proj g|= 9.30333D-03\n",
"\n",
"At iterate 71 f= 7.32780D+01 |proj g|= 7.22448D-03\n",
"\n",
"At iterate 84 f= 7.05757D+02 |proj g|= 2.51301D-01\n",
"\n",
"At iterate 100 f= 3.13447D+00 |proj g|= 3.84433D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 104 1 0 0 3.844D-04 3.134D+00\n",
" F = 3.1344666761511100 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 35 f= 1.06597D+01 |proj g|= 7.50973D-03\n",
"\n",
"At iterate 72 f= 7.32779D+01 |proj g|= 5.59940D-03\n",
"\n",
"At iterate 85 f= 7.05752D+02 |proj g|= 3.11368D-01\n",
"\n",
"At iterate 36 f= 1.06593D+01 |proj g|= 6.93618D-03\n",
"\n",
"At iterate 37 f= 1.06587D+01 |proj g|= 5.30212D-03\n",
"\n",
"At iterate 73 f= 7.32779D+01 |proj g|= 1.70326D-02\n",
"\n",
"At iterate 86 f= 7.05751D+02 |proj g|= 6.45292D-02\n",
"\n",
"At iterate 38 f= 1.06580D+01 |proj g|= 2.30432D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 74 f= 7.32778D+01 |proj g|= 7.76616D-03\n",
"\n",
"At iterate 87 f= 7.05750D+02 |proj g|= 4.94857D-02\n",
"\n",
"At iterate 88 f= 7.05747D+02 |proj g|= 1.06761D-01\n",
"\n",
"At iterate 75 f= 7.32777D+01 |proj g|= 9.11033D-03\n",
"\n",
"At iterate 39 f= 1.06578D+01 |proj g|= 1.30516D-02\n",
"\n",
"At iterate 40 f= 1.06576D+01 |proj g|= 1.57356D-03\n",
"\n",
"At iterate 89 f= 7.05744D+02 |proj g|= 3.52190D-01\n",
"\n",
"At iterate 76 f= 7.32776D+01 |proj g|= 1.37481D-02\n",
"\n",
"At iterate 41 f= 1.06576D+01 |proj g|= 8.37215D-04\n",
"\n",
"At iterate 77 f= 7.32775D+01 |proj g|= 9.25287D-03\n",
"\n",
"At iterate 42 f= 1.06575D+01 |proj g|= 5.07201D-03\n",
"\n",
"At iterate 90 f= 7.05741D+02 |proj g|= 2.41919D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.68262D+03\n",
"\n",
"At iterate 43 f= 1.06575D+01 |proj g|= 1.84057D-03\n",
"\n",
"At iterate 78 f= 7.32775D+01 |proj g|= 1.96987D-02\n",
"\n",
"At iterate 91 f= 7.05740D+02 |proj g|= 1.90020D-01\n",
"\n",
"At iterate 1 f= 9.90872D+03 |proj g|= 1.53221D+03\n",
"\n",
"At iterate 79 f= 7.32773D+01 |proj g|= 1.37751D-02\n",
"\n",
"At iterate 44 f= 1.06575D+01 |proj g|= 1.00934D-03\n",
"\n",
"At iterate 92 f= 7.05737D+02 |proj g|= 9.77646D-02\n",
"\n",
"At iterate 2 f= 5.08890D+03 |proj g|= 1.11296D+03\n",
"\n",
"At iterate 80 f= 7.32772D+01 |proj g|= 1.25474D-02\n",
"\n",
"At iterate 93 f= 7.05735D+02 |proj g|= 2.47171D-02\n",
"\n",
"At iterate 45 f= 1.06574D+01 |proj g|= 4.52738D-04\n",
"\n",
"At iterate 3 f= 2.96975D+03 |proj g|= 1.46166D+03\n",
"\n",
"At iterate 81 f= 7.32771D+01 |proj g|= 8.53700D-03\n",
"\n",
"At iterate 94 f= 7.05733D+02 |proj g|= 8.84439D-02\n",
"\n",
"At iterate 4 f= 1.92339D+03 |proj g|= 7.48758D+02\n",
"\n",
"At iterate 46 f= 1.06574D+01 |proj g|= 5.97419D-04\n",
"\n",
"At iterate 5 f= 1.14052D+03 |proj g|= 2.80680D+02\n",
"\n",
"At iterate 95 f= 7.05732D+02 |proj g|= 2.16136D-02\n",
"\n",
"At iterate 82 f= 7.32771D+01 |proj g|= 2.20642D-02\n",
"\n",
"At iterate 6 f= 7.16704D+02 |proj g|= 1.13022D+02\n",
"\n",
"At iterate 96 f= 7.05731D+02 |proj g|= 2.76366D-01\n",
"\n",
"At iterate 47 f= 1.06574D+01 |proj g|= 1.22807D-03\n",
"\n",
"At iterate 83 f= 7.32770D+01 |proj g|= 1.09768D-02\n",
"\n",
"At iterate 7 f= 4.36853D+02 |proj g|= 5.55782D+01\n",
"\n",
"At iterate 97 f= 7.05729D+02 |proj g|= 3.73317D-01\n",
"\n",
"At iterate 84 f= 7.32770D+01 |proj g|= 4.94677D-03\n",
"\n",
"At iterate 48 f= 1.06574D+01 |proj g|= 4.59493D-04\n",
"\n",
"At iterate 8 f= 2.53900D+02 |proj g|= 3.58663D+01\n",
"\n",
"At iterate 98 f= 7.05727D+02 |proj g|= 1.98961D-01\n",
"\n",
"At iterate 85 f= 7.32770D+01 |proj g|= 9.90823D-03\n",
"\n",
"At iterate 49 f= 1.06574D+01 |proj g|= 2.05784D-04\n",
"\n",
"At iterate 9 f= 1.08298D+02 |proj g|= 1.31054D+01\n",
"\n",
"At iterate 99 f= 7.05726D+02 |proj g|= 3.61311D-02\n",
"\n",
"At iterate 86 f= 7.32770D+01 |proj g|= 1.06761D-02\n",
"\n",
"At iterate 50 f= 1.06574D+01 |proj g|= 3.87811D-04\n",
"\n",
"At iterate 100 f= 7.05725D+02 |proj g|= 3.85861D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 117 1 0 0 3.859D-02 7.057D+02\n",
" F = 705.72509112380158 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 10 f= 5.78639D+01 |proj g|= 1.86887D+01\n",
"\n",
"At iterate 11 f= 3.10821D+01 |proj g|= 6.00853D+00\n",
"\n",
"At iterate 87 f= 7.32770D+01 |proj g|= 1.72657D-02\n",
"\n",
"At iterate 51 f= 1.06574D+01 |proj g|= 3.10919D-04\n",
"\n",
"At iterate 12 f= 2.02914D+01 |proj g|= 3.15237D+00\n",
"\n",
"At iterate 88 f= 7.32769D+01 |proj g|= 9.43834D-03\n",
"\n",
"At iterate 52 f= 1.06574D+01 |proj g|= 3.96686D-04\n",
"\n",
"At iterate 13 f= 1.33209D+01 |proj g|= 1.54245D+00\n",
"\n",
"At iterate 89 f= 7.32769D+01 |proj g|= 3.19007D-03\n",
"\n",
"At iterate 53 f= 1.06574D+01 |proj g|= 2.61360D-04\n",
"\n",
"At iterate 14 f= 1.02024D+01 |proj g|= 1.75360D+00\n",
"\n",
"At iterate 90 f= 7.32769D+01 |proj g|= 5.07340D-03\n",
"\n",
"At iterate 54 f= 1.06574D+01 |proj g|= 1.79376D-04\n",
"\n",
"At iterate 15 f= 9.40497D+00 |proj g|= 8.34810D-01\n",
"\n",
"At iterate 91 f= 7.32769D+01 |proj g|= 6.70125D-03\n",
"\n",
"At iterate 55 f= 1.06574D+01 |proj g|= 7.24203D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 55 60 1 0 0 7.242D-05 1.066D+01\n",
" F = 10.657403023684337 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 16 f= 9.04482D+00 |proj g|= 1.66657D-01\n",
"\n",
"At iterate 92 f= 7.32769D+01 |proj g|= 1.35495D-02\n",
"\n",
"At iterate 17 f= 8.94338D+00 |proj g|= 1.20514D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 93 f= 7.32768D+01 |proj g|= 1.02967D-02\n",
"\n",
"At iterate 18 f= 8.85618D+00 |proj g|= 1.18206D-01\n",
"\n",
"At iterate 1 f= 8.30612D+03 |proj g|= 3.00538D+03\n",
"\n",
"At iterate 94 f= 7.32768D+01 |proj g|= 5.30263D-03\n",
"\n",
"At iterate 19 f= 8.68824D+00 |proj g|= 1.16493D-01\n",
"\n",
"At iterate 2 f= 4.66558D+03 |proj g|= 1.86137D+03\n",
"\n",
"At iterate 95 f= 7.32768D+01 |proj g|= 6.65143D-03\n",
"\n",
"At iterate 20 f= 8.50958D+00 |proj g|= 1.03154D-01\n",
"\n",
"At iterate 3 f= 2.21988D+03 |proj g|= 8.95399D+02\n",
"\n",
"At iterate 96 f= 7.32767D+01 |proj g|= 7.54611D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.92705D+03\n",
"\n",
"At iterate 4 f= 1.24650D+03 |proj g|= 4.60571D+02\n",
"\n",
"At iterate 97 f= 7.32767D+01 |proj g|= 1.97806D-02\n",
"\n",
"At iterate 1 f= 8.60853D+03 |proj g|= 2.59663D+03\n",
"\n",
"At iterate 21 f= 8.44451D+00 |proj g|= 1.16802D-01\n",
"\n",
"At iterate 5 f= 7.43717D+02 |proj g|= 2.38072D+02\n",
"\n",
"At iterate 2 f= 4.16102D+03 |proj g|= 1.28247D+03\n",
"\n",
"At iterate 22 f= 8.40347D+00 |proj g|= 9.60016D-02\n",
"\n",
"At iterate 6 f= 4.65469D+02 |proj g|= 1.25779D+02\n",
"\n",
"At iterate 98 f= 7.32767D+01 |proj g|= 4.21475D-03\n",
"\n",
"At iterate 3 f= 2.22190D+03 |proj g|= 6.93520D+02\n",
"\n",
"At iterate 23 f= 8.31212D+00 |proj g|= 4.89646D-02\n",
"\n",
"At iterate 7 f= 2.94742D+02 |proj g|= 5.34669D+01\n",
"\n",
"At iterate 99 f= 7.32767D+01 |proj g|= 2.30384D-03\n",
"\n",
"At iterate 4 f= 1.27020D+03 |proj g|= 3.49921D+02\n",
"\n",
"At iterate 8 f= 1.99435D+02 |proj g|= 4.12448D+01\n",
"\n",
"At iterate 24 f= 8.28312D+00 |proj g|= 4.08526D-02\n",
"\n",
"At iterate 100 f= 7.32766D+01 |proj g|= 2.22689D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"\n",
"At iterate 5 f= 7.63870D+02 |proj g|= 1.78542D+02\n",
" 3176 100 112 1 0 0 2.227D-03 7.328D+01\n",
" F = 73.276645013415632 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 9 f= 1.30807D+02 |proj g|= 1.88860D+01\n",
"\n",
"At iterate 25 f= 8.25179D+00 |proj g|= 2.16161D-02\n",
"\n",
"At iterate 6 f= 4.50287D+02 |proj g|= 8.15279D+01\n",
"\n",
"At iterate 26 f= 8.24658D+00 |proj g|= 2.33069D-02\n",
"\n",
"At iterate 10 f= 1.07464D+02 |proj g|= 5.73652D+00\n",
"\n",
"At iterate 7 f= 2.50312D+02 |proj g|= 4.42455D+01\n",
"\n",
"At iterate 11 f= 9.54486D+01 |proj g|= 6.00303D+00\n",
"\n",
"At iterate 27 f= 8.24440D+00 |proj g|= 7.13956D-02\n",
"\n",
"At iterate 8 f= 1.16131D+02 |proj g|= 3.61305D+01\n",
"\n",
"At iterate 12 f= 8.72955D+01 |proj g|= 1.45059D+00\n",
"\n",
"At iterate 28 f= 8.24107D+00 |proj g|= 1.08779D-02\n",
"\n",
"At iterate 9 f= 5.64086D+01 |proj g|= 9.07774D+00\n",
"\n",
"At iterate 13 f= 8.30565D+01 |proj g|= 6.06691D+00\n",
"\n",
"At iterate 29 f= 8.24004D+00 |proj g|= 1.32019D-02\n",
"\n",
"At iterate 10 f= 3.45262D+01 |proj g|= 5.56149D+00\n",
"\n",
"At iterate 14 f= 8.12218D+01 |proj g|= 3.44908D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.92768D+03\n",
"\n",
"At iterate 30 f= 8.23863D+00 |proj g|= 1.69774D-02\n",
"\n",
"At iterate 11 f= 1.67671D+01 |proj g|= 3.11790D+00\n",
"\n",
"At iterate 15 f= 8.01563D+01 |proj g|= 6.21331D-01\n",
"\n",
"At iterate 1 f= 9.54653D+03 |proj g|= 1.76989D+03\n",
"\n",
"At iterate 31 f= 8.23570D+00 |proj g|= 1.79388D-02\n",
"\n",
"At iterate 12 f= 1.16154D+01 |proj g|= 7.07318D+00\n",
"\n",
"At iterate 16 f= 7.98908D+01 |proj g|= 5.83791D-01\n",
"\n",
"At iterate 2 f= 4.56478D+03 |proj g|= 4.03661D+02\n",
"\n",
"At iterate 13 f= 6.06334D+00 |proj g|= 2.23285D+00\n",
"\n",
"At iterate 17 f= 7.96914D+01 |proj g|= 4.65751D-01\n",
"\n",
"At iterate 3 f= 2.61254D+03 |proj g|= 7.75774D+02\n",
"\n",
"At iterate 32 f= 8.23493D+00 |proj g|= 8.12492D-03\n",
"\n",
"At iterate 14 f= 5.25370D+00 |proj g|= 1.40075D+00\n",
"\n",
"At iterate 18 f= 7.96223D+01 |proj g|= 4.90900D-01\n",
"\n",
"At iterate 4 f= 1.49647D+03 |proj g|= 2.41270D+02\n",
"\n",
"At iterate 33 f= 8.23431D+00 |proj g|= 3.17984D-03\n",
"\n",
"At iterate 15 f= 4.64288D+00 |proj g|= 6.74795D-01\n",
"\n",
"At iterate 19 f= 7.96052D+01 |proj g|= 2.22150D-01\n",
"\n",
"At iterate 5 f= 9.12242D+02 |proj g|= 1.77831D+02\n",
"\n",
"At iterate 34 f= 8.23380D+00 |proj g|= 4.33995D-03\n",
"\n",
"At iterate 16 f= 4.43445D+00 |proj g|= 3.49260D-01\n",
"\n",
"At iterate 20 f= 7.95939D+01 |proj g|= 1.25671D-01\n",
"\n",
"At iterate 6 f= 5.22543D+02 |proj g|= 8.39666D+01\n",
"\n",
"\n",
"At iterate 17 f= 4.32740D+00 |proj g|= 1.50131D-01\n",
"At iterate 35 f= 8.23341D+00 |proj g|= 6.13920D-03\n",
"\n",
"At iterate 21 f= 7.95839D+01 |proj g|= 7.84078D-02\n",
"\n",
"At iterate 7 f= 2.75809D+02 |proj g|= 4.64673D+01\n",
"\n",
"At iterate 18 f= 4.23124D+00 |proj g|= 8.03843D-02\n",
"\n",
"At iterate 36 f= 8.23301D+00 |proj g|= 3.52151D-03\n",
"\n",
"At iterate 8 f= 1.81393D+02 |proj g|= 2.66284D+01\n",
"\n",
"At iterate 22 f= 7.95727D+01 |proj g|= 4.38792D-01\n",
"\n",
"At iterate 37 f= 8.23279D+00 |proj g|= 2.91532D-03\n",
"\n",
"At iterate 19 f= 4.12256D+00 |proj g|= 1.02674D-01\n",
"\n",
"At iterate 9 f= 1.08826D+02 |proj g|= 1.29606D+01\n",
"\n",
"At iterate 23 f= 7.95505D+01 |proj g|= 3.59725D-01\n",
"\n",
"At iterate 38 f= 8.23265D+00 |proj g|= 1.07924D-03\n",
"\n",
"At iterate 10 f= 6.51008D+01 |proj g|= 4.87338D+00\n",
"\n",
"At iterate 24 f= 7.95138D+01 |proj g|= 2.47105D-01\n",
"\n",
"At iterate 20 f= 4.09431D+00 |proj g|= 6.07284D-02\n",
"\n",
"At iterate 11 f= 4.37157D+01 |proj g|= 4.03569D+00\n",
"\n",
"At iterate 39 f= 8.23262D+00 |proj g|= 6.70114D-03\n",
"\n",
"At iterate 25 f= 7.94858D+01 |proj g|= 1.65660D-01\n",
"\n",
"At iterate 21 f= 4.08815D+00 |proj g|= 4.36004D-02\n",
"\n",
"At iterate 12 f= 2.73185D+01 |proj g|= 3.27767D+00\n",
"\n",
"\n",
"At iterate 26 f= 7.94417D+01 |proj g|= 2.03181D-01\n",
"At iterate 40 f= 8.23258D+00 |proj g|= 1.42933D-03\n",
"\n",
"At iterate 22 f= 4.08059D+00 |proj g|= 1.48279D-02\n",
"\n",
"At iterate 13 f= 1.97730D+01 |proj g|= 5.70076D+00\n",
"\n",
"\n",
"At iterate 41 f= 8.23257D+00 |proj g|= 7.11070D-04\n",
"At iterate 27 f= 7.94210D+01 |proj g|= 1.08377D-01\n",
"\n",
"At iterate 23 f= 4.07469D+00 |proj g|= 1.40602D-02\n",
"\n",
"At iterate 14 f= 1.28730D+01 |proj g|= 6.30755D-01\n",
"\n",
"At iterate 42 f= 8.23256D+00 |proj g|= 1.46048D-03\n",
"\n",
"At iterate 28 f= 7.93933D+01 |proj g|= 7.53852D-02\n",
"\n",
"At iterate 24 f= 4.07059D+00 |proj g|= 8.51235D-02\n",
"\n",
"At iterate 15 f= 1.18063D+01 |proj g|= 5.03353D-01\n",
"\n",
"At iterate 29 f= 7.93870D+01 |proj g|= 5.02692D-02\n",
"\n",
"At iterate 43 f= 8.23253D+00 |proj g|= 1.50831D-03\n",
"\n",
"At iterate 25 f= 4.06555D+00 |proj g|= 5.68965D-02\n",
"\n",
"At iterate 16 f= 9.60943D+00 |proj g|= 1.06595D+00\n",
"\n",
"At iterate 44 f= 8.23251D+00 |proj g|= 2.94250D-03\n",
"\n",
"At iterate 26 f= 4.05803D+00 |proj g|= 1.12056D-02\n",
"\n",
"At iterate 17 f= 9.20822D+00 |proj g|= 6.13241D-01\n",
"\n",
"At iterate 30 f= 7.93810D+01 |proj g|= 1.96200D-01\n",
"\n",
"At iterate 45 f= 8.23251D+00 |proj g|= 2.00726D-03\n",
"\n",
"At iterate 27 f= 4.05538D+00 |proj g|= 1.02605D-02\n",
"\n",
"At iterate 31 f= 7.93693D+01 |proj g|= 5.51844D-02\n",
"\n",
"At iterate 18 f= 8.79858D+00 |proj g|= 3.15957D-01\n",
"\n",
"At iterate 46 f= 8.23250D+00 |proj g|= 2.58793D-04\n",
"\n",
"At iterate 28 f= 4.05181D+00 |proj g|= 1.23146D-02\n",
"\n",
"At iterate 32 f= 7.93577D+01 |proj g|= 1.39281D-01\n",
"\n",
"At iterate 19 f= 8.44634D+00 |proj g|= 1.87054D-01\n",
"\n",
"At iterate 47 f= 8.23250D+00 |proj g|= 1.50826D-04\n",
"\n",
"At iterate 33 f= 7.93405D+01 |proj g|= 2.87670D-01\n",
"\n",
"At iterate 20 f= 8.23180D+00 |proj g|= 1.65527D-01\n",
"\n",
"At iterate 48 f= 8.23250D+00 |proj g|= 3.10096D-04\n",
"\n",
"At iterate 29 f= 4.05106D+00 |proj g|= 4.97785D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 34 f= 7.93170D+01 |proj g|= 1.36051D-01\n",
"\n",
"At iterate 21 f= 8.04834D+00 |proj g|= 1.41504D-01\n",
"\n",
"\n",
"At iterate 30 f= 4.05065D+00 |proj g|= 1.47551D-03\n",
"At iterate 49 f= 8.23250D+00 |proj g|= 4.34918D-04\n",
"\n",
"At iterate 22 f= 7.87524D+00 |proj g|= 7.62411D-02\n",
"\n",
"At iterate 50 f= 8.23250D+00 |proj g|= 5.60902D-04\n",
"\n",
"At iterate 31 f= 4.05036D+00 |proj g|= 2.54922D-03\n",
"\n",
"At iterate 35 f= 7.93031D+01 |proj g|= 3.77576D-01\n",
"\n",
"At iterate 23 f= 7.78764D+00 |proj g|= 9.05354D-02\n",
"\n",
"At iterate 32 f= 4.04998D+00 |proj g|= 5.32163D-03\n",
"\n",
"At iterate 24 f= 7.71261D+00 |proj g|= 1.53165D-01\n",
"\n",
"At iterate 51 f= 8.23250D+00 |proj g|= 3.22423D-04\n",
"\n",
"At iterate 36 f= 7.92901D+01 |proj g|= 1.80909D-01\n",
"\n",
"At iterate 33 f= 4.04987D+00 |proj g|= 8.33710D-03\n",
"\n",
"At iterate 25 f= 7.68209D+00 |proj g|= 7.42129D-02\n",
"\n",
"At iterate 52 f= 8.23250D+00 |proj g|= 1.25588D-04\n",
"\n",
"At iterate 37 f= 7.92849D+01 |proj g|= 5.29392D-02\n",
"\n",
"At iterate 34 f= 4.04958D+00 |proj g|= 1.81096D-03\n",
"\n",
"At iterate 26 f= 7.66523D+00 |proj g|= 2.13437D-02\n",
"\n",
"At iterate 53 f= 8.23250D+00 |proj g|= 7.66756D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 53 57 1 0 0 7.668D-05 8.232D+00\n",
" F = 8.2324950182199874 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 38 f= 7.92834D+01 |proj g|= 6.08673D-02\n",
"\n",
"At iterate 35 f= 4.04950D+00 |proj g|= 1.71838D-03\n",
"\n",
"At iterate 27 f= 7.65026D+00 |proj g|= 3.14324D-02\n",
"\n",
"At iterate 39 f= 7.92807D+01 |proj g|= 4.61549D-02\n",
"\n",
"\n",
"At iterate 28 f= 7.63479D+00 |proj g|= 6.64688D-02\n",
"At iterate 36 f= 4.04943D+00 |proj g|= 1.71650D-03\n",
"\n",
"At iterate 40 f= 7.92736D+01 |proj g|= 7.97430D-02\n",
"\n",
"At iterate 29 f= 7.62238D+00 |proj g|= 3.86830D-02\n",
"\n",
"At iterate 37 f= 4.04941D+00 |proj g|= 4.18342D-03\n",
"\n",
"At iterate 41 f= 7.92718D+01 |proj g|= 1.01624D-01\n",
"\n",
"At iterate 30 f= 7.61172D+00 |proj g|= 2.59017D-02\n",
"\n",
"At iterate 38 f= 4.04938D+00 |proj g|= 2.25202D-03\n",
"\n",
"At iterate 31 f= 7.59972D+00 |proj g|= 2.74011D-02\n",
"\n",
"At iterate 42 f= 7.92685D+01 |proj g|= 7.94583D-02\n",
"\n",
"At iterate 39 f= 4.04934D+00 |proj g|= 7.89582D-04\n",
"\n",
"At iterate 32 f= 7.59182D+00 |proj g|= 2.33685D-02\n",
"\n",
"At iterate 43 f= 7.92646D+01 |proj g|= 8.55773D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 40 f= 4.04931D+00 |proj g|= 1.29060D-03\n",
"\n",
"At iterate 33 f= 7.58524D+00 |proj g|= 1.48960D-02\n",
"\n",
"At iterate 44 f= 7.92612D+01 |proj g|= 1.07931D-01\n",
"\n",
"At iterate 1 f= 9.12029D+03 |proj g|= 4.42134D+03\n",
"\n",
"At iterate 41 f= 4.04927D+00 |proj g|= 1.72882D-03\n",
"\n",
"At iterate 2 f= 6.83842D+03 |proj g|= 3.44406D+03\n",
"\n",
"At iterate 45 f= 7.92526D+01 |proj g|= 4.38422D-02\n",
"\n",
"At iterate 42 f= 4.04925D+00 |proj g|= 1.72713D-03\n",
"\n",
"At iterate 3 f= 2.40274D+03 |proj g|= 1.10049D+03\n",
"\n",
"At iterate 43 f= 4.04924D+00 |proj g|= 5.14211D-04\n",
"\n",
"At iterate 34 f= 7.58301D+00 |proj g|= 2.75168D-02\n",
"\n",
"At iterate 46 f= 7.92491D+01 |proj g|= 3.50856D-02\n",
"\n",
"At iterate 4 f= 1.43901D+03 |proj g|= 5.81091D+02\n",
"\n",
"At iterate 44 f= 4.04923D+00 |proj g|= 1.81804D-04\n",
"\n",
"At iterate 35 f= 7.58007D+00 |proj g|= 1.04583D-02\n",
"\n",
"At iterate 5 f= 8.07568D+02 |proj g|= 1.98916D+02\n",
"\n",
"At iterate 45 f= 4.04923D+00 |proj g|= 1.95978D-04\n",
"\n",
"At iterate 36 f= 7.57853D+00 |proj g|= 6.46148D-03\n",
"\n",
"At iterate 47 f= 7.92487D+01 |proj g|= 5.45368D-02\n",
"\n",
"At iterate 46 f= 4.04923D+00 |proj g|= 1.88176D-04\n",
"\n",
"At iterate 37 f= 7.57740D+00 |proj g|= 6.81780D-03\n",
"\n",
"At iterate 6 f= 4.61048D+02 |proj g|= 1.01472D+02\n",
"\n",
"At iterate 48 f= 7.92480D+01 |proj g|= 1.22370D-02\n",
"\n",
"At iterate 47 f= 4.04923D+00 |proj g|= 2.78148D-04\n",
"\n",
"At iterate 38 f= 7.57652D+00 |proj g|= 3.09349D-02\n",
"\n",
"At iterate 7 f= 3.02526D+02 |proj g|= 7.05556D+01\n",
"\n",
"At iterate 49 f= 7.92478D+01 |proj g|= 1.18725D-02\n",
"\n",
"At iterate 8 f= 1.82037D+02 |proj g|= 5.12873D+01\n",
"\n",
"At iterate 39 f= 7.57571D+00 |proj g|= 9.91980D-03\n",
"\n",
"At iterate 50 f= 7.92471D+01 |proj g|= 5.80099D-02\n",
"\n",
"At iterate 48 f= 4.04923D+00 |proj g|= 3.22593D-04\n",
"\n",
"At iterate 9 f= 1.05233D+02 |proj g|= 2.81123D+01\n",
"\n",
"At iterate 51 f= 7.92460D+01 |proj g|= 5.66248D-02\n",
"\n",
"At iterate 40 f= 7.57512D+00 |proj g|= 5.36785D-03\n",
"\n",
"At iterate 10 f= 5.79306D+01 |proj g|= 1.96430D+01\n",
"\n",
"At iterate 49 f= 4.04923D+00 |proj g|= 6.85957D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 49 54 1 0 0 6.860D-05 4.049D+00\n",
" F = 4.0492284517486459 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 41 f= 7.57486D+00 |proj g|= 3.75848D-03\n",
"\n",
"At iterate 11 f= 2.55142D+01 |proj g|= 5.04808D+00\n",
"\n",
"At iterate 52 f= 7.92452D+01 |proj g|= 1.11003D-01\n",
"\n",
"At iterate 42 f= 7.57464D+00 |proj g|= 1.12455D-02\n",
"\n",
"At iterate 12 f= 1.44759D+01 |proj g|= 3.78467D+00\n",
"\n",
"At iterate 53 f= 7.92426D+01 |proj g|= 5.80446D-02\n",
"\n",
"At iterate 43 f= 7.57440D+00 |proj g|= 4.85153D-03\n",
"\n",
"At iterate 13 f= 8.07012D+00 |proj g|= 9.35716D-01\n",
"\n",
"At iterate 54 f= 7.92404D+01 |proj g|= 2.11040D-02\n",
"\n",
"At iterate 44 f= 7.57429D+00 |proj g|= 2.96480D-03\n",
"\n",
"At iterate 55 f= 7.92389D+01 |proj g|= 3.04914D-02\n",
"\n",
"At iterate 14 f= 5.01812D+00 |proj g|= 9.66479D-01\n",
"\n",
"At iterate 45 f= 7.57411D+00 |proj g|= 2.05374D-03\n",
"\n",
"At iterate 56 f= 7.92366D+01 |proj g|= 4.21498D-02\n",
"\n",
"At iterate 15 f= 3.74741D+00 |proj g|= 2.69231D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 46 f= 7.57397D+00 |proj g|= 3.34697D-03\n",
"\n",
"At iterate 57 f= 7.92297D+01 |proj g|= 2.87509D-02\n",
"\n",
"At iterate 16 f= 3.38490D+00 |proj g|= 1.86247D-01\n",
"\n",
"At iterate 1 f= 8.84226D+03 |proj g|= 3.78279D+03\n",
"\n",
"At iterate 47 f= 7.57383D+00 |proj g|= 3.68407D-03\n",
"\n",
"At iterate 17 f= 3.18285D+00 |proj g|= 9.19145D-02\n",
"\n",
"At iterate 2 f= 5.93812D+03 |proj g|= 2.74349D+03\n",
"\n",
"At iterate 48 f= 7.57371D+00 |proj g|= 3.76317D-03\n",
"\n",
"At iterate 58 f= 7.92289D+01 |proj g|= 8.86061D-02\n",
"\n",
"\n",
"At iterate 18 f= 3.11477D+00 |proj g|= 4.66334D-02\n",
"At iterate 3 f= 2.47816D+03 |proj g|= 1.10381D+03\n",
"\n",
"At iterate 49 f= 7.57365D+00 |proj g|= 3.14249D-03\n",
"\n",
"At iterate 59 f= 7.92265D+01 |proj g|= 6.37448D-02\n",
"\n",
"At iterate 4 f= 1.46289D+03 |proj g|= 6.19038D+02\n",
"\n",
"At iterate 19 f= 3.07213D+00 |proj g|= 4.08044D-02\n",
"\n",
"At iterate 50 f= 7.57362D+00 |proj g|= 3.20657D-03\n",
"\n",
"At iterate 60 f= 7.92245D+01 |proj g|= 3.11878D-02\n",
"\n",
"At iterate 5 f= 8.53207D+02 |proj g|= 2.74166D+02\n",
"\n",
"At iterate 20 f= 3.03158D+00 |proj g|= 5.37929D-02\n",
"\n",
"At iterate 51 f= 7.57360D+00 |proj g|= 2.10872D-03\n",
"\n",
"At iterate 61 f= 7.92237D+01 |proj g|= 3.88749D-02\n",
"\n",
"At iterate 6 f= 5.20114D+02 |proj g|= 1.66065D+02\n",
"\n",
"At iterate 21 f= 2.98343D+00 |proj g|= 6.75989D-02\n",
"\n",
"At iterate 52 f= 7.57357D+00 |proj g|= 1.16712D-03\n",
"\n",
"At iterate 7 f= 3.14995D+02 |proj g|= 7.26806D+01\n",
"\n",
"At iterate 53 f= 7.57355D+00 |proj g|= 1.87784D-03\n",
"\n",
"At iterate 62 f= 7.92232D+01 |proj g|= 6.11496D-02\n",
"\n",
"At iterate 22 f= 2.95974D+00 |proj g|= 5.58386D-02\n",
"\n",
"At iterate 8 f= 2.04090D+02 |proj g|= 4.41832D+01\n",
"\n",
"At iterate 54 f= 7.57354D+00 |proj g|= 8.23173D-04\n",
"\n",
"At iterate 63 f= 7.92228D+01 |proj g|= 6.65352D-02\n",
"\n",
"At iterate 23 f= 2.92155D+00 |proj g|= 3.15359D-02\n",
"\n",
"At iterate 55 f= 7.57353D+00 |proj g|= 6.36884D-04\n",
"\n",
"At iterate 9 f= 1.27629D+02 |proj g|= 4.20924D+01\n",
"\n",
"At iterate 24 f= 2.88911D+00 |proj g|= 3.68084D-02\n",
"\n",
"At iterate 64 f= 7.92224D+01 |proj g|= 2.67999D-02\n",
"\n",
"At iterate 56 f= 7.57353D+00 |proj g|= 2.55142D-04\n",
"\n",
"At iterate 10 f= 5.34478D+01 |proj g|= 5.50318D+00\n",
"\n",
"\n",
"At iterate 25 f= 2.84224D+00 |proj g|= 4.29282D-02\n",
"At iterate 65 f= 7.92221D+01 |proj g|= 1.67066D-02\n",
"\n",
"At iterate 57 f= 7.57352D+00 |proj g|= 2.92976D-04\n",
"\n",
"At iterate 11 f= 3.53451D+01 |proj g|= 4.11873D+00\n",
"\n",
"At iterate 66 f= 7.92217D+01 |proj g|= 1.77354D-02\n",
"\n",
"At iterate 26 f= 2.82335D+00 |proj g|= 4.39080D-02\n",
"\n",
"At iterate 58 f= 7.57352D+00 |proj g|= 1.10677D-03\n",
"\n",
"At iterate 12 f= 2.02719D+01 |proj g|= 5.85571D+00\n",
"\n",
"At iterate 67 f= 7.92212D+01 |proj g|= 1.09546D-02\n",
"\n",
"At iterate 27 f= 2.80983D+00 |proj g|= 1.30289D-02\n",
"\n",
"At iterate 59 f= 7.57352D+00 |proj g|= 4.33719D-04\n",
"\n",
"At iterate 13 f= 8.58782D+00 |proj g|= 3.17361D+00\n",
"\n",
"At iterate 28 f= 2.80302D+00 |proj g|= 1.90734D-02\n",
"\n",
"At iterate 68 f= 7.92208D+01 |proj g|= 2.65620D-02\n",
"\n",
"At iterate 60 f= 7.57352D+00 |proj g|= 2.15239D-04\n",
"\n",
"At iterate 14 f= 5.98759D+00 |proj g|= 9.61759D-01\n",
"\n",
"At iterate 29 f= 2.78985D+00 |proj g|= 3.84561D-02\n",
"\n",
"At iterate 61 f= 7.57351D+00 |proj g|= 2.53714D-04\n",
"\n",
"At iterate 15 f= 5.38923D+00 |proj g|= 6.96487D-01\n",
"\n",
"At iterate 69 f= 7.92207D+01 |proj g|= 3.36374D-02\n",
"\n",
"At iterate 30 f= 2.78010D+00 |proj g|= 3.46917D-02\n",
"\n",
"At iterate 16 f= 4.66555D+00 |proj g|= 3.02314D-01\n",
"\n",
"At iterate 70 f= 7.92201D+01 |proj g|= 1.34074D-02\n",
"\n",
"At iterate 31 f= 2.77334D+00 |proj g|= 1.64272D-02\n",
"\n",
"At iterate 62 f= 7.57351D+00 |proj g|= 4.16209D-04\n",
"\n",
"At iterate 17 f= 4.46599D+00 |proj g|= 2.88083D-01\n",
"\n",
"At iterate 71 f= 7.92195D+01 |proj g|= 2.88992D-02\n",
"\n",
"At iterate 32 f= 2.77059D+00 |proj g|= 1.47063D-02\n",
"\n",
"At iterate 63 f= 7.57351D+00 |proj g|= 2.02943D-04\n",
"\n",
"At iterate 18 f= 4.26951D+00 |proj g|= 3.28873D-01\n",
"\n",
"At iterate 72 f= 7.92186D+01 |proj g|= 3.49657D-02\n",
"\n",
"At iterate 33 f= 2.76931D+00 |proj g|= 8.44014D-03\n",
"\n",
"At iterate 64 f= 7.57351D+00 |proj g|= 8.35610D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 64 67 1 0 0 8.356D-05 7.574D+00\n",
" F = 7.5735120264554094 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 19 f= 4.07914D+00 |proj g|= 3.55601D-01\n",
"\n",
"At iterate 73 f= 7.92177D+01 |proj g|= 1.53294D-02\n",
"\n",
"At iterate 34 f= 2.76595D+00 |proj g|= 1.22448D-02\n",
"\n",
"At iterate 74 f= 7.92174D+01 |proj g|= 6.24967D-02\n",
"\n",
"At iterate 35 f= 2.76361D+00 |proj g|= 1.82037D-02\n",
"\n",
"At iterate 20 f= 3.85206D+00 |proj g|= 4.88098D-02\n",
"\n",
"At iterate 36 f= 2.76141D+00 |proj g|= 7.61271D-03\n",
"\n",
"At iterate 75 f= 7.92170D+01 |proj g|= 2.47362D-02\n",
"\n",
"At iterate 21 f= 3.83392D+00 |proj g|= 3.80387D-02\n",
"\n",
"At iterate 37 f= 2.75991D+00 |proj g|= 7.41564D-03\n",
"\n",
"At iterate 76 f= 7.92169D+01 |proj g|= 1.57507D-02\n",
"\n",
"At iterate 22 f= 3.80465D+00 |proj g|= 3.35828D-02\n",
"\n",
"At iterate 38 f= 2.75859D+00 |proj g|= 1.21569D-02\n",
"\n",
"At iterate 77 f= 7.92165D+01 |proj g|= 7.89727D-03\n",
"\n",
"At iterate 39 f= 2.75753D+00 |proj g|= 7.88843D-03\n",
"\n",
"At iterate 23 f= 3.78789D+00 |proj g|= 4.36398D-02\n",
"\n",
"At iterate 78 f= 7.92163D+01 |proj g|= 8.53577D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.99178D+03\n",
"\n",
"At iterate 40 f= 2.75678D+00 |proj g|= 9.05682D-03\n",
"\n",
"At iterate 24 f= 3.77300D+00 |proj g|= 2.43177D-02\n",
"\n",
"At iterate 79 f= 7.92158D+01 |proj g|= 2.32809D-02\n",
"\n",
"At iterate 1 f= 8.04207D+03 |proj g|= 3.61552D+03\n",
"\n",
"At iterate 25 f= 3.76428D+00 |proj g|= 1.61309D-02\n",
"\n",
"At iterate 41 f= 2.75621D+00 |proj g|= 4.65581D-03\n",
"\n",
"At iterate 80 f= 7.92154D+01 |proj g|= 1.47791D-02\n",
"\n",
"At iterate 2 f= 4.99242D+03 |proj g|= 2.50529D+03\n",
"\n",
"At iterate 26 f= 3.75452D+00 |proj g|= 1.79447D-02\n",
"\n",
"At iterate 42 f= 2.75556D+00 |proj g|= 3.59665D-03\n",
"\n",
"At iterate 3 f= 2.07470D+03 |proj g|= 1.06384D+03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 81 f= 7.92153D+01 |proj g|= 3.61404D-02\n",
"\n",
"At iterate 4 f= 1.14540D+03 |proj g|= 5.74943D+02\n",
"\n",
"At iterate 27 f= 3.75215D+00 |proj g|= 5.47531D-02\n",
"\n",
"At iterate 43 f= 2.75532D+00 |proj g|= 1.51203D-02\n",
"\n",
"At iterate 82 f= 7.92149D+01 |proj g|= 1.02357D-02\n",
"\n",
"At iterate 5 f= 6.51917D+02 |proj g|= 2.84610D+02\n",
"\n",
"At iterate 28 f= 3.74307D+00 |proj g|= 1.07444D-02\n",
"\n",
"At iterate 44 f= 2.75457D+00 |proj g|= 3.70717D-03\n",
"\n",
"\n",
"At iterate 6 f= 3.96497D+02 |proj g|= 1.56392D+02\n",
"At iterate 83 f= 7.92148D+01 |proj g|= 5.58840D-03\n",
"\n",
"At iterate 29 f= 3.73886D+00 |proj g|= 2.57010D-02\n",
"\n",
"At iterate 45 f= 2.75438D+00 |proj g|= 3.13612D-03\n",
"\n",
"At iterate 84 f= 7.92147D+01 |proj g|= 9.38393D-03\n",
"\n",
"At iterate 7 f= 2.29989D+02 |proj g|= 7.31501D+01\n",
"\n",
"At iterate 30 f= 3.73335D+00 |proj g|= 2.86717D-02\n",
"\n",
"At iterate 46 f= 2.75419D+00 |proj g|= 4.65308D-03\n",
"\n",
"At iterate 8 f= 1.10338D+02 |proj g|= 2.84277D+01\n",
"\n",
"At iterate 85 f= 7.92146D+01 |proj g|= 2.41492D-02\n",
"\n",
"At iterate 31 f= 3.72596D+00 |proj g|= 5.99265D-02\n",
"\n",
"At iterate 47 f= 2.75387D+00 |proj g|= 4.62911D-03\n",
"\n",
"At iterate 86 f= 7.92145D+01 |proj g|= 1.65484D-02\n",
"\n",
"At iterate 9 f= 5.48629D+01 |proj g|= 9.30642D+00\n",
"\n",
"At iterate 32 f= 3.72050D+00 |proj g|= 1.54450D-02\n",
"\n",
"At iterate 10 f= 3.06379D+01 |proj g|= 5.23690D+00\n",
"\n",
"At iterate 87 f= 7.92145D+01 |proj g|= 4.76501D-03\n",
"\n",
"At iterate 33 f= 3.71825D+00 |proj g|= 8.43055D-03\n",
"\n",
"At iterate 48 f= 2.75372D+00 |proj g|= 3.58185D-03\n",
"\n",
"At iterate 11 f= 1.33136D+01 |proj g|= 1.80175D+00\n",
"\n",
"At iterate 88 f= 7.92145D+01 |proj g|= 5.14869D-03\n",
"\n",
"At iterate 34 f= 3.71640D+00 |proj g|= 1.68171D-02\n",
"\n",
"At iterate 49 f= 2.75350D+00 |proj g|= 2.43609D-03\n",
"\n",
"At iterate 89 f= 7.92144D+01 |proj g|= 5.74888D-03\n",
"\n",
"At iterate 35 f= 3.71499D+00 |proj g|= 1.77969D-02\n",
"\n",
"At iterate 50 f= 2.75339D+00 |proj g|= 3.50991D-03\n",
"\n",
"At iterate 12 f= 1.08030D+01 |proj g|= 5.73841D+00\n",
"\n",
"At iterate 36 f= 3.71199D+00 |proj g|= 9.92486D-03\n",
"\n",
"At iterate 90 f= 7.92143D+01 |proj g|= 1.70984D-02\n",
"\n",
"At iterate 51 f= 2.75327D+00 |proj g|= 1.89217D-03\n",
"\n",
"At iterate 13 f= 5.41618D+00 |proj g|= 1.65094D+00\n",
"\n",
"At iterate 91 f= 7.92142D+01 |proj g|= 2.12377D-02\n",
"\n",
"At iterate 52 f= 2.75322D+00 |proj g|= 3.74665D-03\n",
"\n",
"At iterate 14 f= 3.72707D+00 |proj g|= 8.60137D-01\n",
"\n",
"At iterate 37 f= 3.71128D+00 |proj g|= 1.19727D-02\n",
"\n",
"At iterate 92 f= 7.92139D+01 |proj g|= 6.60587D-03\n",
"\n",
"At iterate 53 f= 2.75313D+00 |proj g|= 1.33121D-03\n",
"\n",
"At iterate 38 f= 3.71011D+00 |proj g|= 5.44361D-03\n",
"\n",
"At iterate 93 f= 7.92139D+01 |proj g|= 2.44794D-02\n",
"\n",
"At iterate 15 f= 2.71534D+00 |proj g|= 3.73783D-01\n",
"\n",
"At iterate 54 f= 2.75308D+00 |proj g|= 1.17828D-03\n",
"\n",
"At iterate 16 f= 2.32802D+00 |proj g|= 2.33307D-01\n",
"\n",
"At iterate 39 f= 3.70938D+00 |proj g|= 6.52256D-03\n",
"\n",
"At iterate 94 f= 7.92138D+01 |proj g|= 6.07814D-03\n",
"\n",
"At iterate 55 f= 2.75303D+00 |proj g|= 1.50391D-03\n",
"\n",
"At iterate 17 f= 2.16846D+00 |proj g|= 7.44565D-02\n",
"\n",
"At iterate 40 f= 3.70872D+00 |proj g|= 8.08636D-03\n",
"\n",
"At iterate 95 f= 7.92137D+01 |proj g|= 4.32818D-03\n",
"\n",
"At iterate 96 f= 7.92137D+01 |proj g|= 6.47716D-03\n",
"\n",
"At iterate 18 f= 2.12840D+00 |proj g|= 6.10301D-02\n",
"\n",
"At iterate 41 f= 3.70766D+00 |proj g|= 6.91469D-03\n",
"\n",
"At iterate 56 f= 2.75301D+00 |proj g|= 1.70085D-03\n",
"\n",
"At iterate 19 f= 2.05636D+00 |proj g|= 3.87779D-02\n",
"\n",
"At iterate 97 f= 7.92136D+01 |proj g|= 1.18874D-02\n",
"\n",
"At iterate 42 f= 3.70687D+00 |proj g|= 1.27865D-02\n",
"\n",
"At iterate 57 f= 2.75296D+00 |proj g|= 8.36834D-04\n",
"\n",
"At iterate 43 f= 3.70631D+00 |proj g|= 4.97322D-03\n",
"\n",
"At iterate 58 f= 2.75294D+00 |proj g|= 6.89729D-04\n",
"\n",
"At iterate 20 f= 2.02411D+00 |proj g|= 3.05703D-02\n",
"\n",
"At iterate 44 f= 3.70608D+00 |proj g|= 2.53240D-03\n",
"\n",
"At iterate 98 f= 7.92136D+01 |proj g|= 1.48110D-02\n",
"\n",
"At iterate 59 f= 2.75291D+00 |proj g|= 8.05812D-04\n",
"\n",
"At iterate 21 f= 2.01870D+00 |proj g|= 3.53394D-02\n",
"\n",
"At iterate 45 f= 3.70598D+00 |proj g|= 2.97184D-03\n",
"\n",
"At iterate 99 f= 7.92135D+01 |proj g|= 6.57742D-03\n",
"\n",
"At iterate 22 f= 2.00655D+00 |proj g|= 3.80420D-02\n",
"\n",
"At iterate 46 f= 3.70582D+00 |proj g|= 1.85491D-03\n",
"\n",
"At iterate 100 f= 7.92135D+01 |proj g|= 4.38070D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 112 1 0 0 4.381D-03 7.921D+01\n",
" F = 79.213475805896721 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 60 f= 2.75291D+00 |proj g|= 1.24855D-03\n",
"\n",
"At iterate 23 f= 1.99948D+00 |proj g|= 8.39421D-03\n",
"\n",
"At iterate 47 f= 3.70561D+00 |proj g|= 1.71526D-03\n",
"\n",
"At iterate 61 f= 2.75290D+00 |proj g|= 5.56559D-04\n",
"\n",
"At iterate 24 f= 1.99442D+00 |proj g|= 2.09422D-02\n",
"\n",
"At iterate 62 f= 2.75290D+00 |proj g|= 3.90912D-04\n",
"\n",
"At iterate 25 f= 1.98755D+00 |proj g|= 2.27672D-02\n",
"\n",
"At iterate 48 f= 3.70551D+00 |proj g|= 3.02777D-03\n",
"\n",
"At iterate 63 f= 2.75289D+00 |proj g|= 6.65682D-04\n",
"\n",
"At iterate 26 f= 1.97945D+00 |proj g|= 1.89238D-02\n",
"\n",
"At iterate 49 f= 3.70539D+00 |proj g|= 1.68976D-03\n",
"\n",
"At iterate 64 f= 2.75288D+00 |proj g|= 4.16867D-04\n",
"\n",
"At iterate 27 f= 1.97215D+00 |proj g|= 1.15683D-02\n",
"\n",
"At iterate 50 f= 3.70534D+00 |proj g|= 1.08721D-03\n",
"\n",
"At iterate 28 f= 1.96929D+00 |proj g|= 1.00239D-02\n",
"\n",
"At iterate 51 f= 3.70529D+00 |proj g|= 9.82388D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 29 f= 1.96846D+00 |proj g|= 4.91856D-03\n",
"\n",
"At iterate 65 f= 2.75288D+00 |proj g|= 9.17289D-04\n",
"\n",
"At iterate 52 f= 3.70527D+00 |proj g|= 1.76401D-03\n",
"\n",
"At iterate 1 f= 8.73211D+03 |proj g|= 4.11132D+03\n",
"\n",
"At iterate 30 f= 1.96780D+00 |proj g|= 3.29371D-03\n",
"\n",
"At iterate 66 f= 2.75287D+00 |proj g|= 3.13861D-04\n",
"\n",
"At iterate 2 f= 6.15825D+03 |proj g|= 3.11486D+03\n",
"\n",
"At iterate 53 f= 3.70525D+00 |proj g|= 9.97852D-04\n",
"\n",
"At iterate 31 f= 1.96700D+00 |proj g|= 7.55522D-03\n",
"\n",
"At iterate 67 f= 2.75287D+00 |proj g|= 1.42423D-04\n",
"\n",
"At iterate 3 f= 2.33019D+03 |proj g|= 1.17185D+03\n",
"\n",
"At iterate 68 f= 2.75287D+00 |proj g|= 2.06647D-04\n",
"\n",
"At iterate 54 f= 3.70522D+00 |proj g|= 5.71140D-04\n",
"\n",
"At iterate 32 f= 1.96579D+00 |proj g|= 7.69949D-03\n",
"\n",
"At iterate 4 f= 1.36349D+03 |proj g|= 6.56202D+02\n",
"\n",
"At iterate 55 f= 3.70521D+00 |proj g|= 5.46362D-04\n",
"\n",
"At iterate 69 f= 2.75287D+00 |proj g|= 3.48499D-04\n",
"\n",
"At iterate 33 f= 1.96545D+00 |proj g|= 1.47251D-02\n",
"\n",
"\n",
"At iterate 5 f= 7.81979D+02 |proj g|= 3.08848D+02\n",
"At iterate 70 f= 2.75287D+00 |proj g|= 1.80210D-04\n",
"\n",
"At iterate 56 f= 3.70521D+00 |proj g|= 9.92743D-04\n",
"\n",
"At iterate 34 f= 1.96478D+00 |proj g|= 1.47629D-03\n",
"\n",
"\n",
"At iterate 71 f= 2.75287D+00 |proj g|= 1.67902D-04\n",
"At iterate 6 f= 4.81554D+02 |proj g|= 1.80482D+02\n",
"\n",
"At iterate 57 f= 3.70520D+00 |proj g|= 6.18178D-04\n",
"\n",
"At iterate 35 f= 1.96471D+00 |proj g|= 9.24752D-04\n",
"\n",
"\n",
"At iterate 7 f= 2.80858D+02 |proj g|= 7.91411D+01\n",
"\n",
"At iterate 72 f= 2.75287D+00 |proj g|= 1.23025D-04\n",
"At iterate 58 f= 3.70519D+00 |proj g|= 5.00212D-04\n",
"\n",
"At iterate 36 f= 1.96464D+00 |proj g|= 2.79571D-03\n",
"\n",
"At iterate 8 f= 1.72360D+02 |proj g|= 5.12898D+01\n",
"\n",
"At iterate 59 f= 3.70519D+00 |proj g|= 6.30658D-04\n",
"\n",
"At iterate 37 f= 1.96456D+00 |proj g|= 1.19823D-03\n",
"\n",
"At iterate 9 f= 9.67411D+01 |proj g|= 1.70597D+01\n",
"\n",
"At iterate 73 f= 2.75287D+00 |proj g|= 3.83921D-04\n",
"\n",
"At iterate 60 f= 3.70519D+00 |proj g|= 5.80804D-04\n",
"\n",
"At iterate 38 f= 1.96449D+00 |proj g|= 7.13139D-04\n",
"\n",
"At iterate 10 f= 4.80390D+01 |proj g|= 1.17339D+01\n",
"\n",
"At iterate 74 f= 2.75287D+00 |proj g|= 2.68951D-04\n",
"\n",
"At iterate 61 f= 3.70518D+00 |proj g|= 5.35369D-04\n",
"\n",
"At iterate 39 f= 1.96444D+00 |proj g|= 5.05324D-04\n",
"\n",
"\n",
"At iterate 11 f= 2.24429D+01 |proj g|= 3.32775D+00\n",
"At iterate 75 f= 2.75287D+00 |proj g|= 1.19788D-04\n",
"\n",
"At iterate 62 f= 3.70518D+00 |proj g|= 3.38695D-04\n",
"\n",
"At iterate 12 f= 1.28062D+01 |proj g|= 3.56302D+00\n",
"\n",
"At iterate 76 f= 2.75286D+00 |proj g|= 9.93322D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 76 83 1 0 0 9.933D-05 2.753D+00\n",
" F = 2.7528648360027095 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 40 f= 1.96443D+00 |proj g|= 1.31969D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 13 f= 7.89172D+00 |proj g|= 3.90861D+00\n",
"\n",
"At iterate 63 f= 3.70518D+00 |proj g|= 3.66763D-04\n",
"\n",
"At iterate 41 f= 1.96441D+00 |proj g|= 4.72910D-04\n",
"\n",
"At iterate 14 f= 5.02540D+00 |proj g|= 1.07496D+00\n",
"\n",
"At iterate 64 f= 3.70518D+00 |proj g|= 2.21357D-04\n",
"\n",
"At iterate 42 f= 1.96441D+00 |proj g|= 1.77937D-04\n",
"\n",
"At iterate 15 f= 4.12092D+00 |proj g|= 5.31795D-01\n",
"\n",
"At iterate 43 f= 1.96440D+00 |proj g|= 3.18690D-04\n",
"\n",
"At iterate 65 f= 3.70518D+00 |proj g|= 1.36915D-04\n",
"\n",
"At iterate 16 f= 3.59942D+00 |proj g|= 2.35732D-01\n",
"\n",
"At iterate 66 f= 3.70517D+00 |proj g|= 2.57995D-04\n",
"\n",
"At iterate 44 f= 1.96440D+00 |proj g|= 1.76951D-04\n",
"\n",
"At iterate 17 f= 3.42385D+00 |proj g|= 1.39147D-01\n",
"\n",
"At iterate 45 f= 1.96440D+00 |proj g|= 1.25943D-04\n",
"\n",
"\n",
"At iterate 67 f= 3.70517D+00 |proj g|= 1.54973D-04\n",
"At iterate 18 f= 3.34698D+00 |proj g|= 8.01683D-02\n",
"\n",
"At iterate 46 f= 1.96440D+00 |proj g|= 1.27051D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30408D+03\n",
"\n",
"At iterate 68 f= 3.70517D+00 |proj g|= 1.38183D-04\n",
"\n",
"At iterate 1 f= 9.42412D+03 |proj g|= 4.07097D+03\n",
"\n",
"At iterate 19 f= 3.28522D+00 |proj g|= 5.62965D-02\n",
"\n",
"\n",
"At iterate 47 f= 1.96440D+00 |proj g|= 4.14901D-04\n",
"At iterate 69 f= 3.70517D+00 |proj g|= 1.87070D-04\n",
"\n",
"At iterate 2 f= 6.95451D+03 |proj g|= 3.06747D+03\n",
"\n",
"At iterate 20 f= 3.19578D+00 |proj g|= 2.76881D-02\n",
"\n",
"At iterate 3 f= 2.89676D+03 |proj g|= 1.10836D+03\n",
"\n",
"At iterate 21 f= 3.13612D+00 |proj g|= 4.32231D-02\n",
"\n",
"\n",
"At iterate 48 f= 1.96440D+00 |proj g|= 1.61614D-04\n",
"At iterate 70 f= 3.70517D+00 |proj g|= 2.11366D-04\n",
"\n",
"At iterate 4 f= 1.78679D+03 |proj g|= 5.74432D+02\n",
"\n",
"At iterate 49 f= 1.96440D+00 |proj g|= 2.09917D-04\n",
"\n",
"\n",
"At iterate 22 f= 3.12909D+00 |proj g|= 8.34146D-02\n",
"At iterate 71 f= 3.70517D+00 |proj g|= 7.72733D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 71 77 1 0 0 7.727D-05 3.705D+00\n",
" F = 3.7051727945932385 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 5 f= 1.05323D+03 |proj g|= 1.86689D+02\n",
"\n",
"At iterate 50 f= 1.96440D+00 |proj g|= 1.03738D-04\n",
"\n",
"At iterate 23 f= 3.10475D+00 |proj g|= 5.10566D-02\n",
"\n",
"At iterate 51 f= 1.96440D+00 |proj g|= 4.69137D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 51 56 1 0 0 4.691D-05 1.964D+00\n",
" F = 1.9643971633815558 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 6 f= 5.97054D+02 |proj g|= 1.13528D+02\n",
"\n",
"At iterate 24 f= 3.08260D+00 |proj g|= 1.75967D-02\n",
"\n",
"At iterate 7 f= 4.06203D+02 |proj g|= 7.72434D+01\n",
"\n",
"At iterate 25 f= 3.06458D+00 |proj g|= 4.16189D-02\n",
"\n",
"At iterate 8 f= 2.51912D+02 |proj g|= 5.23002D+01\n",
"\n",
"At iterate 9 f= 1.56249D+02 |proj g|= 1.73219D+01\n",
"\n",
"At iterate 26 f= 3.05148D+00 |proj g|= 3.46018D-02\n",
"\n",
"At iterate 10 f= 7.40972D+01 |proj g|= 1.88355D+01\n",
"\n",
"At iterate 27 f= 3.03630D+00 |proj g|= 4.59626D-02\n",
"\n",
"At iterate 11 f= 3.61185D+01 |proj g|= 4.13949D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.00903D+03\n",
"\n",
"At iterate 28 f= 3.02554D+00 |proj g|= 1.80897D-02\n",
"\n",
"At iterate 1 f= 8.48329D+03 |proj g|= 2.47266D+03\n",
"\n",
"At iterate 12 f= 2.28315D+01 |proj g|= 4.44893D+00\n",
"\n",
"At iterate 29 f= 3.01549D+00 |proj g|= 3.39947D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.68757D+03\n",
"\n",
"At iterate 2 f= 4.47086D+03 |proj g|= 1.24805D+03\n",
"\n",
"At iterate 30 f= 3.00616D+00 |proj g|= 3.70995D-02\n",
"\n",
"At iterate 1 f= 1.06878D+04 |proj g|= 1.25928D+03\n",
"\n",
"At iterate 13 f= 1.90187D+01 |proj g|= 1.38484D+01\n",
"\n",
"At iterate 3 f= 2.16572D+03 |proj g|= 7.68609D+02\n",
"\n",
"At iterate 2 f= 7.22275D+03 |proj g|= 1.71454D+03\n",
"\n",
"At iterate 31 f= 2.99512D+00 |proj g|= 2.09092D-02\n",
"\n",
"At iterate 14 f= 9.09474D+00 |proj g|= 3.77910D+00\n",
"\n",
"At iterate 4 f= 1.06486D+03 |proj g|= 2.79799D+02\n",
"\n",
"At iterate 3 f= 4.61747D+03 |proj g|= 7.08081D+02\n",
"\n",
"At iterate 15 f= 7.59016D+00 |proj g|= 2.41903D+00\n",
"\n",
"At iterate 32 f= 2.98635D+00 |proj g|= 2.37385D-02\n",
"\n",
"At iterate 5 f= 5.67727D+02 |proj g|= 2.10243D+02\n",
"\n",
"\n",
"At iterate 16 f= 6.07491D+00 |proj g|= 1.09490D+00\n",
"At iterate 4 f= 3.67036D+03 |proj g|= 3.07644D+02\n",
"\n",
"At iterate 33 f= 2.97970D+00 |proj g|= 1.95648D-02\n",
"\n",
"At iterate 6 f= 2.96353D+02 |proj g|= 5.23452D+01\n",
"\n",
"At iterate 17 f= 5.58485D+00 |proj g|= 6.43008D-01\n",
"\n",
"At iterate 5 f= 2.80461D+03 |proj g|= 1.73795D+02\n",
"\n",
"At iterate 34 f= 2.97470D+00 |proj g|= 1.45775D-02\n",
"\n",
"At iterate 7 f= 1.55475D+02 |proj g|= 3.71954D+01\n",
"\n",
"At iterate 18 f= 5.34233D+00 |proj g|= 4.28235D-01\n",
"\n",
"At iterate 6 f= 2.27078D+03 |proj g|= 2.79842D+02\n",
"\n",
"At iterate 35 f= 2.97050D+00 |proj g|= 1.36418D-02\n",
"\n",
"At iterate 8 f= 7.99077D+01 |proj g|= 1.71092D+01\n",
"\n",
"At iterate 19 f= 5.17030D+00 |proj g|= 3.22690D-01\n",
"\n",
"At iterate 7 f= 1.71605D+03 |proj g|= 2.48793D+02\n",
"\n",
"At iterate 36 f= 2.96983D+00 |proj g|= 5.07640D-02\n",
"\n",
"At iterate 9 f= 3.98768D+01 |proj g|= 6.93404D+00\n",
"\n",
"At iterate 20 f= 4.95861D+00 |proj g|= 2.54382D-01\n",
"\n",
"At iterate 8 f= 1.14738D+03 |proj g|= 1.14620D+02\n",
"\n",
"At iterate 37 f= 2.96574D+00 |proj g|= 1.14897D-02\n",
"\n",
"At iterate 10 f= 1.69859D+01 |proj g|= 4.94779D+00\n",
"\n",
"At iterate 21 f= 4.78061D+00 |proj g|= 1.43441D-01\n",
"\n",
"At iterate 9 f= 8.28211D+02 |proj g|= 6.33036D+01\n",
"\n",
"At iterate 11 f= 1.00526D+01 |proj g|= 2.16474D+00\n",
"\n",
"At iterate 38 f= 2.96485D+00 |proj g|= 4.29088D-03\n",
"\n",
"At iterate 10 f= 6.75170D+02 |proj g|= 3.12844D+01\n",
"\n",
"At iterate 22 f= 4.65694D+00 |proj g|= 5.24129D-02\n",
"\n",
"At iterate 12 f= 5.82478D+00 |proj g|= 2.07709D+00\n",
"\n",
"At iterate 11 f= 6.02165D+02 |proj g|= 3.18993D+01\n",
"\n",
"At iterate 39 f= 2.96346D+00 |proj g|= 9.02064D-03\n",
"\n",
"At iterate 23 f= 4.61498D+00 |proj g|= 1.08035D-01\n",
"\n",
"At iterate 12 f= 5.68380D+02 |proj g|= 6.98007D+01\n",
"\n",
"At iterate 40 f= 2.96175D+00 |proj g|= 1.00499D-02\n",
"\n",
"At iterate 24 f= 4.61269D+00 |proj g|= 1.17460D-01\n",
"\n",
"At iterate 13 f= 4.42015D+00 |proj g|= 9.34605D-01\n",
"\n",
"\n",
"At iterate 41 f= 2.95957D+00 |proj g|= 1.81946D-02\n",
"At iterate 13 f= 5.00532D+02 |proj g|= 2.44551D+01\n",
"\n",
"At iterate 25 f= 4.57611D+00 |proj g|= 3.12815D-02\n",
"\n",
"At iterate 14 f= 3.28205D+00 |proj g|= 2.72198D-01\n",
"\n",
"At iterate 42 f= 2.95808D+00 |proj g|= 5.55007D-03\n",
"\n",
"At iterate 14 f= 4.83908D+02 |proj g|= 2.38326D+01\n",
"\n",
"\n",
"At iterate 26 f= 4.56430D+00 |proj g|= 4.54397D-02\n",
"At iterate 15 f= 2.87709D+00 |proj g|= 1.20061D-01\n",
"\n",
"At iterate 15 f= 4.69617D+02 |proj g|= 3.07611D+01\n",
"\n",
"At iterate 43 f= 2.95740D+00 |proj g|= 6.06914D-03\n",
"\n",
"At iterate 16 f= 2.70012D+00 |proj g|= 4.00187D-02\n",
"\n",
"At iterate 27 f= 4.54571D+00 |proj g|= 5.08113D-02\n",
"\n",
"At iterate 44 f= 2.95695D+00 |proj g|= 6.44153D-03\n",
"\n",
"At iterate 16 f= 4.56903D+02 |proj g|= 7.68031D+00\n",
"\n",
"At iterate 28 f= 4.50612D+00 |proj g|= 7.15053D-02\n",
"\n",
"At iterate 17 f= 2.65429D+00 |proj g|= 2.28591D-02\n",
"\n",
"At iterate 17 f= 4.53821D+02 |proj g|= 5.55433D+00\n",
"\n",
"At iterate 45 f= 2.95618D+00 |proj g|= 9.59453D-03\n",
"\n",
"At iterate 29 f= 4.47558D+00 |proj g|= 5.20791D-02\n",
"\n",
"At iterate 18 f= 2.63940D+00 |proj g|= 2.29124D-02\n",
"\n",
"At iterate 18 f= 4.49587D+02 |proj g|= 7.07054D+00\n",
"\n",
"At iterate 30 f= 4.46040D+00 |proj g|= 2.75463D-02\n",
"\n",
"At iterate 46 f= 2.95545D+00 |proj g|= 4.27368D-03\n",
"\n",
"At iterate 19 f= 2.63766D+00 |proj g|= 3.82981D-02\n",
"\n",
"At iterate 19 f= 4.48425D+02 |proj g|= 4.66461D+00\n",
"\n",
"At iterate 31 f= 4.44935D+00 |proj g|= 3.98171D-02\n",
"\n",
"At iterate 47 f= 2.95520D+00 |proj g|= 3.09660D-03\n",
"\n",
"At iterate 20 f= 2.62894D+00 |proj g|= 1.25568D-02\n",
"\n",
"At iterate 20 f= 4.47347D+02 |proj g|= 3.15686D+00\n",
"\n",
"At iterate 32 f= 4.44001D+00 |proj g|= 3.04796D-02\n",
"\n",
"At iterate 48 f= 2.95492D+00 |proj g|= 3.44346D-03\n",
"\n",
"At iterate 21 f= 2.62528D+00 |proj g|= 1.18132D-02\n",
"\n",
"At iterate 21 f= 4.45823D+02 |proj g|= 2.00060D+00\n",
"\n",
"At iterate 33 f= 4.41879D+00 |proj g|= 4.63572D-02\n",
"\n",
"\n",
"At iterate 49 f= 2.95473D+00 |proj g|= 9.81997D-03\n",
"At iterate 22 f= 2.62051D+00 |proj g|= 1.52194D-02\n",
"\n",
"At iterate 22 f= 4.44220D+02 |proj g|= 1.90388D+00\n",
"\n",
"At iterate 34 f= 4.40780D+00 |proj g|= 3.72700D-02\n",
"\n",
"\n",
"At iterate 50 f= 2.95445D+00 |proj g|= 3.71990D-03\n",
"At iterate 23 f= 2.61695D+00 |proj g|= 1.02292D-02\n",
"\n",
"\n",
"At iterate 35 f= 4.40328D+00 |proj g|= 1.61753D-02\n",
"At iterate 51 f= 2.95427D+00 |proj g|= 2.10849D-03\n",
"\n",
"At iterate 23 f= 4.43739D+02 |proj g|= 5.20005D+00\n",
"\n",
"At iterate 24 f= 2.61573D+00 |proj g|= 8.68236D-03\n",
"\n",
"At iterate 52 f= 2.95419D+00 |proj g|= 2.15583D-03\n",
"\n",
"At iterate 36 f= 4.40112D+00 |proj g|= 1.09921D-02\n",
"\n",
"At iterate 24 f= 4.43096D+02 |proj g|= 3.53307D+00\n",
"\n",
"\n",
"At iterate 37 f= 4.39775D+00 |proj g|= 1.09555D-02\n",
"At iterate 53 f= 2.95402D+00 |proj g|= 2.82068D-03\n",
"\n",
"At iterate 25 f= 2.61453D+00 |proj g|= 5.25245D-03\n",
"\n",
"At iterate 25 f= 4.41615D+02 |proj g|= 3.51776D+00\n",
"\n",
"\n",
"At iterate 26 f= 2.61389D+00 |proj g|= 1.11479D-02\n",
"At iterate 54 f= 2.95390D+00 |proj g|= 4.88031D-03\n",
"\n",
"At iterate 26 f= 4.40269D+02 |proj g|= 4.48962D+00\n",
"\n",
"At iterate 55 f= 2.95383D+00 |proj g|= 3.93139D-03\n",
"\n",
"At iterate 27 f= 2.61346D+00 |proj g|= 4.00241D-03\n",
"\n",
"At iterate 38 f= 4.39594D+00 |proj g|= 3.40219D-02\n",
"\n",
"At iterate 27 f= 4.37517D+02 |proj g|= 9.32642D+00\n",
"\n",
"At iterate 28 f= 2.61315D+00 |proj g|= 2.03448D-03\n",
"\n",
"At iterate 56 f= 2.95381D+00 |proj g|= 2.36151D-03\n",
"\n",
"At iterate 39 f= 4.39409D+00 |proj g|= 1.84953D-02\n",
"\n",
"At iterate 29 f= 2.61289D+00 |proj g|= 3.43148D-03\n",
"\n",
"At iterate 28 f= 4.35298D+02 |proj g|= 3.15967D+00\n",
"\n",
"At iterate 57 f= 2.95378D+00 |proj g|= 1.09859D-03\n",
"\n",
"At iterate 40 f= 4.39262D+00 |proj g|= 5.72114D-03\n",
"\n",
"At iterate 29 f= 4.34535D+02 |proj g|= 1.30930D+00\n",
"\n",
"At iterate 30 f= 2.61271D+00 |proj g|= 3.07605D-03\n",
"\n",
"At iterate 58 f= 2.95371D+00 |proj g|= 1.96668D-03\n",
"\n",
"At iterate 41 f= 4.39112D+00 |proj g|= 9.88363D-03\n",
"\n",
"At iterate 31 f= 2.61249D+00 |proj g|= 1.06002D-03\n",
"\n",
"At iterate 59 f= 2.95366D+00 |proj g|= 2.56492D-03\n",
"\n",
"At iterate 30 f= 4.34252D+02 |proj g|= 2.47296D+00\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 42 f= 4.39025D+00 |proj g|= 4.24824D-02\n",
"\n",
"At iterate 32 f= 2.61244D+00 |proj g|= 8.76848D-04\n",
"\n",
"At iterate 60 f= 2.95362D+00 |proj g|= 1.52554D-03\n",
"\n",
"At iterate 31 f= 4.34016D+02 |proj g|= 1.70569D+00\n",
"\n",
"At iterate 43 f= 4.38794D+00 |proj g|= 1.17611D-02\n",
"\n",
"At iterate 61 f= 2.95358D+00 |proj g|= 7.81094D-04\n",
"\n",
"At iterate 32 f= 4.33669D+02 |proj g|= 9.02577D-01\n",
"\n",
"At iterate 44 f= 4.38725D+00 |proj g|= 3.37098D-03\n",
"\n",
"At iterate 33 f= 2.61242D+00 |proj g|= 6.36647D-04\n",
"\n",
"At iterate 62 f= 2.95355D+00 |proj g|= 1.89573D-03\n",
"\n",
"At iterate 33 f= 4.33040D+02 |proj g|= 1.17553D+00\n",
"\n",
"At iterate 34 f= 2.61242D+00 |proj g|= 4.50725D-04\n",
"\n",
"At iterate 63 f= 2.95354D+00 |proj g|= 1.11990D-03\n",
"\n",
"At iterate 45 f= 4.38677D+00 |proj g|= 6.63011D-03\n",
"\n",
"At iterate 34 f= 4.32965D+02 |proj g|= 5.60229D+00\n",
"\n",
"\n",
"At iterate 35 f= 2.61241D+00 |proj g|= 2.33587D-04\n",
"At iterate 64 f= 2.95352D+00 |proj g|= 3.79787D-04\n",
"\n",
"At iterate 46 f= 4.38631D+00 |proj g|= 6.47821D-03\n",
"\n",
"At iterate 35 f= 4.32620D+02 |proj g|= 1.11131D+00\n",
"\n",
"At iterate 36 f= 2.61240D+00 |proj g|= 2.29877D-04\n",
"\n",
"At iterate 47 f= 4.38569D+00 |proj g|= 4.15581D-03\n",
"\n",
"At iterate 65 f= 2.95352D+00 |proj g|= 4.68458D-04\n",
"\n",
"At iterate 36 f= 4.32557D+02 |proj g|= 5.23018D-01\n",
"\n",
"At iterate 48 f= 4.38511D+00 |proj g|= 2.42044D-03\n",
"\n",
"At iterate 66 f= 2.95352D+00 |proj g|= 5.12397D-04\n",
"\n",
"At iterate 37 f= 4.32459D+02 |proj g|= 5.31611D-01\n",
"\n",
"At iterate 37 f= 2.61240D+00 |proj g|= 4.69511D-04\n",
"\n",
"At iterate 49 f= 4.38475D+00 |proj g|= 3.62018D-03\n",
"\n",
"At iterate 67 f= 2.95351D+00 |proj g|= 8.71635D-04\n",
"\n",
"At iterate 38 f= 4.32325D+02 |proj g|= 4.30830D-01\n",
"\n",
"At iterate 68 f= 2.95350D+00 |proj g|= 2.76003D-04\n",
"\n",
"At iterate 38 f= 2.61240D+00 |proj g|= 1.19083D-04\n",
"\n",
"At iterate 69 f= 2.95350D+00 |proj g|= 2.28195D-04\n",
"\n",
"At iterate 39 f= 2.61240D+00 |proj g|= 1.01882D-04\n",
"\n",
"At iterate 39 f= 4.31962D+02 |proj g|= 1.88074D+00\n",
"\n",
"At iterate 50 f= 4.38458D+00 |proj g|= 3.28243D-03\n",
"\n",
"At iterate 40 f= 2.61240D+00 |proj g|= 9.79597D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 40 45 1 0 0 9.796D-05 2.612D+00\n",
" F = 2.6123987516928127 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 51 f= 4.38444D+00 |proj g|= 1.41346D-03\n",
"\n",
"At iterate 70 f= 2.95350D+00 |proj g|= 6.47647D-04\n",
"\n",
"At iterate 40 f= 4.31852D+02 |proj g|= 1.40759D+00\n",
"\n",
"At iterate 52 f= 4.38433D+00 |proj g|= 2.32185D-03\n",
"\n",
"At iterate 71 f= 2.95350D+00 |proj g|= 4.30272D-04\n",
"\n",
"At iterate 41 f= 4.31661D+02 |proj g|= 1.24863D+00\n",
"\n",
"At iterate 72 f= 2.95350D+00 |proj g|= 1.71523D-04\n",
"\n",
"At iterate 53 f= 4.38414D+00 |proj g|= 2.45107D-03\n",
"\n",
"At iterate 42 f= 4.31276D+02 |proj g|= 1.43636D+00\n",
"\n",
"At iterate 73 f= 2.95350D+00 |proj g|= 1.58133D-04\n",
"\n",
"At iterate 43 f= 4.31126D+02 |proj g|= 2.59727D+00\n",
"\n",
"At iterate 54 f= 4.38402D+00 |proj g|= 2.97215D-03\n",
"\n",
"At iterate 74 f= 2.95350D+00 |proj g|= 2.93175D-04\n",
"\n",
"At iterate 44 f= 4.30887D+02 |proj g|= 9.34665D-01\n",
"\n",
"At iterate 55 f= 4.38396D+00 |proj g|= 1.80188D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.03544D+03\n",
"\n",
"At iterate 45 f= 4.30755D+02 |proj g|= 6.85827D-01\n",
"\n",
"At iterate 75 f= 2.95350D+00 |proj g|= 1.29412D-04\n",
"\n",
"At iterate 56 f= 4.38392D+00 |proj g|= 1.02038D-03\n",
"\n",
"At iterate 1 f= 8.28924D+03 |proj g|= 2.90886D+03\n",
"\n",
"At iterate 76 f= 2.95350D+00 |proj g|= 1.33939D-04\n",
"\n",
"At iterate 57 f= 4.38390D+00 |proj g|= 1.27186D-03\n",
"\n",
"At iterate 2 f= 4.23107D+03 |proj g|= 1.65810D+03\n",
"\n",
"At iterate 77 f= 2.95349D+00 |proj g|= 1.34488D-04\n",
"\n",
"At iterate 46 f= 4.30706D+02 |proj g|= 1.50751D+00\n",
"\n",
"At iterate 58 f= 4.38385D+00 |proj g|= 2.19935D-03\n",
"\n",
"At iterate 3 f= 1.95640D+03 |proj g|= 7.84493D+02\n",
"\n",
"At iterate 47 f= 4.30586D+02 |proj g|= 6.55292D-01\n",
"\n",
"At iterate 59 f= 4.38383D+00 |proj g|= 1.49191D-03\n",
"\n",
"At iterate 4 f= 9.90278D+02 |proj g|= 4.01254D+02\n",
"\n",
"At iterate 78 f= 2.95349D+00 |proj g|= 2.28391D-04\n",
"\n",
"At iterate 60 f= 4.38381D+00 |proj g|= 5.75277D-04\n",
"\n",
"At iterate 48 f= 4.30481D+02 |proj g|= 2.33144D-01\n",
"\n",
"At iterate 5 f= 5.44126D+02 |proj g|= 1.95022D+02\n",
"\n",
"At iterate 79 f= 2.95349D+00 |proj g|= 1.31432D-04\n",
"\n",
"At iterate 61 f= 4.38381D+00 |proj g|= 3.21586D-04\n",
"\n",
"At iterate 49 f= 4.30427D+02 |proj g|= 4.08483D-01\n",
"\n",
"At iterate 6 f= 3.14701D+02 |proj g|= 1.04561D+02\n",
"\n",
"At iterate 80 f= 2.95349D+00 |proj g|= 6.80810D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 80 83 1 0 0 6.808D-05 2.953D+00\n",
" F = 2.9534939348645404 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 50 f= 4.30334D+02 |proj g|= 7.97005D-01\n",
"\n",
"At iterate 62 f= 4.38381D+00 |proj g|= 4.85229D-04\n",
"\n",
"At iterate 7 f= 1.65742D+02 |proj g|= 4.48568D+01\n",
"\n",
"At iterate 63 f= 4.38379D+00 |proj g|= 1.14927D-03\n",
"\n",
"At iterate 51 f= 4.30185D+02 |proj g|= 4.02696D-01\n",
"\n",
"At iterate 8 f= 8.06702D+01 |proj g|= 1.55823D+01\n",
"\n",
"\n",
"At iterate 52 f= 4.30115D+02 |proj g|= 2.10803D+00\n",
"At iterate 64 f= 4.38379D+00 |proj g|= 1.19196D-03\n",
"\n",
"At iterate 9 f= 4.07484D+01 |proj g|= 1.00217D+01\n",
"\n",
"At iterate 65 f= 4.38378D+00 |proj g|= 4.05226D-04\n",
"\n",
"At iterate 53 f= 4.29997D+02 |proj g|= 3.13951D-01\n",
"\n",
"At iterate 10 f= 1.61301D+01 |proj g|= 6.21046D+00\n",
"\n",
"At iterate 66 f= 4.38378D+00 |proj g|= 4.49704D-04\n",
"\n",
"At iterate 54 f= 4.29962D+02 |proj g|= 3.17730D-01\n",
"\n",
"At iterate 11 f= 8.06572D+00 |proj g|= 2.77757D+00\n",
"\n",
"At iterate 55 f= 4.29837D+02 |proj g|= 5.15160D-01\n",
"\n",
"At iterate 67 f= 4.38378D+00 |proj g|= 4.79202D-04\n",
"\n",
"At iterate 12 f= 4.93324D+00 |proj g|= 1.08972D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21182D+03\n",
"\n",
"At iterate 68 f= 4.38377D+00 |proj g|= 7.04321D-04\n",
"\n",
"At iterate 56 f= 4.29669D+02 |proj g|= 8.62058D-01\n",
"\n",
"At iterate 13 f= 3.18586D+00 |proj g|= 7.54582D-01\n",
"\n",
"At iterate 1 f= 1.15701D+04 |proj g|= 1.40733D+03\n",
"\n",
"At iterate 69 f= 4.38377D+00 |proj g|= 2.28870D-03\n",
"\n",
"At iterate 14 f= 2.42953D+00 |proj g|= 2.30608D-01\n",
"\n",
"At iterate 2 f= 9.08593D+03 |proj g|= 8.22100D+02\n",
"\n",
"At iterate 57 f= 4.29636D+02 |proj g|= 1.82644D+00\n",
"\n",
"At iterate 70 f= 4.38377D+00 |proj g|= 4.50111D-04\n",
"\n",
"At iterate 15 f= 2.17873D+00 |proj g|= 1.37709D-01\n",
"\n",
"At iterate 3 f= 7.29589D+03 |proj g|= 5.22274D+02\n",
"\n",
"At iterate 58 f= 4.29541D+02 |proj g|= 9.60322D-01\n",
"\n",
"At iterate 71 f= 4.38376D+00 |proj g|= 3.44868D-04\n",
"\n",
"At iterate 16 f= 2.09442D+00 |proj g|= 8.58590D-02\n",
"\n",
"At iterate 4 f= 5.66519D+03 |proj g|= 2.93139D+02\n",
"\n",
"At iterate 59 f= 4.29461D+02 |proj g|= 5.66097D-01\n",
"\n",
"At iterate 72 f= 4.38376D+00 |proj g|= 3.21461D-04\n",
"\n",
"At iterate 17 f= 2.05602D+00 |proj g|= 2.48384D-02\n",
"\n",
"At iterate 5 f= 4.22376D+03 |proj g|= 2.40633D+02\n",
"\n",
"At iterate 60 f= 4.29402D+02 |proj g|= 4.81892D-01\n",
"\n",
"At iterate 73 f= 4.38376D+00 |proj g|= 2.42926D-04\n",
"\n",
"At iterate 18 f= 2.03947D+00 |proj g|= 1.69725D-02\n",
"\n",
"At iterate 6 f= 3.05270D+03 |proj g|= 2.87229D+02\n",
"\n",
"\n",
"At iterate 74 f= 4.38376D+00 |proj g|= 6.90235D-04\n",
"At iterate 61 f= 4.29314D+02 |proj g|= 5.61259D-01\n",
"\n",
"At iterate 19 f= 2.03189D+00 |proj g|= 1.69792D-02\n",
"\n",
"At iterate 7 f= 2.25839D+03 |proj g|= 1.81614D+01\n",
"\n",
"At iterate 20 f= 2.02914D+00 |proj g|= 1.61039D-02\n",
"\n",
"At iterate 62 f= 4.29296D+02 |proj g|= 1.17857D+00\n",
"\n",
"At iterate 75 f= 4.38376D+00 |proj g|= 1.82558D-04\n",
"\n",
"At iterate 8 f= 1.76569D+03 |proj g|= 8.07721D+01\n",
"\n",
"At iterate 21 f= 2.02349D+00 |proj g|= 8.60761D-03\n",
"\n",
"At iterate 63 f= 4.29224D+02 |proj g|= 3.56428D-01\n",
"\n",
"At iterate 76 f= 4.38376D+00 |proj g|= 1.57773D-04\n",
"\n",
"At iterate 9 f= 1.36924D+03 |proj g|= 1.62833D+02\n",
"\n",
"\n",
"At iterate 77 f= 4.38376D+00 |proj g|= 1.19469D-04\n",
"At iterate 22 f= 2.02049D+00 |proj g|= 7.24641D-03\n",
"\n",
"At iterate 64 f= 4.29212D+02 |proj g|= 1.62343D-01\n",
"\n",
"At iterate 10 f= 1.13997D+03 |proj g|= 9.30510D+01\n",
"\n",
"At iterate 23 f= 2.01991D+00 |proj g|= 1.51309D-02\n",
"\n",
"At iterate 65 f= 4.29195D+02 |proj g|= 2.04266D-01\n",
"\n",
"At iterate 11 f= 9.80052D+02 |proj g|= 1.47794D+01\n",
"\n",
"At iterate 24 f= 2.01921D+00 |proj g|= 5.62295D-03\n",
"\n",
"At iterate 78 f= 4.38376D+00 |proj g|= 2.06452D-04\n",
"\n",
"At iterate 66 f= 4.29179D+02 |proj g|= 3.19812D-01\n",
"\n",
"At iterate 12 f= 9.13461D+02 |proj g|= 1.42987D+01\n",
"\n",
"At iterate 25 f= 2.01902D+00 |proj g|= 1.81464D-03\n",
"\n",
"At iterate 79 f= 4.38376D+00 |proj g|= 8.76334D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 79 84 1 0 0 8.763D-05 4.384D+00\n",
" F = 4.3837586461682791 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 13 f= 8.85625D+02 |proj g|= 4.85853D+01\n",
"\n",
"At iterate 67 f= 4.29164D+02 |proj g|= 8.08761D-01\n",
"\n",
"At iterate 26 f= 2.01877D+00 |proj g|= 1.53787D-03\n",
"\n",
"At iterate 14 f= 8.74400D+02 |proj g|= 9.19135D+00\n",
"\n",
"At iterate 68 f= 4.29138D+02 |proj g|= 4.29015D-01\n",
"\n",
"At iterate 27 f= 2.01845D+00 |proj g|= 2.57181D-03\n",
"\n",
"At iterate 15 f= 8.72419D+02 |proj g|= 1.88854D+00\n",
"\n",
"At iterate 69 f= 4.29114D+02 |proj g|= 5.45519D-01\n",
"\n",
"At iterate 16 f= 8.71727D+02 |proj g|= 3.02802D+00\n",
"\n",
"At iterate 70 f= 4.29104D+02 |proj g|= 1.58016D+00\n",
"\n",
"At iterate 28 f= 2.01840D+00 |proj g|= 1.57329D-03\n",
"\n",
"At iterate 17 f= 8.65826D+02 |proj g|= 5.78435D+00\n",
"\n",
"At iterate 71 f= 4.29080D+02 |proj g|= 6.11528D-01\n",
"\n",
"At iterate 29 f= 2.01835D+00 |proj g|= 5.46748D-04\n",
"\n",
"At iterate 18 f= 8.42098D+02 |proj g|= 1.32421D+01\n",
"\n",
"At iterate 72 f= 4.29049D+02 |proj g|= 4.74120D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 30 f= 2.01833D+00 |proj g|= 4.72459D-04\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.98745D+03\n",
"\n",
"At iterate 19 f= 8.28804D+02 |proj g|= 1.32227D+01\n",
"\n",
"At iterate 1 f= 9.25887D+03 |proj g|= 1.55086D+03\n",
"\n",
"At iterate 31 f= 2.01831D+00 |proj g|= 8.66243D-04\n",
"\n",
"At iterate 73 f= 4.28994D+02 |proj g|= 1.31896D+00\n",
"\n",
"At iterate 2 f= 4.48276D+03 |proj g|= 9.12875D+02\n",
"\n",
"At iterate 74 f= 4.28902D+02 |proj g|= 1.84421D+00\n",
"\n",
"At iterate 32 f= 2.01830D+00 |proj g|= 1.03916D-03\n",
"\n",
"At iterate 20 f= 8.26574D+02 |proj g|= 2.65993D+01\n",
"\n",
"At iterate 3 f= 2.38255D+03 |proj g|= 8.63923D+02\n",
"\n",
"At iterate 75 f= 4.28772D+02 |proj g|= 1.55556D+00\n",
"\n",
"At iterate 33 f= 2.01829D+00 |proj g|= 2.26795D-04\n",
"\n",
"At iterate 21 f= 8.22741D+02 |proj g|= 1.05343D+01\n",
"\n",
"At iterate 4 f= 1.33392D+03 |proj g|= 4.04778D+02\n",
"\n",
"At iterate 76 f= 4.28724D+02 |proj g|= 2.60205D+00\n",
"\n",
"At iterate 34 f= 2.01829D+00 |proj g|= 1.41636D-04\n",
"\n",
"At iterate 22 f= 8.21919D+02 |proj g|= 7.25429D+00\n",
"\n",
"At iterate 5 f= 7.66156D+02 |proj g|= 2.13870D+02\n",
"\n",
"At iterate 77 f= 4.28551D+02 |proj g|= 4.98583D-01\n",
"\n",
"At iterate 35 f= 2.01829D+00 |proj g|= 1.09620D-04\n",
"\n",
"At iterate 23 f= 8.21039D+02 |proj g|= 1.72115D+00\n",
"\n",
"At iterate 6 f= 4.52876D+02 |proj g|= 1.03739D+02\n",
"\n",
"At iterate 78 f= 4.28518D+02 |proj g|= 7.72483D-01\n",
"\n",
"At iterate 36 f= 2.01829D+00 |proj g|= 2.58292D-04\n",
"\n",
"At iterate 24 f= 8.20807D+02 |proj g|= 2.04457D+00\n",
"\n",
"At iterate 7 f= 2.73925D+02 |proj g|= 5.65890D+01\n",
"\n",
"At iterate 79 f= 4.28499D+02 |proj g|= 6.98094D-01\n",
"\n",
"At iterate 8 f= 1.35501D+02 |proj g|= 2.28624D+01\n",
"\n",
"At iterate 37 f= 2.01829D+00 |proj g|= 2.60183D-04\n",
"\n",
"At iterate 9 f= 5.56169D+01 |proj g|= 8.64094D+00\n",
"\n",
"At iterate 25 f= 8.20158D+02 |proj g|= 3.51078D+00\n",
"\n",
"At iterate 80 f= 4.28473D+02 |proj g|= 1.21496D+00\n",
"\n",
"At iterate 38 f= 2.01829D+00 |proj g|= 1.09026D-04\n",
"\n",
"At iterate 10 f= 3.08311D+01 |proj g|= 4.15259D+00\n",
"\n",
"At iterate 26 f= 8.18731D+02 |proj g|= 1.06778D+00\n",
"\n",
"At iterate 81 f= 4.28456D+02 |proj g|= 6.33153D-01\n",
"\n",
"At iterate 39 f= 2.01829D+00 |proj g|= 7.24894D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 39 42 1 0 0 7.249D-05 2.018D+00\n",
" F = 2.0182855990061754 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"At iterate 11 f= 1.40789D+01 |proj g|= 1.44678D+00\n",
"\n",
"At iterate 27 f= 8.17783D+02 |proj g|= 2.68208D+00\n",
"\n",
"At iterate 82 f= 4.28448D+02 |proj g|= 2.17600D-01\n",
"\n",
"\n",
"At iterate 28 f= 8.16735D+02 |proj g|= 4.90013D+00\n",
"At iterate 12 f= 8.67471D+00 |proj g|= 7.48880D-01\n",
"\n",
"At iterate 83 f= 4.28446D+02 |proj g|= 2.98111D-01\n",
"\n",
"At iterate 29 f= 8.16108D+02 |proj g|= 2.46690D+00\n",
"\n",
"At iterate 13 f= 6.70808D+00 |proj g|= 8.75540D-01\n",
"\n",
"At iterate 84 f= 4.28438D+02 |proj g|= 5.92175D-01\n",
"\n",
"At iterate 14 f= 5.79341D+00 |proj g|= 7.47607D-01\n",
"\n",
"At iterate 30 f= 8.15966D+02 |proj g|= 1.71550D-01\n",
"\n",
"At iterate 85 f= 4.28421D+02 |proj g|= 8.87174D-01\n",
"\n",
"At iterate 15 f= 5.64046D+00 |proj g|= 4.33938D-01\n",
"\n",
"At iterate 31 f= 8.15941D+02 |proj g|= 2.49220D-01\n",
"\n",
"At iterate 86 f= 4.28389D+02 |proj g|= 1.07477D+00\n",
"\n",
"At iterate 16 f= 5.54074D+00 |proj g|= 1.33642D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.87116D+03\n",
"\n",
"At iterate 17 f= 5.51161D+00 |proj g|= 6.61759D-02\n",
"\n",
"At iterate 1 f= 8.53194D+03 |proj g|= 2.53885D+03\n",
"\n",
"At iterate 87 f= 4.28353D+02 |proj g|= 6.70112D-01\n",
"\n",
"At iterate 32 f= 8.15924D+02 |proj g|= 2.37585D+00\n",
"\n",
"At iterate 2 f= 4.79653D+03 |proj g|= 1.43189D+03\n",
"\n",
"At iterate 18 f= 5.48056D+00 |proj g|= 4.79316D-02\n",
"\n",
"At iterate 33 f= 8.15836D+02 |proj g|= 2.13589D+00\n",
"\n",
"At iterate 3 f= 2.31656D+03 |proj g|= 9.02072D+02\n",
"\n",
"\n",
"At iterate 19 f= 5.43696D+00 |proj g|= 6.05262D-02\n",
"At iterate 34 f= 8.15335D+02 |proj g|= 1.57206D+00\n",
"\n",
"At iterate 88 f= 4.28338D+02 |proj g|= 7.65522D-01\n",
"\n",
"At iterate 4 f= 1.20477D+03 |proj g|= 2.35231D+02\n",
"\n",
"At iterate 20 f= 5.41398D+00 |proj g|= 2.46376D-02\n",
"\n",
"At iterate 35 f= 8.14633D+02 |proj g|= 1.08905D+00\n",
"\n",
"At iterate 89 f= 4.28326D+02 |proj g|= 2.74478D-01\n",
"\n",
"At iterate 5 f= 6.55956D+02 |proj g|= 2.17940D+02\n",
"\n",
"At iterate 21 f= 5.40582D+00 |proj g|= 1.22048D-02\n",
"\n",
"At iterate 36 f= 8.13746D+02 |proj g|= 2.37479D+00\n",
"\n",
"At iterate 90 f= 4.28322D+02 |proj g|= 2.49855D-01\n",
"\n",
"At iterate 6 f= 4.10822D+02 |proj g|= 9.80474D+01\n",
"\n",
"At iterate 22 f= 5.39057D+00 |proj g|= 2.13931D-02\n",
"\n",
"At iterate 37 f= 8.13548D+02 |proj g|= 3.49669D-01\n",
"\n",
"At iterate 91 f= 4.28318D+02 |proj g|= 2.89867D-01\n",
"\n",
"At iterate 7 f= 2.46006D+02 |proj g|= 4.67089D+01\n",
"\n",
"At iterate 23 f= 5.38379D+00 |proj g|= 1.70957D-02\n",
"\n",
"At iterate 92 f= 4.28307D+02 |proj g|= 4.61876D-01\n",
"\n",
"At iterate 38 f= 8.13495D+02 |proj g|= 1.49906D-01\n",
"\n",
"At iterate 8 f= 1.35380D+02 |proj g|= 3.71938D+01\n",
"\n",
"\n",
"At iterate 93 f= 4.28285D+02 |proj g|= 6.74006D-01\n",
"At iterate 24 f= 5.37814D+00 |proj g|= 8.75891D-03\n",
"\n",
"At iterate 9 f= 7.93714D+01 |proj g|= 1.59123D+01\n",
"\n",
"At iterate 39 f= 8.13332D+02 |proj g|= 4.28556D-01\n",
"\n",
"At iterate 94 f= 4.28261D+02 |proj g|= 1.57616D+00\n",
"\n",
"At iterate 25 f= 5.37608D+00 |proj g|= 8.42401D-03\n",
"\n",
"At iterate 10 f= 6.49856D+01 |proj g|= 1.20775D+01\n",
"\n",
"At iterate 95 f= 4.28228D+02 |proj g|= 7.12408D-01\n",
"\n",
"At iterate 26 f= 5.37503D+00 |proj g|= 6.32038D-03\n",
"\n",
"At iterate 11 f= 4.88006D+01 |proj g|= 3.92362D+00\n",
"\n",
"At iterate 40 f= 8.13287D+02 |proj g|= 9.04361D-01\n",
"\n",
"At iterate 96 f= 4.28210D+02 |proj g|= 3.35575D-01\n",
"\n",
"At iterate 12 f= 4.36310D+01 |proj g|= 4.12702D+00\n",
"\n",
"At iterate 27 f= 5.37392D+00 |proj g|= 1.25654D-02\n",
"\n",
"At iterate 97 f= 4.28197D+02 |proj g|= 2.95059D-01\n",
"\n",
"At iterate 41 f= 8.13170D+02 |proj g|= 6.77997D-01\n",
"\n",
"At iterate 42 f= 8.12993D+02 |proj g|= 9.59179D-01\n",
"\n",
"At iterate 98 f= 4.28185D+02 |proj g|= 3.77777D-01\n",
"\n",
"At iterate 13 f= 4.19388D+01 |proj g|= 1.92963D+00\n",
"\n",
"At iterate 28 f= 5.37345D+00 |proj g|= 1.33442D-02\n",
"\n",
"At iterate 99 f= 4.28148D+02 |proj g|= 4.34564D-01\n",
"\n",
"\n",
"At iterate 29 f= 5.37304D+00 |proj g|= 9.45617D-03\n",
"At iterate 14 f= 4.00379D+01 |proj g|= 5.84437D-01\n",
"\n",
"At iterate 43 f= 8.12991D+02 |proj g|= 1.46576D-01\n",
"\n",
"At iterate 100 f= 4.28126D+02 |proj g|= 8.71642D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 108 1 0 0 8.716D-01 4.281D+02\n",
" F = 428.12580904161956 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 15 f= 3.90871D+01 |proj g|= 1.76315D-01\n",
"\n",
"At iterate 30 f= 5.37232D+00 |proj g|= 2.34184D-03\n",
"\n",
"At iterate 44 f= 8.12944D+02 |proj g|= 1.72391D-01\n",
"\n",
"At iterate 16 f= 3.87058D+01 |proj g|= 1.47056D-01\n",
"\n",
"At iterate 31 f= 5.37208D+00 |proj g|= 3.17862D-03\n",
"\n",
"At iterate 45 f= 8.12826D+02 |proj g|= 9.85201D-01\n",
"\n",
"At iterate 17 f= 3.87052D+01 |proj g|= 1.14588D+00\n",
"\n",
"At iterate 32 f= 5.37195D+00 |proj g|= 2.23839D-03\n",
"\n",
"At iterate 46 f= 8.12717D+02 |proj g|= 6.79117D-01\n",
"\n",
"At iterate 33 f= 5.37187D+00 |proj g|= 1.76179D-03\n",
"\n",
"At iterate 18 f= 3.85662D+01 |proj g|= 3.07504D-01\n",
"\n",
"At iterate 19 f= 3.85480D+01 |proj g|= 6.64484D-02\n",
"\n",
"At iterate 34 f= 5.37182D+00 |proj g|= 1.07338D-03\n",
"\n",
"At iterate 47 f= 8.12591D+02 |proj g|= 3.84429D-02\n",
"\n",
"At iterate 20 f= 3.85435D+01 |proj g|= 6.34633D-02\n",
"\n",
"At iterate 35 f= 5.37176D+00 |proj g|= 9.04179D-04\n",
"\n",
"At iterate 48 f= 8.12573D+02 |proj g|= 1.45667D-01\n",
"\n",
"At iterate 21 f= 3.84849D+01 |proj g|= 1.89384D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.41410D+03\n",
"\n",
"At iterate 36 f= 5.37175D+00 |proj g|= 1.76537D-03\n",
"\n",
"At iterate 49 f= 8.12548D+02 |proj g|= 1.01816D-01\n",
"\n",
"At iterate 22 f= 3.84567D+01 |proj g|= 1.48299D-01\n",
"\n",
"At iterate 1 f= 1.04531D+04 |proj g|= 1.77257D+03\n",
"\n",
"At iterate 37 f= 5.37173D+00 |proj g|= 4.46715D-04\n",
"\n",
"At iterate 50 f= 8.12508D+02 |proj g|= 3.35122D-01\n",
"\n",
"At iterate 23 f= 3.84369D+01 |proj g|= 1.16729D-01\n",
"\n",
"\n",
"At iterate 2 f= 6.41728D+03 |proj g|= 1.75351D+03\n",
"At iterate 38 f= 5.37173D+00 |proj g|= 3.32803D-04\n",
"\n",
"At iterate 3 f= 3.45902D+03 |proj g|= 6.63097D+02\n",
"\n",
"At iterate 39 f= 5.37172D+00 |proj g|= 3.98243D-04\n",
"\n",
"At iterate 51 f= 8.12501D+02 |proj g|= 2.66425D-01\n",
"\n",
"At iterate 24 f= 3.84358D+01 |proj g|= 1.87827D-02\n",
"\n",
"At iterate 4 f= 2.33202D+03 |proj g|= 2.77577D+02\n",
"\n",
"At iterate 52 f= 8.12484D+02 |proj g|= 2.88354D-01\n",
"\n",
"At iterate 5 f= 1.38723D+03 |proj g|= 1.16689D+02\n",
"\n",
"At iterate 25 f= 3.84334D+01 |proj g|= 3.96787D-02\n",
"\n",
"At iterate 40 f= 5.37172D+00 |proj g|= 7.50981D-04\n",
"\n",
"At iterate 53 f= 8.12429D+02 |proj g|= 6.02389D-02\n",
"\n",
"At iterate 6 f= 8.99083D+02 |proj g|= 1.11758D+02\n",
"\n",
"At iterate 26 f= 3.84303D+01 |proj g|= 5.72757D-02\n",
"\n",
"At iterate 41 f= 5.37172D+00 |proj g|= 1.83138D-04\n",
"\n",
"At iterate 27 f= 3.84205D+01 |proj g|= 7.46229D-02\n",
"\n",
"At iterate 7 f= 5.47712D+02 |proj g|= 4.95987D+01\n",
"\n",
"At iterate 54 f= 8.12429D+02 |proj g|= 3.09527D-01\n",
"\n",
"At iterate 42 f= 5.37172D+00 |proj g|= 2.71685D-04\n",
"\n",
"At iterate 28 f= 3.84083D+01 |proj g|= 3.06156D-02\n",
"\n",
"At iterate 8 f= 3.82259D+02 |proj g|= 2.23872D+01\n",
"\n",
"At iterate 55 f= 8.12414D+02 |proj g|= 1.43817D-01\n",
"\n",
"At iterate 43 f= 5.37172D+00 |proj g|= 7.05167D-04\n",
"\n",
"At iterate 29 f= 3.84037D+01 |proj g|= 1.12813D-02\n",
"\n",
"At iterate 9 f= 3.25027D+02 |proj g|= 2.82391D+01\n",
"\n",
"At iterate 56 f= 8.12409D+02 |proj g|= 4.50117D-02\n",
"\n",
"At iterate 44 f= 5.37171D+00 |proj g|= 7.97343D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 44 47 1 0 0 7.973D-05 5.372D+00\n",
" F = 5.3717145940307383 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 10 f= 2.80682D+02 |proj g|= 1.82210D+01\n",
"\n",
"At iterate 57 f= 8.12407D+02 |proj g|= 5.82910D-02\n",
"\n",
"At iterate 30 f= 3.84031D+01 |proj g|= 6.97793D-02\n",
"\n",
"At iterate 11 f= 2.71531D+02 |proj g|= 1.13875D+01\n",
"\n",
"At iterate 58 f= 8.12388D+02 |proj g|= 1.90844D-02\n",
"\n",
"At iterate 31 f= 3.84013D+01 |proj g|= 4.98453D-02\n",
"\n",
"At iterate 12 f= 2.64529D+02 |proj g|= 7.22293D+00\n",
"\n",
"At iterate 32 f= 3.83988D+01 |proj g|= 2.36408D-02\n",
"\n",
"At iterate 13 f= 2.61363D+02 |proj g|= 5.25439D+00\n",
"\n",
"At iterate 59 f= 8.12374D+02 |proj g|= 1.43723D-01\n",
"\n",
"At iterate 33 f= 3.83971D+01 |proj g|= 1.73278D-02\n",
"\n",
"At iterate 14 f= 2.59599D+02 |proj g|= 1.01819D+00\n",
"\n",
"At iterate 60 f= 8.12356D+02 |proj g|= 4.12203D-02\n",
"\n",
"At iterate 34 f= 3.83938D+01 |proj g|= 7.11099D-03\n",
"\n",
"At iterate 15 f= 2.59154D+02 |proj g|= 1.03330D+00\n",
"\n",
"At iterate 61 f= 8.12351D+02 |proj g|= 2.53758D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.01347D+03\n",
"\n",
"At iterate 16 f= 2.58483D+02 |proj g|= 1.35123D+00\n",
"\n",
"At iterate 1 f= 7.69470D+03 |proj g|= 3.39407D+03\n",
"\n",
"At iterate 35 f= 3.83936D+01 |proj g|= 4.65730D-02\n",
"\n",
"At iterate 17 f= 2.57862D+02 |proj g|= 1.69651D+00\n",
"\n",
"At iterate 62 f= 8.12350D+02 |proj g|= 1.91914D-01\n",
"\n",
"At iterate 2 f= 4.83760D+03 |proj g|= 2.43495D+03\n",
"\n",
"At iterate 36 f= 3.83928D+01 |proj g|= 2.90939D-02\n",
"\n",
"At iterate 63 f= 8.12344D+02 |proj g|= 6.90857D-02\n",
"\n",
"At iterate 18 f= 2.57667D+02 |proj g|= 1.17444D+00\n",
"\n",
"At iterate 3 f= 1.94833D+03 |proj g|= 1.04453D+03\n",
"\n",
"At iterate 37 f= 3.83923D+01 |proj g|= 2.10045D-02\n",
"\n",
"\n",
"At iterate 64 f= 8.12342D+02 |proj g|= 2.85666D-02\n",
"At iterate 19 f= 2.57566D+02 |proj g|= 3.61800D-01\n",
"\n",
"At iterate 4 f= 1.00538D+03 |proj g|= 5.53303D+02\n",
"\n",
"At iterate 38 f= 3.83916D+01 |proj g|= 1.00192D-02\n",
"\n",
"At iterate 20 f= 2.57502D+02 |proj g|= 5.27085D-01\n",
"\n",
"At iterate 5 f= 5.29460D+02 |proj g|= 2.65749D+02\n",
"\n",
"At iterate 65 f= 8.12341D+02 |proj g|= 4.46470D-01\n",
"\n",
"At iterate 21 f= 2.57455D+02 |proj g|= 8.79356D-01\n",
"\n",
"At iterate 39 f= 3.83910D+01 |proj g|= 3.53635D-03\n",
"\n",
"At iterate 6 f= 2.98434D+02 |proj g|= 1.45750D+02\n",
"\n",
"At iterate 66 f= 8.12339D+02 |proj g|= 4.66517D-02\n",
"\n",
"At iterate 22 f= 2.57390D+02 |proj g|= 8.31674D-01\n",
"\n",
"At iterate 40 f= 3.83900D+01 |proj g|= 6.07566D-03\n",
"\n",
"At iterate 7 f= 1.64124D+02 |proj g|= 6.45786D+01\n",
"\n",
"At iterate 67 f= 8.12339D+02 |proj g|= 5.88558D-02\n",
"\n",
"At iterate 23 f= 2.57279D+02 |proj g|= 3.41361D-01\n",
"\n",
"At iterate 8 f= 8.30667D+01 |proj g|= 3.55621D+01\n",
"\n",
"At iterate 68 f= 8.12337D+02 |proj g|= 2.03401D-02\n",
"\n",
"At iterate 41 f= 3.83895D+01 |proj g|= 5.43100D-02\n",
"\n",
"At iterate 9 f= 3.91492D+01 |proj g|= 1.07327D+01\n",
"\n",
"At iterate 69 f= 8.12337D+02 |proj g|= 2.83948D-02\n",
"\n",
"At iterate 24 f= 2.57271D+02 |proj g|= 4.16077D-01\n",
"\n",
"At iterate 42 f= 3.83885D+01 |proj g|= 1.81704D-02\n",
"\n",
"At iterate 10 f= 1.76111D+01 |proj g|= 2.98283D+00\n",
"\n",
"\n",
"At iterate 25 f= 2.57264D+02 |proj g|= 2.00197D-01\n",
"At iterate 43 f= 3.83880D+01 |proj g|= 5.79301D-03\n",
"\n",
"At iterate 70 f= 8.12336D+02 |proj g|= 2.61910D-01\n",
"\n",
"At iterate 11 f= 9.59380D+00 |proj g|= 1.77991D+00\n",
"\n",
"At iterate 44 f= 3.83877D+01 |proj g|= 5.25912D-03\n",
"\n",
"At iterate 71 f= 8.12334D+02 |proj g|= 3.67733D-02\n",
"\n",
"At iterate 26 f= 2.57260D+02 |proj g|= 7.91285D-02\n",
"\n",
"At iterate 12 f= 5.28404D+00 |proj g|= 2.00967D+00\n",
"\n",
"At iterate 45 f= 3.83873D+01 |proj g|= 5.68204D-03\n",
"\n",
"\n",
"At iterate 27 f= 2.57251D+02 |proj g|= 1.34262D-01\n",
"At iterate 72 f= 8.12333D+02 |proj g|= 9.61966D-03\n",
"\n",
"At iterate 13 f= 2.41682D+00 |proj g|= 5.19435D-01\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 28 f= 2.57238D+02 |proj g|= 3.81828D-01\n",
"\n",
"At iterate 73 f= 8.12333D+02 |proj g|= 9.39080D-03\n",
"\n",
"At iterate 14 f= 1.97745D+00 |proj g|= 3.92189D-01\n",
"\n",
"At iterate 46 f= 3.83873D+01 |proj g|= 1.56760D-02\n",
"\n",
"At iterate 74 f= 8.12333D+02 |proj g|= 9.94519D-02\n",
"\n",
"At iterate 29 f= 2.57215D+02 |proj g|= 6.17012D-01\n",
"\n",
"At iterate 15 f= 1.56999D+00 |proj g|= 1.26697D-01\n",
"\n",
"At iterate 47 f= 3.83871D+01 |proj g|= 7.74956D-03\n",
"\n",
"At iterate 75 f= 8.12333D+02 |proj g|= 1.02987D-01\n",
"\n",
"At iterate 30 f= 2.57187D+02 |proj g|= 5.15543D-01\n",
"\n",
"At iterate 16 f= 1.44977D+00 |proj g|= 1.50086D-01\n",
"\n",
"At iterate 48 f= 3.83869D+01 |proj g|= 7.36639D-03\n",
"\n",
"At iterate 49 f= 3.83869D+01 |proj g|= 5.29491D-03\n",
"\n",
"At iterate 17 f= 1.39962D+00 |proj g|= 8.80315D-02\n",
"\n",
"At iterate 76 f= 8.12333D+02 |proj g|= 1.73546D-01\n",
"\n",
"At iterate 31 f= 2.57176D+02 |proj g|= 7.59155D-01\n",
"\n",
"\n",
"At iterate 50 f= 3.83868D+01 |proj g|= 2.44203D-03\n",
"At iterate 18 f= 1.37165D+00 |proj g|= 3.49102D-02\n",
"\n",
"At iterate 77 f= 8.12332D+02 |proj g|= 1.05429D-01\n",
"\n",
"At iterate 32 f= 2.57148D+02 |proj g|= 2.16455D-01\n",
"\n",
"At iterate 51 f= 3.83867D+01 |proj g|= 2.69889D-03\n",
"\n",
"At iterate 19 f= 1.35718D+00 |proj g|= 1.37813D-02\n",
"\n",
"At iterate 33 f= 2.57137D+02 |proj g|= 2.22340D-01\n",
"\n",
"At iterate 52 f= 3.83866D+01 |proj g|= 6.03852D-03\n",
"\n",
"At iterate 20 f= 1.34212D+00 |proj g|= 8.94433D-03\n",
"\n",
"At iterate 78 f= 8.12331D+02 |proj g|= 9.94491D-03\n",
"\n",
"At iterate 34 f= 2.57116D+02 |proj g|= 2.43432D-01\n",
"\n",
"At iterate 79 f= 8.12331D+02 |proj g|= 1.45263D-02\n",
"\n",
"At iterate 35 f= 2.57108D+02 |proj g|= 2.40033D+00\n",
"\n",
"At iterate 53 f= 3.83866D+01 |proj g|= 8.28982D-03\n",
"\n",
"At iterate 80 f= 8.12331D+02 |proj g|= 1.90070D-02\n",
"\n",
"At iterate 21 f= 1.33746D+00 |proj g|= 1.97816D-02\n",
"\n",
"At iterate 54 f= 3.83865D+01 |proj g|= 3.67214D-03\n",
"\n",
"At iterate 36 f= 2.57048D+02 |proj g|= 3.57820D-01\n",
"\n",
"At iterate 81 f= 8.12330D+02 |proj g|= 1.04341D-02\n",
"\n",
"At iterate 55 f= 3.83865D+01 |proj g|= 1.61374D-03\n",
"\n",
"At iterate 22 f= 1.33041D+00 |proj g|= 1.90302D-02\n",
"\n",
"At iterate 37 f= 2.57031D+02 |proj g|= 1.25158D-01\n",
"\n",
"At iterate 82 f= 8.12330D+02 |proj g|= 8.82369D-02\n",
"\n",
"At iterate 38 f= 2.57014D+02 |proj g|= 2.39909D-01\n",
"\n",
"At iterate 56 f= 3.83865D+01 |proj g|= 2.96310D-03\n",
"\n",
"At iterate 23 f= 1.32535D+00 |proj g|= 6.40402D-03\n",
"\n",
"At iterate 83 f= 8.12330D+02 |proj g|= 6.47077D-02\n",
"\n",
"At iterate 39 f= 2.56991D+02 |proj g|= 4.87570D-01\n",
"\n",
"At iterate 24 f= 1.32200D+00 |proj g|= 5.05235D-03\n",
"\n",
"At iterate 57 f= 3.83865D+01 |proj g|= 1.26809D-02\n",
"\n",
"At iterate 84 f= 8.12329D+02 |proj g|= 4.02262D-02\n",
"\n",
"At iterate 25 f= 1.32110D+00 |proj g|= 2.21981D-02\n",
"\n",
"At iterate 40 f= 2.56974D+02 |proj g|= 2.11716D-01\n",
"\n",
"At iterate 58 f= 3.83864D+01 |proj g|= 7.05927D-03\n",
"\n",
"At iterate 26 f= 1.31881D+00 |proj g|= 5.57390D-03\n",
"\n",
"At iterate 41 f= 2.56967D+02 |proj g|= 2.73087D-02\n",
"\n",
"At iterate 59 f= 3.83864D+01 |proj g|= 1.41824D-03\n",
"\n",
"At iterate 85 f= 8.12329D+02 |proj g|= 1.03954D-02\n",
"\n",
"At iterate 27 f= 1.31818D+00 |proj g|= 1.94206D-03\n",
"\n",
"At iterate 42 f= 2.56966D+02 |proj g|= 3.93685D-02\n",
"\n",
"At iterate 60 f= 3.83864D+01 |proj g|= 3.37536D-03\n",
"\n",
"At iterate 86 f= 8.12329D+02 |proj g|= 8.86172D-03\n",
"\n",
"At iterate 43 f= 2.56954D+02 |proj g|= 8.19959D-02\n",
"\n",
"At iterate 28 f= 1.31778D+00 |proj g|= 3.36090D-03\n",
"\n",
"At iterate 61 f= 3.83864D+01 |proj g|= 3.71590D-03\n",
"\n",
"At iterate 29 f= 1.31744D+00 |proj g|= 3.66062D-03\n",
"\n",
"At iterate 62 f= 3.83864D+01 |proj g|= 5.01313D-03\n",
"\n",
"At iterate 87 f= 8.12329D+02 |proj g|= 3.36312D-02\n",
"\n",
"At iterate 44 f= 2.56945D+02 |proj g|= 2.78576D-01\n",
"\n",
"At iterate 63 f= 3.83864D+01 |proj g|= 4.70592D-03\n",
"\n",
"At iterate 88 f= 8.12329D+02 |proj g|= 3.02646D-02\n",
"\n",
"At iterate 45 f= 2.56936D+02 |proj g|= 7.87335D-02\n",
"\n",
"At iterate 30 f= 1.31728D+00 |proj g|= 2.79750D-03\n",
"\n",
"At iterate 64 f= 3.83864D+01 |proj g|= 3.04274D-03\n",
"\n",
"At iterate 46 f= 2.56934D+02 |proj g|= 5.78078D-03\n",
"\n",
"At iterate 31 f= 1.31707D+00 |proj g|= 7.60421D-04\n",
"\n",
"At iterate 65 f= 3.83864D+01 |proj g|= 7.58542D-04\n",
"\n",
"At iterate 89 f= 8.12329D+02 |proj g|= 7.31294D-03\n",
"\n",
"At iterate 47 f= 2.56934D+02 |proj g|= 1.14759D-01\n",
"\n",
"At iterate 32 f= 1.31703D+00 |proj g|= 8.10152D-04\n",
"\n",
"At iterate 66 f= 3.83864D+01 |proj g|= 9.72999D-04\n",
"\n",
"At iterate 90 f= 8.12329D+02 |proj g|= 6.77289D-03\n",
"\n",
"At iterate 48 f= 2.56934D+02 |proj g|= 6.03389D-02\n",
"\n",
"At iterate 33 f= 1.31700D+00 |proj g|= 4.38855D-04\n",
"\n",
"At iterate 67 f= 3.83864D+01 |proj g|= 1.75897D-03\n",
"\n",
"At iterate 91 f= 8.12329D+02 |proj g|= 6.15267D-03\n",
"\n",
"At iterate 49 f= 2.56934D+02 |proj g|= 1.62992D-02\n",
"\n",
"At iterate 68 f= 3.83864D+01 |proj g|= 1.23145D-03\n",
"\n",
"At iterate 34 f= 1.31698D+00 |proj g|= 5.21114D-04\n",
"\n",
"At iterate 92 f= 8.12328D+02 |proj g|= 3.63540D-03\n",
"\n",
"At iterate 50 f= 2.56933D+02 |proj g|= 1.27830D-02\n",
"\n",
"At iterate 35 f= 1.31697D+00 |proj g|= 2.95327D-04\n",
"\n",
"At iterate 69 f= 3.83864D+01 |proj g|= 3.17234D-03\n",
"\n",
"At iterate 51 f= 2.56933D+02 |proj g|= 3.90551D-02\n",
"\n",
"At iterate 93 f= 8.12328D+02 |proj g|= 4.18149D-02\n",
"\n",
"At iterate 36 f= 1.31697D+00 |proj g|= 5.18474D-04\n",
"\n",
"At iterate 70 f= 3.83864D+01 |proj g|= 9.34913D-04\n",
"\n",
"At iterate 94 f= 8.12328D+02 |proj g|= 4.64563D-03\n",
"\n",
"At iterate 52 f= 2.56933D+02 |proj g|= 6.25180D-02\n",
"\n",
"At iterate 37 f= 1.31697D+00 |proj g|= 1.36312D-04\n",
"\n",
"At iterate 71 f= 3.83864D+01 |proj g|= 1.43478D-03\n",
"\n",
"At iterate 95 f= 8.12328D+02 |proj g|= 3.84095D-03\n",
"\n",
"At iterate 53 f= 2.56932D+02 |proj g|= 3.66404D-02\n",
"\n",
"At iterate 38 f= 1.31697D+00 |proj g|= 1.73617D-04\n",
"\n",
"At iterate 72 f= 3.83864D+01 |proj g|= 1.81333D-03\n",
"\n",
"At iterate 54 f= 2.56931D+02 |proj g|= 3.03136D-02\n",
"\n",
"At iterate 96 f= 8.12328D+02 |proj g|= 9.73894D-03\n",
"\n",
"At iterate 39 f= 1.31696D+00 |proj g|= 1.40629D-04\n",
"\n",
"At iterate 55 f= 2.56929D+02 |proj g|= 9.61171D-02\n",
"\n",
"At iterate 73 f= 3.83864D+01 |proj g|= 9.15174D-04\n",
"\n",
"At iterate 97 f= 8.12328D+02 |proj g|= 6.87462D-03\n",
"\n",
"At iterate 56 f= 2.56928D+02 |proj g|= 1.07222D-01\n",
"\n",
"At iterate 74 f= 3.83863D+01 |proj g|= 4.98481D-04\n",
"\n",
"At iterate 40 f= 1.31696D+00 |proj g|= 3.06213D-04\n",
"\n",
"At iterate 57 f= 2.56928D+02 |proj g|= 1.24767D-01\n",
"\n",
"At iterate 98 f= 8.12328D+02 |proj g|= 1.57629D-02\n",
"\n",
"At iterate 41 f= 1.31696D+00 |proj g|= 1.33992D-04\n",
"\n",
"At iterate 58 f= 2.56927D+02 |proj g|= 1.33799D-02\n",
"\n",
"At iterate 75 f= 3.83863D+01 |proj g|= 1.81384D-03\n",
"\n",
"At iterate 99 f= 8.12328D+02 |proj g|= 1.12315D-02\n",
"\n",
"At iterate 42 f= 1.31696D+00 |proj g|= 5.47827D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 42 46 1 0 0 5.478D-05 1.317D+00\n",
" F = 1.3169632498444594 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 59 f= 2.56927D+02 |proj g|= 1.03091D-02\n",
"\n",
"\n",
"At iterate 100 f= 8.12328D+02 |proj g|= 1.22371D-02\n",
"At iterate 76 f= 3.83863D+01 |proj g|= 8.78982D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 120 1 0 0 1.224D-02 8.123D+02\n",
" F = 812.32810829831055 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 77 f= 3.83863D+01 |proj g|= 8.75861D-04\n",
"\n",
"At iterate 60 f= 2.56927D+02 |proj g|= 6.05375D-02\n",
"\n",
"At iterate 61 f= 2.56927D+02 |proj g|= 4.24899D-02\n",
"\n",
"At iterate 78 f= 3.83863D+01 |proj g|= 7.35068D-04\n",
"\n",
"At iterate 62 f= 2.56926D+02 |proj g|= 2.62899D-02\n",
"\n",
"At iterate 79 f= 3.83863D+01 |proj g|= 6.12309D-04\n",
"\n",
"At iterate 63 f= 2.56926D+02 |proj g|= 6.26531D-02\n",
"\n",
"At iterate 80 f= 3.83863D+01 |proj g|= 1.91478D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.95923D+03\n",
"\n",
"At iterate 64 f= 2.56924D+02 |proj g|= 1.05326D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.85957D+03\n",
"\n",
"At iterate 81 f= 3.83863D+01 |proj g|= 2.17373D-03\n",
"\n",
"At iterate 1 f= 7.35086D+03 |proj g|= 4.11727D+03\n",
"\n",
"At iterate 65 f= 2.56923D+02 |proj g|= 8.08394D-02\n",
"\n",
"At iterate 1 f= 7.75787D+03 |proj g|= 5.02020D+03\n",
"\n",
"At iterate 82 f= 3.83863D+01 |proj g|= 4.17255D-04\n",
"\n",
"At iterate 2 f= 5.19597D+03 |proj g|= 3.20296D+03\n",
"\n",
"At iterate 2 f= 6.48587D+03 |proj g|= 4.35389D+03\n",
"\n",
"At iterate 83 f= 3.83863D+01 |proj g|= 1.90406D-04\n",
"\n",
"At iterate 3 f= 1.86621D+03 |proj g|= 1.20541D+03\n",
"\n",
"At iterate 66 f= 2.56923D+02 |proj g|= 9.46937D-02\n",
"\n",
"At iterate 3 f= 1.92618D+03 |proj g|= 1.27718D+03\n",
"\n",
"At iterate 4 f= 1.00211D+03 |proj g|= 6.69582D+02\n",
"\n",
"At iterate 84 f= 3.83863D+01 |proj g|= 6.27171D-04\n",
"\n",
"At iterate 5 f= 5.33668D+02 |proj g|= 3.05894D+02\n",
"\n",
"At iterate 4 f= 1.06457D+03 |proj g|= 6.17999D+02\n",
"\n",
"At iterate 85 f= 3.83863D+01 |proj g|= 7.80409D-04\n",
"\n",
"At iterate 67 f= 2.56922D+02 |proj g|= 1.11527D-02\n",
"\n",
"At iterate 6 f= 3.10372D+02 |proj g|= 1.79053D+02\n",
"\n",
"At iterate 5 f= 5.82590D+02 |proj g|= 2.32225D+02\n",
"\n",
"At iterate 86 f= 3.83863D+01 |proj g|= 2.01922D-03\n",
"\n",
"At iterate 68 f= 2.56922D+02 |proj g|= 7.81049D-03\n",
"\n",
"At iterate 7 f= 1.69783D+02 |proj g|= 7.67048D+01\n",
"\n",
"At iterate 6 f= 3.37164D+02 |proj g|= 1.10593D+02\n",
"\n",
"At iterate 87 f= 3.83863D+01 |proj g|= 5.51852D-04\n",
"\n",
"At iterate 8 f= 7.75462D+01 |proj g|= 3.92466D+01\n",
"\n",
"At iterate 69 f= 2.56922D+02 |proj g|= 2.06467D-02\n",
"\n",
"At iterate 7 f= 1.86302D+02 |proj g|= 7.79614D+01\n",
"\n",
"At iterate 9 f= 3.52677D+01 |proj g|= 1.10053D+01\n",
"\n",
"At iterate 88 f= 3.83863D+01 |proj g|= 2.65109D-04\n",
"\n",
"At iterate 8 f= 1.00643D+02 |proj g|= 5.01879D+01\n",
"\n",
"At iterate 70 f= 2.56922D+02 |proj g|= 2.14738D-02\n",
"\n",
"At iterate 10 f= 1.85396D+01 |proj g|= 4.23698D+00\n",
"\n",
"At iterate 89 f= 3.83863D+01 |proj g|= 4.40392D-04\n",
"\n",
"At iterate 9 f= 5.38552D+01 |proj g|= 3.04105D+01\n",
"\n",
"At iterate 11 f= 9.13428D+00 |proj g|= 1.85769D+00\n",
"\n",
"At iterate 71 f= 2.56922D+02 |proj g|= 9.84572D-02\n",
"\n",
"At iterate 10 f= 2.85565D+01 |proj g|= 1.76927D+01\n",
"\n",
"At iterate 90 f= 3.83863D+01 |proj g|= 5.57765D-04\n",
"\n",
"At iterate 12 f= 4.92037D+00 |proj g|= 1.22354D+00\n",
"\n",
"At iterate 72 f= 2.56922D+02 |proj g|= 5.39131D-02\n",
"\n",
"At iterate 11 f= 1.50970D+01 |proj g|= 9.99636D+00\n",
"\n",
"At iterate 91 f= 3.83863D+01 |proj g|= 4.59520D-04\n",
"\n",
"At iterate 13 f= 4.58335D+00 |proj g|= 3.51627D+00\n",
"\n",
"At iterate 12 f= 7.63207D+00 |proj g|= 4.55614D+00\n",
"\n",
"At iterate 73 f= 2.56921D+02 |proj g|= 9.83970D-03\n",
"\n",
"At iterate 14 f= 1.80452D+00 |proj g|= 8.99804D-01\n",
"\n",
"At iterate 13 f= 4.08578D+00 |proj g|= 2.32247D+00\n",
"\n",
"At iterate 74 f= 2.56921D+02 |proj g|= 1.68504D-02\n",
"\n",
"At iterate 92 f= 3.83863D+01 |proj g|= 1.43437D-03\n",
"\n",
"\n",
"At iterate 15 f= 1.49421D+00 |proj g|= 5.91622D-01\n",
"At iterate 14 f= 2.23819D+00 |proj g|= 1.15910D+00\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 93 f= 3.83863D+01 |proj g|= 3.96529D-04\n",
"\n",
"At iterate 75 f= 2.56921D+02 |proj g|= 1.65784D-02\n",
"\n",
"\n",
"At iterate 15 f= 1.32818D+00 |proj g|= 5.83023D-01\n",
"At iterate 16 f= 1.19571D+00 |proj g|= 2.75014D-01\n",
"\n",
"At iterate 94 f= 3.83863D+01 |proj g|= 2.39929D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 94 108 1 0 0 2.399D-04 3.839D+01\n",
" F = 38.386337461550191 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 76 f= 2.56921D+02 |proj g|= 1.76386D-02\n",
"\n",
"At iterate 16 f= 8.84252D-01 |proj g|= 2.98487D-01\n",
"\n",
"At iterate 17 f= 1.09746D+00 |proj g|= 1.51441D-01\n",
"\n",
"At iterate 17 f= 6.79081D-01 |proj g|= 1.54940D-01\n",
"\n",
"At iterate 18 f= 1.05360D+00 |proj g|= 7.78514D-02\n",
"\n",
"At iterate 77 f= 2.56921D+02 |proj g|= 2.88181D-02\n",
"\n",
"At iterate 19 f= 1.03274D+00 |proj g|= 3.41070D-02\n",
"\n",
"At iterate 18 f= 5.89138D-01 |proj g|= 8.19472D-02\n",
"\n",
"At iterate 78 f= 2.56921D+02 |proj g|= 7.69800D-02\n",
"\n",
"At iterate 20 f= 1.01855D+00 |proj g|= 2.87789D-02\n",
"\n",
"At iterate 19 f= 5.48934D-01 |proj g|= 4.39069D-02\n",
"\n",
"At iterate 79 f= 2.56921D+02 |proj g|= 1.99559D-02\n",
"\n",
"At iterate 21 f= 1.00682D+00 |proj g|= 4.42077D-02\n",
"\n",
"At iterate 20 f= 5.25948D-01 |proj g|= 2.16158D-02\n",
"\n",
"At iterate 80 f= 2.56920D+02 |proj g|= 6.16690D-03\n",
"\n",
"At iterate 22 f= 9.91550D-01 |proj g|= 5.62375D-02\n",
"\n",
"At iterate 21 f= 5.08364D-01 |proj g|= 2.46376D-02\n",
"\n",
"At iterate 81 f= 2.56920D+02 |proj g|= 6.22242D-03\n",
"\n",
"At iterate 23 f= 9.82738D-01 |proj g|= 3.87165D-02\n",
"\n",
"At iterate 22 f= 4.93693D-01 |proj g|= 2.56225D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91760D+03\n",
"\n",
"At iterate 24 f= 9.69379D-01 |proj g|= 1.71396D-02\n",
"\n",
"At iterate 82 f= 2.56920D+02 |proj g|= 1.71769D-02\n",
"\n",
"At iterate 23 f= 4.74937D-01 |proj g|= 1.42012D-02\n",
"\n",
"At iterate 1 f= 7.71660D+03 |proj g|= 4.99096D+03\n",
"\n",
"At iterate 25 f= 9.68018D-01 |proj g|= 1.20715D-02\n",
"\n",
"At iterate 83 f= 2.56920D+02 |proj g|= 8.53116D-03\n",
"\n",
"At iterate 2 f= 6.47007D+03 |proj g|= 4.33281D+03\n",
"\n",
"At iterate 26 f= 9.65979D-01 |proj g|= 6.98025D-03\n",
"\n",
"At iterate 24 f= 4.64160D-01 |proj g|= 3.40180D-02\n",
"\n",
"At iterate 84 f= 2.56920D+02 |proj g|= 9.45053D-03\n",
"\n",
"At iterate 3 f= 1.98199D+03 |proj g|= 1.29192D+03\n",
"\n",
"At iterate 27 f= 9.64589D-01 |proj g|= 1.09881D-02\n",
"\n",
"At iterate 25 f= 4.44843D-01 |proj g|= 1.78121D-02\n",
"\n",
"At iterate 85 f= 2.56920D+02 |proj g|= 4.03135D-03\n",
"\n",
"At iterate 4 f= 1.11642D+03 |proj g|= 6.38249D+02\n",
"\n",
"At iterate 26 f= 4.30060D-01 |proj g|= 1.11693D-02\n",
"\n",
"At iterate 28 f= 9.60880D-01 |proj g|= 1.69453D-02\n",
"\n",
"At iterate 86 f= 2.56920D+02 |proj g|= 1.14672D-02\n",
"\n",
"At iterate 5 f= 6.19715D+02 |proj g|= 2.39447D+02\n",
"\n",
"At iterate 27 f= 4.24964D-01 |proj g|= 1.34430D-02\n",
"\n",
"At iterate 87 f= 2.56920D+02 |proj g|= 9.53576D-03\n",
"\n",
"At iterate 29 f= 9.57230D-01 |proj g|= 8.40269D-03\n",
"\n",
"At iterate 28 f= 4.16872D-01 |proj g|= 1.35085D-02\n",
"\n",
"At iterate 6 f= 3.64890D+02 |proj g|= 1.18718D+02\n",
"\n",
"At iterate 88 f= 2.56920D+02 |proj g|= 1.21973D-02\n",
"\n",
"At iterate 30 f= 9.56174D-01 |proj g|= 6.80645D-03\n",
"\n",
"At iterate 29 f= 4.04571D-01 |proj g|= 9.57912D-03\n",
"\n",
"At iterate 7 f= 2.04819D+02 |proj g|= 9.05000D+01\n",
"\n",
"At iterate 89 f= 2.56920D+02 |proj g|= 6.93510D-03\n",
"\n",
"At iterate 31 f= 9.55840D-01 |proj g|= 7.32649D-03\n",
"\n",
"At iterate 30 f= 3.98619D-01 |proj g|= 5.95090D-03\n",
"\n",
"At iterate 8 f= 1.09671D+02 |proj g|= 5.53883D+01\n",
"\n",
"At iterate 31 f= 3.94762D-01 |proj g|= 2.17489D-03\n",
"\n",
"At iterate 32 f= 9.55687D-01 |proj g|= 2.59184D-03\n",
"\n",
"At iterate 9 f= 6.75320D+01 |proj g|= 3.69528D+01\n",
"\n",
"At iterate 90 f= 2.56920D+02 |proj g|= 1.47026D-02\n",
"\n",
"At iterate 32 f= 3.93584D-01 |proj g|= 1.90353D-03\n",
"\n",
"At iterate 33 f= 9.55629D-01 |proj g|= 9.22560D-04\n",
"\n",
"At iterate 10 f= 3.64643D+01 |proj g|= 2.10133D+01\n",
"\n",
"At iterate 91 f= 2.56920D+02 |proj g|= 6.91810D-03\n",
"\n",
"At iterate 33 f= 3.92723D-01 |proj g|= 3.29696D-03\n",
"\n",
"At iterate 34 f= 9.55536D-01 |proj g|= 2.70137D-03\n",
"\n",
"At iterate 11 f= 2.08216D+01 |proj g|= 1.20142D+01\n",
"\n",
"At iterate 92 f= 2.56920D+02 |proj g|= 2.16207D-03\n",
"\n",
"At iterate 34 f= 3.92040D-01 |proj g|= 1.71284D-03\n",
"\n",
"At iterate 35 f= 9.55468D-01 |proj g|= 3.11697D-03\n",
"\n",
"At iterate 12 f= 1.12873D+01 |proj g|= 5.25813D+00\n",
"\n",
"At iterate 93 f= 2.56920D+02 |proj g|= 2.22446D-03\n",
"\n",
"At iterate 35 f= 3.91799D-01 |proj g|= 1.68275D-03\n",
"\n",
"At iterate 36 f= 9.55330D-01 |proj g|= 2.45633D-03\n",
"\n",
"At iterate 13 f= 6.52811D+00 |proj g|= 2.61979D+00\n",
"\n",
"At iterate 36 f= 3.91713D-01 |proj g|= 6.34613D-04\n",
"\n",
"At iterate 37 f= 9.55315D-01 |proj g|= 8.97293D-04\n",
"\n",
"At iterate 94 f= 2.56920D+02 |proj g|= 1.85741D-02\n",
"\n",
"At iterate 14 f= 3.74157D+00 |proj g|= 1.25317D+00\n",
"\n",
"\n",
"At iterate 37 f= 3.91678D-01 |proj g|= 6.89291D-04\n",
"At iterate 38 f= 9.55296D-01 |proj g|= 3.15205D-04\n",
"\n",
"At iterate 95 f= 2.56920D+02 |proj g|= 1.25979D-02\n",
"\n",
"At iterate 15 f= 2.26125D+00 |proj g|= 6.25155D-01\n",
"\n",
"At iterate 38 f= 3.91582D-01 |proj g|= 1.05887D-03\n",
"\n",
"At iterate 96 f= 2.56920D+02 |proj g|= 3.12124D-03\n",
"\n",
"At iterate 39 f= 9.55294D-01 |proj g|= 3.02010D-04\n",
"\n",
"At iterate 16 f= 1.52186D+00 |proj g|= 3.31452D-01\n",
"\n",
"\n",
"At iterate 39 f= 3.91520D-01 |proj g|= 4.45067D-04\n",
"At iterate 97 f= 2.56920D+02 |proj g|= 1.53425D-03\n",
"\n",
"At iterate 40 f= 9.55291D-01 |proj g|= 2.39474D-04\n",
"\n",
"At iterate 17 f= 1.14860D+00 |proj g|= 1.70704D-01\n",
"\n",
"At iterate 41 f= 9.55287D-01 |proj g|= 1.28739D-04\n",
"\n",
"At iterate 18 f= 9.75345D-01 |proj g|= 9.77737D-02\n",
"\n",
"At iterate 40 f= 3.91503D-01 |proj g|= 5.26138D-04\n",
"\n",
"\n",
"At iterate 42 f= 9.55286D-01 |proj g|= 1.01492D-04\n",
"At iterate 98 f= 2.56920D+02 |proj g|= 6.70012D-03\n",
"\n",
"At iterate 19 f= 8.95149D-01 |proj g|= 1.10886D-01\n",
"\n",
"At iterate 41 f= 3.91492D-01 |proj g|= 1.87878D-04\n",
"\n",
"At iterate 99 f= 2.56920D+02 |proj g|= 4.01960D-03\n",
"\n",
"At iterate 20 f= 8.37817D-01 |proj g|= 4.80655D-02\n",
"\n",
"At iterate 43 f= 9.55286D-01 |proj g|= 1.05304D-04\n",
"\n",
"At iterate 42 f= 3.91489D-01 |proj g|= 1.80791D-04\n",
"\n",
"At iterate 100 f= 2.56920D+02 |proj g|= 2.34832D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 113 1 0 0 2.348D-03 2.569D+02\n",
" F = 256.92004644638229 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 21 f= 7.97220D-01 |proj g|= 3.46140D-02\n",
"\n",
"At iterate 43 f= 3.91487D-01 |proj g|= 5.39228D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"At iterate 44 f= 9.55286D-01 |proj g|= 6.69191D-05\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
" 3176 43 46 1 0 0 5.392D-05 3.915D-01\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
" F = 0.39148669846388973 \n",
"\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
" 3176 44 46 1 0 0 6.692D-05 9.553D-01\n",
" F = 0.95528568634902666 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 22 f= 7.64434D-01 |proj g|= 5.67172D-02\n",
"\n",
"At iterate 23 f= 7.27364D-01 |proj g|= 3.06230D-02\n",
"\n",
"At iterate 24 f= 6.83934D-01 |proj g|= 2.71029D-02\n",
"\n",
"At iterate 25 f= 6.09983D-01 |proj g|= 2.46265D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.96281D+03\n",
"\n",
"At iterate 26 f= 5.88564D-01 |proj g|= 2.32317D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.97261D+03\n",
"\n",
"At iterate 1 f= 8.37751D+03 |proj g|= 5.30761D+03\n",
"\n",
"At iterate 27 f= 5.70847D-01 |proj g|= 2.37611D-02\n",
"\n",
"At iterate 1 f= 8.88709D+03 |proj g|= 5.52105D+03\n",
"\n",
"At iterate 2 f= 7.16160D+03 |proj g|= 4.71473D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.84199D+03\n",
"\n",
"At iterate 28 f= 5.54939D-01 |proj g|= 2.40886D-02\n",
"\n",
"At iterate 2 f= 7.61397D+03 |proj g|= 4.95930D+03\n",
"\n",
"At iterate 3 f= 2.21759D+03 |proj g|= 1.10024D+03\n",
"\n",
"At iterate 1 f= 8.06751D+03 |proj g|= 5.04627D+03\n",
"\n",
"At iterate 3 f= 2.53973D+03 |proj g|= 8.31047D+02\n",
"\n",
"At iterate 29 f= 5.35516D-01 |proj g|= 2.15105D-02\n",
"\n",
"At iterate 4 f= 1.50350D+03 |proj g|= 5.54412D+02\n",
"\n",
"At iterate 2 f= 6.82553D+03 |proj g|= 4.38460D+03\n",
"\n",
"At iterate 30 f= 5.28091D-01 |proj g|= 2.38551D-02\n",
"\n",
"At iterate 4 f= 1.79821D+03 |proj g|= 7.71059D+02\n",
"\n",
"At iterate 5 f= 8.09709D+02 |proj g|= 2.35294D+02\n",
"\n",
"At iterate 3 f= 2.38336D+03 |proj g|= 1.29330D+03\n",
"\n",
"At iterate 6 f= 4.49030D+02 |proj g|= 1.23234D+02\n",
"\n",
"At iterate 5 f= 9.48704D+02 |proj g|= 4.39422D+02\n",
"\n",
"At iterate 31 f= 5.21377D-01 |proj g|= 1.06007D-02\n",
"\n",
"At iterate 4 f= 1.47274D+03 |proj g|= 5.71912D+02\n",
"\n",
"At iterate 7 f= 2.52389D+02 |proj g|= 6.89932D+01\n",
"\n",
"At iterate 5 f= 9.38063D+02 |proj g|= 2.50277D+02\n",
"\n",
"At iterate 6 f= 5.37622D+02 |proj g|= 2.54003D+02\n",
"\n",
"At iterate 32 f= 5.15793D-01 |proj g|= 1.23283D-02\n",
"\n",
"At iterate 8 f= 1.38523D+02 |proj g|= 3.87739D+01\n",
"\n",
"At iterate 6 f= 5.74116D+02 |proj g|= 1.64412D+02\n",
"\n",
"At iterate 7 f= 3.09249D+02 |proj g|= 1.46607D+02\n",
"\n",
"At iterate 33 f= 5.12758D-01 |proj g|= 1.10157D-02\n",
"\n",
"At iterate 9 f= 7.12841D+01 |proj g|= 2.19037D+01\n",
"\n",
"At iterate 8 f= 1.71166D+02 |proj g|= 8.27143D+01\n",
"\n",
"At iterate 7 f= 3.24814D+02 |proj g|= 8.67318D+01\n",
"\n",
"At iterate 34 f= 5.06976D-01 |proj g|= 6.82015D-03\n",
"\n",
"At iterate 10 f= 3.63991D+01 |proj g|= 1.12747D+01\n",
"\n",
"At iterate 9 f= 8.56128D+01 |proj g|= 3.93692D+01\n",
"\n",
"At iterate 8 f= 1.93272D+02 |proj g|= 4.56823D+01\n",
"\n",
"At iterate 35 f= 5.04086D-01 |proj g|= 5.84307D-03\n",
"\n",
"At iterate 11 f= 1.79463D+01 |proj g|= 5.74352D+00\n",
"\n",
"At iterate 10 f= 4.13507D+01 |proj g|= 2.13875D+01\n",
"\n",
"At iterate 9 f= 1.32913D+02 |proj g|= 2.39458D+01\n",
"\n",
"At iterate 36 f= 5.02399D-01 |proj g|= 5.58132D-03\n",
"\n",
"At iterate 12 f= 1.64182D+01 |proj g|= 1.36699D+01\n",
"\n",
"At iterate 11 f= 2.02694D+01 |proj g|= 9.18394D+00\n",
"\n",
"At iterate 13 f= 5.83072D+00 |proj g|= 4.01287D+00\n",
"\n",
"At iterate 37 f= 5.00763D-01 |proj g|= 6.79505D-03\n",
"\n",
"At iterate 10 f= 1.06052D+02 |proj g|= 1.08680D+01\n",
"\n",
"At iterate 12 f= 1.20878D+01 |proj g|= 4.74429D+00\n",
"\n",
"\n",
"At iterate 38 f= 5.00557D-01 |proj g|= 6.38825D-03\n",
"At iterate 14 f= 4.03475D+00 |proj g|= 2.45492D+00\n",
"\n",
"At iterate 11 f= 9.41785D+01 |proj g|= 3.14027D+00\n",
"\n",
"At iterate 13 f= 6.50407D+00 |proj g|= 2.49098D+00\n",
"\n",
"At iterate 15 f= 2.24877D+00 |proj g|= 1.06722D+00\n",
"\n",
"At iterate 39 f= 4.99808D-01 |proj g|= 2.10588D-03\n",
"\n",
"At iterate 12 f= 8.85536D+01 |proj g|= 3.05096D+00\n",
"\n",
"At iterate 14 f= 5.44942D+00 |proj g|= 3.56961D+00\n",
"\n",
"At iterate 16 f= 1.52246D+00 |proj g|= 5.62574D-01\n",
"\n",
"At iterate 40 f= 4.99639D-01 |proj g|= 1.71490D-03\n",
"\n",
"At iterate 15 f= 2.61156D+00 |proj g|= 1.15349D+00\n",
"\n",
"\n",
"At iterate 41 f= 4.99182D-01 |proj g|= 1.99197D-03\n",
"At iterate 13 f= 8.82506D+01 |proj g|= 6.32261D+00\n",
"\n",
"At iterate 17 f= 1.14160D+00 |proj g|= 2.51595D-01\n",
"\n",
"At iterate 16 f= 1.89929D+00 |proj g|= 6.94486D-01\n",
"\n",
"\n",
"At iterate 14 f= 8.60095D+01 |proj g|= 2.90580D+00\n",
"At iterate 18 f= 9.85435D-01 |proj g|= 2.08619D-01\n",
"\n",
"At iterate 42 f= 4.98856D-01 |proj g|= 1.55758D-03\n",
"\n",
"At iterate 17 f= 1.27437D+00 |proj g|= 3.71226D-01\n",
"\n",
"At iterate 15 f= 8.46504D+01 |proj g|= 1.08042D+00\n",
"\n",
"At iterate 19 f= 9.35101D-01 |proj g|= 1.06647D-01\n",
"\n",
"At iterate 18 f= 1.04854D+00 |proj g|= 1.71957D-01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 43 f= 4.98782D-01 |proj g|= 1.92480D-03\n",
"\n",
"At iterate 16 f= 8.35999D+01 |proj g|= 6.95811D-01\n",
"\n",
"At iterate 20 f= 9.00270D-01 |proj g|= 4.28040D-02\n",
"\n",
"At iterate 19 f= 9.45745D-01 |proj g|= 1.12526D-01\n",
"\n",
"At iterate 44 f= 4.98656D-01 |proj g|= 8.22676D-04\n",
"\n",
"At iterate 17 f= 8.24215D+01 |proj g|= 5.46298D-01\n",
"\n",
"At iterate 21 f= 8.93646D-01 |proj g|= 4.99680D-02\n",
"\n",
"\n",
"At iterate 45 f= 4.98607D-01 |proj g|= 9.39788D-04\n",
"At iterate 22 f= 8.83024D-01 |proj g|= 6.34570D-02\n",
"\n",
"At iterate 18 f= 8.20238D+01 |proj g|= 6.89928D-01\n",
"\n",
"At iterate 20 f= 9.12369D-01 |proj g|= 5.50925D-02\n",
"\n",
"At iterate 23 f= 8.64750D-01 |proj g|= 6.48038D-02\n",
"\n",
"At iterate 19 f= 8.19238D+01 |proj g|= 1.64224D-01\n",
"\n",
"At iterate 46 f= 4.98551D-01 |proj g|= 5.83253D-04\n",
"\n",
"At iterate 21 f= 8.83276D-01 |proj g|= 4.63403D-02\n",
"\n",
"At iterate 20 f= 8.18669D+01 |proj g|= 3.34596D-01\n",
"\n",
"At iterate 22 f= 8.43386D-01 |proj g|= 4.12243D-02\n",
"\n",
"At iterate 24 f= 8.39561D-01 |proj g|= 5.20663D-02\n",
"\n",
"At iterate 47 f= 4.98523D-01 |proj g|= 2.04220D-04\n",
"\n",
"\n",
"At iterate 25 f= 8.02943D-01 |proj g|= 6.50337D-02\n",
"At iterate 21 f= 8.18401D+01 |proj g|= 3.29118D-01\n",
"\n",
"At iterate 23 f= 7.85469D-01 |proj g|= 3.12054D-02\n",
"\n",
"At iterate 48 f= 4.98516D-01 |proj g|= 2.42644D-04\n",
"\n",
"At iterate 22 f= 8.17765D+01 |proj g|= 2.52785D-01\n",
"\n",
"At iterate 26 f= 7.67616D-01 |proj g|= 9.33769D-02\n",
"\n",
"At iterate 24 f= 6.97216D-01 |proj g|= 3.72983D-02\n",
"\n",
"At iterate 23 f= 8.17461D+01 |proj g|= 1.56475D-01\n",
"\n",
"At iterate 49 f= 4.98512D-01 |proj g|= 3.38766D-04\n",
"\n",
"At iterate 27 f= 7.10477D-01 |proj g|= 3.72081D-02\n",
"\n",
"At iterate 25 f= 6.24957D-01 |proj g|= 5.61464D-02\n",
"\n",
"At iterate 50 f= 4.98510D-01 |proj g|= 2.07475D-04\n",
"\n",
"At iterate 28 f= 6.85050D-01 |proj g|= 3.40066D-02\n",
"\n",
"At iterate 26 f= 5.72452D-01 |proj g|= 3.85988D-02\n",
"\n",
"At iterate 51 f= 4.98509D-01 |proj g|= 5.17159D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 51 55 1 0 0 5.172D-05 4.985D-01\n",
" F = 0.49850898687214751 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 24 f= 8.17380D+01 |proj g|= 2.76715D-01\n",
"\n",
"At iterate 29 f= 6.53735D-01 |proj g|= 2.75783D-02\n",
"\n",
"At iterate 27 f= 5.55487D-01 |proj g|= 3.01441D-02\n",
"\n",
"At iterate 25 f= 8.17249D+01 |proj g|= 2.30896D-01\n",
"\n",
"At iterate 30 f= 6.25549D-01 |proj g|= 3.35779D-02\n",
"\n",
"At iterate 28 f= 5.32902D-01 |proj g|= 2.59013D-02\n",
"\n",
"At iterate 26 f= 8.17049D+01 |proj g|= 1.23930D-01\n",
"\n",
"At iterate 31 f= 6.08878D-01 |proj g|= 3.70830D-02\n",
"\n",
"At iterate 29 f= 4.65661D-01 |proj g|= 3.62184D-02\n",
"\n",
"\n",
"At iterate 27 f= 8.16938D+01 |proj g|= 8.57837D-02\n",
"At iterate 32 f= 5.56032D-01 |proj g|= 3.15417D-02\n",
"\n",
"At iterate 30 f= 4.41728D-01 |proj g|= 1.83866D-02\n",
"\n",
"At iterate 28 f= 8.16884D+01 |proj g|= 7.18440D-02\n",
"\n",
"At iterate 31 f= 4.21751D-01 |proj g|= 1.21581D-02\n",
"\n",
"At iterate 33 f= 5.32261D-01 |proj g|= 2.68867D-02\n",
"\n",
"At iterate 32 f= 4.14807D-01 |proj g|= 3.62635D-02\n",
"\n",
"At iterate 29 f= 8.16824D+01 |proj g|= 1.07053D-01\n",
"\n",
"At iterate 34 f= 5.04451D-01 |proj g|= 1.45734D-02\n",
"\n",
"At iterate 33 f= 4.04429D-01 |proj g|= 8.93253D-03\n",
"\n",
"At iterate 30 f= 8.16751D+01 |proj g|= 8.84915D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.84801D+03\n",
"\n",
"At iterate 34 f= 4.02352D-01 |proj g|= 4.69900D-03\n",
"\n",
"At iterate 35 f= 4.93542D-01 |proj g|= 2.14577D-02\n",
"\n",
"At iterate 1 f= 8.06539D+03 |proj g|= 5.04951D+03\n",
"\n",
"At iterate 35 f= 3.99414D-01 |proj g|= 4.84420D-03\n",
"\n",
"At iterate 2 f= 6.81916D+03 |proj g|= 4.38646D+03\n",
"\n",
"At iterate 36 f= 4.90152D-01 |proj g|= 1.25733D-02\n",
"\n",
"At iterate 31 f= 8.16689D+01 |proj g|= 1.76955D-01\n",
"\n",
"At iterate 36 f= 3.96398D-01 |proj g|= 5.32128D-03\n",
"\n",
"At iterate 37 f= 4.86709D-01 |proj g|= 3.48916D-03\n",
"\n",
"At iterate 3 f= 2.36021D+03 |proj g|= 1.29715D+03\n",
"\n",
"At iterate 32 f= 8.16558D+01 |proj g|= 9.18564D-02\n",
"\n",
"At iterate 38 f= 4.84274D-01 |proj g|= 5.54365D-03\n",
"\n",
"At iterate 4 f= 1.43129D+03 |proj g|= 5.72231D+02\n",
"\n",
"At iterate 33 f= 8.16462D+01 |proj g|= 5.73634D-02\n",
"\n",
"At iterate 37 f= 3.94898D-01 |proj g|= 5.40969D-03\n",
"\n",
"At iterate 5 f= 8.77789D+02 |proj g|= 2.63508D+02\n",
"\n",
"At iterate 34 f= 8.16377D+01 |proj g|= 8.99880D-02\n",
"\n",
"\n",
"At iterate 6 f= 5.08893D+02 |proj g|= 1.79609D+02\n",
"At iterate 39 f= 4.83757D-01 |proj g|= 3.71360D-03\n",
"\n",
"At iterate 38 f= 3.93002D-01 |proj g|= 4.08668D-03\n",
"\n",
"At iterate 35 f= 8.16209D+01 |proj g|= 1.82447D-01\n",
"\n",
"At iterate 40 f= 4.82914D-01 |proj g|= 2.77676D-03\n",
"\n",
"At iterate 7 f= 2.57427D+02 |proj g|= 9.97584D+01\n",
"\n",
"At iterate 39 f= 3.91489D-01 |proj g|= 4.30764D-03\n",
"\n",
"At iterate 41 f= 4.82268D-01 |proj g|= 2.39287D-03\n",
"\n",
"At iterate 8 f= 1.31084D+02 |proj g|= 5.54331D+01\n",
"\n",
"At iterate 40 f= 3.90616D-01 |proj g|= 2.55840D-03\n",
"\n",
"At iterate 36 f= 8.16130D+01 |proj g|= 1.50303D-01\n",
"\n",
"At iterate 9 f= 6.83903D+01 |proj g|= 3.03644D+01\n",
"\n",
"At iterate 42 f= 4.81245D-01 |proj g|= 2.17170D-03\n",
"\n",
"At iterate 41 f= 3.89794D-01 |proj g|= 2.07004D-03\n",
"\n",
"At iterate 37 f= 8.16029D+01 |proj g|= 7.30703D-02\n",
"\n",
"At iterate 10 f= 3.61855D+01 |proj g|= 1.61624D+01\n",
"\n",
"At iterate 43 f= 4.80260D-01 |proj g|= 2.76336D-03\n",
"\n",
"At iterate 42 f= 3.89532D-01 |proj g|= 2.62774D-03\n",
"\n",
"At iterate 38 f= 8.15981D+01 |proj g|= 9.22466D-02\n",
"\n",
"At iterate 11 f= 1.93264D+01 |proj g|= 8.36094D+00\n",
"\n",
"At iterate 43 f= 3.89362D-01 |proj g|= 5.99016D-04\n",
"\n",
"At iterate 39 f= 8.15932D+01 |proj g|= 1.17830D-01\n",
"\n",
"At iterate 44 f= 4.79976D-01 |proj g|= 2.69193D-03\n",
"\n",
"At iterate 12 f= 1.04438D+01 |proj g|= 3.90015D+00\n",
"\n",
"At iterate 44 f= 3.89324D-01 |proj g|= 9.57929D-04\n",
"\n",
"At iterate 45 f= 4.79749D-01 |proj g|= 3.74993D-04\n",
"\n",
"At iterate 13 f= 5.78063D+00 |proj g|= 2.04784D+00\n",
"\n",
"At iterate 40 f= 8.15894D+01 |proj g|= 7.54974D-02\n",
"\n",
"At iterate 45 f= 3.89306D-01 |proj g|= 2.23089D-03\n",
"\n",
"At iterate 46 f= 4.79717D-01 |proj g|= 3.69764D-04\n",
"\n",
"At iterate 41 f= 8.15829D+01 |proj g|= 5.55943D-02\n",
"\n",
"At iterate 46 f= 3.89264D-01 |proj g|= 7.46988D-04\n",
"\n",
"At iterate 14 f= 3.35613D+00 |proj g|= 7.94784D-01\n",
"\n",
"At iterate 47 f= 4.79680D-01 |proj g|= 4.78713D-04\n",
"\n",
"At iterate 47 f= 3.89239D-01 |proj g|= 5.07142D-04\n",
"\n",
"At iterate 42 f= 8.15795D+01 |proj g|= 5.53779D-02\n",
"\n",
"At iterate 15 f= 2.05881D+00 |proj g|= 5.34387D-01\n",
"\n",
"At iterate 48 f= 3.89204D-01 |proj g|= 6.28668D-04\n",
"\n",
"At iterate 43 f= 8.15692D+01 |proj g|= 8.14057D-02\n",
"\n",
"At iterate 16 f= 1.68316D+00 |proj g|= 7.81895D-01\n",
"\n",
"At iterate 17 f= 1.23992D+00 |proj g|= 2.91526D-01\n",
"\n",
"At iterate 48 f= 4.79674D-01 |proj g|= 5.37478D-04\n",
"\n",
"At iterate 49 f= 3.89184D-01 |proj g|= 5.46220D-04\n",
"\n",
"At iterate 44 f= 8.15624D+01 |proj g|= 7.27859D-02\n",
"\n",
"At iterate 50 f= 3.89166D-01 |proj g|= 2.58977D-04\n",
"\n",
"At iterate 18 f= 1.12734D+00 |proj g|= 1.55152D-01\n",
"\n",
"At iterate 49 f= 4.79666D-01 |proj g|= 2.51563D-04\n",
"\n",
"At iterate 45 f= 8.15556D+01 |proj g|= 5.69515D-02\n",
"\n",
"At iterate 51 f= 3.89164D-01 |proj g|= 2.65397D-04\n",
"\n",
"At iterate 19 f= 1.06895D+00 |proj g|= 7.31516D-02\n",
"\n",
"At iterate 50 f= 4.79663D-01 |proj g|= 1.94244D-04\n",
"\n",
"At iterate 20 f= 1.04353D+00 |proj g|= 4.05764D-02\n",
"\n",
"\n",
"At iterate 52 f= 3.89161D-01 |proj g|= 1.00588D-04\n",
"At iterate 46 f= 8.15443D+01 |proj g|= 9.31294D-02\n",
"\n",
"At iterate 51 f= 4.79662D-01 |proj g|= 1.12536D-04\n",
"\n",
"At iterate 21 f= 1.01365D+00 |proj g|= 2.83913D-02\n",
"\n",
"At iterate 53 f= 3.89161D-01 |proj g|= 5.90311D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 53 57 1 0 0 5.903D-05 3.892D-01\n",
" F = 0.38916082150240744 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 52 f= 4.79661D-01 |proj g|= 8.16380D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 52 57 1 0 0 8.164D-05 4.797D-01\n",
" F = 0.47966106647182688 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 22 f= 9.60332D-01 |proj g|= 3.55761D-02\n",
"\n",
"At iterate 47 f= 8.15402D+01 |proj g|= 1.44039D-01\n",
"\n",
"At iterate 48 f= 8.15342D+01 |proj g|= 8.61213D-02\n",
"\n",
"At iterate 23 f= 9.16959D-01 |proj g|= 5.39644D-02\n",
"\n",
"At iterate 49 f= 8.15323D+01 |proj g|= 8.63544D-02\n",
"\n",
"At iterate 24 f= 9.10928D-01 |proj g|= 3.88263D-02\n",
"\n",
"At iterate 50 f= 8.15256D+01 |proj g|= 5.51586D-02\n",
"\n",
"At iterate 25 f= 8.86106D-01 |proj g|= 2.99289D-02\n",
"\n",
"At iterate 26 f= 8.76722D-01 |proj g|= 3.65760D-02\n",
"\n",
"At iterate 51 f= 8.15235D+01 |proj g|= 1.25556D-01\n",
"\n",
"At iterate 27 f= 8.61112D-01 |proj g|= 2.27549D-02\n",
"\n",
"At iterate 52 f= 8.15207D+01 |proj g|= 3.06674D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.84026D+03\n",
"\n",
"At iterate 28 f= 8.47425D-01 |proj g|= 2.22541D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.90665D+03\n",
"\n",
"At iterate 53 f= 8.15200D+01 |proj g|= 1.99860D-02\n",
"\n",
"At iterate 1 f= 7.69676D+03 |proj g|= 4.74934D+03\n",
"\n",
"At iterate 29 f= 8.37133D-01 |proj g|= 3.10287D-02\n",
"\n",
"At iterate 1 f= 7.65354D+03 |proj g|= 4.61163D+03\n",
"\n",
"At iterate 2 f= 6.24890D+03 |proj g|= 3.94480D+03\n",
"\n",
"At iterate 30 f= 8.28940D-01 |proj g|= 2.53978D-02\n",
"\n",
"At iterate 54 f= 8.15193D+01 |proj g|= 2.27406D-02\n",
"\n",
"At iterate 2 f= 6.22264D+03 |proj g|= 3.90101D+03\n",
"\n",
"\n",
"At iterate 3 f= 1.82926D+03 |proj g|= 1.30019D+03\n",
"At iterate 31 f= 8.11085D-01 |proj g|= 1.28423D-02\n",
"\n",
"At iterate 3 f= 2.47907D+03 |proj g|= 1.22429D+03\n",
"\n",
"At iterate 55 f= 8.15174D+01 |proj g|= 3.93343D-02\n",
"\n",
"At iterate 4 f= 9.36710D+02 |proj g|= 6.60934D+02\n",
"\n",
"At iterate 32 f= 8.02447D-01 |proj g|= 1.32041D-02\n",
"\n",
"At iterate 4 f= 1.55223D+03 |proj g|= 6.41772D+02\n",
"\n",
"At iterate 56 f= 8.15131D+01 |proj g|= 3.04261D-02\n",
"\n",
"At iterate 5 f= 4.64445D+02 |proj g|= 3.08956D+02\n",
"\n",
"At iterate 5 f= 8.86155D+02 |proj g|= 2.21382D+02\n",
"\n",
"At iterate 57 f= 8.15097D+01 |proj g|= 4.08187D-02\n",
"\n",
"At iterate 6 f= 2.50691D+02 |proj g|= 1.42641D+02\n",
"\n",
"At iterate 33 f= 7.96783D-01 |proj g|= 1.87612D-02\n",
"\n",
"At iterate 6 f= 5.06825D+02 |proj g|= 1.22775D+02\n",
"\n",
"At iterate 7 f= 1.33636D+02 |proj g|= 6.36276D+01\n",
"\n",
"At iterate 34 f= 7.91863D-01 |proj g|= 1.43095D-02\n",
"\n",
"At iterate 7 f= 4.06102D+02 |proj g|= 7.24645D+01\n",
"\n",
"At iterate 58 f= 8.15085D+01 |proj g|= 1.26931D-01\n",
"\n",
"At iterate 8 f= 6.91051D+01 |proj g|= 2.12368D+01\n",
"\n",
"\n",
"At iterate 8 f= 2.92030D+02 |proj g|= 2.32706D+01\n",
"At iterate 35 f= 7.87210D-01 |proj g|= 6.04560D-03\n",
"\n",
"At iterate 59 f= 8.14998D+01 |proj g|= 6.01772D-02\n",
"\n",
"At iterate 9 f= 3.76430D+01 |proj g|= 1.50097D+01\n",
"\n",
"At iterate 9 f= 2.56636D+02 |proj g|= 1.68206D+01\n",
"\n",
"At iterate 36 f= 7.84983D-01 |proj g|= 7.12206D-03\n",
"\n",
"At iterate 60 f= 8.14960D+01 |proj g|= 4.87836D-02\n",
"\n",
"At iterate 10 f= 1.79724D+01 |proj g|= 1.05624D+01\n",
"\n",
"At iterate 10 f= 2.32958D+02 |proj g|= 1.17442D+01\n",
"\n",
"At iterate 37 f= 7.82652D-01 |proj g|= 5.93574D-03\n",
"\n",
"At iterate 61 f= 8.14943D+01 |proj g|= 4.03292D-02\n",
"\n",
"At iterate 11 f= 1.10382D+01 |proj g|= 7.42504D+00\n",
"\n",
"At iterate 11 f= 2.19448D+02 |proj g|= 1.02216D+01\n",
"\n",
"At iterate 38 f= 7.79857D-01 |proj g|= 8.93083D-03\n",
"\n",
"At iterate 12 f= 7.19839D+00 |proj g|= 4.66744D+00\n",
"\n",
"At iterate 62 f= 8.14931D+01 |proj g|= 9.18674D-02\n",
"\n",
"At iterate 12 f= 2.16348D+02 |proj g|= 1.26361D+01\n",
"\n",
"At iterate 13 f= 2.67418D+00 |proj g|= 9.15931D-01\n",
"\n",
"At iterate 39 f= 7.78815D-01 |proj g|= 5.28668D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 63 f= 8.14910D+01 |proj g|= 3.11025D-02\n",
"\n",
"At iterate 13 f= 2.06678D+02 |proj g|= 4.89215D+00\n",
"\n",
"At iterate 14 f= 1.83078D+00 |proj g|= 4.56976D-01\n",
"\n",
"At iterate 40 f= 7.77967D-01 |proj g|= 5.17236D-03\n",
"\n",
"\n",
"At iterate 14 f= 2.01793D+02 |proj g|= 1.47829D+00\n",
"At iterate 64 f= 8.14903D+01 |proj g|= 3.03651D-02\n",
"\n",
"At iterate 15 f= 1.11198D+00 |proj g|= 2.16800D-01\n",
"\n",
"\n",
"At iterate 16 f= 8.22799D-01 |proj g|= 1.39781D-01\n",
"At iterate 15 f= 1.99017D+02 |proj g|= 9.29086D-01\n",
"\n",
"At iterate 41 f= 7.77721D-01 |proj g|= 4.68890D-03\n",
"\n",
"At iterate 65 f= 8.14892D+01 |proj g|= 2.97857D-02\n",
"\n",
"At iterate 42 f= 7.77484D-01 |proj g|= 4.11710D-03\n",
"\n",
"At iterate 16 f= 1.98028D+02 |proj g|= 1.45323D+00\n",
"\n",
"At iterate 17 f= 6.82044D-01 |proj g|= 8.56741D-02\n",
"\n",
"At iterate 66 f= 8.14882D+01 |proj g|= 1.03754D-02\n",
"\n",
"At iterate 43 f= 7.76731D-01 |proj g|= 2.97625D-03\n",
"\n",
"At iterate 18 f= 6.23299D-01 |proj g|= 5.37967D-02\n",
"\n",
"At iterate 44 f= 7.75777D-01 |proj g|= 2.55005D-03\n",
"\n",
"At iterate 67 f= 8.14878D+01 |proj g|= 1.03800D-02\n",
"\n",
"At iterate 19 f= 5.96087D-01 |proj g|= 3.47089D-02\n",
"\n",
"At iterate 17 f= 1.97802D+02 |proj g|= 2.88683D+00\n",
"\n",
"At iterate 68 f= 8.14859D+01 |proj g|= 6.34288D-02\n",
"\n",
"At iterate 20 f= 5.80259D-01 |proj g|= 2.28890D-02\n",
"\n",
"At iterate 18 f= 1.97465D+02 |proj g|= 1.15898D+00\n",
"\n",
"At iterate 69 f= 8.14850D+01 |proj g|= 1.31275D-01\n",
"\n",
"At iterate 21 f= 5.68861D-01 |proj g|= 1.59702D-02\n",
"\n",
"At iterate 45 f= 7.75520D-01 |proj g|= 2.39436D-03\n",
"\n",
"At iterate 19 f= 1.97318D+02 |proj g|= 6.55723D-01\n",
"\n",
"At iterate 70 f= 8.14836D+01 |proj g|= 2.90001D-02\n",
"\n",
"At iterate 20 f= 1.97250D+02 |proj g|= 4.72831D-01\n",
"\n",
"At iterate 46 f= 7.75263D-01 |proj g|= 1.70377D-03\n",
"\n",
"At iterate 22 f= 5.60628D-01 |proj g|= 1.00260D-02\n",
"\n",
"At iterate 71 f= 8.14827D+01 |proj g|= 1.84826D-02\n",
"\n",
"At iterate 21 f= 1.97191D+02 |proj g|= 2.80291D-01\n",
"\n",
"At iterate 23 f= 5.59069D-01 |proj g|= 2.47398D-02\n",
"\n",
"At iterate 47 f= 7.74849D-01 |proj g|= 9.52071D-04\n",
"\n",
"At iterate 72 f= 8.14798D+01 |proj g|= 2.17142D-02\n",
"\n",
"At iterate 24 f= 5.54428D-01 |proj g|= 8.23363D-03\n",
"\n",
"At iterate 22 f= 1.97154D+02 |proj g|= 2.68591D-01\n",
"\n",
"At iterate 73 f= 8.14757D+01 |proj g|= 3.37317D-02\n",
"\n",
"At iterate 48 f= 7.74717D-01 |proj g|= 5.82456D-04\n",
"\n",
"At iterate 25 f= 5.52827D-01 |proj g|= 4.54223D-03\n",
"\n",
"At iterate 23 f= 1.97029D+02 |proj g|= 2.12254D-01\n",
"\n",
"At iterate 49 f= 7.74660D-01 |proj g|= 2.82145D-04\n",
"\n",
"At iterate 26 f= 5.50757D-01 |proj g|= 9.51259D-03\n",
"\n",
"At iterate 74 f= 8.14718D+01 |proj g|= 1.12262D-01\n",
"\n",
"At iterate 27 f= 5.49138D-01 |proj g|= 9.08006D-03\n",
"\n",
"At iterate 50 f= 7.74641D-01 |proj g|= 3.84071D-04\n",
"\n",
"At iterate 75 f= 8.14650D+01 |proj g|= 5.11482D-02\n",
"\n",
"At iterate 24 f= 1.97002D+02 |proj g|= 1.85330D-01\n",
"\n",
"At iterate 28 f= 5.46018D-01 |proj g|= 3.92723D-03\n",
"\n",
"At iterate 76 f= 8.14597D+01 |proj g|= 3.69616D-02\n",
"\n",
"At iterate 25 f= 1.96985D+02 |proj g|= 7.45472D-02\n",
"\n",
"At iterate 51 f= 7.74638D-01 |proj g|= 4.51245D-04\n",
"\n",
"At iterate 77 f= 8.14547D+01 |proj g|= 7.64491D-02\n",
"\n",
"At iterate 26 f= 1.96983D+02 |proj g|= 3.97457D-02\n",
"\n",
"At iterate 29 f= 5.45853D-01 |proj g|= 1.25592D-03\n",
"\n",
"At iterate 52 f= 7.74633D-01 |proj g|= 2.99721D-04\n",
"\n",
"At iterate 78 f= 8.14497D+01 |proj g|= 6.66719D-02\n",
"\n",
"At iterate 27 f= 1.96981D+02 |proj g|= 4.39514D-02\n",
"\n",
"At iterate 30 f= 5.45716D-01 |proj g|= 8.37898D-04\n",
"\n",
"At iterate 53 f= 7.74630D-01 |proj g|= 5.81599D-04\n",
"\n",
"At iterate 79 f= 8.14486D+01 |proj g|= 1.06179D-01\n",
"\n",
"At iterate 28 f= 1.96978D+02 |proj g|= 1.06285D-01\n",
"\n",
"At iterate 31 f= 5.45644D-01 |proj g|= 9.04139D-04\n",
"\n",
"At iterate 54 f= 7.74626D-01 |proj g|= 1.54211D-04\n",
"\n",
"At iterate 80 f= 8.14435D+01 |proj g|= 8.20500D-02\n",
"\n",
"At iterate 32 f= 5.45550D-01 |proj g|= 8.15393D-04\n",
"\n",
"At iterate 55 f= 7.74626D-01 |proj g|= 1.41717D-04\n",
"\n",
"At iterate 33 f= 5.45516D-01 |proj g|= 4.34692D-04\n",
"\n",
"At iterate 29 f= 1.96977D+02 |proj g|= 1.73545D-01\n",
"\n",
"At iterate 81 f= 8.14423D+01 |proj g|= 1.16801D-01\n",
"\n",
"At iterate 56 f= 7.74623D-01 |proj g|= 9.58235D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 56 63 1 0 0 9.582D-05 7.746D-01\n",
" F = 0.77462325913844654 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 34 f= 5.45511D-01 |proj g|= 1.78118D-04\n",
"\n",
"At iterate 82 f= 8.14407D+01 |proj g|= 3.34488D-02\n",
"\n",
"At iterate 30 f= 1.96975D+02 |proj g|= 6.67784D-02\n",
"\n",
"At iterate 35 f= 5.45508D-01 |proj g|= 1.07771D-04\n",
"\n",
"At iterate 83 f= 8.14403D+01 |proj g|= 1.86506D-02\n",
"\n",
"At iterate 31 f= 1.96973D+02 |proj g|= 3.54925D-02\n",
"\n",
"At iterate 36 f= 5.45507D-01 |proj g|= 1.87616D-04\n",
"\n",
"At iterate 84 f= 8.14400D+01 |proj g|= 2.21452D-02\n",
"\n",
"At iterate 32 f= 1.96973D+02 |proj g|= 3.73995D-02\n",
"\n",
"At iterate 37 f= 5.45507D-01 |proj g|= 3.34500D-04\n",
"\n",
"At iterate 85 f= 8.14396D+01 |proj g|= 1.92128D-02\n",
"\n",
"At iterate 33 f= 1.96971D+02 |proj g|= 3.67968D-02\n",
"\n",
"At iterate 38 f= 5.45506D-01 |proj g|= 6.56881D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 38 40 1 0 0 6.569D-05 5.455D-01\n",
" F = 0.54550560827732275 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 86 f= 8.14386D+01 |proj g|= 1.61373D-02\n",
"\n",
"At iterate 34 f= 1.96959D+02 |proj g|= 1.25926D-01\n",
"\n",
"At iterate 35 f= 1.96946D+02 |proj g|= 1.56145D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 87 f= 8.14385D+01 |proj g|= 1.90543D-02\n",
"\n",
"At iterate 36 f= 1.96930D+02 |proj g|= 2.27249D-01\n",
"\n",
"At iterate 1 f= 6.78291D+03 |proj g|= 4.69499D+03\n",
"\n",
"At iterate 88 f= 8.14382D+01 |proj g|= 1.91446D-02\n",
"\n",
"At iterate 37 f= 1.96921D+02 |proj g|= 2.47488D-01\n",
"\n",
"At iterate 2 f= 5.31351D+03 |proj g|= 3.90362D+03\n",
"\n",
"At iterate 38 f= 1.96916D+02 |proj g|= 4.23950D-02\n",
"\n",
"At iterate 89 f= 8.14370D+01 |proj g|= 3.09404D-02\n",
"\n",
"At iterate 3 f= 1.57799D+03 |proj g|= 1.33940D+03\n",
"\n",
"At iterate 39 f= 1.96915D+02 |proj g|= 1.99801D-02\n",
"\n",
"At iterate 90 f= 8.14338D+01 |proj g|= 3.47295D-02\n",
"\n",
"At iterate 4 f= 8.18057D+02 |proj g|= 7.07145D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 5 f= 3.82840D+02 |proj g|= 3.28112D+02\n",
"\n",
"At iterate 40 f= 1.96915D+02 |proj g|= 5.24564D-02\n",
"\n",
"At iterate 91 f= 8.14327D+01 |proj g|= 5.24175D-02\n",
"\n",
"At iterate 1 f= 7.04007D+03 |proj g|= 4.95238D+03\n",
"\n",
"At iterate 6 f= 1.93529D+02 |proj g|= 1.61299D+02\n",
"\n",
"At iterate 41 f= 1.96915D+02 |proj g|= 4.50000D-02\n",
"\n",
"At iterate 92 f= 8.14291D+01 |proj g|= 6.43276D-02\n",
"\n",
"At iterate 2 f= 5.74007D+03 |proj g|= 4.26102D+03\n",
"\n",
"At iterate 7 f= 9.74083D+01 |proj g|= 7.75676D+01\n",
"\n",
"At iterate 3 f= 1.57433D+03 |proj g|= 1.36670D+03\n",
"\n",
"At iterate 93 f= 8.14278D+01 |proj g|= 2.92853D-02\n",
"\n",
"At iterate 8 f= 5.01850D+01 |proj g|= 3.75314D+01\n",
"\n",
"At iterate 4 f= 8.37165D+02 |proj g|= 7.31900D+02\n",
"\n",
"At iterate 9 f= 2.63202D+01 |proj g|= 1.81041D+01\n",
"\n",
"At iterate 42 f= 1.96915D+02 |proj g|= 2.77186D-02\n",
"\n",
"At iterate 94 f= 8.14275D+01 |proj g|= 2.76318D-02\n",
"\n",
"At iterate 5 f= 3.93953D+02 |proj g|= 3.32745D+02\n",
"\n",
"\n",
"At iterate 43 f= 1.96915D+02 |proj g|= 3.76297D-02\n",
"At iterate 10 f= 1.41853D+01 |proj g|= 8.78952D+00\n",
"\n",
"At iterate 95 f= 8.14271D+01 |proj g|= 2.42000D-02\n",
"\n",
"At iterate 6 f= 2.03096D+02 |proj g|= 1.59648D+02\n",
"\n",
"At iterate 11 f= 7.74072D+00 |proj g|= 4.30846D+00\n",
"\n",
"At iterate 96 f= 8.14267D+01 |proj g|= 1.73397D-02\n",
"\n",
"At iterate 44 f= 1.96914D+02 |proj g|= 5.00929D-02\n",
"\n",
"At iterate 12 f= 3.88638D+00 |proj g|= 2.02018D+00\n",
"\n",
"At iterate 97 f= 8.14259D+01 |proj g|= 1.11232D-02\n",
"\n",
"At iterate 7 f= 1.04609D+02 |proj g|= 7.25965D+01\n",
"\n",
"At iterate 45 f= 1.96911D+02 |proj g|= 8.97582D-02\n",
"\n",
"At iterate 8 f= 5.54973D+01 |proj g|= 3.16906D+01\n",
"\n",
"At iterate 98 f= 8.14255D+01 |proj g|= 1.49444D-02\n",
"\n",
"At iterate 13 f= 1.64218D+00 |proj g|= 6.94298D-01\n",
"\n",
"At iterate 46 f= 1.96908D+02 |proj g|= 9.69678D-02\n",
"\n",
"At iterate 9 f= 2.99751D+01 |proj g|= 1.25297D+01\n",
"\n",
"At iterate 14 f= 1.07327D+00 |proj g|= 8.21372D-01\n",
"\n",
"At iterate 47 f= 1.96904D+02 |proj g|= 7.44173D-02\n",
"\n",
"\n",
"At iterate 10 f= 1.65303D+01 |proj g|= 6.05050D+00\n",
"At iterate 99 f= 8.14253D+01 |proj g|= 1.93434D-02\n",
"\n",
"At iterate 15 f= 6.46890D-01 |proj g|= 3.97285D-01\n",
"\n",
"At iterate 48 f= 1.96896D+02 |proj g|= 7.44629D-02\n",
"\n",
"\n",
"At iterate 11 f= 9.23411D+00 |proj g|= 4.19741D+00\n",
"At iterate 100 f= 8.14250D+01 |proj g|= 1.04068D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 117 1 0 0 1.041D-02 8.142D+01\n",
" F = 81.424977703554234 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 16 f= 4.95510D-01 |proj g|= 2.32973D-01\n",
"\n",
"At iterate 49 f= 1.96889D+02 |proj g|= 7.67317D-02\n",
"\n",
"At iterate 12 f= 6.00649D+00 |proj g|= 4.89698D+00\n",
"\n",
"At iterate 17 f= 3.94456D-01 |proj g|= 1.17473D-01\n",
"\n",
"At iterate 50 f= 1.96879D+02 |proj g|= 1.25785D-01\n",
"\n",
"At iterate 13 f= 2.76894D+00 |proj g|= 1.96294D+00\n",
"\n",
"At iterate 18 f= 3.45213D-01 |proj g|= 6.00655D-02\n",
"\n",
"At iterate 19 f= 3.13207D-01 |proj g|= 2.43887D-02\n",
"\n",
"At iterate 14 f= 1.45424D+00 |proj g|= 9.13082D-01\n",
"\n",
"At iterate 51 f= 1.96879D+02 |proj g|= 1.42624D-01\n",
"\n",
"At iterate 20 f= 2.95166D-01 |proj g|= 8.41250D-03\n",
"\n",
"At iterate 15 f= 8.05305D-01 |proj g|= 3.63558D-01\n",
"\n",
"At iterate 52 f= 1.96877D+02 |proj g|= 9.53303D-02\n",
"\n",
"At iterate 21 f= 2.88305D-01 |proj g|= 1.15174D-02\n",
"\n",
"At iterate 16 f= 5.26696D-01 |proj g|= 1.48676D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"\n",
"At iterate 22 f= 2.84002D-01 |proj g|= 1.02497D-02\n",
"At iterate 17 f= 3.68831D-01 |proj g|= 6.99523D-02\n",
"\n",
"At iterate 53 f= 1.96876D+02 |proj g|= 4.26069D-02\n",
"\n",
"At iterate 1 f= 7.54592D+03 |proj g|= 5.01645D+03\n",
"\n",
"At iterate 18 f= 2.90380D-01 |proj g|= 4.61221D-02\n",
"\n",
"At iterate 23 f= 2.82516D-01 |proj g|= 5.74798D-03\n",
"\n",
"At iterate 54 f= 1.96876D+02 |proj g|= 3.71891D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 2 f= 5.98809D+03 |proj g|= 4.21599D+03\n",
"\n",
"At iterate 19 f= 2.49774D-01 |proj g|= 3.14516D-02\n",
"\n",
"At iterate 24 f= 2.81874D-01 |proj g|= 3.79206D-03\n",
"\n",
"At iterate 55 f= 1.96875D+02 |proj g|= 3.64893D-02\n",
"\n",
"At iterate 3 f= 1.68913D+03 |proj g|= 1.30412D+03\n",
"\n",
"At iterate 20 f= 2.28888D-01 |proj g|= 2.06809D-02\n",
"\n",
"At iterate 25 f= 2.81699D-01 |proj g|= 7.66741D-04\n",
"\n",
"At iterate 56 f= 1.96875D+02 |proj g|= 1.71442D-02\n",
"\n",
"At iterate 21 f= 2.17388D-01 |proj g|= 1.29344D-02\n",
"\n",
"At iterate 4 f= 9.24554D+02 |proj g|= 6.74881D+02\n",
"\n",
"At iterate 26 f= 2.81653D-01 |proj g|= 5.86079D-04\n",
"\n",
"At iterate 57 f= 1.96874D+02 |proj g|= 1.29719D-02\n",
"\n",
"At iterate 27 f= 2.81608D-01 |proj g|= 2.58456D-04\n",
"\n",
"At iterate 5 f= 4.55003D+02 |proj g|= 2.86028D+02\n",
"\n",
"At iterate 22 f= 2.10087D-01 |proj g|= 8.12719D-03\n",
"\n",
"At iterate 58 f= 1.96872D+02 |proj g|= 3.83755D-02\n",
"\n",
"At iterate 28 f= 2.81603D-01 |proj g|= 8.87668D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 28 29 1 0 0 8.877D-05 2.816D-01\n",
" F = 0.28160329841345444 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 6 f= 2.44619D+02 |proj g|= 1.22445D+02\n",
"\n",
"At iterate 23 f= 2.04410D-01 |proj g|= 7.97302D-03\n",
"\n",
"At iterate 59 f= 1.96870D+02 |proj g|= 4.89906D-02\n",
"\n",
"At iterate 7 f= 1.30759D+02 |proj g|= 4.44101D+01\n",
"\n",
"At iterate 24 f= 2.01985D-01 |proj g|= 7.49476D-03\n",
"\n",
"At iterate 8 f= 7.12137D+01 |proj g|= 2.96804D+01\n",
"\n",
"\n",
"At iterate 60 f= 1.96868D+02 |proj g|= 1.01271D-01\n",
"At iterate 25 f= 1.95914D-01 |proj g|= 3.25801D-03\n",
"\n",
"At iterate 61 f= 1.96865D+02 |proj g|= 5.84277D-02\n",
"\n",
"At iterate 26 f= 1.94866D-01 |proj g|= 2.81439D-03\n",
"\n",
"At iterate 9 f= 3.90919D+01 |proj g|= 2.01772D+01\n",
"\n",
"At iterate 10 f= 2.16920D+01 |proj g|= 1.33069D+01\n",
"\n",
"At iterate 27 f= 1.94678D-01 |proj g|= 9.47548D-04\n",
"\n",
"At iterate 62 f= 1.96865D+02 |proj g|= 5.43421D-02\n",
"\n",
"At iterate 11 f= 1.21011D+01 |proj g|= 8.48498D+00\n",
"\n",
"At iterate 28 f= 1.94568D-01 |proj g|= 6.46309D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.83520D+03\n",
"\n",
"At iterate 63 f= 1.96864D+02 |proj g|= 2.36291D-02\n",
"\n",
"At iterate 12 f= 5.71133D+00 |proj g|= 2.22321D+00\n",
"\n",
"At iterate 29 f= 1.94459D-01 |proj g|= 7.78099D-04\n",
"\n",
"At iterate 1 f= 7.77879D+03 |proj g|= 4.78563D+03\n",
"\n",
"At iterate 64 f= 1.96863D+02 |proj g|= 2.89591D-02\n",
"\n",
"At iterate 13 f= 3.12249D+00 |proj g|= 1.39632D+00\n",
"\n",
"At iterate 2 f= 6.40939D+03 |proj g|= 4.03090D+03\n",
"\n",
"At iterate 30 f= 1.94390D-01 |proj g|= 3.61075D-04\n",
"\n",
"At iterate 14 f= 1.63298D+00 |proj g|= 5.20810D-01\n",
"\n",
"At iterate 65 f= 1.96863D+02 |proj g|= 6.35602D-02\n",
"\n",
"At iterate 3 f= 2.37607D+03 |proj g|= 1.31851D+03\n",
"\n",
"\n",
"At iterate 31 f= 1.94383D-01 |proj g|= 5.80068D-05\n",
"At iterate 15 f= 1.01019D+00 |proj g|= 2.59544D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 31 32 1 0 0 5.801D-05 1.944D-01\n",
" F = 0.19438264961745258 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 66 f= 1.96862D+02 |proj g|= 5.43591D-02\n",
"\n",
"At iterate 4 f= 1.36657D+03 |proj g|= 6.02375D+02\n",
"\n",
"At iterate 16 f= 6.64386D-01 |proj g|= 1.22551D-01\n",
"\n",
"At iterate 67 f= 1.96860D+02 |proj g|= 1.01207D-01\n",
"\n",
"At iterate 5 f= 7.94423D+02 |proj g|= 2.04721D+02\n",
"\n",
"At iterate 17 f= 5.15107D-01 |proj g|= 5.91941D-02\n",
"\n",
"At iterate 68 f= 1.96858D+02 |proj g|= 6.42942D-02\n",
"\n",
"At iterate 6 f= 4.82398D+02 |proj g|= 1.22657D+02\n",
"\n",
"At iterate 18 f= 4.48756D-01 |proj g|= 3.40804D-02\n",
"\n",
"At iterate 7 f= 2.43004D+02 |proj g|= 1.06719D+02\n",
"\n",
"At iterate 69 f= 1.96856D+02 |proj g|= 4.85085D-02\n",
"\n",
"At iterate 19 f= 4.18040D-01 |proj g|= 2.16087D-02\n",
"\n",
"At iterate 8 f= 2.04711D+02 |proj g|= 1.58839D+02\n",
"\n",
"At iterate 70 f= 1.96855D+02 |proj g|= 3.31452D-02\n",
"\n",
"At iterate 20 f= 3.96317D-01 |proj g|= 1.46491D-02\n",
"\n",
"At iterate 9 f= 8.70901D+01 |proj g|= 6.55349D+01\n",
"\n",
"At iterate 71 f= 1.96854D+02 |proj g|= 2.62822D-02\n",
"\n",
"At iterate 21 f= 3.72725D-01 |proj g|= 1.26815D-02\n",
"\n",
"At iterate 10 f= 6.41538D+01 |proj g|= 5.02275D+01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 72 f= 1.96854D+02 |proj g|= 3.31957D-02\n",
"\n",
"At iterate 22 f= 3.54222D-01 |proj g|= 1.51979D-02\n",
"\n",
"At iterate 11 f= 3.16471D+01 |proj g|= 2.60172D+01\n",
"\n",
"At iterate 1 f= 7.44181D+03 |proj g|= 4.96969D+03\n",
"\n",
"At iterate 12 f= 1.65178D+01 |proj g|= 1.28501D+01\n",
"\n",
"At iterate 2 f= 6.09052D+03 |proj g|= 4.26701D+03\n",
"\n",
"At iterate 73 f= 1.96853D+02 |proj g|= 7.26339D-02\n",
"\n",
"At iterate 23 f= 3.50487D-01 |proj g|= 1.19278D-02\n",
"\n",
"At iterate 13 f= 8.76164D+00 |proj g|= 6.30180D+00\n",
"\n",
"At iterate 3 f= 1.63902D+03 |proj g|= 1.28877D+03\n",
"\n",
"At iterate 74 f= 1.96853D+02 |proj g|= 3.45750D-02\n",
"\n",
"At iterate 24 f= 3.46925D-01 |proj g|= 3.35075D-03\n",
"\n",
"At iterate 14 f= 4.90985D+00 |proj g|= 3.08935D+00\n",
"\n",
"At iterate 4 f= 8.89613D+02 |proj g|= 6.49437D+02\n",
"\n",
"At iterate 75 f= 1.96853D+02 |proj g|= 2.04654D-02\n",
"\n",
"At iterate 25 f= 3.46137D-01 |proj g|= 2.61497D-03\n",
"\n",
"At iterate 15 f= 3.02594D+00 |proj g|= 1.50967D+00\n",
"\n",
"At iterate 5 f= 4.51590D+02 |proj g|= 2.67196D+02\n",
"\n",
"At iterate 76 f= 1.96853D+02 |proj g|= 1.35312D-02\n",
"\n",
"At iterate 26 f= 3.45084D-01 |proj g|= 1.40897D-03\n",
"\n",
"At iterate 16 f= 2.13643D+00 |proj g|= 7.56368D-01\n",
"\n",
"At iterate 6 f= 2.49839D+02 |proj g|= 1.03157D+02\n",
"\n",
"At iterate 27 f= 3.44729D-01 |proj g|= 7.36292D-04\n",
"\n",
"At iterate 17 f= 1.73150D+00 |proj g|= 3.90527D-01\n",
"\n",
"At iterate 77 f= 1.96853D+02 |proj g|= 1.83751D-02\n",
"\n",
"At iterate 7 f= 1.39428D+02 |proj g|= 5.56104D+01\n",
"\n",
"At iterate 28 f= 3.44649D-01 |proj g|= 3.68274D-04\n",
"\n",
"At iterate 78 f= 1.96853D+02 |proj g|= 1.72094D-02\n",
"\n",
"At iterate 18 f= 1.54346D+00 |proj g|= 2.03395D-01\n",
"\n",
"At iterate 8 f= 7.94848D+01 |proj g|= 4.07801D+01\n",
"\n",
"At iterate 29 f= 3.44623D-01 |proj g|= 1.37259D-04\n",
"\n",
"At iterate 19 f= 1.44586D+00 |proj g|= 1.07552D-01\n",
"\n",
"At iterate 9 f= 4.55291D+01 |proj g|= 2.84541D+01\n",
"\n",
"At iterate 79 f= 1.96852D+02 |proj g|= 3.04179D-02\n",
"\n",
"At iterate 30 f= 3.44620D-01 |proj g|= 4.16994D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 30 32 1 0 0 4.170D-05 3.446D-01\n",
" F = 0.34462047009487645 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 20 f= 1.38039D+00 |proj g|= 5.48321D-02\n",
"\n",
"At iterate 10 f= 2.61131D+01 |proj g|= 1.89602D+01\n",
"\n",
"At iterate 80 f= 1.96852D+02 |proj g|= 1.52424D-02\n",
"\n",
"At iterate 21 f= 1.32860D+00 |proj g|= 4.72756D-02\n",
"\n",
"At iterate 11 f= 1.48790D+01 |proj g|= 1.20412D+01\n",
"\n",
"At iterate 81 f= 1.96852D+02 |proj g|= 1.97050D-02\n",
"\n",
"At iterate 12 f= 6.73584D+00 |proj g|= 4.68089D+00\n",
"\n",
"At iterate 22 f= 1.29409D+00 |proj g|= 1.20553D-01\n",
"\n",
"At iterate 82 f= 1.96852D+02 |proj g|= 2.86583D-02\n",
"\n",
"At iterate 13 f= 3.72301D+00 |proj g|= 2.49703D+00\n",
"\n",
"At iterate 23 f= 1.25281D+00 |proj g|= 1.22742D-01\n",
"\n",
"At iterate 83 f= 1.96852D+02 |proj g|= 3.04344D-02\n",
"\n",
"At iterate 14 f= 1.91455D+00 |proj g|= 1.20926D+00\n",
"\n",
"At iterate 24 f= 1.19959D+00 |proj g|= 1.29876D-01\n",
"\n",
"At iterate 84 f= 1.96851D+02 |proj g|= 7.14279D-02\n",
"\n",
"At iterate 15 f= 1.08379D+00 |proj g|= 6.08046D-01\n",
"\n",
"At iterate 16 f= 6.69383D-01 |proj g|= 3.04521D-01\n",
"\n",
"At iterate 25 f= 1.14974D+00 |proj g|= 7.53000D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.57193D+03\n",
"\n",
"At iterate 85 f= 1.96851D+02 |proj g|= 6.19014D-02\n",
"\n",
"At iterate 17 f= 4.76496D-01 |proj g|= 1.54792D-01\n",
"\n",
"At iterate 26 f= 1.10860D+00 |proj g|= 2.78854D-02\n",
"\n",
"At iterate 1 f= 1.09049D+04 |proj g|= 1.30740D+03\n",
"\n",
"At iterate 86 f= 1.96850D+02 |proj g|= 2.44532D-02\n",
"\n",
"At iterate 18 f= 3.89811D-01 |proj g|= 7.94711D-02\n",
"\n",
"At iterate 27 f= 1.09566D+00 |proj g|= 7.30722D-02\n",
"\n",
"At iterate 2 f= 7.57788D+03 |proj g|= 2.02666D+03\n",
"\n",
"At iterate 87 f= 1.96850D+02 |proj g|= 2.35760D-02\n",
"\n",
"At iterate 19 f= 3.52882D-01 |proj g|= 4.12882D-02\n",
"\n",
"At iterate 28 f= 1.08357D+00 |proj g|= 1.37168D-02\n",
"\n",
"At iterate 3 f= 5.02687D+03 |proj g|= 3.34313D+02\n",
"\n",
"At iterate 20 f= 3.36155D-01 |proj g|= 2.09274D-02\n",
"\n",
"At iterate 88 f= 1.96850D+02 |proj g|= 4.16217D-02\n",
"\n",
"At iterate 4 f= 3.80143D+03 |proj g|= 1.75716D+02\n",
"\n",
"At iterate 29 f= 1.08034D+00 |proj g|= 1.26207D-02\n",
"\n",
"At iterate 21 f= 3.26029D-01 |proj g|= 1.49691D-02\n",
"\n",
"At iterate 89 f= 1.96849D+02 |proj g|= 1.90741D-02\n",
"\n",
"\n",
"At iterate 5 f= 2.39806D+03 |proj g|= 3.74411D+02\n",
"At iterate 30 f= 1.06548D+00 |proj g|= 2.17536D-02\n",
"\n",
"At iterate 22 f= 3.16801D-01 |proj g|= 2.23896D-02\n",
"\n",
"\n",
"At iterate 90 f= 1.96849D+02 |proj g|= 1.44116D-02\n",
"At iterate 6 f= 1.52209D+03 |proj g|= 1.13590D+02\n",
"\n",
"At iterate 31 f= 1.05773D+00 |proj g|= 1.19686D-02\n",
"\n",
"At iterate 23 f= 3.05485D-01 |proj g|= 1.93740D-02\n",
"\n",
"At iterate 91 f= 1.96849D+02 |proj g|= 1.95908D-02\n",
"\n",
"At iterate 7 f= 1.07262D+03 |proj g|= 1.24755D+02\n",
"\n",
"At iterate 32 f= 1.05096D+00 |proj g|= 1.40185D-02\n",
"\n",
"At iterate 92 f= 1.96849D+02 |proj g|= 2.99536D-02\n",
"\n",
"At iterate 8 f= 7.03671D+02 |proj g|= 3.55330D+01\n",
"\n",
"At iterate 33 f= 1.04748D+00 |proj g|= 8.02878D-03\n",
"\n",
"At iterate 24 f= 2.98563D-01 |proj g|= 3.11023D-02\n",
"\n",
"At iterate 93 f= 1.96849D+02 |proj g|= 3.07242D-02\n",
"\n",
"At iterate 34 f= 1.04105D+00 |proj g|= 9.70059D-03\n",
"\n",
"At iterate 9 f= 4.86281D+02 |proj g|= 2.21508D+01\n",
"\n",
"At iterate 25 f= 2.77178D-01 |proj g|= 2.14277D-02\n",
"\n",
"At iterate 94 f= 1.96849D+02 |proj g|= 4.21433D-02\n",
"\n",
"At iterate 35 f= 1.03680D+00 |proj g|= 1.11950D-02\n",
"\n",
"At iterate 10 f= 3.95850D+02 |proj g|= 6.43414D+01\n",
"\n",
"At iterate 26 f= 2.56009D-01 |proj g|= 6.81314D-03\n",
"\n",
"At iterate 95 f= 1.96848D+02 |proj g|= 4.26693D-02\n",
"\n",
"At iterate 36 f= 1.03448D+00 |proj g|= 7.54961D-03\n",
"\n",
"At iterate 11 f= 3.31691D+02 |proj g|= 9.26659D+00\n",
"\n",
"At iterate 27 f= 2.54234D-01 |proj g|= 3.33606D-03\n",
"\n",
"At iterate 37 f= 1.03308D+00 |proj g|= 5.28622D-03\n",
"\n",
"At iterate 12 f= 3.19627D+02 |proj g|= 6.23860D+00\n",
"\n",
"At iterate 28 f= 2.53498D-01 |proj g|= 1.99689D-03\n",
"\n",
"At iterate 96 f= 1.96848D+02 |proj g|= 4.25052D-02\n",
"\n",
"At iterate 38 f= 1.03168D+00 |proj g|= 3.69438D-03\n",
"\n",
"At iterate 13 f= 3.12689D+02 |proj g|= 2.45533D+01\n",
"\n",
"At iterate 29 f= 2.52841D-01 |proj g|= 1.28031D-03\n",
"\n",
"At iterate 97 f= 1.96848D+02 |proj g|= 2.15836D-02\n",
"\n",
"At iterate 14 f= 3.04892D+02 |proj g|= 3.97535D+00\n",
"\n",
"At iterate 30 f= 2.52497D-01 |proj g|= 2.57245D-04\n",
"\n",
"At iterate 98 f= 1.96848D+02 |proj g|= 2.03562D-02\n",
"\n",
"At iterate 15 f= 3.04233D+02 |proj g|= 3.38503D+00\n",
"\n",
"At iterate 39 f= 1.03156D+00 |proj g|= 5.42584D-03\n",
"\n",
"At iterate 31 f= 2.52472D-01 |proj g|= 1.74895D-04\n",
"\n",
"At iterate 99 f= 1.96848D+02 |proj g|= 1.61501D-02\n",
"\n",
"At iterate 16 f= 3.02948D+02 |proj g|= 1.34179D+00\n",
"\n",
"At iterate 40 f= 1.03136D+00 |proj g|= 3.64972D-03\n",
"\n",
"At iterate 32 f= 2.52459D-01 |proj g|= 1.24724D-04\n",
"\n",
"At iterate 17 f= 3.02770D+02 |proj g|= 4.45034D-01\n",
"\n",
"At iterate 100 f= 1.96848D+02 |proj g|= 1.16672D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 116 1 0 0 1.167D-02 1.968D+02\n",
" F = 196.84787122320475 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 41 f= 1.03102D+00 |proj g|= 2.47266D-03\n",
"\n",
"At iterate 33 f= 2.52456D-01 |proj g|= 1.62549D-04\n",
"\n",
"At iterate 18 f= 3.02658D+02 |proj g|= 4.59454D-01\n",
"\n",
"At iterate 42 f= 1.03070D+00 |proj g|= 2.25381D-03\n",
"\n",
"At iterate 19 f= 3.02549D+02 |proj g|= 8.95499D-01\n",
"\n",
"At iterate 43 f= 1.03044D+00 |proj g|= 1.94949D-03\n",
"\n",
"At iterate 34 f= 2.52455D-01 |proj g|= 4.05241D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 34 37 1 0 0 4.052D-05 2.525D-01\n",
" F = 0.25245511458347253 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 20 f= 3.02362D+02 |proj g|= 1.48684D+00\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 21 f= 3.02027D+02 |proj g|= 1.41357D+00\n",
"\n",
"At iterate 44 f= 1.03040D+00 |proj g|= 1.16767D-03\n",
"\n",
"At iterate 22 f= 3.01889D+02 |proj g|= 1.46188D+00\n",
"\n",
"At iterate 45 f= 1.03035D+00 |proj g|= 3.29280D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
"At iterate 23 f= 3.01562D+02 |proj g|= 1.12985D+00\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.40567D+03\n",
"\n",
"At iterate 46 f= 1.03033D+00 |proj g|= 4.32503D-04\n",
"\n",
"At iterate 24 f= 3.01496D+02 |proj g|= 5.11658D-01\n",
"\n",
"At iterate 1 f= 9.69071D+03 |proj g|= 1.32199D+03\n",
"\n",
"At iterate 47 f= 1.03032D+00 |proj g|= 4.01977D-04\n",
"\n",
"At iterate 25 f= 3.01478D+02 |proj g|= 4.65070D-01\n",
"\n",
"At iterate 2 f= 4.88451D+03 |proj g|= 6.62935D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.26777D+03\n",
"\n",
"At iterate 26 f= 3.01470D+02 |proj g|= 2.33109D-01\n",
"\n",
"At iterate 3 f= 2.82041D+03 |proj g|= 1.53926D+03\n",
"\n",
"At iterate 48 f= 1.03032D+00 |proj g|= 2.44535D-04\n",
"\n",
"At iterate 1 f= 9.77338D+03 |proj g|= 1.19500D+03\n",
"\n",
"At iterate 27 f= 3.01455D+02 |proj g|= 1.76270D-01\n",
"\n",
"At iterate 4 f= 1.26146D+03 |proj g|= 4.67224D+02\n",
"\n",
"At iterate 49 f= 1.03032D+00 |proj g|= 1.61644D-04\n",
"\n",
"At iterate 2 f= 5.11270D+03 |proj g|= 6.12284D+02\n",
"\n",
"At iterate 5 f= 7.60174D+02 |proj g|= 2.10198D+02\n",
"\n",
"At iterate 28 f= 3.01414D+02 |proj g|= 3.12400D-01\n",
"\n",
"At iterate 50 f= 1.03032D+00 |proj g|= 7.72345D-04\n",
"\n",
"At iterate 3 f= 3.13463D+03 |proj g|= 1.67838D+03\n",
"\n",
"At iterate 6 f= 3.95747D+02 |proj g|= 8.62348D+01\n",
"\n",
"At iterate 29 f= 3.01345D+02 |proj g|= 4.40480D-01\n",
"\n",
"At iterate 4 f= 1.57979D+03 |proj g|= 6.11058D+02\n",
"\n",
"At iterate 7 f= 2.05020D+02 |proj g|= 4.24523D+01\n",
"\n",
"At iterate 51 f= 1.03031D+00 |proj g|= 1.50284D-04\n",
"\n",
"At iterate 30 f= 3.01217D+02 |proj g|= 1.16607D+00\n",
"\n",
"At iterate 5 f= 9.91307D+02 |proj g|= 2.80406D+02\n",
"\n",
"At iterate 8 f= 1.03326D+02 |proj g|= 1.69098D+01\n",
"\n",
"At iterate 52 f= 1.03031D+00 |proj g|= 1.93277D-04\n",
"\n",
"\n",
"At iterate 6 f= 5.66376D+02 |proj g|= 1.21575D+02\n",
"At iterate 31 f= 3.01070D+02 |proj g|= 5.72545D-01\n",
"\n",
"At iterate 9 f= 5.25348D+01 |proj g|= 7.47102D+00\n",
"\n",
"At iterate 53 f= 1.03031D+00 |proj g|= 1.09603D-04\n",
"\n",
"At iterate 7 f= 3.08331D+02 |proj g|= 6.38556D+01\n",
"\n",
"At iterate 32 f= 3.00921D+02 |proj g|= 4.59111D-01\n",
"\n",
"At iterate 10 f= 2.76009D+01 |proj g|= 2.90324D+00\n",
"\n",
"At iterate 54 f= 1.03031D+00 |proj g|= 1.04552D-04\n",
"\n",
"\n",
"At iterate 8 f= 1.57737D+02 |proj g|= 2.40117D+01\n",
"At iterate 11 f= 1.52908D+01 |proj g|= 1.43756D+00\n",
"\n",
"At iterate 55 f= 1.03031D+00 |proj g|= 4.79826D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 55 61 1 0 0 4.798D-05 1.030D+00\n",
" F = 1.0303082666532697 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 12 f= 9.23917D+00 |proj g|= 8.31402D-01\n",
"\n",
"At iterate 33 f= 3.00864D+02 |proj g|= 4.26648D-01\n",
"\n",
"At iterate 9 f= 8.09734D+01 |proj g|= 1.10965D+01\n",
"\n",
"At iterate 13 f= 6.67508D+00 |proj g|= 2.54208D-01\n",
"\n",
"At iterate 34 f= 3.00822D+02 |proj g|= 2.03953D-01\n",
"\n",
"At iterate 10 f= 4.17278D+01 |proj g|= 4.98587D+00\n",
"\n",
"At iterate 35 f= 3.00809D+02 |proj g|= 2.77503D-01\n",
"\n",
"At iterate 11 f= 2.14381D+01 |proj g|= 1.26564D+00\n",
"\n",
"At iterate 14 f= 5.78096D+00 |proj g|= 1.48573D-01\n",
"\n",
"At iterate 36 f= 3.00804D+02 |proj g|= 1.68686D-01\n",
"\n",
"At iterate 12 f= 1.38117D+01 |proj g|= 7.00413D-01\n",
"\n",
"At iterate 37 f= 3.00797D+02 |proj g|= 2.04271D-01\n",
"\n",
"At iterate 13 f= 9.83232D+00 |proj g|= 1.31808D+00\n",
"\n",
"At iterate 15 f= 5.65773D+00 |proj g|= 5.17407D-01\n",
"\n",
"At iterate 14 f= 8.15013D+00 |proj g|= 1.53692D+00\n",
"\n",
"At iterate 38 f= 3.00779D+02 |proj g|= 2.82389D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.81651D+03\n",
"\n",
"At iterate 16 f= 5.41493D+00 |proj g|= 1.17455D-01\n",
"\n",
"At iterate 15 f= 7.44468D+00 |proj g|= 5.71042D-02\n",
"\n",
"At iterate 39 f= 3.00752D+02 |proj g|= 8.99711D-01\n",
"\n",
"At iterate 1 f= 8.61054D+03 |proj g|= 3.31454D+03\n",
"\n",
"At iterate 17 f= 5.38221D+00 |proj g|= 3.85190D-02\n",
"\n",
"At iterate 16 f= 7.41582D+00 |proj g|= 4.11504D-02\n",
"\n",
"At iterate 2 f= 5.62010D+03 |proj g|= 2.14419D+03\n",
"\n",
"At iterate 40 f= 3.00724D+02 |proj g|= 3.71421D-01\n",
"\n",
"At iterate 18 f= 5.35929D+00 |proj g|= 1.29105D-02\n",
"\n",
"At iterate 17 f= 7.30951D+00 |proj g|= 2.26546D-02\n",
"\n",
"At iterate 3 f= 2.61352D+03 |proj g|= 9.24276D+02\n",
"\n",
"At iterate 41 f= 3.00697D+02 |proj g|= 1.86480D-01\n",
"\n",
"At iterate 19 f= 5.32140D+00 |proj g|= 5.75728D-02\n",
"\n",
"At iterate 4 f= 1.42954D+03 |proj g|= 5.01832D+02\n",
"\n",
"At iterate 18 f= 7.19446D+00 |proj g|= 3.21436D-02\n",
"\n",
"At iterate 42 f= 3.00672D+02 |proj g|= 2.39592D-01\n",
"\n",
"At iterate 19 f= 7.08799D+00 |proj g|= 4.73953D-02\n",
"\n",
"At iterate 5 f= 7.40681D+02 |proj g|= 2.22306D+02\n",
"\n",
"At iterate 20 f= 5.28136D+00 |proj g|= 6.98708D-02\n",
"\n",
"At iterate 43 f= 3.00628D+02 |proj g|= 3.83842D-01\n",
"\n",
"At iterate 21 f= 5.26207D+00 |proj g|= 3.45104D-02\n",
"\n",
"At iterate 6 f= 3.98161D+02 |proj g|= 1.32646D+02\n",
"\n",
"At iterate 44 f= 3.00586D+02 |proj g|= 5.43900D-01\n",
"\n",
"At iterate 22 f= 5.26023D+00 |proj g|= 1.71224D-02\n",
"\n",
"At iterate 20 f= 7.06640D+00 |proj g|= 3.71479D-02\n",
"\n",
"At iterate 7 f= 1.81540D+02 |proj g|= 5.51645D+01\n",
"\n",
"At iterate 23 f= 5.25831D+00 |proj g|= 4.43534D-03\n",
"\n",
"At iterate 45 f= 3.00576D+02 |proj g|= 2.01633D-01\n",
"\n",
"\n",
"At iterate 8 f= 1.09541D+02 |proj g|= 2.73800D+01\n",
"At iterate 21 f= 7.04435D+00 |proj g|= 1.44557D-02\n",
"\n",
"At iterate 24 f= 5.25800D+00 |proj g|= 2.16758D-03\n",
"\n",
"At iterate 46 f= 3.00565D+02 |proj g|= 2.05721D-01\n",
"\n",
"\n",
"At iterate 22 f= 7.03576D+00 |proj g|= 2.49616D-02\n",
"At iterate 9 f= 5.97644D+01 |proj g|= 1.89652D+01\n",
"\n",
"At iterate 25 f= 5.25770D+00 |proj g|= 5.93613D-03\n",
"\n",
"\n",
"At iterate 10 f= 3.90588D+01 |proj g|= 1.62584D+01\n",
"At iterate 23 f= 7.03282D+00 |proj g|= 1.16720D-02\n",
"\n",
"At iterate 26 f= 5.25752D+00 |proj g|= 4.80760D-03\n",
"\n",
"At iterate 47 f= 3.00562D+02 |proj g|= 1.26418D-01\n",
"\n",
"At iterate 24 f= 7.02915D+00 |proj g|= 1.09109D-02\n",
"\n",
"At iterate 11 f= 1.97045D+01 |proj g|= 3.44677D+00\n",
"\n",
"At iterate 27 f= 5.25734D+00 |proj g|= 5.25369D-03\n",
"\n",
"At iterate 48 f= 3.00561D+02 |proj g|= 1.00822D-01\n",
"\n",
"At iterate 25 f= 7.02600D+00 |proj g|= 6.60906D-03\n",
"\n",
"At iterate 12 f= 1.20312D+01 |proj g|= 1.49725D+00\n",
"\n",
"At iterate 49 f= 3.00558D+02 |proj g|= 5.52351D-02\n",
"\n",
"At iterate 28 f= 5.25726D+00 |proj g|= 1.55655D-03\n",
"\n",
"At iterate 13 f= 7.08821D+00 |proj g|= 5.55768D-01\n",
"\n",
"At iterate 50 f= 3.00552D+02 |proj g|= 1.23617D-01\n",
"\n",
"At iterate 29 f= 5.25723D+00 |proj g|= 7.90902D-04\n",
"\n",
"At iterate 26 f= 7.02556D+00 |proj g|= 2.25510D-02\n",
"\n",
"At iterate 14 f= 4.83243D+00 |proj g|= 2.29327D-01\n",
"\n",
"At iterate 51 f= 3.00537D+02 |proj g|= 1.90484D-01\n",
"\n",
"At iterate 30 f= 5.25721D+00 |proj g|= 1.02499D-03\n",
"\n",
"At iterate 27 f= 7.02523D+00 |proj g|= 1.31047D-02\n",
"\n",
"At iterate 15 f= 3.77660D+00 |proj g|= 1.16465D-01\n",
"\n",
"At iterate 31 f= 5.25718D+00 |proj g|= 6.45421D-04\n",
"\n",
"At iterate 52 f= 3.00516D+02 |proj g|= 3.43673D-01\n",
"\n",
"At iterate 28 f= 7.02503D+00 |proj g|= 2.72035D-03\n",
"\n",
"At iterate 16 f= 3.34753D+00 |proj g|= 1.00758D-01\n",
"\n",
"At iterate 32 f= 5.25718D+00 |proj g|= 4.88213D-04\n",
"\n",
"At iterate 29 f= 7.02493D+00 |proj g|= 1.86455D-03\n",
"\n",
"At iterate 17 f= 3.31811D+00 |proj g|= 2.88132D-01\n",
"\n",
"At iterate 53 f= 3.00502D+02 |proj g|= 5.16071D-01\n",
"\n",
"At iterate 33 f= 5.25717D+00 |proj g|= 3.97740D-04\n",
"\n",
"At iterate 30 f= 7.02479D+00 |proj g|= 3.09047D-03\n",
"\n",
"At iterate 18 f= 3.14323D+00 |proj g|= 5.88909D-02\n",
"\n",
"At iterate 54 f= 3.00486D+02 |proj g|= 1.91795D-01\n",
"\n",
"At iterate 34 f= 5.25717D+00 |proj g|= 9.61133D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 34 36 1 0 0 9.611D-05 5.257D+00\n",
" F = 5.2571708596376183 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 31 f= 7.02463D+00 |proj g|= 3.42759D-03\n",
"\n",
"At iterate 19 f= 3.12051D+00 |proj g|= 4.95308D-02\n",
"\n",
"At iterate 55 f= 3.00478D+02 |proj g|= 4.97784D-02\n",
"\n",
"At iterate 20 f= 3.09064D+00 |proj g|= 6.72799D-02\n",
"\n",
"At iterate 56 f= 3.00476D+02 |proj g|= 4.39679D-02\n",
"\n",
"At iterate 32 f= 7.02459D+00 |proj g|= 2.91350D-03\n",
"\n",
"At iterate 21 f= 3.03331D+00 |proj g|= 9.02551D-02\n",
"\n",
"At iterate 57 f= 3.00474D+02 |proj g|= 1.34479D-01\n",
"\n",
"At iterate 33 f= 7.02454D+00 |proj g|= 8.75493D-04\n",
"\n",
"At iterate 22 f= 3.00809D+00 |proj g|= 6.18816D-02\n",
"\n",
"At iterate 58 f= 3.00473D+02 |proj g|= 2.43308D-01\n",
"\n",
"At iterate 34 f= 7.02453D+00 |proj g|= 6.05012D-04\n",
"\n",
"At iterate 23 f= 2.97261D+00 |proj g|= 3.66735D-02\n",
"\n",
"At iterate 59 f= 3.00471D+02 |proj g|= 9.67160D-02\n",
"\n",
"At iterate 35 f= 7.02452D+00 |proj g|= 1.05854D-03\n",
"\n",
"At iterate 24 f= 2.94933D+00 |proj g|= 3.59369D-02\n",
"\n",
"At iterate 60 f= 3.00469D+02 |proj g|= 8.04062D-02\n",
"\n",
"At iterate 36 f= 7.02451D+00 |proj g|= 6.64231D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.30857D+03\n",
"\n",
"At iterate 25 f= 2.94410D+00 |proj g|= 1.43771D-02\n",
"\n",
"At iterate 61 f= 3.00468D+02 |proj g|= 1.05336D-01\n",
"\n",
"At iterate 1 f= 9.46180D+03 |proj g|= 4.72076D+03\n",
"\n",
"At iterate 26 f= 2.94033D+00 |proj g|= 1.31488D-02\n",
"\n",
"At iterate 62 f= 3.00462D+02 |proj g|= 1.50273D-01\n",
"\n",
"At iterate 37 f= 7.02450D+00 |proj g|= 1.23570D-03\n",
"\n",
"At iterate 2 f= 7.48517D+03 |proj g|= 3.82269D+03\n",
"\n",
"At iterate 27 f= 2.93547D+00 |proj g|= 1.40849D-02\n",
"\n",
"At iterate 3 f= 2.74919D+03 |proj g|= 7.66555D+02\n",
"\n",
"At iterate 28 f= 2.93186D+00 |proj g|= 1.37028D-02\n",
"\n",
"At iterate 63 f= 3.00458D+02 |proj g|= 1.60879D-01\n",
"\n",
"At iterate 38 f= 7.02450D+00 |proj g|= 5.49269D-04\n",
"\n",
"At iterate 4 f= 1.81217D+03 |proj g|= 3.76700D+02\n",
"\n",
"At iterate 29 f= 2.92927D+00 |proj g|= 6.94211D-03\n",
"\n",
"\n",
"At iterate 39 f= 7.02450D+00 |proj g|= 4.28134D-04\n",
"At iterate 5 f= 1.01069D+03 |proj g|= 2.31911D+02\n",
"\n",
"At iterate 64 f= 3.00457D+02 |proj g|= 1.96228D-01\n",
"\n",
"At iterate 30 f= 2.92841D+00 |proj g|= 4.37126D-03\n",
"\n",
"At iterate 40 f= 7.02450D+00 |proj g|= 1.53516D-04\n",
"\n",
"At iterate 6 f= 5.58064D+02 |proj g|= 8.85516D+01\n",
"\n",
"At iterate 65 f= 3.00455D+02 |proj g|= 2.31448D-01\n",
"\n",
"At iterate 31 f= 2.92740D+00 |proj g|= 2.85374D-03\n",
"\n",
"At iterate 7 f= 3.89990D+02 |proj g|= 4.77192D+01\n",
"\n",
"At iterate 66 f= 3.00454D+02 |proj g|= 8.26036D-02\n",
"\n",
"At iterate 41 f= 7.02450D+00 |proj g|= 1.60276D-04\n",
"\n",
"At iterate 32 f= 2.92673D+00 |proj g|= 1.11044D-02\n",
"\n",
"At iterate 67 f= 3.00453D+02 |proj g|= 4.20686D-02\n",
"\n",
"At iterate 8 f= 2.60259D+02 |proj g|= 5.24109D+01\n",
"\n",
"At iterate 42 f= 7.02449D+00 |proj g|= 2.89619D-04\n",
"\n",
"At iterate 33 f= 2.92643D+00 |proj g|= 9.10113D-03\n",
"\n",
"At iterate 9 f= 1.73795D+02 |proj g|= 3.70358D+01\n",
"\n",
"At iterate 68 f= 3.00450D+02 |proj g|= 6.52864D-02\n",
"\n",
"At iterate 43 f= 7.02449D+00 |proj g|= 9.82090D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 43 49 1 0 0 9.821D-05 7.024D+00\n",
" F = 7.0244941726024051 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 10 f= 1.23623D+02 |proj g|= 3.82427D+01\n",
"\n",
"At iterate 34 f= 2.92601D+00 |proj g|= 1.57681D-03\n",
"\n",
"At iterate 69 f= 3.00447D+02 |proj g|= 8.91449D-02\n",
"\n",
"At iterate 11 f= 6.47266D+01 |proj g|= 2.80710D+01\n",
"\n",
"At iterate 35 f= 2.92588D+00 |proj g|= 2.62901D-03\n",
"\n",
"At iterate 70 f= 3.00446D+02 |proj g|= 1.24434D-01\n",
"\n",
"At iterate 12 f= 3.06004D+01 |proj g|= 9.44128D+00\n",
"\n",
"At iterate 36 f= 2.92578D+00 |proj g|= 2.52937D-03\n",
"\n",
"At iterate 71 f= 3.00443D+02 |proj g|= 4.80931D-02\n",
"\n",
"At iterate 13 f= 1.95645D+01 |proj g|= 3.43843D+00\n",
"\n",
"At iterate 72 f= 3.00443D+02 |proj g|= 1.28535D-02\n",
"\n",
"At iterate 14 f= 1.13176D+01 |proj g|= 1.60474D+00\n",
"\n",
"At iterate 37 f= 2.92569D+00 |proj g|= 3.55688D-03\n",
"\n",
"At iterate 73 f= 3.00442D+02 |proj g|= 2.99022D-02\n",
"\n",
"At iterate 15 f= 6.89065D+00 |proj g|= 8.84319D-01\n",
"\n",
"At iterate 38 f= 2.92557D+00 |proj g|= 1.14140D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.87333D+03\n",
"\n",
"At iterate 74 f= 3.00442D+02 |proj g|= 1.76836D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 16 f= 4.90287D+00 |proj g|= 4.73747D-01\n",
"\n",
"At iterate 1 f= 9.97804D+03 |proj g|= 9.82145D+02\n",
"\n",
"At iterate 39 f= 2.92553D+00 |proj g|= 7.25975D-04\n",
"\n",
"At iterate 75 f= 3.00442D+02 |proj g|= 3.51904D-02\n",
"\n",
"At iterate 17 f= 4.08937D+00 |proj g|= 1.92484D-01\n",
"\n",
"At iterate 40 f= 2.92551D+00 |proj g|= 5.72928D-04\n",
"\n",
"At iterate 2 f= 5.12027D+03 |proj g|= 6.45894D+02\n",
"\n",
"At iterate 76 f= 3.00442D+02 |proj g|= 4.73239D-02\n",
"\n",
"At iterate 18 f= 3.81201D+00 |proj g|= 1.19207D-01\n",
"\n",
"At iterate 41 f= 2.92549D+00 |proj g|= 1.24483D-03\n",
"\n",
"At iterate 3 f= 3.22223D+03 |proj g|= 1.90911D+03\n",
"\n",
"At iterate 77 f= 3.00441D+02 |proj g|= 1.53756D-01\n",
"\n",
"At iterate 4 f= 1.78044D+03 |proj g|= 8.62557D+02\n",
"\n",
"At iterate 42 f= 2.92548D+00 |proj g|= 3.35422D-04\n",
"\n",
"At iterate 78 f= 3.00440D+02 |proj g|= 3.63150D-02\n",
"\n",
"At iterate 19 f= 3.76135D+00 |proj g|= 1.49305D-01\n",
"\n",
"At iterate 5 f= 1.06425D+03 |proj g|= 3.50693D+02\n",
"\n",
"At iterate 43 f= 2.92547D+00 |proj g|= 3.03837D-04\n",
"\n",
"\n",
"At iterate 6 f= 6.43164D+02 |proj g|= 1.28603D+02\n",
"At iterate 20 f= 3.70283D+00 |proj g|= 8.65579D-02\n",
"\n",
"At iterate 79 f= 3.00440D+02 |proj g|= 1.81846D-02\n",
"\n",
"At iterate 44 f= 2.92546D+00 |proj g|= 1.57695D-03\n",
"\n",
"At iterate 7 f= 3.63133D+02 |proj g|= 5.39849D+01\n",
"\n",
"At iterate 21 f= 3.65409D+00 |proj g|= 8.07165D-02\n",
"\n",
"At iterate 80 f= 3.00440D+02 |proj g|= 4.35936D-02\n",
"\n",
"At iterate 45 f= 2.92546D+00 |proj g|= 1.63851D-04\n",
"\n",
"At iterate 8 f= 1.97368D+02 |proj g|= 2.65024D+01\n",
"\n",
"At iterate 22 f= 3.46591D+00 |proj g|= 1.03556D-01\n",
"\n",
"At iterate 81 f= 3.00440D+02 |proj g|= 4.64461D-02\n",
"\n",
"At iterate 46 f= 2.92546D+00 |proj g|= 1.57836D-04\n",
"\n",
"At iterate 9 f= 1.04366D+02 |proj g|= 1.01651D+01\n",
"\n",
"At iterate 47 f= 2.92545D+00 |proj g|= 1.35048D-04\n",
"\n",
"At iterate 10 f= 5.54452D+01 |proj g|= 5.40313D+00\n",
"\n",
"At iterate 48 f= 2.92545D+00 |proj g|= 2.04428D-04\n",
"\n",
"At iterate 11 f= 2.61577D+01 |proj g|= 2.90069D+00\n",
"\n",
"At iterate 23 f= 3.37292D+00 |proj g|= 1.11625D-01\n",
"\n",
"At iterate 82 f= 3.00439D+02 |proj g|= 1.08095D-01\n",
"\n",
"At iterate 12 f= 1.71738D+01 |proj g|= 1.18505D+00\n",
"\n",
"At iterate 49 f= 2.92545D+00 |proj g|= 2.76967D-04\n",
"\n",
"At iterate 83 f= 3.00439D+02 |proj g|= 6.08148D-02\n",
"\n",
"At iterate 24 f= 3.31819D+00 |proj g|= 5.50331D-02\n",
"\n",
"\n",
"At iterate 50 f= 2.92545D+00 |proj g|= 1.85968D-04\n",
"At iterate 13 f= 1.15883D+01 |proj g|= 5.15793D-01\n",
"\n",
"At iterate 84 f= 3.00439D+02 |proj g|= 1.53195D-02\n",
"\n",
"At iterate 25 f= 3.26899D+00 |proj g|= 4.65239D-02\n",
"\n",
"At iterate 51 f= 2.92545D+00 |proj g|= 6.11812D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 51 53 1 0 0 6.118D-05 2.925D+00\n",
" F = 2.9254507633515714 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 85 f= 3.00439D+02 |proj g|= 2.07817D-02\n",
"\n",
"At iterate 14 f= 9.48701D+00 |proj g|= 9.46489D-01\n",
"\n",
"At iterate 26 f= 3.22098D+00 |proj g|= 4.84016D-02\n",
"\n",
"At iterate 86 f= 3.00438D+02 |proj g|= 3.74762D-02\n",
"\n",
"At iterate 15 f= 9.14422D+00 |proj g|= 1.53502D+00\n",
"\n",
"At iterate 27 f= 3.17235D+00 |proj g|= 6.24309D-02\n",
"\n",
"At iterate 87 f= 3.00438D+02 |proj g|= 5.57352D-02\n",
"\n",
"At iterate 16 f= 8.56220D+00 |proj g|= 4.11444D-01\n",
"\n",
"At iterate 88 f= 3.00438D+02 |proj g|= 2.13208D-02\n",
"\n",
"At iterate 28 f= 3.14893D+00 |proj g|= 9.60428D-02\n",
"\n",
"At iterate 17 f= 8.44403D+00 |proj g|= 1.16173D-01\n",
"\n",
"At iterate 29 f= 3.12032D+00 |proj g|= 4.65068D-02\n",
"\n",
"At iterate 18 f= 8.39092D+00 |proj g|= 7.62167D-02\n",
"\n",
"At iterate 89 f= 3.00438D+02 |proj g|= 5.77713D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.85814D+03\n",
"\n",
"At iterate 30 f= 3.11158D+00 |proj g|= 2.63770D-02\n",
"\n",
"At iterate 19 f= 8.35851D+00 |proj g|= 7.38224D-02\n",
"\n",
"At iterate 90 f= 3.00438D+02 |proj g|= 1.80666D-02\n",
"\n",
"At iterate 1 f= 8.55782D+03 |proj g|= 2.89456D+03\n",
"\n",
"At iterate 31 f= 3.09788D+00 |proj g|= 1.36423D-02\n",
"\n",
"At iterate 20 f= 8.29883D+00 |proj g|= 6.16885D-02\n",
"\n",
"At iterate 91 f= 3.00438D+02 |proj g|= 1.12514D-02\n",
"\n",
"At iterate 2 f= 5.17165D+03 |proj g|= 1.67907D+03\n",
"\n",
"At iterate 32 f= 3.08088D+00 |proj g|= 5.44354D-02\n",
"\n",
"At iterate 3 f= 2.54769D+03 |proj g|= 8.58556D+02\n",
"\n",
"At iterate 21 f= 8.19551D+00 |proj g|= 1.08137D-01\n",
"\n",
"At iterate 92 f= 3.00438D+02 |proj g|= 2.33141D-02\n",
"\n",
"At iterate 33 f= 3.06885D+00 |proj g|= 2.95590D-02\n",
"\n",
"At iterate 93 f= 3.00437D+02 |proj g|= 5.66012D-02\n",
"\n",
"At iterate 4 f= 1.38043D+03 |proj g|= 4.75746D+02\n",
"\n",
"At iterate 22 f= 8.08773D+00 |proj g|= 1.13357D-01\n",
"\n",
"At iterate 34 f= 3.06094D+00 |proj g|= 2.07019D-02\n",
"\n",
"At iterate 5 f= 7.47102D+02 |proj g|= 1.97921D+02\n",
"\n",
"At iterate 94 f= 3.00437D+02 |proj g|= 8.77535D-02\n",
"\n",
"At iterate 35 f= 3.05037D+00 |proj g|= 1.95137D-02\n",
"\n",
"At iterate 6 f= 3.92134D+02 |proj g|= 1.60303D+02\n",
"\n",
"At iterate 95 f= 3.00437D+02 |proj g|= 1.01807D-01\n",
"\n",
"At iterate 23 f= 8.04426D+00 |proj g|= 1.08924D-01\n",
"\n",
"At iterate 36 f= 3.04645D+00 |proj g|= 3.23933D-02\n",
"\n",
"At iterate 7 f= 2.05410D+02 |proj g|= 4.12224D+01\n",
"\n",
"At iterate 96 f= 3.00437D+02 |proj g|= 9.92511D-02\n",
"\n",
"At iterate 24 f= 7.99586D+00 |proj g|= 3.88620D-02\n",
"\n",
"At iterate 37 f= 3.04162D+00 |proj g|= 2.16347D-02\n",
"\n",
"At iterate 8 f= 1.20037D+02 |proj g|= 2.74144D+01\n",
"\n",
"\n",
"At iterate 25 f= 7.97847D+00 |proj g|= 2.41460D-02\n",
"At iterate 38 f= 3.03413D+00 |proj g|= 1.52474D-02\n",
"\n",
"At iterate 9 f= 6.43965D+01 |proj g|= 1.20635D+01\n",
"\n",
"At iterate 97 f= 3.00436D+02 |proj g|= 1.26978D-01\n",
"\n",
"At iterate 39 f= 3.03016D+00 |proj g|= 1.40480D-02\n",
"\n",
"At iterate 26 f= 7.96698D+00 |proj g|= 6.04250D-02\n",
"\n",
"At iterate 10 f= 3.29497D+01 |proj g|= 2.55063D+00\n",
"\n",
"At iterate 98 f= 3.00436D+02 |proj g|= 2.65841D-02\n",
"\n",
"At iterate 40 f= 3.02220D+00 |proj g|= 3.21975D-02\n",
"\n",
"At iterate 27 f= 7.95897D+00 |proj g|= 2.82704D-02\n",
"\n",
"At iterate 11 f= 2.03371D+01 |proj g|= 1.94623D+00\n",
"\n",
"At iterate 99 f= 3.00436D+02 |proj g|= 5.07716D-03\n",
"\n",
"At iterate 28 f= 7.95283D+00 |proj g|= 5.24815D-02\n",
"\n",
"At iterate 12 f= 1.13359D+01 |proj g|= 2.17611D+00\n",
"\n",
"At iterate 41 f= 3.02009D+00 |proj g|= 1.20625D-02\n",
"\n",
"At iterate 100 f= 3.00436D+02 |proj g|= 9.21160D-03\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 110 1 0 0 9.212D-03 3.004D+02\n",
" F = 300.43614802343183 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 13 f= 5.87485D+00 |proj g|= 1.04227D+00\n",
"\n",
"At iterate 29 f= 7.95140D+00 |proj g|= 7.04735D-02\n",
"\n",
"At iterate 42 f= 3.01900D+00 |proj g|= 1.31051D-02\n",
"\n",
"At iterate 14 f= 4.52900D+00 |proj g|= 5.28537D-01\n",
"\n",
"At iterate 43 f= 3.01737D+00 |proj g|= 1.19308D-02\n",
"\n",
"At iterate 30 f= 7.94963D+00 |proj g|= 1.51009D-02\n",
"\n",
"At iterate 15 f= 3.91961D+00 |proj g|= 2.42551D-01\n",
"\n",
"At iterate 44 f= 3.01454D+00 |proj g|= 1.52006D-02\n",
"\n",
"At iterate 31 f= 7.94919D+00 |proj g|= 3.85914D-03\n",
"\n",
"At iterate 16 f= 3.68861D+00 |proj g|= 1.07960D-01\n",
"\n",
"At iterate 32 f= 7.94852D+00 |proj g|= 6.83206D-03\n",
"\n",
"At iterate 17 f= 3.61019D+00 |proj g|= 4.72357D-02\n",
"\n",
"At iterate 45 f= 3.01328D+00 |proj g|= 1.28907D-02\n",
"\n",
"At iterate 33 f= 7.94763D+00 |proj g|= 9.30765D-03\n",
"\n",
"At iterate 18 f= 3.57045D+00 |proj g|= 3.29939D-02\n",
"\n",
"At iterate 46 f= 3.01160D+00 |proj g|= 7.97255D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02989D+03\n",
"\n",
"At iterate 34 f= 7.94655D+00 |proj g|= 1.34899D-02\n",
"\n",
"At iterate 19 f= 3.52301D+00 |proj g|= 6.89283D-02\n",
"\n",
"At iterate 47 f= 3.00997D+00 |proj g|= 5.39797D-03\n",
"\n",
"At iterate 1 f= 7.50701D+03 |proj g|= 4.37220D+03\n",
"\n",
"At iterate 35 f= 7.94615D+00 |proj g|= 9.98349D-03\n",
"\n",
"At iterate 20 f= 3.49872D+00 |proj g|= 1.09387D-01\n",
"\n",
"At iterate 48 f= 3.00830D+00 |proj g|= 1.10149D-02\n",
"\n",
"At iterate 2 f= 5.57542D+03 |proj g|= 3.46760D+03\n",
"\n",
"At iterate 21 f= 3.46107D+00 |proj g|= 3.38174D-02\n",
"\n",
"At iterate 36 f= 7.94578D+00 |proj g|= 1.86437D-03\n",
"\n",
"At iterate 49 f= 3.00761D+00 |proj g|= 1.44037D-02\n",
"\n",
"At iterate 3 f= 1.98298D+03 |proj g|= 1.33301D+03\n",
"\n",
"At iterate 22 f= 3.44532D+00 |proj g|= 4.96408D-02\n",
"\n",
"At iterate 37 f= 7.94571D+00 |proj g|= 1.10145D-03\n",
"\n",
"At iterate 50 f= 3.00695D+00 |proj g|= 4.18035D-03\n",
"\n",
"At iterate 4 f= 1.06479D+03 |proj g|= 7.15244D+02\n",
"\n",
"At iterate 23 f= 3.42432D+00 |proj g|= 4.76725D-02\n",
"\n",
"At iterate 38 f= 7.94557D+00 |proj g|= 2.75046D-03\n",
"\n",
"At iterate 5 f= 5.40518D+02 |proj g|= 3.46350D+02\n",
"\n",
"At iterate 51 f= 3.00666D+00 |proj g|= 3.23517D-03\n",
"\n",
"At iterate 39 f= 7.94555D+00 |proj g|= 4.26463D-03\n",
"\n",
"At iterate 6 f= 2.95392D+02 |proj g|= 1.77058D+02\n",
"\n",
"\n",
"At iterate 52 f= 3.00606D+00 |proj g|= 3.27765D-03\n",
"At iterate 24 f= 3.41689D+00 |proj g|= 2.64791D-02\n",
"\n",
"At iterate 40 f= 7.94546D+00 |proj g|= 1.34959D-03\n",
"\n",
"At iterate 7 f= 1.56692D+02 |proj g|= 8.81690D+01\n",
"\n",
"At iterate 25 f= 3.40891D+00 |proj g|= 2.56354D-02\n",
"\n",
"At iterate 41 f= 7.94542D+00 |proj g|= 7.87239D-04\n",
"\n",
"At iterate 8 f= 7.98771D+01 |proj g|= 4.05950D+01\n",
"\n",
"At iterate 26 f= 3.39162D+00 |proj g|= 3.02312D-02\n",
"\n",
"At iterate 42 f= 7.94539D+00 |proj g|= 2.83488D-03\n",
"\n",
"At iterate 53 f= 3.00573D+00 |proj g|= 1.50782D-02\n",
"\n",
"At iterate 9 f= 4.08401D+01 |proj g|= 1.84845D+01\n",
"\n",
"At iterate 27 f= 3.38443D+00 |proj g|= 2.26148D-02\n",
"\n",
"At iterate 54 f= 3.00482D+00 |proj g|= 7.41626D-03\n",
"\n",
"At iterate 10 f= 2.09782D+01 |proj g|= 7.52723D+00\n",
"\n",
"At iterate 28 f= 3.38221D+00 |proj g|= 2.22264D-02\n",
"\n",
"At iterate 43 f= 7.94537D+00 |proj g|= 2.93119D-03\n",
"\n",
"At iterate 55 f= 3.00402D+00 |proj g|= 4.08352D-03\n",
"\n",
"At iterate 11 f= 1.14265D+01 |proj g|= 5.12119D+00\n",
"\n",
"At iterate 29 f= 3.37907D+00 |proj g|= 7.42988D-03\n",
"\n",
"\n",
"At iterate 44 f= 7.94536D+00 |proj g|= 1.38646D-03\n",
"At iterate 12 f= 4.37880D+00 |proj g|= 2.06429D+00\n",
"\n",
"At iterate 56 f= 3.00323D+00 |proj g|= 5.91878D-03\n",
"\n",
"At iterate 30 f= 3.37843D+00 |proj g|= 4.09693D-03\n",
"\n",
"At iterate 57 f= 3.00302D+00 |proj g|= 6.53298D-03\n",
"\n",
"At iterate 45 f= 7.94534D+00 |proj g|= 3.13205D-04\n",
"\n",
"At iterate 13 f= 2.99862D+00 |proj g|= 9.18334D-01\n",
"\n",
"At iterate 58 f= 3.00276D+00 |proj g|= 2.05514D-03\n",
"\n",
"At iterate 31 f= 3.37755D+00 |proj g|= 3.30459D-03\n",
"\n",
"At iterate 14 f= 1.81776D+00 |proj g|= 2.69739D-01\n",
"\n",
"At iterate 46 f= 7.94534D+00 |proj g|= 4.16799D-04\n",
"\n",
"At iterate 59 f= 3.00268D+00 |proj g|= 1.73807D-03\n",
"\n",
"At iterate 32 f= 3.37675D+00 |proj g|= 6.18528D-03\n",
"\n",
"At iterate 15 f= 1.32397D+00 |proj g|= 1.24122D-01\n",
"\n",
"At iterate 47 f= 7.94533D+00 |proj g|= 4.50411D-04\n",
"\n",
"At iterate 60 f= 3.00248D+00 |proj g|= 3.53236D-03\n",
"\n",
"At iterate 33 f= 3.37583D+00 |proj g|= 4.77997D-03\n",
"\n",
"At iterate 16 f= 1.09433D+00 |proj g|= 7.44045D-02\n",
"\n",
"At iterate 48 f= 7.94532D+00 |proj g|= 9.34516D-04\n",
"\n",
"\n",
"At iterate 61 f= 3.00237D+00 |proj g|= 8.22073D-03\n",
"At iterate 34 f= 3.37533D+00 |proj g|= 1.95824D-03\n",
"\n",
"At iterate 17 f= 1.01745D+00 |proj g|= 5.38996D-02\n",
"\n",
"At iterate 49 f= 7.94532D+00 |proj g|= 3.08030D-04\n",
"\n",
"At iterate 62 f= 3.00213D+00 |proj g|= 2.26113D-03\n",
"\n",
"At iterate 35 f= 3.37517D+00 |proj g|= 8.39535D-03\n",
"\n",
"At iterate 18 f= 9.76374D-01 |proj g|= 2.84490D-02\n",
"\n",
"At iterate 50 f= 7.94532D+00 |proj g|= 1.51928D-04\n",
"\n",
"\n",
"At iterate 63 f= 3.00205D+00 |proj g|= 1.99931D-03\n",
"At iterate 36 f= 3.37499D+00 |proj g|= 2.42406D-03\n",
"\n",
"At iterate 19 f= 9.63293D-01 |proj g|= 2.87721D-02\n",
"\n",
"At iterate 51 f= 7.94532D+00 |proj g|= 1.44498D-04\n",
"\n",
"At iterate 37 f= 3.37490D+00 |proj g|= 2.40891D-03\n",
"\n",
"At iterate 64 f= 3.00195D+00 |proj g|= 1.57832D-03\n",
"\n",
"At iterate 20 f= 9.43284D-01 |proj g|= 2.53363D-02\n",
"\n",
"At iterate 52 f= 7.94532D+00 |proj g|= 2.73951D-04\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 65 f= 3.00189D+00 |proj g|= 3.28737D-03\n",
"\n",
"At iterate 38 f= 3.37475D+00 |proj g|= 2.10531D-03\n",
"\n",
"At iterate 21 f= 9.11451D-01 |proj g|= 2.28687D-02\n",
"\n",
"At iterate 53 f= 7.94532D+00 |proj g|= 1.81365D-04\n",
"\n",
"At iterate 66 f= 3.00182D+00 |proj g|= 4.86824D-03\n",
"\n",
"At iterate 22 f= 8.72875D-01 |proj g|= 3.19899D-02\n",
"\n",
"At iterate 54 f= 7.94532D+00 |proj g|= 2.39993D-04\n",
"\n",
"At iterate 67 f= 3.00177D+00 |proj g|= 2.55167D-03\n",
"\n",
"At iterate 39 f= 3.37470D+00 |proj g|= 1.64434D-03\n",
"\n",
"At iterate 23 f= 8.61188D-01 |proj g|= 3.80062D-02\n",
"\n",
"At iterate 68 f= 3.00173D+00 |proj g|= 1.16096D-03\n",
"\n",
"At iterate 55 f= 7.94532D+00 |proj g|= 8.56395D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 55 58 1 0 0 8.564D-05 7.945D+00\n",
" F = 7.9453179418390478 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 24 f= 8.35695D-01 |proj g|= 2.54416D-02\n",
"\n",
"At iterate 40 f= 3.37466D+00 |proj g|= 1.25328D-03\n",
"\n",
"At iterate 69 f= 3.00171D+00 |proj g|= 1.11745D-03\n",
"\n",
"At iterate 25 f= 8.26026D-01 |proj g|= 8.42660D-03\n",
"\n",
"At iterate 41 f= 3.37459D+00 |proj g|= 1.19848D-03\n",
"\n",
"At iterate 70 f= 3.00166D+00 |proj g|= 2.18864D-03\n",
"\n",
"At iterate 26 f= 8.22011D-01 |proj g|= 1.11562D-02\n",
"\n",
"At iterate 42 f= 3.37457D+00 |proj g|= 6.84633D-04\n",
"\n",
"At iterate 71 f= 3.00165D+00 |proj g|= 2.13571D-03\n",
"\n",
"At iterate 27 f= 8.18733D-01 |proj g|= 9.90675D-03\n",
"\n",
"At iterate 43 f= 3.37457D+00 |proj g|= 1.57772D-03\n",
"\n",
"At iterate 72 f= 3.00163D+00 |proj g|= 6.50815D-04\n",
"\n",
"At iterate 28 f= 8.10040D-01 |proj g|= 7.06547D-03\n",
"\n",
"At iterate 44 f= 3.37456D+00 |proj g|= 4.44008D-04\n",
"\n",
"At iterate 73 f= 3.00162D+00 |proj g|= 6.84296D-04\n",
"\n",
"At iterate 29 f= 8.07140D-01 |proj g|= 3.97968D-03\n",
"\n",
"At iterate 45 f= 3.37455D+00 |proj g|= 3.40338D-04\n",
"\n",
"At iterate 74 f= 3.00161D+00 |proj g|= 9.17837D-04\n",
"\n",
"At iterate 30 f= 8.06056D-01 |proj g|= 1.73526D-03\n",
"\n",
"At iterate 46 f= 3.37455D+00 |proj g|= 5.38453D-04\n",
"\n",
"At iterate 75 f= 3.00159D+00 |proj g|= 1.54240D-03\n",
"\n",
"At iterate 31 f= 8.05809D-01 |proj g|= 1.42246D-03\n",
"\n",
"At iterate 47 f= 3.37455D+00 |proj g|= 8.63510D-04\n",
"\n",
"At iterate 76 f= 3.00158D+00 |proj g|= 7.67399D-04\n",
"\n",
"At iterate 32 f= 8.05566D-01 |proj g|= 1.73387D-03\n",
"\n",
"At iterate 48 f= 3.37455D+00 |proj g|= 1.82393D-04\n",
"\n",
"At iterate 77 f= 3.00157D+00 |proj g|= 3.80549D-04\n",
"\n",
"At iterate 49 f= 3.37455D+00 |proj g|= 1.63572D-04\n",
"\n",
"At iterate 33 f= 8.05380D-01 |proj g|= 1.82038D-03\n",
"\n",
"At iterate 78 f= 3.00157D+00 |proj g|= 1.97585D-03\n",
"\n",
"At iterate 50 f= 3.37455D+00 |proj g|= 1.32779D-04\n",
"\n",
"At iterate 34 f= 8.05287D-01 |proj g|= 5.15375D-04\n",
"\n",
"At iterate 79 f= 3.00157D+00 |proj g|= 6.51121D-04\n",
"\n",
"At iterate 51 f= 3.37455D+00 |proj g|= 4.65778D-04\n",
"\n",
"At iterate 35 f= 8.05262D-01 |proj g|= 4.32012D-04\n",
"\n",
"At iterate 80 f= 3.00156D+00 |proj g|= 3.12079D-04\n",
"\n",
"At iterate 52 f= 3.37454D+00 |proj g|= 1.22299D-04\n",
"\n",
"At iterate 36 f= 8.05242D-01 |proj g|= 4.23863D-04\n",
"\n",
"At iterate 53 f= 3.37454D+00 |proj g|= 6.94895D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 53 56 1 0 0 6.949D-05 3.375D+00\n",
" F = 3.3745437450118296 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 81 f= 3.00156D+00 |proj g|= 5.22334D-04\n",
"\n",
"At iterate 82 f= 3.00156D+00 |proj g|= 4.44305D-04\n",
"\n",
"At iterate 37 f= 8.05236D-01 |proj g|= 7.92194D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.02989D+03\n",
"\n",
"At iterate 83 f= 3.00156D+00 |proj g|= 2.82297D-04\n",
"\n",
"At iterate 38 f= 8.05226D-01 |proj g|= 2.78377D-04\n",
"\n",
"\n",
"At iterate 84 f= 3.00156D+00 |proj g|= 6.95598D-04\n",
"At iterate 1 f= 7.50962D+03 |proj g|= 4.36114D+03\n",
"\n",
"At iterate 39 f= 8.05222D-01 |proj g|= 1.64541D-04\n",
"\n",
"At iterate 2 f= 5.62122D+03 |proj g|= 3.47341D+03\n",
"\n",
"At iterate 85 f= 3.00155D+00 |proj g|= 2.77139D-04\n",
"\n",
"At iterate 40 f= 8.05217D-01 |proj g|= 1.60457D-04\n",
"\n",
"At iterate 3 f= 2.02650D+03 |proj g|= 1.35834D+03\n",
"\n",
"At iterate 86 f= 3.00155D+00 |proj g|= 2.89233D-04\n",
"\n",
"At iterate 4 f= 1.08153D+03 |proj g|= 7.24356D+02\n",
"\n",
"At iterate 87 f= 3.00155D+00 |proj g|= 5.16948D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 41 f= 8.05215D-01 |proj g|= 1.41338D-04\n",
"\n",
"\n",
"At iterate 5 f= 5.43026D+02 |proj g|= 3.47199D+02\n",
"At iterate 88 f= 3.00155D+00 |proj g|= 2.42016D-04\n",
"\n",
"At iterate 1 f= 8.42370D+03 |proj g|= 4.88993D+03\n",
"\n",
"At iterate 42 f= 8.05213D-01 |proj g|= 1.01063D-04\n",
"\n",
"At iterate 89 f= 3.00155D+00 |proj g|= 1.27057D-04\n",
"\n",
"At iterate 6 f= 2.92149D+02 |proj g|= 1.73965D+02\n",
"\n",
"At iterate 2 f= 6.72759D+03 |proj g|= 4.06055D+03\n",
"\n",
"At iterate 43 f= 8.05212D-01 |proj g|= 6.17722D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 43 46 1 0 0 6.177D-05 8.052D-01\n",
" F = 0.80521186978957082 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 7 f= 1.54401D+02 |proj g|= 8.49782D+01\n",
"\n",
"At iterate 90 f= 3.00155D+00 |proj g|= 8.12543D-05\n",
"\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"At iterate 3 f= 2.33072D+03 |proj g|= 1.36095D+03\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 90 96 1 0 0 8.125D-05 3.002D+00\n",
" F = 3.0015488814290863 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 8 f= 7.97290D+01 |proj g|= 3.91819D+01\n",
"\n",
"At iterate 4 f= 1.43009D+03 |proj g|= 7.03925D+02\n",
"\n",
"At iterate 9 f= 4.08040D+01 |proj g|= 1.80856D+01\n",
"\n",
"At iterate 5 f= 8.51039D+02 |proj g|= 2.80144D+02\n",
"\n",
"\n",
"At iterate 6 f= 5.49284D+02 |proj g|= 1.10171D+02\n",
"At iterate 10 f= 2.10072D+01 |proj g|= 6.77323D+00\n",
"\n",
"At iterate 11 f= 1.15826D+01 |proj g|= 4.76742D+00\n",
"\n",
"At iterate 7 f= 3.44395D+02 |proj g|= 1.24381D+02\n",
"\n",
"At iterate 8 f= 2.08291D+02 |proj g|= 5.63912D+01\n",
"\n",
"At iterate 12 f= 5.56832D+00 |proj g|= 4.12499D+00\n",
"\n",
"At iterate 9 f= 1.30976D+02 |proj g|= 3.35162D+01\n",
"\n",
"At iterate 13 f= 2.60239D+00 |proj g|= 6.80282D-01\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 14 f= 1.95394D+00 |proj g|= 4.14468D-01\n",
"\n",
"At iterate 10 f= 7.31447D+01 |proj g|= 2.19014D+01\n",
"\n",
"At iterate 1 f= 8.01488D+03 |proj g|= 4.48379D+03\n",
"\n",
"At iterate 15 f= 1.33133D+00 |proj g|= 1.25199D-01\n",
"\n",
"At iterate 11 f= 4.59152D+01 |proj g|= 2.02948D+01\n",
"\n",
"At iterate 2 f= 6.16392D+03 |proj g|= 3.58166D+03\n",
"\n",
"At iterate 12 f= 2.17448D+01 |proj g|= 1.07659D+01\n",
"\n",
"At iterate 16 f= 1.12665D+00 |proj g|= 8.68563D-02\n",
"\n",
"At iterate 3 f= 2.46798D+03 |proj g|= 1.33483D+03\n",
"\n",
"At iterate 13 f= 1.15395D+01 |proj g|= 4.43221D+00\n",
"\n",
"At iterate 17 f= 1.02900D+00 |proj g|= 8.34936D-02\n",
"\n",
"At iterate 4 f= 1.57192D+03 |proj g|= 7.28709D+02\n",
"\n",
"At iterate 14 f= 6.38972D+00 |proj g|= 1.89556D+00\n",
"\n",
"At iterate 18 f= 9.89963D-01 |proj g|= 6.88142D-02\n",
"\n",
"At iterate 5 f= 9.96290D+02 |proj g|= 3.50784D+02\n",
"\n",
"At iterate 19 f= 9.65644D-01 |proj g|= 4.34626D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"At iterate 15 f= 3.91798D+00 |proj g|= 8.72274D-01\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 6 f= 6.40600D+02 |proj g|= 1.65500D+02\n",
"\n",
"At iterate 20 f= 9.44806D-01 |proj g|= 1.92924D-02\n",
"\n",
"At iterate 16 f= 2.77304D+00 |proj g|= 4.79944D-01\n",
"\n",
"At iterate 7 f= 3.70564D+02 |proj g|= 6.86511D+01\n",
"\n",
"At iterate 1 f= 9.01792D+03 |proj g|= 5.24458D+03\n",
"\n",
"At iterate 21 f= 9.14049D-01 |proj g|= 2.63883D-02\n",
"\n",
"At iterate 17 f= 2.26679D+00 |proj g|= 2.05719D-01\n",
"\n",
"At iterate 2 f= 7.32972D+03 |proj g|= 4.44557D+03\n",
"\n",
"At iterate 8 f= 2.21099D+02 |proj g|= 3.40487D+01\n",
"\n",
"At iterate 22 f= 8.70482D-01 |proj g|= 2.29542D-02\n",
"\n",
"At iterate 18 f= 2.10966D+00 |proj g|= 1.26697D-01\n",
"\n",
"At iterate 3 f= 2.31239D+03 |proj g|= 1.10398D+03\n",
"\n",
"At iterate 9 f= 1.04618D+02 |proj g|= 2.35371D+01\n",
"\n",
"At iterate 23 f= 8.45381D-01 |proj g|= 1.75540D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"At iterate 4 f= 1.58354D+03 |proj g|= 5.48972D+02\n",
"At iterate 19 f= 2.04968D+00 |proj g|= 3.99699D-02\n",
"\n",
"At iterate 10 f= 7.55286D+01 |proj g|= 2.00047D+01\n",
"\n",
"\n",
"At iterate 11 f= 4.04272D+01 |proj g|= 8.46540D+00\n",
"At iterate 20 f= 2.02326D+00 |proj g|= 2.94118D-02\n",
"\n",
"At iterate 5 f= 8.88085D+02 |proj g|= 2.03937D+02\n",
"\n",
"At iterate 24 f= 8.38618D-01 |proj g|= 2.42926D-02\n",
"\n",
"At iterate 6 f= 5.48525D+02 |proj g|= 1.28169D+02\n",
"\n",
"At iterate 21 f= 1.97730D+00 |proj g|= 9.22843D-02\n",
"\n",
"At iterate 12 f= 2.64307D+01 |proj g|= 5.39623D+00\n",
"\n",
"At iterate 25 f= 8.32689D-01 |proj g|= 2.09679D-02\n",
"\n",
"At iterate 7 f= 3.33099D+02 |proj g|= 5.41035D+01\n",
"\n",
"At iterate 22 f= 1.91614D+00 |proj g|= 5.96410D-02\n",
"\n",
"At iterate 13 f= 1.85725D+01 |proj g|= 4.21752D+00\n",
"\n",
"At iterate 26 f= 8.26482D-01 |proj g|= 1.51958D-02\n",
"\n",
"At iterate 8 f= 2.13060D+02 |proj g|= 6.28551D+01\n",
"\n",
"At iterate 23 f= 1.80433D+00 |proj g|= 5.10997D-02\n",
"\n",
"At iterate 14 f= 1.38028D+01 |proj g|= 8.77199D-01\n",
"\n",
"At iterate 27 f= 8.14465D-01 |proj g|= 1.36018D-02\n",
"\n",
"At iterate 9 f= 1.30292D+02 |proj g|= 4.60063D+01\n",
"\n",
"At iterate 15 f= 1.28051D+01 |proj g|= 5.48489D-01\n",
"\n",
"At iterate 28 f= 8.06258D-01 |proj g|= 1.23591D-02\n",
"\n",
"At iterate 10 f= 6.64137D+01 |proj g|= 2.40187D+01\n",
"\n",
"At iterate 24 f= 1.76192D+00 |proj g|= 9.75481D-02\n",
"\n",
"At iterate 29 f= 8.04779D-01 |proj g|= 8.51888D-03\n",
"\n",
"At iterate 16 f= 1.19576D+01 |proj g|= 6.27725D-01\n",
"\n",
"At iterate 11 f= 3.07935D+01 |proj g|= 7.67380D+00\n",
"\n",
"At iterate 25 f= 1.65541D+00 |proj g|= 4.86473D-02\n",
"\n",
"At iterate 30 f= 8.01828D-01 |proj g|= 3.59981D-03\n",
"\n",
"At iterate 17 f= 1.16929D+01 |proj g|= 3.82993D-01\n",
"\n",
"At iterate 12 f= 1.56612D+01 |proj g|= 8.91712D+00\n",
"\n",
"At iterate 31 f= 8.01385D-01 |proj g|= 3.07014D-03\n",
"\n",
"At iterate 26 f= 1.62249D+00 |proj g|= 2.47702D-02\n",
"\n",
"At iterate 18 f= 1.16078D+01 |proj g|= 1.64555D-01\n",
"\n",
"At iterate 13 f= 8.74237D+00 |proj g|= 3.46836D+00\n",
"\n",
"At iterate 27 f= 1.58843D+00 |proj g|= 2.53574D-02\n",
"\n",
"At iterate 32 f= 8.00817D-01 |proj g|= 4.61051D-03\n",
"\n",
"At iterate 19 f= 1.15412D+01 |proj g|= 1.70175D-01\n",
"\n",
"At iterate 28 f= 1.55572D+00 |proj g|= 4.18517D-02\n",
"\n",
"At iterate 14 f= 5.34290D+00 |proj g|= 1.10731D+00\n",
"\n",
"At iterate 20 f= 1.14886D+01 |proj g|= 1.90200D-01\n",
"\n",
"At iterate 33 f= 8.00344D-01 |proj g|= 2.99352D-03\n",
"\n",
"At iterate 29 f= 1.53611D+00 |proj g|= 5.47084D-02\n",
"\n",
"At iterate 21 f= 1.13861D+01 |proj g|= 6.18460D-02\n",
"\n",
"At iterate 15 f= 3.52165D+00 |proj g|= 5.33337D-01\n",
"\n",
"At iterate 22 f= 1.13342D+01 |proj g|= 5.49394D-02\n",
"\n",
"At iterate 30 f= 1.52459D+00 |proj g|= 1.79957D-02\n",
"\n",
"At iterate 16 f= 2.48802D+00 |proj g|= 3.70945D-01\n",
"\n",
"At iterate 34 f= 8.00253D-01 |proj g|= 3.58112D-03\n",
"\n",
"At iterate 23 f= 1.12945D+01 |proj g|= 1.71347D-01\n",
"\n",
"At iterate 17 f= 2.01805D+00 |proj g|= 2.24136D-01\n",
"\n",
"At iterate 31 f= 1.51136D+00 |proj g|= 2.32331D-02\n",
"\n",
"At iterate 35 f= 8.00115D-01 |proj g|= 7.97254D-04\n",
"\n",
"At iterate 24 f= 1.12361D+01 |proj g|= 1.63476D-01\n",
"\n",
"At iterate 18 f= 1.80311D+00 |proj g|= 1.46845D-01\n",
"\n",
"At iterate 36 f= 8.00072D-01 |proj g|= 6.25362D-04\n",
"\n",
"At iterate 32 f= 1.48210D+00 |proj g|= 2.56552D-02\n",
"\n",
"At iterate 25 f= 1.11789D+01 |proj g|= 3.27117D-01\n",
"\n",
"At iterate 37 f= 8.00033D-01 |proj g|= 2.06738D-03\n",
"\n",
"At iterate 19 f= 1.70416D+00 |proj g|= 8.50111D-02\n",
"\n",
"At iterate 26 f= 1.11098D+01 |proj g|= 8.98081D-02\n",
"\n",
"At iterate 38 f= 8.00005D-01 |proj g|= 7.05254D-04\n",
"\n",
"At iterate 20 f= 1.66314D+00 |proj g|= 6.80202D-02\n",
"\n",
"At iterate 33 f= 1.47090D+00 |proj g|= 2.85573D-02\n",
"\n",
"At iterate 27 f= 1.10943D+01 |proj g|= 5.95219D-02\n",
"\n",
"At iterate 39 f= 7.99994D-01 |proj g|= 2.42092D-04\n",
"\n",
"At iterate 34 f= 1.45947D+00 |proj g|= 1.68649D-02\n",
"\n",
"At iterate 21 f= 1.60599D+00 |proj g|= 4.69287D-02\n",
"\n",
"\n",
"At iterate 40 f= 7.99988D-01 |proj g|= 2.09592D-04\n",
"At iterate 28 f= 1.10735D+01 |proj g|= 5.52128D-02\n",
"\n",
"At iterate 22 f= 1.52556D+00 |proj g|= 2.78392D-02\n",
"\n",
"At iterate 35 f= 1.45172D+00 |proj g|= 1.77640D-02\n",
"\n",
"At iterate 41 f= 7.99980D-01 |proj g|= 2.04808D-04\n",
"\n",
"At iterate 29 f= 1.10554D+01 |proj g|= 4.58242D-02\n",
"\n",
"At iterate 36 f= 1.44407D+00 |proj g|= 1.52969D-02\n",
"\n",
"At iterate 23 f= 1.42977D+00 |proj g|= 7.13908D-02\n",
"\n",
"At iterate 30 f= 1.10523D+01 |proj g|= 1.48310D-01\n",
"\n",
"At iterate 37 f= 1.43005D+00 |proj g|= 1.66336D-02\n",
"\n",
"At iterate 42 f= 7.99978D-01 |proj g|= 1.58853D-04\n",
"\n",
"At iterate 24 f= 1.36331D+00 |proj g|= 5.79295D-02\n",
"\n",
"At iterate 38 f= 1.41425D+00 |proj g|= 1.10208D-02\n",
"\n",
"At iterate 31 f= 1.10341D+01 |proj g|= 5.13361D-02\n",
"\n",
"At iterate 43 f= 7.99975D-01 |proj g|= 1.09506D-04\n",
"\n",
"At iterate 25 f= 1.32978D+00 |proj g|= 3.49023D-02\n",
"\n",
"At iterate 32 f= 1.10221D+01 |proj g|= 6.09928D-02\n",
"\n",
"At iterate 44 f= 7.99973D-01 |proj g|= 7.12113D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 44 48 1 0 0 7.121D-05 8.000D-01\n",
" F = 0.79997345171635936 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 26 f= 1.30231D+00 |proj g|= 2.67388D-02\n",
"\n",
"At iterate 39 f= 1.41062D+00 |proj g|= 1.14746D-02\n",
"\n",
"At iterate 33 f= 1.10032D+01 |proj g|= 9.64575D-02\n",
"\n",
"At iterate 27 f= 1.27163D+00 |proj g|= 4.31864D-02\n",
"\n",
"At iterate 40 f= 1.40690D+00 |proj g|= 5.97066D-03\n",
"\n",
"At iterate 34 f= 1.09813D+01 |proj g|= 7.70471D-02\n",
"\n",
"At iterate 28 f= 1.23411D+00 |proj g|= 3.48760D-02\n",
"\n",
"At iterate 41 f= 1.40552D+00 |proj g|= 8.05452D-03\n",
"\n",
"At iterate 29 f= 1.20104D+00 |proj g|= 2.83660D-02\n",
"\n",
"At iterate 42 f= 1.40391D+00 |proj g|= 6.87355D-03\n",
"\n",
"At iterate 35 f= 1.09749D+01 |proj g|= 2.77918D-02\n",
"\n",
"At iterate 30 f= 1.18062D+00 |proj g|= 1.08875D-01\n",
"\n",
"At iterate 43 f= 1.40252D+00 |proj g|= 4.66771D-03\n",
"\n",
"At iterate 36 f= 1.09700D+01 |proj g|= 3.16467D-02\n",
"\n",
"At iterate 31 f= 1.14234D+00 |proj g|= 1.94084D-02\n",
"\n",
"At iterate 44 f= 1.40055D+00 |proj g|= 4.64207D-03\n",
"\n",
"At iterate 37 f= 1.09651D+01 |proj g|= 1.76706D-02\n",
"\n",
"At iterate 32 f= 1.13257D+00 |proj g|= 1.78228D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 45 f= 1.39962D+00 |proj g|= 1.54114D-02\n",
"\n",
"At iterate 38 f= 1.09620D+01 |proj g|= 2.09342D-02\n",
"\n",
"At iterate 33 f= 1.10805D+00 |proj g|= 2.02363D-02\n",
"\n",
"At iterate 1 f= 7.98655D+03 |proj g|= 4.52189D+03\n",
"\n",
"\n",
"At iterate 39 f= 1.09597D+01 |proj g|= 7.42973D-02\n",
"At iterate 46 f= 1.39853D+00 |proj g|= 5.01963D-03\n",
"\n",
"At iterate 34 f= 1.08386D+00 |proj g|= 2.48922D-02\n",
"\n",
"At iterate 2 f= 6.12964D+03 |proj g|= 3.62265D+03\n",
"\n",
"At iterate 47 f= 1.39818D+00 |proj g|= 2.78536D-03\n",
"\n",
"At iterate 40 f= 1.09554D+01 |proj g|= 2.81870D-02\n",
"\n",
"At iterate 3 f= 2.38052D+03 |proj g|= 1.36560D+03\n",
"\n",
"At iterate 41 f= 1.09524D+01 |proj g|= 2.33036D-02\n",
"\n",
"At iterate 48 f= 1.39795D+00 |proj g|= 2.44325D-03\n",
"\n",
"At iterate 35 f= 1.07260D+00 |proj g|= 3.07279D-02\n",
"\n",
"At iterate 4 f= 1.46895D+03 |proj g|= 7.62121D+02\n",
"\n",
"At iterate 42 f= 1.09493D+01 |proj g|= 2.52764D-02\n",
"\n",
"At iterate 49 f= 1.39762D+00 |proj g|= 3.55561D-03\n",
"\n",
"At iterate 36 f= 1.06490D+00 |proj g|= 9.14147D-03\n",
"\n",
"At iterate 43 f= 1.09471D+01 |proj g|= 2.78519D-02\n",
"\n",
"At iterate 5 f= 8.82692D+02 |proj g|= 3.80820D+02\n",
"\n",
"At iterate 50 f= 1.39716D+00 |proj g|= 3.93849D-03\n",
"\n",
"At iterate 37 f= 1.06149D+00 |proj g|= 1.03656D-02\n",
"\n",
"\n",
"At iterate 44 f= 1.09442D+01 |proj g|= 1.92054D-02\n",
"At iterate 6 f= 5.33131D+02 |proj g|= 1.85889D+02\n",
"\n",
"At iterate 38 f= 1.05897D+00 |proj g|= 2.50931D-03\n",
"\n",
"At iterate 51 f= 1.39684D+00 |proj g|= 4.28509D-03\n",
"\n",
"At iterate 7 f= 2.93348D+02 |proj g|= 6.04799D+01\n",
"\n",
"At iterate 45 f= 1.09417D+01 |proj g|= 1.18143D-02\n",
"\n",
"At iterate 39 f= 1.05781D+00 |proj g|= 3.24826D-03\n",
"\n",
"At iterate 52 f= 1.39664D+00 |proj g|= 1.58964D-03\n",
"\n",
"At iterate 8 f= 1.64741D+02 |proj g|= 2.89827D+01\n",
"\n",
"At iterate 46 f= 1.09368D+01 |proj g|= 9.35784D-03\n",
"\n",
"At iterate 40 f= 1.05592D+00 |proj g|= 5.77216D-03\n",
"\n",
"At iterate 53 f= 1.39653D+00 |proj g|= 1.52397D-03\n",
"\n",
"At iterate 9 f= 7.23612D+01 |proj g|= 3.27224D+01\n",
"\n",
"At iterate 47 f= 1.09359D+01 |proj g|= 4.81943D-02\n",
"\n",
"At iterate 54 f= 1.39647D+00 |proj g|= 2.51671D-03\n",
"\n",
"At iterate 10 f= 4.62851D+01 |proj g|= 2.19738D+01\n",
"\n",
"At iterate 41 f= 1.05514D+00 |proj g|= 5.70660D-03\n",
"\n",
"\n",
"At iterate 48 f= 1.09344D+01 |proj g|= 4.04021D-02\n",
"At iterate 55 f= 1.39637D+00 |proj g|= 2.52044D-03\n",
"\n",
"At iterate 11 f= 2.33346D+01 |proj g|= 1.18053D+01\n",
"\n",
"At iterate 42 f= 1.05406D+00 |proj g|= 3.06432D-03\n",
"\n",
"\n",
"At iterate 12 f= 1.23647D+01 |proj g|= 2.77152D+00\n",
"At iterate 49 f= 1.09312D+01 |proj g|= 1.08908D-02\n",
"\n",
"At iterate 56 f= 1.39629D+00 |proj g|= 2.16517D-03\n",
"\n",
"At iterate 43 f= 1.05337D+00 |proj g|= 1.62678D-03\n",
"\n",
"At iterate 50 f= 1.09300D+01 |proj g|= 1.36587D-02\n",
"\n",
"At iterate 13 f= 7.15210D+00 |proj g|= 2.46548D+00\n",
"\n",
"At iterate 57 f= 1.39626D+00 |proj g|= 1.33613D-03\n",
"\n",
"At iterate 44 f= 1.05306D+00 |proj g|= 2.00959D-03\n",
"\n",
"At iterate 51 f= 1.09287D+01 |proj g|= 5.94246D-03\n",
"\n",
"At iterate 58 f= 1.39621D+00 |proj g|= 6.74323D-04\n",
"\n",
"At iterate 45 f= 1.05285D+00 |proj g|= 1.30912D-03\n",
"\n",
"At iterate 14 f= 5.82282D+00 |proj g|= 2.59244D+00\n",
"\n",
"At iterate 46 f= 1.05271D+00 |proj g|= 3.72215D-03\n",
"\n",
"\n",
"At iterate 15 f= 3.69217D+00 |proj g|= 9.48052D-01\n",
"At iterate 52 f= 1.09282D+01 |proj g|= 2.33833D-02\n",
"\n",
"At iterate 59 f= 1.39619D+00 |proj g|= 1.68827D-03\n",
"\n",
"At iterate 47 f= 1.05259D+00 |proj g|= 2.26139D-03\n",
"\n",
"At iterate 16 f= 2.95038D+00 |proj g|= 5.03364D-01\n",
"\n",
"At iterate 53 f= 1.09276D+01 |proj g|= 6.70482D-03\n",
"\n",
"At iterate 60 f= 1.39617D+00 |proj g|= 8.92173D-04\n",
"\n",
"At iterate 48 f= 1.05253D+00 |proj g|= 1.52637D-03\n",
"\n",
"At iterate 61 f= 1.39615D+00 |proj g|= 7.45499D-04\n",
"\n",
"At iterate 17 f= 2.52683D+00 |proj g|= 2.40035D-01\n",
"\n",
"At iterate 49 f= 1.05249D+00 |proj g|= 7.29739D-04\n",
"\n",
"At iterate 54 f= 1.09271D+01 |proj g|= 9.81938D-03\n",
"\n",
"At iterate 62 f= 1.39614D+00 |proj g|= 5.87612D-04\n",
"\n",
"At iterate 50 f= 1.05246D+00 |proj g|= 4.90050D-04\n",
"\n",
"At iterate 18 f= 2.36828D+00 |proj g|= 1.32620D-01\n",
"\n",
"At iterate 55 f= 1.09267D+01 |proj g|= 1.60396D-02\n",
"\n",
"At iterate 63 f= 1.39613D+00 |proj g|= 1.39337D-03\n",
"\n",
"At iterate 51 f= 1.05244D+00 |proj g|= 5.61490D-04\n",
"\n",
"At iterate 56 f= 1.09263D+01 |proj g|= 7.79799D-03\n",
"\n",
"At iterate 19 f= 2.29998D+00 |proj g|= 6.94378D-02\n",
"\n",
"At iterate 64 f= 1.39611D+00 |proj g|= 6.71905D-04\n",
"\n",
"At iterate 52 f= 1.05242D+00 |proj g|= 5.65153D-04\n",
"\n",
"At iterate 57 f= 1.09260D+01 |proj g|= 7.38202D-03\n",
"\n",
"At iterate 20 f= 2.23308D+00 |proj g|= 4.81384D-02\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"At iterate 65 f= 1.39611D+00 |proj g|= 4.27345D-04\n",
"\n",
"At iterate 53 f= 1.05241D+00 |proj g|= 4.23111D-04\n",
"\n",
"At iterate 21 f= 2.19986D+00 |proj g|= 3.77828D-02\n",
"\n",
"At iterate 58 f= 1.09257D+01 |proj g|= 7.07335D-03\n",
"\n",
"At iterate 66 f= 1.39610D+00 |proj g|= 6.34355D-04\n",
"\n",
"At iterate 54 f= 1.05240D+00 |proj g|= 2.23586D-04\n",
"\n",
"At iterate 22 f= 2.14527D+00 |proj g|= 6.05227D-02\n",
"\n",
"At iterate 59 f= 1.09253D+01 |proj g|= 1.87224D-02\n",
"\n",
"At iterate 67 f= 1.39610D+00 |proj g|= 3.71979D-04\n",
"\n",
"At iterate 55 f= 1.05239D+00 |proj g|= 3.04283D-04\n",
"\n",
"At iterate 60 f= 1.09250D+01 |proj g|= 6.50529D-03\n",
"\n",
"At iterate 68 f= 1.39610D+00 |proj g|= 4.16373D-04\n",
"\n",
"At iterate 23 f= 2.12576D+00 |proj g|= 3.54380D-02\n",
"\n",
"At iterate 56 f= 1.05238D+00 |proj g|= 2.86994D-04\n",
"\n",
"At iterate 61 f= 1.09248D+01 |proj g|= 6.20057D-03\n",
"\n",
"At iterate 57 f= 1.05238D+00 |proj g|= 2.19787D-04\n",
"\n",
"At iterate 69 f= 1.39609D+00 |proj g|= 5.77385D-04\n",
"\n",
"At iterate 24 f= 2.10196D+00 |proj g|= 4.43798D-02\n",
"\n",
"At iterate 62 f= 1.09245D+01 |proj g|= 6.25494D-03\n",
"\n",
"At iterate 58 f= 1.05238D+00 |proj g|= 2.20000D-04\n",
"\n",
"At iterate 25 f= 2.07940D+00 |proj g|= 1.08085D-01\n",
"\n",
"At iterate 63 f= 1.09241D+01 |proj g|= 7.52996D-03\n",
"\n",
"At iterate 59 f= 1.05238D+00 |proj g|= 1.65025D-04\n",
"\n",
"At iterate 70 f= 1.39609D+00 |proj g|= 1.38461D-04\n",
"\n",
"At iterate 26 f= 2.05230D+00 |proj g|= 2.43530D-02\n",
"\n",
"At iterate 64 f= 1.09236D+01 |proj g|= 1.35628D-02\n",
"\n",
"At iterate 71 f= 1.39609D+00 |proj g|= 2.26287D-04\n",
"\n",
"At iterate 27 f= 2.04251D+00 |proj g|= 2.55127D-02\n",
"\n",
"At iterate 65 f= 1.09235D+01 |proj g|= 2.64947D-02\n",
"\n",
"At iterate 60 f= 1.05238D+00 |proj g|= 4.20137D-04\n",
"\n",
"At iterate 72 f= 1.39609D+00 |proj g|= 3.79933D-04\n",
"\n",
"At iterate 28 f= 2.02779D+00 |proj g|= 3.21411D-02\n",
"\n",
"At iterate 66 f= 1.09231D+01 |proj g|= 3.57803D-03\n",
"\n",
"At iterate 61 f= 1.05238D+00 |proj g|= 1.47646D-04\n",
"\n",
"At iterate 73 f= 1.39609D+00 |proj g|= 3.90795D-04\n",
"\n",
"At iterate 29 f= 1.99214D+00 |proj g|= 5.13949D-02\n",
"\n",
"At iterate 67 f= 1.09230D+01 |proj g|= 3.51977D-03\n",
"\n",
"At iterate 62 f= 1.05238D+00 |proj g|= 8.04323D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 62 67 1 0 0 8.043D-05 1.052D+00\n",
" F = 1.0523750509900400 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 74 f= 1.39609D+00 |proj g|= 4.79647D-04\n",
"\n",
"At iterate 30 f= 1.98271D+00 |proj g|= 3.65561D-02\n",
"\n",
"At iterate 68 f= 1.09229D+01 |proj g|= 2.55801D-03\n",
"\n",
"At iterate 31 f= 1.96669D+00 |proj g|= 1.47969D-02\n",
"\n",
"At iterate 32 f= 1.96110D+00 |proj g|= 1.07078D-02\n",
"\n",
"At iterate 69 f= 1.09227D+01 |proj g|= 1.36790D-02\n",
"\n",
"At iterate 75 f= 1.39609D+00 |proj g|= 1.74981D-04\n",
"\n",
"At iterate 33 f= 1.95425D+00 |proj g|= 1.26836D-02\n",
"\n",
"At iterate 70 f= 1.09226D+01 |proj g|= 3.14767D-03\n",
"\n",
"At iterate 76 f= 1.39609D+00 |proj g|= 1.46808D-04\n",
"\n",
"At iterate 34 f= 1.94527D+00 |proj g|= 1.67959D-02\n",
"\n",
"At iterate 71 f= 1.09226D+01 |proj g|= 2.29755D-03\n",
"\n",
"At iterate 77 f= 1.39609D+00 |proj g|= 1.46710D-04\n",
"\n",
"At iterate 72 f= 1.09225D+01 |proj g|= 3.52927D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.91336D+03\n",
"\n",
"At iterate 78 f= 1.39609D+00 |proj g|= 9.46250D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 78 85 1 0 0 9.462D-05 1.396D+00\n",
" F = 1.3960856731206799 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 35 f= 1.94174D+00 |proj g|= 2.03859D-02\n",
"\n",
"At iterate 1 f= 8.11015D+03 |proj g|= 2.76036D+03\n",
"\n",
"At iterate 73 f= 1.09224D+01 |proj g|= 3.22275D-03\n",
"\n",
"At iterate 36 f= 1.93618D+00 |proj g|= 1.03936D-02\n",
"\n",
"At iterate 2 f= 4.47280D+03 |proj g|= 1.64850D+03\n",
"\n",
"At iterate 74 f= 1.09223D+01 |proj g|= 5.68885D-03\n",
"\n",
"At iterate 37 f= 1.93285D+00 |proj g|= 9.76381D-03\n",
"\n",
"At iterate 3 f= 2.24429D+03 |proj g|= 8.45586D+02\n",
"\n",
"At iterate 75 f= 1.09223D+01 |proj g|= 2.99739D-03\n",
"\n",
"At iterate 38 f= 1.92912D+00 |proj g|= 1.11155D-02\n",
"\n",
"At iterate 4 f= 1.18979D+03 |proj g|= 3.81714D+02\n",
"\n",
"At iterate 39 f= 1.92636D+00 |proj g|= 4.06243D-02\n",
"\n",
"At iterate 76 f= 1.09222D+01 |proj g|= 7.71680D-04\n",
"\n",
"At iterate 5 f= 5.83419D+02 |proj g|= 1.82823D+02\n",
"\n",
"At iterate 40 f= 1.92252D+00 |proj g|= 1.06278D-02\n",
"\n",
"At iterate 77 f= 1.09222D+01 |proj g|= 1.17015D-03\n",
"\n",
"At iterate 6 f= 2.79365D+02 |proj g|= 7.03014D+01\n",
"\n",
"At iterate 41 f= 1.92070D+00 |proj g|= 9.92649D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"At iterate 78 f= 1.09222D+01 |proj g|= 2.10117D-03\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 7 f= 1.33415D+02 |proj g|= 6.50092D+01\n",
"\n",
"\n",
"At iterate 1 f= 7.67034D+03 |proj g|= 4.07272D+03\n",
"At iterate 79 f= 1.09222D+01 |proj g|= 1.36302D-03\n",
"\n",
"At iterate 42 f= 1.91980D+00 |proj g|= 7.84359D-03\n",
"\n",
"At iterate 8 f= 6.07825D+01 |proj g|= 1.94836D+01\n",
"\n",
"At iterate 43 f= 1.91749D+00 |proj g|= 8.07666D-03\n",
"\n",
"At iterate 80 f= 1.09221D+01 |proj g|= 1.25840D-03\n",
"\n",
"At iterate 2 f= 5.49848D+03 |proj g|= 3.14658D+03\n",
"\n",
"At iterate 9 f= 3.67262D+01 |proj g|= 1.07048D+01\n",
"\n",
"At iterate 3 f= 1.94763D+03 |proj g|= 1.23136D+03\n",
"\n",
"At iterate 10 f= 1.99552D+01 |proj g|= 5.00896D+00\n",
"\n",
"At iterate 44 f= 1.91630D+00 |proj g|= 1.20009D-02\n",
"\n",
"At iterate 81 f= 1.09221D+01 |proj g|= 1.68305D-03\n",
"\n",
"At iterate 4 f= 9.91588D+02 |proj g|= 6.47760D+02\n",
"\n",
"At iterate 11 f= 1.25332D+01 |proj g|= 2.50702D+00\n",
"\n",
"At iterate 45 f= 1.91404D+00 |proj g|= 7.73972D-03\n",
"\n",
"At iterate 82 f= 1.09221D+01 |proj g|= 8.55502D-04\n",
"\n",
"At iterate 5 f= 4.69912D+02 |proj g|= 3.05100D+02\n",
"\n",
"At iterate 12 f= 8.60080D+00 |proj g|= 1.19639D+00\n",
"\n",
"\n",
"At iterate 46 f= 1.91211D+00 |proj g|= 3.91970D-03\n",
"At iterate 83 f= 1.09221D+01 |proj g|= 7.62240D-04\n",
"\n",
"At iterate 6 f= 2.34127D+02 |proj g|= 1.50960D+02\n",
"\n",
"At iterate 13 f= 6.75516D+00 |proj g|= 6.21730D-01\n",
"\n",
"At iterate 47 f= 1.91105D+00 |proj g|= 8.33345D-03\n",
"\n",
"At iterate 84 f= 1.09221D+01 |proj g|= 9.15906D-04\n",
"\n",
"At iterate 7 f= 1.16196D+02 |proj g|= 7.24436D+01\n",
"\n",
"At iterate 14 f= 6.12864D+00 |proj g|= 3.29952D-01\n",
"\n",
"At iterate 48 f= 1.91023D+00 |proj g|= 5.91985D-03\n",
"\n",
"At iterate 85 f= 1.09221D+01 |proj g|= 1.77973D-03\n",
"\n",
"At iterate 8 f= 5.82854D+01 |proj g|= 3.59797D+01\n",
"\n",
"At iterate 15 f= 5.78587D+00 |proj g|= 9.99577D-02\n",
"\n",
"At iterate 49 f= 1.90957D+00 |proj g|= 4.50604D-03\n",
"\n",
"At iterate 16 f= 5.70291D+00 |proj g|= 8.93319D-02\n",
"\n",
"At iterate 86 f= 1.09221D+01 |proj g|= 1.07433D-03\n",
"\n",
"At iterate 9 f= 2.92975D+01 |proj g|= 1.71694D+01\n",
"\n",
"At iterate 50 f= 1.90904D+00 |proj g|= 1.89160D-03\n",
"\n",
"At iterate 10 f= 1.48267D+01 |proj g|= 8.82468D+00\n",
"\n",
"At iterate 87 f= 1.09221D+01 |proj g|= 1.79819D-03\n",
"\n",
"At iterate 17 f= 5.69318D+00 |proj g|= 8.87074D-02\n",
"\n",
"At iterate 51 f= 1.90894D+00 |proj g|= 3.57200D-03\n",
"\n",
"At iterate 11 f= 7.59277D+00 |proj g|= 3.95059D+00\n",
"\n",
"At iterate 88 f= 1.09221D+01 |proj g|= 4.57473D-04\n",
"\n",
"At iterate 18 f= 5.68181D+00 |proj g|= 2.92216D-02\n",
"\n",
"At iterate 52 f= 1.90881D+00 |proj g|= 6.14402D-03\n",
"\n",
"At iterate 12 f= 4.00941D+00 |proj g|= 2.67379D+00\n",
"\n",
"At iterate 89 f= 1.09221D+01 |proj g|= 7.97703D-04\n",
"\n",
"At iterate 53 f= 1.90866D+00 |proj g|= 3.40380D-03\n",
"\n",
"At iterate 19 f= 5.67825D+00 |proj g|= 1.10052D-02\n",
"\n",
"At iterate 13 f= 2.14781D+00 |proj g|= 7.74381D-01\n",
"\n",
"At iterate 90 f= 1.09221D+01 |proj g|= 6.60642D-04\n",
"\n",
"At iterate 54 f= 1.90841D+00 |proj g|= 2.39071D-03\n",
"\n",
"At iterate 20 f= 5.67586D+00 |proj g|= 1.02172D-02\n",
"\n",
"At iterate 14 f= 1.31400D+00 |proj g|= 3.15136D-01\n",
"\n",
"At iterate 91 f= 1.09221D+01 |proj g|= 1.54800D-03\n",
"\n",
"At iterate 55 f= 1.90825D+00 |proj g|= 2.96248D-03\n",
"\n",
"At iterate 21 f= 5.67269D+00 |proj g|= 1.02048D-02\n",
"\n",
"At iterate 15 f= 1.00787D+00 |proj g|= 2.05603D-01\n",
"\n",
"At iterate 22 f= 5.66921D+00 |proj g|= 1.18130D-02\n",
"\n",
"At iterate 16 f= 8.36510D-01 |proj g|= 1.15214D-01\n",
"\n",
"At iterate 92 f= 1.09221D+01 |proj g|= 6.16346D-04\n",
"\n",
"At iterate 56 f= 1.90815D+00 |proj g|= 1.99974D-03\n",
"\n",
"At iterate 17 f= 7.71767D-01 |proj g|= 6.87327D-02\n",
"\n",
"At iterate 57 f= 1.90802D+00 |proj g|= 1.23379D-03\n",
"\n",
"At iterate 93 f= 1.09221D+01 |proj g|= 4.12932D-04\n",
"\n",
"At iterate 23 f= 5.66668D+00 |proj g|= 1.43126D-02\n",
"\n",
"At iterate 94 f= 1.09221D+01 |proj g|= 2.57519D-04\n",
"\n",
"At iterate 18 f= 7.39834D-01 |proj g|= 4.24239D-02\n",
"\n",
"At iterate 58 f= 1.90794D+00 |proj g|= 1.10136D-03\n",
"\n",
"At iterate 24 f= 5.66352D+00 |proj g|= 1.22254D-02\n",
"\n",
"At iterate 95 f= 1.09221D+01 |proj g|= 5.43410D-04\n",
"\n",
"At iterate 19 f= 7.17797D-01 |proj g|= 2.86887D-02\n",
"\n",
"At iterate 25 f= 5.66250D+00 |proj g|= 1.07292D-02\n",
"\n",
"At iterate 59 f= 1.90787D+00 |proj g|= 1.10697D-03\n",
"\n",
"At iterate 96 f= 1.09220D+01 |proj g|= 3.12178D-04\n",
"\n",
"At iterate 20 f= 7.05654D-01 |proj g|= 1.17250D-02\n",
"\n",
"At iterate 60 f= 1.90780D+00 |proj g|= 1.21398D-03\n",
"\n",
"At iterate 26 f= 5.66123D+00 |proj g|= 3.53378D-03\n",
"\n",
"\n",
"At iterate 97 f= 1.09220D+01 |proj g|= 3.88212D-04\n",
"At iterate 21 f= 6.99487D-01 |proj g|= 1.53742D-02\n",
"\n",
"At iterate 27 f= 5.66063D+00 |proj g|= 2.40777D-03\n",
"\n",
"At iterate 61 f= 1.90771D+00 |proj g|= 1.78639D-03\n",
"\n",
"At iterate 22 f= 6.97849D-01 |proj g|= 1.21249D-02\n",
"\n",
"At iterate 28 f= 5.66015D+00 |proj g|= 6.38870D-03\n",
"\n",
"At iterate 98 f= 1.09220D+01 |proj g|= 6.52931D-04\n",
"\n",
"At iterate 23 f= 6.96931D-01 |proj g|= 5.99034D-03\n",
"\n",
"At iterate 62 f= 1.90768D+00 |proj g|= 6.93197D-04\n",
"\n",
"\n",
"At iterate 99 f= 1.09220D+01 |proj g|= 3.93096D-04\n",
"At iterate 24 f= 6.96517D-01 |proj g|= 1.24465D-03\n",
"\n",
"At iterate 29 f= 5.65993D+00 |proj g|= 8.17711D-03\n",
"\n",
"At iterate 63 f= 1.90767D+00 |proj g|= 3.22047D-04\n",
"\n",
"At iterate 100 f= 1.09220D+01 |proj g|= 1.58328D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 107 1 0 0 1.583D-04 1.092D+01\n",
" F = 10.922043348446213 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 25 f= 6.96478D-01 |proj g|= 1.24475D-03\n",
"\n",
"At iterate 64 f= 1.90766D+00 |proj g|= 4.39500D-04\n",
"\n",
"At iterate 30 f= 5.65968D+00 |proj g|= 2.70618D-03\n",
"\n",
"At iterate 26 f= 6.96407D-01 |proj g|= 7.43407D-04\n",
"\n",
"At iterate 31 f= 5.65955D+00 |proj g|= 1.69298D-03\n",
"\n",
"At iterate 27 f= 6.96376D-01 |proj g|= 2.98668D-04\n",
"\n",
"At iterate 65 f= 1.90766D+00 |proj g|= 7.36393D-04\n",
"\n",
"At iterate 32 f= 5.65946D+00 |proj g|= 1.74485D-03\n",
"\n",
"At iterate 28 f= 6.96365D-01 |proj g|= 2.31664D-04\n",
"\n",
"At iterate 66 f= 1.90765D+00 |proj g|= 5.75596D-04\n",
"\n",
"At iterate 33 f= 5.65933D+00 |proj g|= 8.71317D-04\n",
"\n",
"At iterate 29 f= 6.96361D-01 |proj g|= 1.93723D-04\n",
"\n",
"At iterate 67 f= 1.90765D+00 |proj g|= 7.32150D-04\n",
"\n",
"At iterate 30 f= 6.96359D-01 |proj g|= 6.57625D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 30 31 1 0 0 6.576D-05 6.964D-01\n",
" F = 0.69635872794513221 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 34 f= 5.65930D+00 |proj g|= 2.72897D-03\n",
"\n",
"At iterate 68 f= 1.90764D+00 |proj g|= 2.62354D-04\n",
"\n",
"At iterate 35 f= 5.65925D+00 |proj g|= 7.81889D-04\n",
"\n",
"At iterate 69 f= 1.90764D+00 |proj g|= 2.10293D-04\n",
"\n",
"At iterate 36 f= 5.65924D+00 |proj g|= 5.00070D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 5.05350D+03\n",
"\n",
"At iterate 70 f= 1.90764D+00 |proj g|= 1.24604D-04\n",
"\n",
"At iterate 37 f= 5.65922D+00 |proj g|= 4.30810D-04\n",
"\n",
"At iterate 1 f= 7.67343D+03 |proj g|= 4.05545D+03\n",
"\n",
"At iterate 71 f= 1.90764D+00 |proj g|= 1.91928D-04\n",
"\n",
"At iterate 38 f= 5.65921D+00 |proj g|= 6.64473D-04\n",
"\n",
"At iterate 72 f= 1.90763D+00 |proj g|= 4.33249D-04\n",
"\n",
"At iterate 2 f= 5.56982D+03 |proj g|= 3.15195D+03\n",
"\n",
"At iterate 73 f= 1.90763D+00 |proj g|= 1.15585D-04\n",
"\n",
"At iterate 3 f= 2.02179D+03 |proj g|= 1.26750D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 39 f= 5.65920D+00 |proj g|= 6.44568D-04\n",
"\n",
"At iterate 74 f= 1.90763D+00 |proj g|= 7.76673D-05\n",
"\n",
"At iterate 4 f= 1.02004D+03 |proj g|= 6.58450D+02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 74 82 1 0 0 7.767D-05 1.908D+00\n",
" F = 1.9076317022285625 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 1 f= 8.59208D+03 |proj g|= 4.67751D+03\n",
"\n",
"At iterate 40 f= 5.65920D+00 |proj g|= 3.79740D-04\n",
"\n",
"At iterate 5 f= 4.78567D+02 |proj g|= 3.06155D+02\n",
"\n",
"At iterate 2 f= 6.80277D+03 |proj g|= 3.85352D+03\n",
"\n",
"At iterate 41 f= 5.65920D+00 |proj g|= 1.21977D-03\n",
"\n",
"At iterate 3 f= 2.29258D+03 |proj g|= 1.31936D+03\n",
"\n",
"At iterate 6 f= 2.38613D+02 |proj g|= 1.50061D+02\n",
"\n",
"At iterate 42 f= 5.65919D+00 |proj g|= 2.52761D-04\n",
"\n",
"At iterate 7 f= 1.18512D+02 |proj g|= 7.18931D+01\n",
"\n",
"At iterate 4 f= 1.33030D+03 |proj g|= 7.00378D+02\n",
"\n",
"At iterate 43 f= 5.65919D+00 |proj g|= 3.00502D-04\n",
"\n",
"At iterate 8 f= 5.94919D+01 |proj g|= 3.54439D+01\n",
"\n",
"At iterate 5 f= 7.49473D+02 |proj g|= 3.11174D+02\n",
"\n",
"At iterate 44 f= 5.65919D+00 |proj g|= 5.39045D-04\n",
"\n",
"At iterate 9 f= 2.99177D+01 |proj g|= 1.68917D+01\n",
"\n",
"At iterate 6 f= 4.56813D+02 |proj g|= 1.48435D+02\n",
"\n",
"At iterate 45 f= 5.65919D+00 |proj g|= 3.24388D-04\n",
"\n",
"At iterate 10 f= 1.51472D+01 |proj g|= 8.67922D+00\n",
"\n",
"At iterate 7 f= 2.80838D+02 |proj g|= 5.56707D+01\n",
"\n",
"At iterate 46 f= 5.65919D+00 |proj g|= 8.06689D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 46 52 1 0 0 8.067D-05 5.659D+00\n",
" F = 5.6591877040180885 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 11 f= 7.75993D+00 |proj g|= 3.78773D+00\n",
"\n",
"At iterate 8 f= 1.53638D+02 |proj g|= 4.53348D+01\n",
"\n",
"At iterate 12 f= 4.11473D+00 |proj g|= 2.81268D+00\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 9 f= 1.02565D+02 |proj g|= 2.88814D+01\n",
"\n",
"At iterate 1 f= 8.51983D+03 |proj g|= 5.00674D+03\n",
"\n",
"At iterate 13 f= 2.08442D+00 |proj g|= 7.47879D-01\n",
"\n",
"At iterate 10 f= 5.21739D+01 |proj g|= 1.35575D+01\n",
"\n",
"At iterate 2 f= 6.77526D+03 |proj g|= 4.15121D+03\n",
"\n",
"At iterate 14 f= 1.36300D+00 |proj g|= 2.67259D-01\n",
"\n",
"At iterate 11 f= 3.01110D+01 |proj g|= 1.07213D+01\n",
"\n",
"At iterate 3 f= 2.24225D+03 |proj g|= 1.12152D+03\n",
"\n",
"At iterate 15 f= 1.03573D+00 |proj g|= 1.81597D-01\n",
"\n",
"At iterate 12 f= 2.02313D+01 |proj g|= 1.22864D+01\n",
"\n",
"At iterate 4 f= 1.34335D+03 |proj g|= 5.96858D+02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"\n",
"At iterate 16 f= 8.70333D-01 |proj g|= 1.07166D-01\n",
"\n",
"At iterate 13 f= 8.11133D+00 |proj g|= 2.38236D+00\n",
"\n",
"At iterate 5 f= 7.13688D+02 |proj g|= 2.98997D+02\n",
"\n",
"At iterate 1 f= 8.15084D+03 |proj g|= 4.23207D+03\n",
"\n",
"At iterate 17 f= 8.05621D-01 |proj g|= 6.56901D-02\n",
"\n",
"At iterate 14 f= 5.71688D+00 |proj g|= 1.02088D+00\n",
"\n",
"At iterate 6 f= 4.17834D+02 |proj g|= 1.18822D+02\n",
"\n",
"At iterate 2 f= 6.07184D+03 |proj g|= 3.30621D+03\n",
"\n",
"At iterate 18 f= 7.73100D-01 |proj g|= 4.21438D-02\n",
"\n",
"At iterate 15 f= 3.60896D+00 |proj g|= 5.97385D-01\n",
"\n",
"At iterate 7 f= 2.60013D+02 |proj g|= 7.91921D+01\n",
"\n",
"At iterate 3 f= 2.32693D+03 |proj g|= 1.27641D+03\n",
"\n",
"At iterate 19 f= 7.48397D-01 |proj g|= 2.92368D-02\n",
"\n",
"At iterate 8 f= 1.44476D+02 |proj g|= 4.14491D+01\n",
"\n",
"At iterate 4 f= 1.38215D+03 |proj g|= 7.10066D+02\n",
"\n",
"At iterate 20 f= 7.35483D-01 |proj g|= 2.33458D-02\n",
"\n",
"\n",
"At iterate 9 f= 9.57057D+01 |proj g|= 2.93198D+01\n",
"At iterate 16 f= 3.22057D+00 |proj g|= 6.03549D-01\n",
"\n",
"At iterate 5 f= 8.13914D+02 |proj g|= 3.66966D+02\n",
"\n",
"At iterate 21 f= 7.26797D-01 |proj g|= 1.77798D-02\n",
"\n",
"At iterate 10 f= 4.67866D+01 |proj g|= 9.97142D+00\n",
"\n",
"At iterate 17 f= 2.47497D+00 |proj g|= 3.96195D-01\n",
"\n",
"At iterate 6 f= 4.69766D+02 |proj g|= 1.93193D+02\n",
"\n",
"At iterate 18 f= 2.16916D+00 |proj g|= 2.77500D-01\n",
"\n",
"At iterate 22 f= 7.25259D-01 |proj g|= 1.61452D-02\n",
"\n",
"At iterate 7 f= 2.38131D+02 |proj g|= 6.54877D+01\n",
"\n",
"At iterate 11 f= 2.50323D+01 |proj g|= 5.34594D+00\n",
"\n",
"At iterate 19 f= 1.99758D+00 |proj g|= 8.56542D-02\n",
"\n",
"At iterate 8 f= 1.33156D+02 |proj g|= 3.39747D+01\n",
"\n",
"At iterate 12 f= 1.83560D+01 |proj g|= 7.63113D+00\n",
"\n",
"At iterate 23 f= 7.23849D-01 |proj g|= 8.51559D-03\n",
"\n",
"At iterate 20 f= 1.95397D+00 |proj g|= 5.72718D-02\n",
"\n",
"At iterate 9 f= 8.20189D+01 |proj g|= 4.48909D+01\n",
"\n",
"At iterate 24 f= 7.23275D-01 |proj g|= 1.32830D-03\n",
"\n",
"At iterate 13 f= 7.22047D+00 |proj g|= 1.59185D+00\n",
"\n",
"\n",
"At iterate 21 f= 1.91942D+00 |proj g|= 6.59574D-02\n",
"At iterate 10 f= 3.49603D+01 |proj g|= 1.33612D+01\n",
"\n",
"At iterate 25 f= 7.23245D-01 |proj g|= 1.12836D-03\n",
"\n",
"At iterate 14 f= 4.82390D+00 |proj g|= 1.82389D+00\n",
"\n",
"At iterate 11 f= 2.29433D+01 |proj g|= 8.50845D+00\n",
"\n",
"At iterate 22 f= 1.85404D+00 |proj g|= 9.12084D-02\n",
"\n",
"At iterate 26 f= 7.23172D-01 |proj g|= 3.23817D-04\n",
"\n",
"At iterate 15 f= 2.89287D+00 |proj g|= 4.11002D-01\n",
"\n",
"At iterate 12 f= 1.15947D+01 |proj g|= 1.60715D+00\n",
"\n",
"At iterate 23 f= 1.74786D+00 |proj g|= 4.19446D-02\n",
"\n",
"At iterate 27 f= 7.23160D-01 |proj g|= 5.55539D-04\n",
"\n",
"At iterate 16 f= 2.07279D+00 |proj g|= 5.23602D-01\n",
"\n",
"At iterate 13 f= 6.01565D+00 |proj g|= 1.12616D+00\n",
"\n",
"At iterate 28 f= 7.23146D-01 |proj g|= 1.74655D-04\n",
"\n",
"At iterate 17 f= 1.72861D+00 |proj g|= 2.23981D-01\n",
"\n",
"\n",
"At iterate 24 f= 1.70684D+00 |proj g|= 1.15201D-01\n",
"At iterate 14 f= 3.85701D+00 |proj g|= 7.20366D-01\n",
"\n",
"At iterate 29 f= 7.23142D-01 |proj g|= 1.00588D-04\n",
"\n",
"At iterate 18 f= 1.59241D+00 |proj g|= 1.26194D-01\n",
"\n",
"At iterate 25 f= 1.66456D+00 |proj g|= 6.92666D-02\n",
"\n",
"At iterate 15 f= 2.60950D+00 |proj g|= 2.08207D-01\n",
"\n",
"At iterate 30 f= 7.23139D-01 |proj g|= 1.00126D-04\n",
"\n",
"At iterate 19 f= 1.52144D+00 |proj g|= 5.70730D-02\n",
"\n",
"At iterate 26 f= 1.60601D+00 |proj g|= 3.61397D-02\n",
"\n",
"At iterate 16 f= 2.34827D+00 |proj g|= 1.60602D-01\n",
"\n",
"At iterate 31 f= 7.23138D-01 |proj g|= 5.40105D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 31 32 1 0 0 5.401D-05 7.231D-01\n",
" F = 0.72313758060581412 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 20 f= 1.47695D+00 |proj g|= 3.33650D-02\n",
"\n",
"At iterate 27 f= 1.54815D+00 |proj g|= 6.63607D-02\n",
"\n",
"At iterate 17 f= 2.17820D+00 |proj g|= 1.15973D-01\n",
"\n",
"At iterate 28 f= 1.53024D+00 |proj g|= 3.42386D-02\n",
"\n",
"At iterate 18 f= 2.10761D+00 |proj g|= 1.13074D-01\n",
"\n",
"At iterate 21 f= 1.44473D+00 |proj g|= 6.84011D-02\n",
"\n",
"At iterate 29 f= 1.51997D+00 |proj g|= 2.64297D-02\n",
"\n",
"At iterate 19 f= 2.05768D+00 |proj g|= 1.15875D-01\n",
"\n",
"At iterate 22 f= 1.38877D+00 |proj g|= 6.17453D-02\n",
"\n",
"At iterate 30 f= 1.49624D+00 |proj g|= 2.96262D-02\n",
"\n",
"At iterate 20 f= 1.98252D+00 |proj g|= 7.94269D-02\n",
"\n",
"At iterate 23 f= 1.28018D+00 |proj g|= 3.54935D-02\n",
"\n",
"At iterate 31 f= 1.47581D+00 |proj g|= 4.02958D-02\n",
"\n",
"At iterate 21 f= 1.96742D+00 |proj g|= 4.07908D-02\n",
"\n",
"At iterate 32 f= 1.45234D+00 |proj g|= 2.78723D-02\n",
"\n",
"At iterate 22 f= 1.94148D+00 |proj g|= 5.30008D-02\n",
"\n",
"At iterate 24 f= 1.24310D+00 |proj g|= 2.38876D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 2.67252D+03\n",
"\n",
"At iterate 23 f= 1.92624D+00 |proj g|= 6.07130D-02\n",
"\n",
"At iterate 25 f= 1.22389D+00 |proj g|= 4.71039D-02\n",
"\n",
"At iterate 33 f= 1.43735D+00 |proj g|= 3.06052D-02\n",
"\n",
"At iterate 1 f= 9.68816D+03 |proj g|= 1.18923D+03\n",
"\n",
"At iterate 24 f= 1.89383D+00 |proj g|= 2.94673D-02\n",
"\n",
"At iterate 26 f= 1.20799D+00 |proj g|= 2.57964D-02\n",
"\n",
"At iterate 34 f= 1.42120D+00 |proj g|= 1.57852D-02\n",
"\n",
"At iterate 2 f= 5.64223D+03 |proj g|= 6.64412D+02\n",
"\n",
"At iterate 25 f= 1.87875D+00 |proj g|= 1.22940D-02\n",
"\n",
"At iterate 27 f= 1.18047D+00 |proj g|= 2.19545D-02\n",
"\n",
"At iterate 35 f= 1.40847D+00 |proj g|= 1.25561D-02\n",
"\n",
"At iterate 3 f= 3.31787D+03 |proj g|= 1.35602D+03\n",
"\n",
"At iterate 28 f= 1.15504D+00 |proj g|= 2.46599D-02\n",
"\n",
"At iterate 26 f= 1.87156D+00 |proj g|= 2.23587D-02\n",
"\n",
"At iterate 36 f= 1.39355D+00 |proj g|= 4.05984D-02\n",
"\n",
"At iterate 4 f= 2.13429D+03 |proj g|= 6.61475D+02\n",
"\n",
"At iterate 29 f= 1.13363D+00 |proj g|= 7.62369D-02\n",
"\n",
"At iterate 27 f= 1.86293D+00 |proj g|= 1.42362D-02\n",
"\n",
"At iterate 5 f= 1.35483D+03 |proj g|= 2.99235D+02\n",
"\n",
"At iterate 37 f= 1.37991D+00 |proj g|= 8.16924D-03\n",
"\n",
"At iterate 30 f= 1.10412D+00 |proj g|= 1.73956D-02\n",
"\n",
"At iterate 28 f= 1.85844D+00 |proj g|= 1.14857D-02\n",
"\n",
"At iterate 6 f= 8.84604D+02 |proj g|= 1.62755D+02\n",
"\n",
"At iterate 38 f= 1.37448D+00 |proj g|= 1.24410D-02\n",
"\n",
"At iterate 31 f= 1.09711D+00 |proj g|= 9.18326D-03\n",
"\n",
"At iterate 29 f= 1.85192D+00 |proj g|= 9.14113D-03\n",
"\n",
"At iterate 7 f= 5.19183D+02 |proj g|= 8.35174D+01\n",
"\n",
"At iterate 39 f= 1.36823D+00 |proj g|= 6.68296D-03\n",
"\n",
"At iterate 32 f= 1.09001D+00 |proj g|= 1.08451D-02\n",
"\n",
"At iterate 30 f= 1.84486D+00 |proj g|= 1.22476D-02\n",
"\n",
"At iterate 8 f= 2.83989D+02 |proj g|= 3.64951D+01\n",
"\n",
"At iterate 33 f= 1.08911D+00 |proj g|= 3.59992D-02\n",
"\n",
"At iterate 40 f= 1.36598D+00 |proj g|= 1.61451D-02\n",
"\n",
"At iterate 9 f= 1.49863D+02 |proj g|= 1.39855D+01\n",
"\n",
"At iterate 31 f= 1.84081D+00 |proj g|= 1.24590D-02\n",
"\n",
"At iterate 34 f= 1.07710D+00 |proj g|= 1.43437D-02\n",
"\n",
"At iterate 41 f= 1.36287D+00 |proj g|= 6.62208D-03\n",
"\n",
"At iterate 10 f= 8.15756D+01 |proj g|= 4.53606D+00\n",
"\n",
"\n",
"At iterate 32 f= 1.83652D+00 |proj g|= 4.05880D-03\n",
"At iterate 35 f= 1.07377D+00 |proj g|= 7.48813D-03\n",
"\n",
"At iterate 42 f= 1.36141D+00 |proj g|= 3.68010D-03\n",
"\n",
"At iterate 11 f= 4.17522D+01 |proj g|= 5.61306D+00\n",
"\n",
"\n",
"At iterate 36 f= 1.07125D+00 |proj g|= 8.54295D-03\n",
"At iterate 33 f= 1.83559D+00 |proj g|= 1.35795D-02\n",
"\n",
"At iterate 43 f= 1.35966D+00 |proj g|= 3.84769D-03\n",
"\n",
"At iterate 12 f= 2.66122D+01 |proj g|= 6.10774D+00\n",
"\n",
"At iterate 37 f= 1.06874D+00 |proj g|= 8.86431D-03\n",
"\n",
"At iterate 34 f= 1.83487D+00 |proj g|= 5.35106D-03\n",
"\n",
"At iterate 44 f= 1.35950D+00 |proj g|= 1.10540D-02\n",
"\n",
"At iterate 13 f= 1.55797D+01 |proj g|= 1.04164D+00\n",
"\n",
"At iterate 38 f= 1.06740D+00 |proj g|= 2.25096D-02\n",
"\n",
"At iterate 35 f= 1.83441D+00 |proj g|= 3.96815D-03\n",
"\n",
"At iterate 45 f= 1.35822D+00 |proj g|= 2.81026D-03\n",
"\n",
"At iterate 14 f= 1.34626D+01 |proj g|= 8.51387D-01\n",
"\n",
"At iterate 39 f= 1.06334D+00 |proj g|= 9.02159D-03\n",
"\n",
"At iterate 36 f= 1.83341D+00 |proj g|= 2.25736D-03\n",
"\n",
"At iterate 46 f= 1.35783D+00 |proj g|= 2.52122D-03\n",
"\n",
"At iterate 15 f= 1.21469D+01 |proj g|= 2.49899D+00\n",
"\n",
"At iterate 40 f= 1.06273D+00 |proj g|= 4.77398D-03\n",
"\n",
"At iterate 37 f= 1.83265D+00 |proj g|= 2.83490D-03\n",
"\n",
"At iterate 47 f= 1.35732D+00 |proj g|= 1.79961D-03\n",
"\n",
"At iterate 16 f= 1.08321D+01 |proj g|= 2.30538D-01\n",
"\n",
"At iterate 41 f= 1.06214D+00 |proj g|= 2.26821D-03\n",
"\n",
"At iterate 38 f= 1.83228D+00 |proj g|= 5.81757D-03\n",
"\n",
"At iterate 48 f= 1.35698D+00 |proj g|= 3.89533D-03\n",
"\n",
"At iterate 17 f= 1.06569D+01 |proj g|= 1.30633D-01\n",
"\n",
"\n",
"At iterate 39 f= 1.83155D+00 |proj g|= 1.72951D-03\n",
"At iterate 42 f= 1.06138D+00 |proj g|= 2.37119D-03\n",
"\n",
"At iterate 49 f= 1.35690D+00 |proj g|= 5.78276D-03\n",
"\n",
"At iterate 18 f= 1.05436D+01 |proj g|= 2.74933D-01\n",
"\n",
"At iterate 40 f= 1.83142D+00 |proj g|= 1.62409D-03\n",
"\n",
"At iterate 50 f= 1.35663D+00 |proj g|= 1.44925D-03\n",
"\n",
"At iterate 19 f= 1.04295D+01 |proj g|= 1.38963D-01\n",
"\n",
"At iterate 43 f= 1.06113D+00 |proj g|= 2.74639D-03\n",
"\n",
"At iterate 41 f= 1.83117D+00 |proj g|= 1.22558D-03\n",
"\n",
"\n",
"At iterate 20 f= 1.02127D+01 |proj g|= 4.16416D-01\n",
"At iterate 51 f= 1.35658D+00 |proj g|= 9.92972D-04\n",
"\n",
"At iterate 44 f= 1.06081D+00 |proj g|= 2.43558D-03\n",
"\n",
"At iterate 21 f= 1.01157D+01 |proj g|= 2.01920D-01\n",
"\n",
"At iterate 52 f= 1.35651D+00 |proj g|= 1.84446D-03\n",
"\n",
"At iterate 45 f= 1.06058D+00 |proj g|= 3.14960D-03\n",
"\n",
"At iterate 42 f= 1.83106D+00 |proj g|= 2.32968D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 22 f= 9.99454D+00 |proj g|= 8.64374D-02\n",
"\n",
"At iterate 46 f= 1.06039D+00 |proj g|= 1.27603D-03\n",
"\n",
"At iterate 43 f= 1.83094D+00 |proj g|= 1.22715D-03\n",
"\n",
"At iterate 53 f= 1.35647D+00 |proj g|= 1.01286D-03\n",
"\n",
"At iterate 23 f= 9.91177D+00 |proj g|= 9.89582D-02\n",
"\n",
"At iterate 47 f= 1.06030D+00 |proj g|= 7.85657D-04\n",
"\n",
"At iterate 44 f= 1.83088D+00 |proj g|= 1.48638D-03\n",
"\n",
"At iterate 54 f= 1.35645D+00 |proj g|= 6.53190D-04\n",
"\n",
"At iterate 24 f= 9.86839D+00 |proj g|= 7.96147D-02\n",
"\n",
"At iterate 48 f= 1.06022D+00 |proj g|= 8.86157D-04\n",
"\n",
"At iterate 45 f= 1.83086D+00 |proj g|= 2.22132D-03\n",
"\n",
"At iterate 55 f= 1.35641D+00 |proj g|= 3.39115D-04\n",
"\n",
"At iterate 25 f= 9.79438D+00 |proj g|= 1.11455D-01\n",
"\n",
"At iterate 46 f= 1.83084D+00 |proj g|= 6.97513D-04\n",
"\n",
"At iterate 56 f= 1.35639D+00 |proj g|= 3.44593D-04\n",
"\n",
"At iterate 26 f= 9.73969D+00 |proj g|= 8.25998D-02\n",
"\n",
"At iterate 49 f= 1.06017D+00 |proj g|= 1.88548D-03\n",
"\n",
"At iterate 47 f= 1.83080D+00 |proj g|= 1.26067D-03\n",
"\n",
"At iterate 27 f= 9.71574D+00 |proj g|= 2.35714D-02\n",
"\n",
"At iterate 50 f= 1.06010D+00 |proj g|= 5.75060D-04\n",
"\n",
"At iterate 48 f= 1.83078D+00 |proj g|= 1.34389D-03\n",
"\n",
"At iterate 57 f= 1.35638D+00 |proj g|= 5.53613D-04\n",
"\n",
"At iterate 51 f= 1.06009D+00 |proj g|= 4.83981D-04\n",
"\n",
"At iterate 28 f= 9.69221D+00 |proj g|= 2.40591D-02\n",
"\n",
"At iterate 58 f= 1.35637D+00 |proj g|= 2.61165D-04\n",
"\n",
"At iterate 49 f= 1.83074D+00 |proj g|= 1.15167D-03\n",
"\n",
"At iterate 52 f= 1.06005D+00 |proj g|= 1.05021D-03\n",
"\n",
"At iterate 59 f= 1.35636D+00 |proj g|= 2.61342D-04\n",
"\n",
"At iterate 29 f= 9.68133D+00 |proj g|= 6.12413D-02\n",
"\n",
"At iterate 50 f= 1.83072D+00 |proj g|= 9.82615D-04\n",
"\n",
"At iterate 53 f= 1.06004D+00 |proj g|= 7.89539D-04\n",
"\n",
"\n",
"At iterate 60 f= 1.35636D+00 |proj g|= 2.24635D-04\n",
"At iterate 30 f= 9.67452D+00 |proj g|= 2.44642D-02\n",
"\n",
"At iterate 51 f= 1.83071D+00 |proj g|= 3.84909D-04\n",
"\n",
"At iterate 54 f= 1.06003D+00 |proj g|= 3.55216D-04\n",
"\n",
"At iterate 61 f= 1.35636D+00 |proj g|= 1.77815D-04\n",
"\n",
"At iterate 31 f= 9.66715D+00 |proj g|= 9.09166D-03\n",
"\n",
"At iterate 52 f= 1.83071D+00 |proj g|= 2.29648D-04\n",
"\n",
"At iterate 55 f= 1.06002D+00 |proj g|= 1.79572D-04\n",
"\n",
"At iterate 62 f= 1.35635D+00 |proj g|= 1.11933D-04\n",
"\n",
"At iterate 53 f= 1.83070D+00 |proj g|= 3.82189D-04\n",
"\n",
"At iterate 32 f= 9.66184D+00 |proj g|= 1.80222D-02\n",
"\n",
"At iterate 56 f= 1.06002D+00 |proj g|= 2.41984D-04\n",
"\n",
"At iterate 54 f= 1.83070D+00 |proj g|= 5.09880D-04\n",
"\n",
"At iterate 63 f= 1.35635D+00 |proj g|= 1.01482D-04\n",
"\n",
"At iterate 57 f= 1.06001D+00 |proj g|= 1.64882D-04\n",
"\n",
"At iterate 55 f= 1.83069D+00 |proj g|= 3.31331D-04\n",
"\n",
"At iterate 33 f= 9.65877D+00 |proj g|= 4.68792D-02\n",
"\n",
"At iterate 64 f= 1.35635D+00 |proj g|= 2.13163D-04\n",
"\n",
"At iterate 56 f= 1.83069D+00 |proj g|= 8.10758D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 56 59 1 0 0 8.108D-05 1.831D+00\n",
" F = 1.8306912671608075 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"\n",
"At iterate 34 f= 9.65617D+00 |proj g|= 1.45605D-02\n",
"At iterate 65 f= 1.35635D+00 |proj g|= 1.04975D-04\n",
"\n",
"At iterate 58 f= 1.06001D+00 |proj g|= 1.44439D-04\n",
"\n",
"At iterate 35 f= 9.65500D+00 |proj g|= 4.95252D-03\n",
"\n",
"At iterate 66 f= 1.35635D+00 |proj g|= 4.62603D-05\n",
"\n",
"\n",
" * * *\n",
"\n",
"At iterate 59 f= 1.06001D+00 |proj g|= 7.53098D-05\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 66 73 1 0 0 4.626D-05 1.356D+00\n",
" F = 1.3563515639820896 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
" 3176 59 65 1 0 0 7.531D-05 1.060D+00\n",
" F = 1.0600124417480985 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 36 f= 9.65400D+00 |proj g|= 7.76669D-03\n",
"\n",
"At iterate 37 f= 9.65242D+00 |proj g|= 6.65700D-03\n",
"\n",
"At iterate 38 f= 9.65200D+00 |proj g|= 1.56761D-02\n",
"\n",
"At iterate 39 f= 9.65155D+00 |proj g|= 3.12354D-03\n",
"\n",
"At iterate 40 f= 9.65132D+00 |proj g|= 2.01507D-03\n",
"\n",
"At iterate 41 f= 9.65106D+00 |proj g|= 9.03994D-03\n",
"\n",
"At iterate 42 f= 9.65082D+00 |proj g|= 2.53436D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 4.98267D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
"\n",
" N = 3176 M = 10\n",
"At iterate 43 f= 9.65067D+00 |proj g|= 1.75084D-03\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.80715D+03\n",
"\n",
"At iterate 1 f= 8.14603D+03 |proj g|= 4.22767D+03\n",
"\n",
"At iterate 44 f= 9.65057D+00 |proj g|= 3.08662D-03\n",
"\n",
"At iterate 1 f= 7.61833D+03 |proj g|= 3.60298D+03\n",
"\n",
"\n",
"At iterate 2 f= 5.12389D+03 |proj g|= 2.61229D+03\n",
"At iterate 2 f= 6.07642D+03 |proj g|= 3.30549D+03\n",
"\n",
"At iterate 45 f= 9.65054D+00 |proj g|= 4.57961D-03\n",
"\n",
"At iterate 3 f= 2.15384D+03 |proj g|= 1.07743D+03\n",
"\n",
"At iterate 46 f= 9.65050D+00 |proj g|= 1.61443D-03\n",
"\n",
"At iterate 3 f= 2.32400D+03 |proj g|= 1.27633D+03\n",
"\n",
"At iterate 4 f= 1.15929D+03 |proj g|= 5.89832D+02\n",
"\n",
"At iterate 4 f= 1.37583D+03 |proj g|= 7.04465D+02\n",
"\n",
"At iterate 47 f= 9.65048D+00 |proj g|= 1.87999D-03\n",
"\n",
"At iterate 5 f= 6.15229D+02 |proj g|= 2.78640D+02\n",
"\n",
"At iterate 5 f= 8.14146D+02 |proj g|= 3.62240D+02\n",
"\n",
"At iterate 48 f= 9.65043D+00 |proj g|= 1.55639D-03\n",
"\n",
"\n",
"At iterate 6 f= 3.44453D+02 |proj g|= 1.55213D+02\n",
"At iterate 6 f= 4.95671D+02 |proj g|= 1.93866D+02\n",
"\n",
"At iterate 49 f= 9.65042D+00 |proj g|= 2.55620D-03\n",
"\n",
"At iterate 7 f= 1.92977D+02 |proj g|= 5.02304D+01\n",
"\n",
"At iterate 7 f= 2.77033D+02 |proj g|= 8.40610D+01\n",
"\n",
"At iterate 50 f= 9.65040D+00 |proj g|= 4.40618D-04\n",
"\n",
"At iterate 8 f= 1.08536D+02 |proj g|= 3.94239D+01\n",
"\n",
"At iterate 8 f= 1.46818D+02 |proj g|= 3.38837D+01\n",
"\n",
"At iterate 51 f= 9.65040D+00 |proj g|= 1.76717D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.34993D+03\n",
"\n",
"At iterate 9 f= 6.54697D+01 |proj g|= 2.13191D+01\n",
"\n",
"At iterate 9 f= 8.82444D+01 |proj g|= 3.45200D+01\n",
"\n",
"At iterate 1 f= 9.92357D+03 |proj g|= 2.20025D+03\n",
"\n",
"At iterate 52 f= 9.65040D+00 |proj g|= 7.56202D-04\n",
"\n",
"At iterate 10 f= 2.04834D+01 |proj g|= 4.36253D+00\n",
"\n",
"At iterate 10 f= 4.74136D+01 |proj g|= 1.48483D+01\n",
"\n",
"At iterate 2 f= 5.08428D+03 |proj g|= 7.99241D+02\n",
"\n",
"At iterate 53 f= 9.65040D+00 |proj g|= 1.58242D-03\n",
"\n",
"At iterate 11 f= 1.02977D+01 |proj g|= 2.26065D+00\n",
"\n",
"At iterate 3 f= 2.81231D+03 |proj g|= 6.15152D+02\n",
"\n",
"At iterate 11 f= 2.39814D+01 |proj g|= 8.87677D+00\n",
"\n",
"At iterate 54 f= 9.65040D+00 |proj g|= 3.69245D-04\n",
"\n",
"At iterate 12 f= 5.19543D+00 |proj g|= 2.75619D+00\n",
"\n",
"At iterate 4 f= 2.03203D+03 |proj g|= 1.18129D+03\n",
"\n",
"At iterate 12 f= 1.26415D+01 |proj g|= 2.66621D+00\n",
"\n",
"At iterate 55 f= 9.65040D+00 |proj g|= 8.56562D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 55 58 1 0 0 8.566D-05 9.650D+00\n",
" F = 9.6503957750313045 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 13 f= 3.65605D+00 |proj g|= 1.58576D+00\n",
"\n",
"At iterate 5 f= 1.15815D+03 |proj g|= 5.27563D+02\n",
"\n",
"At iterate 13 f= 6.55520D+00 |proj g|= 1.32388D+00\n",
"\n",
"At iterate 14 f= 2.53988D+00 |proj g|= 7.68139D-01\n",
"\n",
"At iterate 6 f= 7.96229D+02 |proj g|= 2.36784D+02\n",
"\n",
"At iterate 14 f= 4.07488D+00 |proj g|= 1.15825D+00\n",
"\n",
"At iterate 15 f= 2.05352D+00 |proj g|= 3.77668D-01\n",
"\n",
"At iterate 7 f= 5.81904D+02 |proj g|= 7.37321D+01\n",
"\n",
"At iterate 15 f= 2.89864D+00 |proj g|= 2.24666D-01\n",
"\n",
"At iterate 16 f= 1.86863D+00 |proj g|= 1.95448D-01\n",
"\n",
"At iterate 16 f= 2.61763D+00 |proj g|= 1.70421D-01\n",
"\n",
"At iterate 8 f= 4.32662D+02 |proj g|= 1.70004D+01\n",
"\n",
"At iterate 17 f= 1.79479D+00 |proj g|= 1.08572D-01\n",
"\n",
"\n",
"At iterate 9 f= 2.91433D+02 |proj g|= 2.58341D+01\n",
"At iterate 17 f= 2.45920D+00 |proj g|= 1.04027D-01\n",
"\n",
"At iterate 18 f= 1.74168D+00 |proj g|= 3.64014D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.70594D+03\n",
"\n",
"At iterate 18 f= 2.39315D+00 |proj g|= 7.60249D-02\n",
"\n",
"At iterate 10 f= 1.86756D+02 |proj g|= 2.71888D+01\n",
"\n",
"At iterate 19 f= 1.70133D+00 |proj g|= 4.51342D-02\n",
"\n",
"At iterate 1 f= 7.63006D+03 |proj g|= 3.60550D+03\n",
"\n",
"At iterate 11 f= 1.52317D+02 |proj g|= 1.78684D+01\n",
"\n",
"At iterate 19 f= 2.34805D+00 |proj g|= 7.80810D-02\n",
"\n",
"At iterate 20 f= 1.67444D+00 |proj g|= 1.50393D-02\n",
"\n",
"At iterate 2 f= 5.15588D+03 |proj g|= 2.62255D+03\n",
"\n",
"At iterate 12 f= 1.34354D+02 |proj g|= 4.08015D+00\n",
"\n",
"At iterate 20 f= 2.26478D+00 |proj g|= 1.28264D-01\n",
"\n",
"At iterate 21 f= 1.66758D+00 |proj g|= 1.60273D-02\n",
"\n",
"At iterate 3 f= 2.18711D+03 |proj g|= 1.09216D+03\n",
"\n",
"At iterate 13 f= 1.32533D+02 |proj g|= 1.70443D+00\n",
"\n",
"At iterate 21 f= 2.21908D+00 |proj g|= 3.72684D-02\n",
"\n",
"At iterate 22 f= 1.65106D+00 |proj g|= 2.42388D-02\n",
"\n",
"At iterate 4 f= 1.18377D+03 |proj g|= 5.99144D+02\n",
"\n",
"At iterate 14 f= 1.31398D+02 |proj g|= 2.02703D+00\n",
"\n",
"At iterate 22 f= 2.20424D+00 |proj g|= 3.04519D-02\n",
"\n",
"At iterate 23 f= 1.64489D+00 |proj g|= 3.60967D-02\n",
"\n",
"At iterate 5 f= 6.32622D+02 |proj g|= 2.82527D+02\n",
"\n",
"At iterate 15 f= 1.30654D+02 |proj g|= 8.35360D-01\n",
"\n",
"At iterate 23 f= 2.15611D+00 |proj g|= 1.03569D-01\n",
"\n",
"At iterate 24 f= 1.63793D+00 |proj g|= 2.09044D-02\n",
"\n",
"At iterate 6 f= 3.57080D+02 |proj g|= 1.61322D+02\n",
"\n",
"At iterate 16 f= 1.30457D+02 |proj g|= 4.90771D-01\n",
"\n",
"At iterate 24 f= 2.14031D+00 |proj g|= 5.73470D-02\n",
"\n",
"At iterate 25 f= 1.63493D+00 |proj g|= 5.51331D-03\n",
"\n",
"At iterate 7 f= 2.04544D+02 |proj g|= 4.42452D+01\n",
"\n",
"At iterate 17 f= 1.30226D+02 |proj g|= 4.85482D-01\n",
"\n",
"At iterate 25 f= 2.11521D+00 |proj g|= 3.24218D-02\n",
"\n",
"At iterate 8 f= 1.22178D+02 |proj g|= 3.70978D+01\n",
"\n",
"At iterate 26 f= 1.63383D+00 |proj g|= 6.42190D-03\n",
"\n",
"At iterate 18 f= 1.29657D+02 |proj g|= 5.95471D-01\n",
"\n",
"At iterate 26 f= 2.10476D+00 |proj g|= 2.39783D-02\n",
"\n",
"At iterate 27 f= 1.63317D+00 |proj g|= 4.76349D-03\n",
"\n",
"At iterate 9 f= 8.07353D+01 |proj g|= 2.20795D+01\n",
"\n",
"At iterate 19 f= 1.28983D+02 |proj g|= 7.69835D-01\n",
"\n",
"At iterate 27 f= 2.09980D+00 |proj g|= 2.19138D-02\n",
"\n",
"At iterate 28 f= 1.63109D+00 |proj g|= 3.78305D-03\n",
"\n",
"At iterate 10 f= 2.36514D+01 |proj g|= 3.46339D+00\n",
"\n",
"At iterate 20 f= 1.28498D+02 |proj g|= 2.97324D+00\n",
"\n",
"At iterate 28 f= 2.09211D+00 |proj g|= 1.45750D-02\n",
"\n",
"At iterate 29 f= 1.62983D+00 |proj g|= 8.65785D-03\n",
"\n",
"At iterate 11 f= 1.26931D+01 |proj g|= 3.41162D+00\n",
"\n",
"At iterate 21 f= 1.28211D+02 |proj g|= 1.11931D+00\n",
"\n",
"At iterate 29 f= 2.08401D+00 |proj g|= 1.47613D-02\n",
"\n",
"At iterate 30 f= 1.62900D+00 |proj g|= 2.38514D-03\n",
"\n",
"At iterate 12 f= 6.11589D+00 |proj g|= 3.26122D+00\n",
"\n",
"At iterate 22 f= 1.28128D+02 |proj g|= 2.32646D-01\n",
"\n",
"At iterate 30 f= 2.07743D+00 |proj g|= 2.45125D-02\n",
"\n",
"At iterate 31 f= 1.62870D+00 |proj g|= 3.18404D-03\n",
"\n",
"At iterate 13 f= 4.12798D+00 |proj g|= 1.65491D+00\n",
"\n",
"At iterate 23 f= 1.28112D+02 |proj g|= 2.34947D-01\n",
"\n",
"At iterate 31 f= 2.06972D+00 |proj g|= 1.08234D-02\n",
"\n",
"At iterate 32 f= 1.62848D+00 |proj g|= 2.65741D-03\n",
"\n",
"At iterate 14 f= 3.05050D+00 |proj g|= 8.11786D-01\n",
"\n",
"At iterate 32 f= 2.06419D+00 |proj g|= 7.84713D-03\n",
"\n",
"At iterate 15 f= 2.46669D+00 |proj g|= 4.11692D-01\n",
"\n",
"At iterate 33 f= 1.62834D+00 |proj g|= 6.15826D-03\n",
"\n",
"At iterate 24 f= 1.28096D+02 |proj g|= 6.13282D-01\n",
"\n",
"At iterate 33 f= 2.05960D+00 |proj g|= 9.65391D-03\n",
"\n",
"At iterate 16 f= 2.19214D+00 |proj g|= 2.27136D-01\n",
"\n",
"At iterate 34 f= 1.62823D+00 |proj g|= 2.42062D-03\n",
"\n",
"At iterate 25 f= 1.28061D+02 |proj g|= 4.82238D-01\n",
"\n",
"At iterate 17 f= 2.05175D+00 |proj g|= 1.28108D-01\n",
"\n",
"\n",
"At iterate 26 f= 1.27934D+02 |proj g|= 2.25527D-01\n",
"At iterate 35 f= 1.62818D+00 |proj g|= 6.20817D-04\n",
"\n",
"At iterate 34 f= 2.05813D+00 |proj g|= 1.89580D-02\n",
"\n",
"\n",
"\n",
"At iterate 27 f= 1.27918D+02 |proj g|= 5.52683D-02\n",
"\n",
"At iterate 36 f= 1.62816D+00 |proj g|= 5.95833D-04\n",
"At iterate 35 f= 2.05503D+00 |proj g|= 7.79904D-03\n",
"At iterate 18 f= 1.95007D+00 |proj g|= 6.71760D-02\n",
"\n",
"\n",
"At iterate 28 f= 1.27910D+02 |proj g|= 9.70419D-02\n",
"At iterate 36 f= 2.05307D+00 |proj g|= 3.85583D-03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"At iterate 19 f= 1.89841D+00 |proj g|= 1.12141D-01\n",
"At iterate 37 f= 1.62814D+00 |proj g|= 1.63248D-03\n",
"\n",
"At iterate 29 f= 1.27889D+02 |proj g|= 4.17601D-02\n",
"\n",
"At iterate 37 f= 2.05208D+00 |proj g|= 5.78613D-03\n",
"\n",
"At iterate 20 f= 1.86721D+00 |proj g|= 7.76541D-02\n",
"\n",
"At iterate 30 f= 1.27860D+02 |proj g|= 7.33711D-02\n",
"\n",
"At iterate 38 f= 1.62811D+00 |proj g|= 5.63566D-04\n",
"\n",
"At iterate 38 f= 2.05140D+00 |proj g|= 4.87016D-03\n",
"\n",
"At iterate 21 f= 1.84405D+00 |proj g|= 6.32105D-02\n",
"\n",
"At iterate 31 f= 1.27827D+02 |proj g|= 1.00951D-01\n",
"\n",
"At iterate 39 f= 1.62810D+00 |proj g|= 1.72107D-04\n",
"\n",
"At iterate 39 f= 2.05110D+00 |proj g|= 5.75062D-03\n",
"\n",
"At iterate 32 f= 1.27804D+02 |proj g|= 6.65392D-02\n",
"\n",
"At iterate 22 f= 1.82732D+00 |proj g|= 4.62048D-02\n",
"\n",
"At iterate 40 f= 1.62810D+00 |proj g|= 2.42562D-04\n",
"\n",
"At iterate 40 f= 2.05086D+00 |proj g|= 1.92433D-03\n",
"\n",
"At iterate 23 f= 1.80277D+00 |proj g|= 2.89486D-02\n",
"\n",
"At iterate 41 f= 2.05068D+00 |proj g|= 3.50884D-03\n",
"\n",
"At iterate 41 f= 1.62809D+00 |proj g|= 2.56683D-04\n",
"\n",
"At iterate 24 f= 1.78850D+00 |proj g|= 2.98673D-02\n",
"\n",
"At iterate 33 f= 1.27803D+02 |proj g|= 1.15483D-01\n",
"\n",
"At iterate 42 f= 2.05042D+00 |proj g|= 4.40630D-03\n",
"\n",
"At iterate 42 f= 1.62809D+00 |proj g|= 1.87073D-04\n",
"\n",
"At iterate 25 f= 1.78140D+00 |proj g|= 1.26274D-02\n",
"\n",
"At iterate 34 f= 1.27799D+02 |proj g|= 6.86697D-02\n",
"\n",
"At iterate 43 f= 1.62809D+00 |proj g|= 7.37767D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 43 45 1 0 0 7.378D-05 1.628D+00\n",
" F = 1.6280909952690654 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 43 f= 2.04998D+00 |proj g|= 2.95834D-03\n",
"\n",
"At iterate 26 f= 1.77994D+00 |proj g|= 1.00908D-02\n",
"\n",
"At iterate 35 f= 1.27799D+02 |proj g|= 1.07621D-01\n",
"\n",
"At iterate 27 f= 1.77868D+00 |proj g|= 1.00622D-02\n",
"\n",
"At iterate 44 f= 2.04984D+00 |proj g|= 2.77799D-03\n",
"\n",
"At iterate 36 f= 1.27797D+02 |proj g|= 5.83001D-02\n",
"\n",
"At iterate 28 f= 1.77749D+00 |proj g|= 1.05788D-02\n",
"\n",
"At iterate 45 f= 2.04963D+00 |proj g|= 2.35387D-03\n",
"\n",
"At iterate 37 f= 1.27795D+02 |proj g|= 2.81603D-02\n",
"\n",
"At iterate 46 f= 2.04961D+00 |proj g|= 9.34239D-03\n",
"\n",
"At iterate 29 f= 1.77670D+00 |proj g|= 5.77060D-03\n",
"\n",
"At iterate 38 f= 1.27793D+02 |proj g|= 4.43661D-02\n",
"\n",
"At iterate 47 f= 2.04950D+00 |proj g|= 4.42748D-03\n",
"\n",
"At iterate 30 f= 1.77592D+00 |proj g|= 4.53805D-03\n",
"\n",
"At iterate 39 f= 1.27789D+02 |proj g|= 3.30095D-02\n",
"\n",
"At iterate 31 f= 1.77492D+00 |proj g|= 4.01129D-03\n",
"\n",
"At iterate 48 f= 2.04945D+00 |proj g|= 1.98603D-03\n",
"\n",
"At iterate 40 f= 1.27785D+02 |proj g|= 1.08801D-02\n",
"\n",
"At iterate 49 f= 2.04938D+00 |proj g|= 1.48407D-03\n",
"\n",
"At iterate 32 f= 1.77382D+00 |proj g|= 3.91179D-03\n",
"\n",
"At iterate 41 f= 1.27782D+02 |proj g|= 1.52086D-02\n",
"\n",
"At iterate 33 f= 1.77338D+00 |proj g|= 4.62158D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.50841D+03\n",
"\n",
"At iterate 50 f= 2.04933D+00 |proj g|= 1.48721D-03\n",
"\n",
"At iterate 42 f= 1.27781D+02 |proj g|= 1.02807D-02\n",
"\n",
"At iterate 51 f= 2.04930D+00 |proj g|= 1.79249D-03\n",
"\n",
"At iterate 1 f= 7.93412D+03 |proj g|= 4.49107D+03\n",
"\n",
"At iterate 34 f= 1.77313D+00 |proj g|= 2.48436D-03\n",
"\n",
"At iterate 52 f= 2.04925D+00 |proj g|= 7.86104D-04\n",
"\n",
"At iterate 35 f= 1.77304D+00 |proj g|= 2.41570D-03\n",
"\n",
"At iterate 43 f= 1.27780D+02 |proj g|= 5.97583D-03\n",
"\n",
"At iterate 2 f= 6.00933D+03 |proj g|= 3.60251D+03\n",
"\n",
"At iterate 53 f= 2.04923D+00 |proj g|= 2.56297D-04\n",
"\n",
"At iterate 3 f= 2.22518D+03 |proj g|= 1.27374D+03\n",
"\n",
"At iterate 36 f= 1.77293D+00 |proj g|= 1.98607D-03\n",
"\n",
"At iterate 54 f= 2.04923D+00 |proj g|= 5.07582D-04\n",
"\n",
"At iterate 4 f= 1.29848D+03 |proj g|= 7.34130D+02\n",
"\n",
"At iterate 37 f= 1.77287D+00 |proj g|= 3.24851D-03\n",
"\n",
"At iterate 44 f= 1.27780D+02 |proj g|= 3.57739D-02\n",
"\n",
"At iterate 55 f= 2.04922D+00 |proj g|= 8.19572D-04\n",
"\n",
"At iterate 5 f= 7.36690D+02 |proj g|= 2.90014D+02\n",
"\n",
"At iterate 38 f= 1.77282D+00 |proj g|= 5.15949D-04\n",
"\n",
"At iterate 45 f= 1.27780D+02 |proj g|= 1.14677D-02\n",
"\n",
"At iterate 6 f= 4.37850D+02 |proj g|= 2.03402D+02\n",
"\n",
"At iterate 56 f= 2.04921D+00 |proj g|= 6.40983D-04\n",
"\n",
"At iterate 46 f= 1.27779D+02 |proj g|= 6.74700D-03\n",
"\n",
"At iterate 39 f= 1.77281D+00 |proj g|= 3.25329D-04\n",
"\n",
"At iterate 7 f= 2.93218D+02 |proj g|= 1.25681D+02\n",
"\n",
"At iterate 57 f= 2.04920D+00 |proj g|= 5.00227D-04\n",
"\n",
"At iterate 47 f= 1.27779D+02 |proj g|= 1.49063D-02\n",
"\n",
"At iterate 40 f= 1.77281D+00 |proj g|= 2.68305D-04\n",
"\n",
"At iterate 8 f= 1.59513D+02 |proj g|= 5.68357D+01\n",
"\n",
"At iterate 58 f= 2.04919D+00 |proj g|= 2.00626D-04\n",
"\n",
"At iterate 41 f= 1.77280D+00 |proj g|= 2.81541D-04\n",
"\n",
"At iterate 9 f= 9.28705D+01 |proj g|= 2.45063D+01\n",
"\n",
"At iterate 59 f= 2.04918D+00 |proj g|= 1.92415D-04\n",
"\n",
"At iterate 48 f= 1.27779D+02 |proj g|= 1.94856D-02\n",
"\n",
"At iterate 42 f= 1.77280D+00 |proj g|= 5.62273D-04\n",
"\n",
"At iterate 49 f= 1.27779D+02 |proj g|= 1.10790D-02\n",
"\n",
"At iterate 60 f= 2.04918D+00 |proj g|= 1.24663D-03\n",
"\n",
"At iterate 10 f= 4.80035D+01 |proj g|= 7.05580D+00\n",
"\n",
"At iterate 61 f= 2.04918D+00 |proj g|= 1.59992D-04\n",
"\n",
"At iterate 43 f= 1.77280D+00 |proj g|= 2.21758D-04\n",
"\n",
"At iterate 11 f= 2.22598D+01 |proj g|= 2.89546D+00\n",
"\n",
"At iterate 50 f= 1.27779D+02 |proj g|= 5.76520D-03\n",
"\n",
"At iterate 62 f= 2.04918D+00 |proj g|= 1.76347D-04\n",
"\n",
"\n",
"At iterate 44 f= 1.77280D+00 |proj g|= 2.29189D-04\n",
"At iterate 51 f= 1.27779D+02 |proj g|= 1.25971D-02\n",
"\n",
"At iterate 52 f= 1.27779D+02 |proj g|= 2.36129D-02\n",
"\n",
"At iterate 12 f= 1.89145D+01 |proj g|= 9.41089D+00\n",
"\n",
"\n",
"At iterate 45 f= 1.77280D+00 |proj g|= 2.25886D-04\n",
"At iterate 63 f= 2.04918D+00 |proj g|= 1.33413D-04\n",
"\n",
"At iterate 13 f= 9.43450D+00 |proj g|= 3.66855D+00\n",
"\n",
"At iterate 53 f= 1.27778D+02 |proj g|= 2.77571D-02\n",
"\n",
"At iterate 46 f= 1.77280D+00 |proj g|= 1.71710D-04\n",
"\n",
"At iterate 64 f= 2.04918D+00 |proj g|= 1.00137D-04\n",
"\n",
"At iterate 54 f= 1.27778D+02 |proj g|= 1.67986D-02\n",
"\n",
"At iterate 14 f= 6.14041D+00 |proj g|= 2.04472D+00\n",
"\n",
"At iterate 47 f= 1.77280D+00 |proj g|= 3.97786D-04\n",
"\n",
"At iterate 65 f= 2.04917D+00 |proj g|= 2.12515D-04\n",
"\n",
"At iterate 15 f= 3.91854D+00 |proj g|= 9.95571D-01\n",
"\n",
"At iterate 48 f= 1.77280D+00 |proj g|= 1.18653D-04\n",
"\n",
"At iterate 66 f= 2.04917D+00 |proj g|= 7.57607D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 66 69 1 0 0 7.576D-05 2.049D+00\n",
" F = 2.0491738007757170 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 55 f= 1.27778D+02 |proj g|= 4.15502D-03\n",
"\n",
"At iterate 16 f= 2.82301D+00 |proj g|= 3.93333D-01\n",
"\n",
"At iterate 49 f= 1.77280D+00 |proj g|= 6.84735D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 49 53 1 0 0 6.847D-05 1.773D+00\n",
" F = 1.7727955218098428 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 56 f= 1.27778D+02 |proj g|= 3.56414D-03\n",
"\n",
"At iterate 17 f= 2.51272D+00 |proj g|= 5.26733D-01\n",
"\n",
"At iterate 57 f= 1.27778D+02 |proj g|= 5.39436D-03\n",
"\n",
"At iterate 18 f= 2.19029D+00 |proj g|= 1.30902D-01\n",
"\n",
"At iterate 19 f= 2.17406D+00 |proj g|= 8.55411D-02\n",
"\n",
"At iterate 58 f= 1.27778D+02 |proj g|= 2.59020D-03\n",
"\n",
"At iterate 20 f= 2.15699D+00 |proj g|= 4.40677D-02\n",
"\n",
"At iterate 59 f= 1.27778D+02 |proj g|= 3.82718D-03\n",
"\n",
"At iterate 21 f= 2.13777D+00 |proj g|= 6.49448D-02\n",
"\n",
"At iterate 22 f= 2.09223D+00 |proj g|= 9.04185D-02\n",
"\n",
"At iterate 60 f= 1.27778D+02 |proj g|= 1.12342D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.46872D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.89430D+03\n",
"\n",
"At iterate 23 f= 2.01880D+00 |proj g|= 9.95678D-02\n",
"\n",
"At iterate 1 f= 7.95022D+03 |proj g|= 3.71703D+03\n",
"\n",
"At iterate 61 f= 1.27778D+02 |proj g|= 1.64587D-03\n",
"\n",
"At iterate 1 f= 8.15001D+03 |proj g|= 4.69751D+03\n",
"\n",
"At iterate 2 f= 5.56274D+03 |proj g|= 2.74197D+03\n",
"\n",
"At iterate 62 f= 1.27778D+02 |proj g|= 1.08870D-03\n",
"\n",
"At iterate 2 f= 6.42372D+03 |proj g|= 3.80770D+03\n",
"\n",
"At iterate 24 f= 1.96854D+00 |proj g|= 1.24661D-01\n",
"\n",
"At iterate 3 f= 2.47353D+03 |proj g|= 1.15786D+03\n",
"\n",
"At iterate 63 f= 1.27778D+02 |proj g|= 2.78179D-03\n",
"\n",
"At iterate 3 f= 2.13401D+03 |proj g|= 1.26362D+03\n",
"\n",
"At iterate 4 f= 1.42220D+03 |proj g|= 6.53845D+02\n",
"\n",
"At iterate 64 f= 1.27778D+02 |proj g|= 4.37432D-03\n",
"\n",
"At iterate 25 f= 1.94025D+00 |proj g|= 6.53814D-02\n",
"\n",
"At iterate 4 f= 1.19155D+03 |proj g|= 7.06918D+02\n",
"\n",
"At iterate 5 f= 7.83071D+02 |proj g|= 2.92917D+02\n",
"\n",
"At iterate 26 f= 1.91998D+00 |proj g|= 4.07831D-02\n",
"\n",
"At iterate 65 f= 1.27778D+02 |proj g|= 3.35646D-03\n",
"\n",
"At iterate 5 f= 6.02415D+02 |proj g|= 2.83609D+02\n",
"\n",
"At iterate 6 f= 4.41086D+02 |proj g|= 1.86999D+02\n",
"\n",
"\n",
"At iterate 6 f= 3.25440D+02 |proj g|= 1.59841D+02\n",
"At iterate 27 f= 1.89139D+00 |proj g|= 5.77124D-02\n",
"\n",
"At iterate 7 f= 2.01094D+02 |proj g|= 4.31391D+01\n",
"\n",
"At iterate 7 f= 1.73134D+02 |proj g|= 6.88962D+01\n",
"\n",
"At iterate 66 f= 1.27778D+02 |proj g|= 7.52280D-03\n",
"\n",
"At iterate 28 f= 1.87899D+00 |proj g|= 6.77834D-02\n",
"\n",
"At iterate 8 f= 1.17565D+02 |proj g|= 2.01407D+01\n",
"\n",
"At iterate 8 f= 1.04566D+02 |proj g|= 3.07065D+01\n",
"\n",
"At iterate 67 f= 1.27778D+02 |proj g|= 3.19704D-03\n",
"\n",
"At iterate 29 f= 1.86052D+00 |proj g|= 4.83720D-02\n",
"\n",
"At iterate 9 f= 6.11800D+01 |proj g|= 7.19483D+00\n",
"\n",
"At iterate 9 f= 5.39222D+01 |proj g|= 2.09286D+01\n",
"\n",
"At iterate 68 f= 1.27778D+02 |proj g|= 1.07801D-03\n",
"\n",
"At iterate 30 f= 1.84435D+00 |proj g|= 4.23920D-02\n",
"\n",
"At iterate 10 f= 2.65155D+01 |proj g|= 4.07315D+00\n",
"\n",
"At iterate 10 f= 2.14717D+01 |proj g|= 5.53884D+00\n",
"\n",
"At iterate 69 f= 1.27778D+02 |proj g|= 1.07083D-03\n",
"\n",
"At iterate 31 f= 1.81754D+00 |proj g|= 1.90256D-02\n",
"\n",
"At iterate 11 f= 1.42537D+01 |proj g|= 1.61613D+00\n",
"\n",
"At iterate 11 f= 1.48293D+01 |proj g|= 3.28013D+00\n",
"\n",
"At iterate 70 f= 1.27778D+02 |proj g|= 1.16335D-03\n",
"\n",
"At iterate 32 f= 1.80510D+00 |proj g|= 3.07250D-02\n",
"\n",
"At iterate 12 f= 8.14148D+00 |proj g|= 1.39067D+00\n",
"\n",
"At iterate 12 f= 7.90301D+00 |proj g|= 1.88383D+00\n",
"\n",
"At iterate 33 f= 1.79198D+00 |proj g|= 2.00082D-02\n",
"\n",
"At iterate 13 f= 4.38473D+00 |proj g|= 6.69133D-01\n",
"\n",
"At iterate 71 f= 1.27778D+02 |proj g|= 2.47225D-03\n",
"\n",
"At iterate 34 f= 1.77885D+00 |proj g|= 2.03002D-02\n",
"\n",
"At iterate 13 f= 7.27987D+00 |proj g|= 3.02901D+00\n",
"\n",
"At iterate 14 f= 2.58366D+00 |proj g|= 5.20439D-01\n",
"\n",
"At iterate 72 f= 1.27778D+02 |proj g|= 4.04406D-04\n",
"\n",
"At iterate 35 f= 1.76789D+00 |proj g|= 1.33335D-02\n",
"\n",
"At iterate 14 f= 4.42404D+00 |proj g|= 1.04098D+00\n",
"\n",
"At iterate 15 f= 1.93656D+00 |proj g|= 4.22423D-01\n",
"\n",
"At iterate 73 f= 1.27778D+02 |proj g|= 4.25781D-04\n",
"\n",
"At iterate 15 f= 3.26086D+00 |proj g|= 5.31637D-01\n",
"\n",
"At iterate 16 f= 1.58556D+00 |proj g|= 1.87540D-01\n",
"\n",
"At iterate 74 f= 1.27778D+02 |proj g|= 1.36837D-03\n",
"\n",
"At iterate 36 f= 1.76479D+00 |proj g|= 3.22654D-02\n",
"\n",
"At iterate 16 f= 2.62239D+00 |proj g|= 2.14293D-01\n",
"\n",
"At iterate 17 f= 1.45349D+00 |proj g|= 1.41955D-01\n",
"\n",
"At iterate 75 f= 1.27778D+02 |proj g|= 1.93398D-03\n",
"\n",
"At iterate 37 f= 1.75862D+00 |proj g|= 2.05698D-02\n",
"\n",
"At iterate 17 f= 2.41796D+00 |proj g|= 1.23510D-01\n",
"\n",
"\n",
"At iterate 76 f= 1.27778D+02 |proj g|= 2.80726D-03\n",
"At iterate 18 f= 1.40109D+00 |proj g|= 6.78162D-02\n",
"\n",
"At iterate 38 f= 1.74817D+00 |proj g|= 1.57135D-02\n",
"\n",
"\n",
"At iterate 19 f= 1.37734D+00 |proj g|= 2.57322D-02\n",
"\n",
"At iterate 39 f= 1.74490D+00 |proj g|= 4.58468D-02\n",
"At iterate 77 f= 1.27778D+02 |proj g|= 7.29890D-03\n",
"\n",
"At iterate 18 f= 2.38989D+00 |proj g|= 7.23855D-02\n",
"\n",
"At iterate 20 f= 1.35976D+00 |proj g|= 2.64687D-02\n",
"\n",
"At iterate 78 f= 1.27778D+02 |proj g|= 3.93126D-04\n",
"\n",
"At iterate 40 f= 1.73988D+00 |proj g|= 1.91863D-02\n",
"\n",
"At iterate 19 f= 2.34868D+00 |proj g|= 2.65003D-02\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 21 f= 1.33244D+00 |proj g|= 3.98963D-02\n",
"\n",
"At iterate 79 f= 1.27778D+02 |proj g|= 1.41331D-04\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"At iterate 41 f= 1.73737D+00 |proj g|= 9.58893D-03\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 79 91 1 0 0 1.413D-04 1.278D+02\n",
" F = 127.77773419747031 \n",
"\n",
"CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n",
"\n",
"At iterate 20 f= 2.33233D+00 |proj g|= 2.05796D-02\n",
"\n",
"At iterate 22 f= 1.30099D+00 |proj g|= 5.14306D-02\n",
"\n",
"At iterate 42 f= 1.73594D+00 |proj g|= 8.34741D-03\n",
"\n",
"At iterate 21 f= 2.29195D+00 |proj g|= 1.47182D-02\n",
"\n",
"At iterate 43 f= 1.73288D+00 |proj g|= 6.59398D-03\n",
"\n",
"At iterate 23 f= 1.27123D+00 |proj g|= 3.55288D-02\n",
"\n",
"At iterate 22 f= 2.27667D+00 |proj g|= 2.97407D-02\n",
"\n",
"At iterate 24 f= 1.24796D+00 |proj g|= 3.22581D-02\n",
"\n",
"At iterate 23 f= 2.25256D+00 |proj g|= 1.22769D-02\n",
"\n",
"At iterate 25 f= 1.22618D+00 |proj g|= 1.94634D-02\n",
"\n",
"At iterate 24 f= 2.24740D+00 |proj g|= 4.32139D-02\n",
"\n",
"At iterate 44 f= 1.73212D+00 |proj g|= 7.20358D-03\n",
"\n",
"At iterate 26 f= 1.21894D+00 |proj g|= 3.05509D-02\n",
"\n",
"At iterate 25 f= 2.24083D+00 |proj g|= 1.15112D-02\n",
"\n",
"At iterate 45 f= 1.73120D+00 |proj g|= 2.95058D-03\n",
"\n",
"At iterate 27 f= 1.21027D+00 |proj g|= 1.82562D-02\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.46847D+03\n",
"\n",
"At iterate 26 f= 2.23843D+00 |proj g|= 8.05434D-03\n",
"\n",
"At iterate 46 f= 1.73057D+00 |proj g|= 3.34280D-03\n",
"\n",
"At iterate 28 f= 1.20501D+00 |proj g|= 1.53357D-02\n",
"\n",
"At iterate 1 f= 7.96144D+03 |proj g|= 3.72247D+03\n",
"\n",
"At iterate 27 f= 2.23657D+00 |proj g|= 8.70690D-03\n",
"\n",
"At iterate 47 f= 1.72885D+00 |proj g|= 3.91145D-03\n",
"\n",
"At iterate 2 f= 5.57379D+03 |proj g|= 2.74825D+03\n",
"\n",
"At iterate 29 f= 1.19036D+00 |proj g|= 3.60069D-02\n",
"\n",
"At iterate 28 f= 2.23292D+00 |proj g|= 6.31264D-03\n",
"\n",
"At iterate 3 f= 2.47188D+03 |proj g|= 1.16034D+03\n",
"\n",
"At iterate 48 f= 1.72872D+00 |proj g|= 5.94794D-03\n",
"\n",
"At iterate 30 f= 1.18056D+00 |proj g|= 2.03057D-02\n",
"\n",
"At iterate 4 f= 1.41625D+03 |proj g|= 6.58460D+02\n",
"\n",
"At iterate 49 f= 1.72829D+00 |proj g|= 3.42667D-03\n",
"\n",
"At iterate 31 f= 1.17459D+00 |proj g|= 1.15653D-02\n",
"\n",
"At iterate 29 f= 2.23148D+00 |proj g|= 1.77149D-02\n",
"\n",
"At iterate 5 f= 7.65123D+02 |proj g|= 2.94570D+02\n",
"\n",
"At iterate 50 f= 1.72801D+00 |proj g|= 2.23612D-03\n",
"\n",
"\n",
"At iterate 32 f= 1.16832D+00 |proj g|= 1.13230D-02\n",
"At iterate 30 f= 2.22925D+00 |proj g|= 4.27945D-03\n",
"\n",
"At iterate 6 f= 4.08268D+02 |proj g|= 1.80221D+02\n",
"\n",
"At iterate 51 f= 1.72780D+00 |proj g|= 3.55561D-03\n",
"\n",
"At iterate 33 f= 1.16397D+00 |proj g|= 1.49178D-02\n",
"\n",
"At iterate 31 f= 2.22858D+00 |proj g|= 4.26237D-03\n",
"\n",
"At iterate 7 f= 1.88597D+02 |proj g|= 4.13894D+01\n",
"\n",
"At iterate 52 f= 1.72773D+00 |proj g|= 5.04074D-03\n",
"\n",
"At iterate 32 f= 2.22744D+00 |proj g|= 9.97448D-03\n",
"\n",
"At iterate 34 f= 1.15895D+00 |proj g|= 9.07321D-03\n",
"\n",
"At iterate 8 f= 1.19469D+02 |proj g|= 2.30072D+01\n",
"\n",
"At iterate 53 f= 1.72763D+00 |proj g|= 2.11344D-03\n",
"\n",
"At iterate 33 f= 2.22683D+00 |proj g|= 6.32495D-03\n",
"\n",
"At iterate 35 f= 1.15382D+00 |proj g|= 1.09413D-02\n",
"\n",
"At iterate 9 f= 6.07782D+01 |proj g|= 9.71758D+00\n",
"\n",
"At iterate 34 f= 2.22664D+00 |proj g|= 3.54044D-03\n",
"\n",
"At iterate 36 f= 1.15194D+00 |proj g|= 1.13290D-02\n",
"\n",
"At iterate 54 f= 1.72754D+00 |proj g|= 2.38247D-03\n",
"\n",
"At iterate 10 f= 2.68881D+01 |proj g|= 4.24157D+00\n",
"\n",
"At iterate 35 f= 2.22648D+00 |proj g|= 1.47956D-03\n",
"\n",
"At iterate 37 f= 1.15035D+00 |proj g|= 4.49672D-03\n",
"\n",
"At iterate 55 f= 1.72746D+00 |proj g|= 2.89515D-03\n",
"\n",
"At iterate 11 f= 1.44616D+01 |proj g|= 2.03657D+00\n",
"\n",
"At iterate 36 f= 2.22623D+00 |proj g|= 2.27364D-03\n",
"\n",
"At iterate 38 f= 1.14963D+00 |proj g|= 3.84731D-03\n",
"\n",
"At iterate 56 f= 1.72735D+00 |proj g|= 2.15846D-03\n",
"\n",
"At iterate 12 f= 8.11899D+00 |proj g|= 2.08313D+00\n",
"\n",
"At iterate 39 f= 1.14930D+00 |proj g|= 1.11405D-02\n",
"\n",
"At iterate 57 f= 1.72732D+00 |proj g|= 1.35317D-03\n",
"\n",
"At iterate 13 f= 4.94473D+00 |proj g|= 2.15754D+00\n",
"\n",
"At iterate 40 f= 1.14872D+00 |proj g|= 4.05674D-03\n",
"\n",
"At iterate 37 f= 2.22618D+00 |proj g|= 3.28718D-03\n",
"\n",
"At iterate 14 f= 3.40698D+00 |proj g|= 9.25866D-01\n",
"\n",
"\n",
"At iterate 41 f= 1.14830D+00 |proj g|= 2.48351D-03\n",
"At iterate 58 f= 1.72728D+00 |proj g|= 6.79314D-04\n",
"\n",
"At iterate 38 f= 2.22610D+00 |proj g|= 1.88436D-03\n",
"\n",
"At iterate 15 f= 2.79878D+00 |proj g|= 4.75311D-01\n",
"\n",
"At iterate 42 f= 1.14794D+00 |proj g|= 3.59029D-03\n",
"\n",
"At iterate 59 f= 1.72726D+00 |proj g|= 6.70250D-04\n",
"\n",
"At iterate 39 f= 2.22602D+00 |proj g|= 1.30373D-03\n",
"\n",
"At iterate 43 f= 1.14749D+00 |proj g|= 2.54159D-03\n",
"\n",
"At iterate 16 f= 2.47097D+00 |proj g|= 2.00863D-01\n",
"\n",
"At iterate 60 f= 1.72724D+00 |proj g|= 1.54711D-03\n",
"\n",
"At iterate 40 f= 2.22595D+00 |proj g|= 1.11016D-03\n",
"\n",
"At iterate 17 f= 2.36578D+00 |proj g|= 1.07386D-01\n",
"\n",
"At iterate 61 f= 1.72723D+00 |proj g|= 6.50768D-04\n",
"\n",
"At iterate 44 f= 1.14732D+00 |proj g|= 3.96911D-03\n",
"\n",
"At iterate 18 f= 2.32065D+00 |proj g|= 4.86514D-02\n",
"\n",
"At iterate 62 f= 1.72722D+00 |proj g|= 3.72561D-04\n",
"\n",
"At iterate 41 f= 2.22593D+00 |proj g|= 1.08467D-03\n",
"\n",
"At iterate 19 f= 2.28766D+00 |proj g|= 2.41487D-02\n",
"\n",
"At iterate 45 f= 1.14713D+00 |proj g|= 1.20962D-03\n",
"\n",
"At iterate 63 f= 1.72722D+00 |proj g|= 2.67352D-04\n",
"\n",
"At iterate 42 f= 2.22592D+00 |proj g|= 5.84440D-04\n",
"\n",
"At iterate 46 f= 1.14706D+00 |proj g|= 1.38503D-03\n",
"\n",
"At iterate 20 f= 2.26192D+00 |proj g|= 3.62164D-02\n",
"\n",
"At iterate 64 f= 1.72722D+00 |proj g|= 2.50876D-04\n",
"\n",
"At iterate 43 f= 2.22590D+00 |proj g|= 5.92330D-04\n",
"\n",
"At iterate 47 f= 1.14699D+00 |proj g|= 1.51345D-03\n",
"\n",
"At iterate 21 f= 2.20702D+00 |proj g|= 3.15524D-02\n",
"\n",
"At iterate 44 f= 2.22588D+00 |proj g|= 5.73708D-04\n",
"\n",
"At iterate 48 f= 1.14692D+00 |proj g|= 1.44063D-03\n",
"\n",
"At iterate 65 f= 1.72722D+00 |proj g|= 6.77080D-04\n",
"\n",
"At iterate 22 f= 2.18772D+00 |proj g|= 4.29970D-02\n",
"\n",
"At iterate 49 f= 1.14688D+00 |proj g|= 3.62490D-04\n",
"\n",
"At iterate 45 f= 2.22587D+00 |proj g|= 6.39843D-04\n",
"\n",
"At iterate 66 f= 1.72722D+00 |proj g|= 3.30697D-04\n",
"\n",
"At iterate 23 f= 2.17841D+00 |proj g|= 2.23381D-02\n",
"\n",
"At iterate 50 f= 1.14686D+00 |proj g|= 4.54958D-04\n",
"\n",
"At iterate 46 f= 2.22587D+00 |proj g|= 3.02733D-04\n",
"\n",
"At iterate 67 f= 1.72721D+00 |proj g|= 1.26538D-04\n",
"\n",
"At iterate 24 f= 2.17338D+00 |proj g|= 4.14192D-02\n",
"\n",
"At iterate 51 f= 1.14684D+00 |proj g|= 1.46111D-03\n",
"\n",
"At iterate 47 f= 2.22586D+00 |proj g|= 1.68852D-04\n",
"\n",
"At iterate 68 f= 1.72721D+00 |proj g|= 1.32961D-04\n",
"\n",
"At iterate 25 f= 2.16953D+00 |proj g|= 2.50761D-02\n",
"\n",
"At iterate 52 f= 1.14683D+00 |proj g|= 6.11613D-04\n",
"\n",
"At iterate 48 f= 2.22586D+00 |proj g|= 2.44683D-04\n",
"\n",
"At iterate 69 f= 1.72721D+00 |proj g|= 2.04919D-04\n",
"\n",
"At iterate 26 f= 2.16524D+00 |proj g|= 6.17991D-03\n",
"\n",
"At iterate 53 f= 1.14683D+00 |proj g|= 2.97021D-04\n",
"\n",
"At iterate 49 f= 2.22586D+00 |proj g|= 1.65379D-04\n",
"\n",
"At iterate 70 f= 1.72721D+00 |proj g|= 1.46642D-04\n",
"\n",
"At iterate 27 f= 2.16153D+00 |proj g|= 8.22312D-03\n",
"\n",
"At iterate 54 f= 1.14682D+00 |proj g|= 2.02357D-04\n",
"\n",
"At iterate 50 f= 2.22586D+00 |proj g|= 4.61725D-04\n",
"\n",
"At iterate 28 f= 2.15795D+00 |proj g|= 7.83666D-03\n",
"\n",
"At iterate 55 f= 1.14682D+00 |proj g|= 1.84331D-04\n",
"\n",
"At iterate 51 f= 2.22586D+00 |proj g|= 1.12902D-04\n",
"\n",
"At iterate 71 f= 1.72721D+00 |proj g|= 1.97504D-04\n",
"\n",
"At iterate 29 f= 2.15519D+00 |proj g|= 4.14719D-03\n",
"\n",
"At iterate 30 f= 2.15404D+00 |proj g|= 6.42955D-03\n",
"\n",
"At iterate 52 f= 2.22586D+00 |proj g|= 5.53000D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 52 59 1 0 0 5.530D-05 2.226D+00\n",
" F = 2.2258592218736433 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 56 f= 1.14682D+00 |proj g|= 3.30826D-04\n",
"\n",
"At iterate 72 f= 1.72721D+00 |proj g|= 1.09319D-04\n",
"\n",
"At iterate 57 f= 1.14682D+00 |proj g|= 1.70388D-04\n",
"\n",
"At iterate 73 f= 1.72721D+00 |proj g|= 5.81105D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 73 83 1 0 0 5.811D-05 1.727D+00\n",
" F = 1.7272116279407981 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 31 f= 2.15343D+00 |proj g|= 7.27048D-03\n",
"\n",
"At iterate 58 f= 1.14682D+00 |proj g|= 9.73212D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 58 61 1 0 0 9.732D-05 1.147D+00\n",
" F = 1.1468163098577051 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 32 f= 2.15285D+00 |proj g|= 2.51228D-03\n",
"\n",
"At iterate 33 f= 2.15259D+00 |proj g|= 2.27393D-03\n",
"\n",
"At iterate 34 f= 2.15248D+00 |proj g|= 2.87242D-03\n",
"\n",
"At iterate 35 f= 2.15231D+00 |proj g|= 1.75419D-03\n",
"\n",
"At iterate 36 f= 2.15225D+00 |proj g|= 7.55224D-03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.21302D+03\n",
"\n",
"At iterate 37 f= 2.15212D+00 |proj g|= 9.80366D-04\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 3.91239D+03\n",
"\n",
"At iterate 1 f= 1.10962D+04 |proj g|= 1.03106D+03\n",
"RUNNING THE L-BFGS-B CODE\n",
"\n",
" * * *\n",
"\n",
"Machine precision = 2.220D-16\n",
" N = 3176 M = 10\n",
"\n",
"At X0 0 variables are exactly at the bounds\n",
"\n",
"At iterate 0 f= 1.40113D+04 |proj g|= 1.20947D+03\n",
"\n",
"At iterate 38 f= 2.15210D+00 |proj g|= 9.11115D-04\n",
"\n",
"At iterate 1 f= 8.17274D+03 |proj g|= 2.50968D+03\n",
"\n",
"At iterate 2 f= 7.98200D+03 |proj g|= 1.54671D+03\n",
"\n",
"\n",
"At iterate 39 f= 2.15204D+00 |proj g|= 6.79841D-04\n",
"At iterate 2 f= 4.80317D+03 |proj g|= 1.21969D+03\n",
"\n",
"At iterate 1 f= 1.15337D+04 |proj g|= 1.29522D+03\n",
"\n",
"At iterate 3 f= 5.82986D+03 |proj g|= 2.81772D+02\n",
"\n",
"At iterate 3 f= 2.39756D+03 |proj g|= 7.06478D+02\n",
"\n",
"At iterate 40 f= 2.15200D+00 |proj g|= 7.74122D-04\n",
"\n",
"At iterate 2 f= 9.24313D+03 |proj g|= 1.08282D+03\n",
"\n",
"At iterate 4 f= 4.70974D+03 |proj g|= 1.04911D+02\n",
"\n",
"At iterate 4 f= 1.15802D+03 |proj g|= 3.35696D+02\n",
"\n",
"At iterate 41 f= 2.15199D+00 |proj g|= 9.33878D-04\n",
"\n",
"At iterate 3 f= 7.68380D+03 |proj g|= 5.92105D+02\n",
"\n",
"At iterate 5 f= 3.66727D+03 |proj g|= 1.21050D+02\n",
"\n",
"At iterate 5 f= 5.65772D+02 |proj g|= 1.79848D+02\n",
"\n",
"At iterate 42 f= 2.15198D+00 |proj g|= 4.32941D-04\n",
"\n",
"At iterate 4 f= 6.19797D+03 |proj g|= 3.65901D+02\n",
"\n",
"At iterate 6 f= 2.80701D+02 |proj g|= 7.25890D+01\n",
"\n",
"At iterate 6 f= 2.71265D+03 |proj g|= 2.06500D+01\n",
"\n",
"At iterate 43 f= 2.15198D+00 |proj g|= 3.14203D-04\n",
"\n",
"At iterate 5 f= 4.78956D+03 |proj g|= 2.36937D+02\n",
"\n",
"At iterate 7 f= 1.39733D+02 |proj g|= 5.13670D+01\n",
"\n",
"At iterate 7 f= 2.08064D+03 |proj g|= 2.40316D+02\n",
"\n",
"At iterate 44 f= 2.15198D+00 |proj g|= 1.86850D-04\n",
"\n",
"At iterate 6 f= 3.50317D+03 |proj g|= 1.00447D+02\n",
"\n",
"At iterate 8 f= 6.88974D+01 |proj g|= 2.24655D+01\n",
"\n",
"At iterate 8 f= 1.70891D+03 |proj g|= 1.95670D+02\n",
"\n",
"At iterate 7 f= 2.55199D+03 |proj g|= 1.92260D+02\n",
"\n",
"At iterate 45 f= 2.15197D+00 |proj g|= 2.22076D-04\n",
"\n",
"At iterate 9 f= 3.36133D+01 |proj g|= 9.95466D+00\n",
"\n",
"At iterate 9 f= 1.39993D+03 |proj g|= 4.10983D+01\n",
"\n",
"At iterate 8 f= 1.92645D+03 |proj g|= 4.57682D+02\n",
"\n",
"At iterate 46 f= 2.15197D+00 |proj g|= 4.76241D-04\n",
"\n",
"\n",
"At iterate 10 f= 1.74146D+01 |proj g|= 4.62364D+00\n",
"At iterate 10 f= 1.23972D+03 |proj g|= 4.49171D+01\n",
"\n",
"At iterate 9 f= 1.55197D+03 |proj g|= 1.24369D+02\n",
"\n",
"At iterate 47 f= 2.15197D+00 |proj g|= 1.15382D-04\n",
"\n",
"At iterate 11 f= 9.33727D+00 |proj g|= 2.17383D+00\n",
"\n",
"At iterate 10 f= 1.33084D+03 |proj g|= 3.42414D+01\n",
"\n",
"At iterate 11 f= 1.17205D+03 |proj g|= 1.82037D+02\n",
"\n",
"At iterate 48 f= 2.15197D+00 |proj g|= 8.89652D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 48 50 1 0 0 8.897D-05 2.152D+00\n",
" F = 2.1519694644456955 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 12 f= 5.37295D+00 |proj g|= 1.12671D+00\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" This problem is unconstrained.\n",
" This problem is unconstrained.\n",
" This problem is unconstrained.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 12 f= 1.08094D+03 |proj g|= 1.21915D+02\n",
"\n",
"At iterate 11 f= 1.22272D+03 |proj g|= 9.28914D+01\n",
"\n",
"At iterate 13 f= 3.47925D+00 |proj g|= 7.40455D-01\n",
"\n",
"\n",
"At iterate 13 f= 9.97250D+02 |proj g|= 8.24771D+01\n",
"At iterate 14 f= 2.58653D+00 |proj g|= 2.43600D-01\n",
"\n",
"At iterate 12 f= 1.14725D+03 |proj g|= 8.14089D+01\n",
"\n",
"At iterate 15 f= 2.26305D+00 |proj g|= 9.64522D-02\n",
"\n",
"At iterate 14 f= 9.68830D+02 |proj g|= 3.83865D+01\n",
"\n",
"At iterate 13 f= 1.13207D+03 |proj g|= 7.26757D+00\n",
"\n",
"At iterate 16 f= 2.18512D+00 |proj g|= 4.36788D-02\n",
"\n",
"At iterate 15 f= 9.51915D+02 |proj g|= 1.95663D+01\n",
"\n",
"At iterate 14 f= 1.10023D+03 |proj g|= 2.84234D+01\n",
"\n",
"At iterate 17 f= 2.16325D+00 |proj g|= 1.64235D-02\n",
"\n",
"At iterate 16 f= 9.38859D+02 |proj g|= 6.76919D+00\n",
"\n",
"At iterate 15 f= 1.07962D+03 |proj g|= 3.12391D+01\n",
"\n",
"At iterate 18 f= 2.15758D+00 |proj g|= 8.37104D-03\n",
"\n",
"At iterate 17 f= 9.33210D+02 |proj g|= 4.78267D+00\n",
"\n",
"At iterate 16 f= 1.04381D+03 |proj g|= 1.36028D+01\n",
"\n",
"At iterate 19 f= 2.15416D+00 |proj g|= 1.59468D-02\n",
"\n",
"\n",
"At iterate 18 f= 9.23937D+02 |proj g|= 1.60742D+01\n",
"At iterate 17 f= 1.02318D+03 |proj g|= 2.55118D+01\n",
"\n",
"At iterate 20 f= 2.15227D+00 |proj g|= 9.49407D-03\n",
"\n",
"At iterate 19 f= 9.22527D+02 |proj g|= 7.84467D+00\n",
"\n",
"At iterate 21 f= 2.15131D+00 |proj g|= 4.56138D-03\n",
"\n",
"At iterate 18 f= 1.01632D+03 |proj g|= 9.07714D+00\n",
"\n",
"At iterate 19 f= 1.01154D+03 |proj g|= 9.81537D+00\n",
"\n",
"At iterate 20 f= 9.21955D+02 |proj g|= 2.22376D+00\n",
"\n",
"At iterate 22 f= 2.15061D+00 |proj g|= 1.68683D-03\n",
"\n",
"At iterate 21 f= 9.21720D+02 |proj g|= 3.37434D+00\n",
"\n",
"At iterate 23 f= 2.15042D+00 |proj g|= 1.21156D-03\n",
"\n",
"At iterate 20 f= 1.00846D+03 |proj g|= 1.34772D+01\n",
"\n",
"\n",
"At iterate 24 f= 2.15031D+00 |proj g|= 2.92607D-04\n",
"At iterate 21 f= 1.00590D+03 |proj g|= 1.36035D+01\n",
"\n",
"At iterate 22 f= 9.21194D+02 |proj g|= 2.89696D+00\n",
"\n",
"At iterate 25 f= 2.15030D+00 |proj g|= 1.23270D-03\n",
"\n",
"At iterate 22 f= 1.00406D+03 |proj g|= 2.59098D+00\n",
"\n",
"At iterate 23 f= 9.20530D+02 |proj g|= 1.77265D+00\n",
"\n",
"\n",
"At iterate 23 f= 1.00382D+03 |proj g|= 1.07310D+00\n",
"At iterate 26 f= 2.15029D+00 |proj g|= 9.40862D-04\n",
"\n",
"At iterate 24 f= 9.19699D+02 |proj g|= 2.75583D+00\n",
"\n",
"At iterate 27 f= 2.15029D+00 |proj g|= 2.38376D-04\n",
"\n",
"At iterate 24 f= 1.00367D+03 |proj g|= 3.23275D+00\n",
"\n",
"At iterate 25 f= 9.17754D+02 |proj g|= 4.75247D+00\n",
"\n",
"At iterate 28 f= 2.15029D+00 |proj g|= 9.77985D-05\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 28 29 1 0 0 9.780D-05 2.150D+00\n",
" F = 2.1502858892843180 \n",
"\n",
"CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n",
"\n",
"At iterate 25 f= 1.00351D+03 |proj g|= 1.04524D+00\n",
"\n",
"At iterate 26 f= 9.14775D+02 |proj g|= 7.48664D+00\n",
"\n",
"At iterate 26 f= 1.00342D+03 |proj g|= 2.73716D+00\n",
"\n",
"At iterate 27 f= 9.12233D+02 |proj g|= 8.38007D+00\n",
"\n",
"At iterate 27 f= 1.00322D+03 |proj g|= 7.80959D-01\n",
"\n",
"At iterate 28 f= 1.00274D+03 |proj g|= 5.95180D+00\n",
"\n",
"At iterate 28 f= 9.11477D+02 |proj g|= 1.76318D+00\n",
"\n",
"At iterate 29 f= 1.00239D+03 |proj g|= 7.05612D+00\n",
"\n",
"At iterate 29 f= 9.10746D+02 |proj g|= 4.04579D-01\n",
"\n",
"At iterate 30 f= 1.00123D+03 |proj g|= 8.09180D+00\n",
"\n",
"At iterate 30 f= 9.10671D+02 |proj g|= 4.33118D-01\n",
"\n",
"At iterate 31 f= 9.98666D+02 |proj g|= 1.42438D+01\n",
"\n",
"At iterate 32 f= 9.97141D+02 |proj g|= 4.42974D+00\n",
"\n",
"At iterate 31 f= 9.10658D+02 |proj g|= 1.10396D+00\n",
"\n",
"At iterate 33 f= 9.96473D+02 |proj g|= 4.22333D+00\n",
"\n",
"At iterate 32 f= 9.10623D+02 |proj g|= 5.55655D-01\n",
"\n",
"At iterate 33 f= 9.10521D+02 |proj g|= 9.27129D-01\n",
"\n",
"At iterate 34 f= 9.96253D+02 |proj g|= 3.53068D+00\n",
"\n",
"At iterate 34 f= 9.10335D+02 |proj g|= 1.90226D+00\n",
"\n",
"At iterate 35 f= 9.96185D+02 |proj g|= 2.51483D+00\n",
"\n",
"At iterate 35 f= 9.09939D+02 |proj g|= 4.23442D+00\n",
"\n",
"At iterate 36 f= 9.96087D+02 |proj g|= 3.35073D-01\n",
"\n",
"At iterate 36 f= 9.09317D+02 |proj g|= 3.74096D+00\n",
"\n",
"At iterate 37 f= 9.96034D+02 |proj g|= 9.21991D-01\n",
"\n",
"At iterate 38 f= 9.95935D+02 |proj g|= 1.79001D+00\n",
"\n",
"At iterate 39 f= 9.95804D+02 |proj g|= 3.29124D+00\n",
"\n",
"At iterate 37 f= 9.09197D+02 |proj g|= 7.25106D+00\n",
"\n",
"At iterate 40 f= 9.95618D+02 |proj g|= 1.93739D+00\n",
"\n",
"At iterate 38 f= 9.08699D+02 |proj g|= 3.81796D+00\n",
"\n",
"At iterate 41 f= 9.95321D+02 |proj g|= 2.10283D+00\n",
"\n",
"At iterate 39 f= 9.08511D+02 |proj g|= 3.65324D-01\n",
"\n",
"At iterate 42 f= 9.95019D+02 |proj g|= 4.67140D-01\n",
"\n",
"At iterate 40 f= 9.08498D+02 |proj g|= 2.28119D-01\n",
"\n",
"At iterate 43 f= 9.94963D+02 |proj g|= 2.26887D-01\n",
"\n",
"At iterate 41 f= 9.08483D+02 |proj g|= 1.24781D-01\n",
"\n",
"At iterate 44 f= 9.94898D+02 |proj g|= 1.15174D+00\n",
"\n",
"At iterate 45 f= 9.94803D+02 |proj g|= 2.60557D+00\n",
"\n",
"At iterate 42 f= 9.08468D+02 |proj g|= 1.20701D+00\n",
"\n",
"At iterate 46 f= 9.94603D+02 |proj g|= 1.35927D+00\n",
"\n",
"At iterate 43 f= 9.08447D+02 |proj g|= 3.68800D-01\n",
"\n",
"At iterate 44 f= 9.08419D+02 |proj g|= 4.26188D-01\n",
"\n",
"At iterate 47 f= 9.94519D+02 |proj g|= 6.32471D+00\n",
"\n",
"At iterate 45 f= 9.08302D+02 |proj g|= 1.35831D+00\n",
"\n",
"At iterate 48 f= 9.94252D+02 |proj g|= 4.53114D+00\n",
"\n",
"At iterate 46 f= 9.08193D+02 |proj g|= 1.85598D+00\n",
"\n",
"At iterate 49 f= 9.93695D+02 |proj g|= 9.71946D-01\n",
"\n",
"At iterate 47 f= 9.08059D+02 |proj g|= 2.01961D+00\n",
"\n",
"At iterate 50 f= 9.93564D+02 |proj g|= 1.35064D+00\n",
"\n",
"At iterate 51 f= 9.93401D+02 |proj g|= 1.04944D+00\n",
"\n",
"At iterate 48 f= 9.08040D+02 |proj g|= 3.12280D+00\n",
"\n",
"At iterate 49 f= 9.07927D+02 |proj g|= 8.45858D-01\n",
"\n",
"At iterate 52 f= 9.93276D+02 |proj g|= 4.05605D-01\n",
"\n",
"At iterate 50 f= 9.07848D+02 |proj g|= 1.16201D+00\n",
"\n",
"At iterate 53 f= 9.93136D+02 |proj g|= 5.18064D-01\n",
"\n",
"At iterate 51 f= 9.07747D+02 |proj g|= 2.73259D+00\n",
"\n",
"At iterate 54 f= 9.93055D+02 |proj g|= 9.91989D-01\n",
"\n",
"At iterate 52 f= 9.07616D+02 |proj g|= 2.99315D+00\n",
"\n",
"At iterate 55 f= 9.92997D+02 |proj g|= 5.43007D-01\n",
"\n",
"At iterate 53 f= 9.07528D+02 |proj g|= 7.33906D+00\n",
"\n",
"At iterate 56 f= 9.92935D+02 |proj g|= 2.80537D-01\n",
"\n",
"At iterate 54 f= 9.07352D+02 |proj g|= 1.66995D+00\n",
"\n",
"At iterate 57 f= 9.92845D+02 |proj g|= 5.32798D-01\n",
"\n",
"At iterate 55 f= 9.07307D+02 |proj g|= 4.92216D-01\n",
"\n",
"At iterate 58 f= 9.92694D+02 |proj g|= 1.74805D+00\n",
"\n",
"At iterate 56 f= 9.07284D+02 |proj g|= 2.92483D-01\n",
"\n",
"At iterate 57 f= 9.07265D+02 |proj g|= 2.24435D-01\n",
"\n",
"At iterate 59 f= 9.92584D+02 |proj g|= 3.28207D+00\n",
"\n",
"At iterate 58 f= 9.07243D+02 |proj g|= 3.19605D-01\n",
"\n",
"At iterate 60 f= 9.92423D+02 |proj g|= 1.61501D+00\n",
"\n",
"At iterate 61 f= 9.92187D+02 |proj g|= 9.89671D-01\n",
"\n",
"At iterate 62 f= 9.92123D+02 |proj g|= 9.05190D-01\n",
"\n",
"At iterate 59 f= 9.07238D+02 |proj g|= 7.60729D-01\n",
"\n",
"At iterate 63 f= 9.92036D+02 |proj g|= 1.61040D+00\n",
"\n",
"At iterate 60 f= 9.07232D+02 |proj g|= 2.33624D-01\n",
"\n",
"At iterate 61 f= 9.07225D+02 |proj g|= 4.14883D-01\n",
"\n",
"At iterate 64 f= 9.92000D+02 |proj g|= 1.75828D-01\n",
"\n",
"At iterate 62 f= 9.07219D+02 |proj g|= 8.09829D-01\n",
"\n",
"At iterate 65 f= 9.91992D+02 |proj g|= 1.61560D-01\n",
"\n",
"At iterate 63 f= 9.07202D+02 |proj g|= 1.33309D+00\n",
"\n",
"At iterate 66 f= 9.91977D+02 |proj g|= 2.83650D-01\n",
"\n",
"At iterate 64 f= 9.07177D+02 |proj g|= 1.41801D+00\n",
"\n",
"At iterate 67 f= 9.91939D+02 |proj g|= 3.03011D-01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"At iterate 65 f= 9.07123D+02 |proj g|= 4.42886D+00\n",
"\n",
"At iterate 68 f= 9.91902D+02 |proj g|= 3.36023D-01\n",
"\n",
"At iterate 66 f= 9.07042D+02 |proj g|= 1.68564D+00\n",
"\n",
"At iterate 69 f= 9.91837D+02 |proj g|= 9.06060D-01\n",
"\n",
"At iterate 67 f= 9.06999D+02 |proj g|= 5.82220D-01\n",
"\n",
"At iterate 70 f= 9.91806D+02 |proj g|= 2.67177D+00\n",
"\n",
"At iterate 68 f= 9.06991D+02 |proj g|= 2.35187D-01\n",
"\n",
"At iterate 71 f= 9.91756D+02 |proj g|= 8.13534D-01\n",
"\n",
"At iterate 69 f= 9.06987D+02 |proj g|= 1.01278D-01\n",
"\n",
"At iterate 72 f= 9.91701D+02 |proj g|= 7.13066D-01\n",
"\n",
"At iterate 70 f= 9.06983D+02 |proj g|= 5.65374D-01\n",
"\n",
"At iterate 73 f= 9.91675D+02 |proj g|= 7.49529D-01\n",
"\n",
"At iterate 71 f= 9.06980D+02 |proj g|= 4.46022D-01\n",
"\n",
"At iterate 74 f= 9.91656D+02 |proj g|= 1.70759D-01\n",
"\n",
"At iterate 72 f= 9.06976D+02 |proj g|= 2.02576D-01\n",
"\n",
"At iterate 73 f= 9.06969D+02 |proj g|= 2.03849D-01\n",
"\n",
"At iterate 75 f= 9.91653D+02 |proj g|= 3.58023D-01\n",
"\n",
"At iterate 74 f= 9.06964D+02 |proj g|= 3.96392D-01\n",
"\n",
"At iterate 76 f= 9.91650D+02 |proj g|= 1.10574D-01\n",
"\n",
"At iterate 75 f= 9.06957D+02 |proj g|= 4.38261D-01\n",
"\n",
"At iterate 77 f= 9.91648D+02 |proj g|= 9.44056D-02\n",
"\n",
"At iterate 78 f= 9.91644D+02 |proj g|= 8.02843D-02\n",
"\n",
"At iterate 76 f= 9.06955D+02 |proj g|= 1.15922D-01\n",
"\n",
"At iterate 79 f= 9.91635D+02 |proj g|= 1.00236D-01\n",
"\n",
"At iterate 77 f= 9.06950D+02 |proj g|= 1.20117D-01\n",
"\n",
"At iterate 78 f= 9.06940D+02 |proj g|= 1.95014D-01\n",
"\n",
"At iterate 80 f= 9.91632D+02 |proj g|= 4.81767D-01\n",
"\n",
"At iterate 81 f= 9.91626D+02 |proj g|= 2.02655D-01\n",
"\n",
"At iterate 79 f= 9.06937D+02 |proj g|= 4.08916D-01\n",
"\n",
"At iterate 82 f= 9.91624D+02 |proj g|= 8.88619D-02\n",
"\n",
"At iterate 80 f= 9.06935D+02 |proj g|= 2.24466D-01\n",
"\n",
"At iterate 83 f= 9.91622D+02 |proj g|= 1.52906D-01\n",
"\n",
"At iterate 81 f= 9.06929D+02 |proj g|= 3.43664D-01\n",
"\n",
"At iterate 84 f= 9.91621D+02 |proj g|= 9.19853D-02\n",
"\n",
"At iterate 82 f= 9.06925D+02 |proj g|= 5.26214D-01\n",
"\n",
"At iterate 85 f= 9.91618D+02 |proj g|= 1.31466D-01\n",
"\n",
"At iterate 86 f= 9.91615D+02 |proj g|= 9.04310D-02\n",
"\n",
"At iterate 83 f= 9.06909D+02 |proj g|= 8.37530D-01\n",
"\n",
"At iterate 84 f= 9.06889D+02 |proj g|= 1.04385D+00\n",
"\n",
"At iterate 87 f= 9.91612D+02 |proj g|= 7.43290D-01\n",
"\n",
"At iterate 85 f= 9.06881D+02 |proj g|= 2.85782D-01\n",
"\n",
"At iterate 88 f= 9.91607D+02 |proj g|= 2.09767D-01\n",
"\n",
"\n",
"At iterate 89 f= 9.91605D+02 |proj g|= 1.01322D-01\n",
"At iterate 86 f= 9.06860D+02 |proj g|= 2.51053D-01\n",
"\n",
"At iterate 90 f= 9.91604D+02 |proj g|= 1.00936D-01\n",
"\n",
"At iterate 87 f= 9.06854D+02 |proj g|= 8.92219D-01\n",
"\n",
"At iterate 91 f= 9.91600D+02 |proj g|= 1.09244D-01\n",
"\n",
"At iterate 88 f= 9.06848D+02 |proj g|= 1.13571D-01\n",
"\n",
"At iterate 92 f= 9.91598D+02 |proj g|= 6.35439D-01\n",
"\n",
"At iterate 89 f= 9.06847D+02 |proj g|= 6.23546D-02\n",
"\n",
"At iterate 93 f= 9.91591D+02 |proj g|= 2.69526D-01\n",
"\n",
"At iterate 90 f= 9.06846D+02 |proj g|= 4.41280D-02\n",
"\n",
"At iterate 94 f= 9.91587D+02 |proj g|= 1.79879D-01\n",
"\n",
"At iterate 91 f= 9.06846D+02 |proj g|= 2.29867D-01\n",
"\n",
"At iterate 95 f= 9.91581D+02 |proj g|= 1.82969D-01\n",
"\n",
"At iterate 92 f= 9.06845D+02 |proj g|= 1.99584D-01\n",
"\n",
"At iterate 96 f= 9.91577D+02 |proj g|= 1.67399D-01\n",
"\n",
"At iterate 93 f= 9.06842D+02 |proj g|= 1.23610D-01\n",
"\n",
"At iterate 97 f= 9.91575D+02 |proj g|= 5.71876D-01\n",
"\n",
"At iterate 94 f= 9.06831D+02 |proj g|= 2.34460D-01\n",
"\n",
"At iterate 98 f= 9.91571D+02 |proj g|= 1.16086D-01\n",
"\n",
"At iterate 95 f= 9.06814D+02 |proj g|= 3.51036D-01\n",
"\n",
"At iterate 99 f= 9.91569D+02 |proj g|= 1.30646D-01\n",
"\n",
"\n",
"At iterate 100 f= 9.91566D+02 |proj g|= 5.91075D-01\n",
"At iterate 96 f= 9.06790D+02 |proj g|= 3.93932D-01\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 111 1 0 0 5.911D-01 9.916D+02\n",
" F = 991.56635920806855 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n",
"\n",
"At iterate 97 f= 9.06786D+02 |proj g|= 5.36472D-01\n",
"\n",
"At iterate 98 f= 9.06772D+02 |proj g|= 2.15829D-01\n",
"\n",
"At iterate 99 f= 9.06770D+02 |proj g|= 7.45612D-01\n",
"\n",
"At iterate 100 f= 9.06767D+02 |proj g|= 8.95020D-02\n",
"\n",
" * * *\n",
"\n",
"Tit = total number of iterations\n",
"Tnf = total number of function evaluations\n",
"Tnint = total number of segments explored during Cauchy searches\n",
"Skip = number of BFGS updates skipped\n",
"Nact = number of active bounds at final generalized Cauchy point\n",
"Projg = norm of the final projected gradient\n",
"F = final function value\n",
"\n",
" * * *\n",
"\n",
" N Tit Tnf Tnint Skip Nact Projg F\n",
" 3176 100 119 1 0 0 8.950D-02 9.068D+02\n",
" F = 906.76679649186815 \n",
"\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=4)]: Done 233 out of 233 | elapsed: 17.9s finished\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 ovr l2 0.9415832141154029\n"
]
}
],
"source": [
"# val_scores = {}\n",
"from sklearn.metrics import f1_score\n",
"for c in [1e-4, 100]:\n",
" for mcl in [\"ovr\"]:\n",
" for penalty in [\"l2\"]:\n",
" model = LogisticRegression(max_iter=100, class_weight=\"balanced\", verbose=2, n_jobs=4, penalty=penalty, C=c, multi_class=mcl).fit(XAffix, ytrain)\n",
" ypred = model.predict(vXAffix)\n",
" score = f1_score(yval, ypred, average=\"micro\")\n",
" print(c, mcl, penalty, score)\n",
" val_scores[(c, mcl, penalty, \"balanced\")] = score\n"
]
},
{
"cell_type": "code",
"execution_count": 548,
"id": "d6f4dbc6",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"array([[13, 0, 0, ..., 0, 0, 0],\n",
" [ 0, 56, 0, ..., 0, 0, 0],\n",
" [ 0, 0, 21, ..., 0, 0, 0],\n",
" ...,\n",
" [ 0, 0, 0, ..., 3, 0, 0],\n",
" [ 0, 0, 0, ..., 0, 18, 0],\n",
" [ 0, 0, 0, ..., 0, 0, 0]])"
]
},
"execution_count": 548,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"confusion_matrix(yval, ypred)"
]
},
{
"cell_type": "code",
"execution_count": 549,
"id": "fc3b1f0f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{(0.0001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.0001, 'ovr', 'l2'): 0.01239866475917978,\n",
" (0.0001, 'multinomial', 'none'): 0.9360991893180735,\n",
" (0.0001, 'multinomial', 'l2'): 0.01239866475917978,\n",
" (0.001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.001, 'ovr', 'l2'): 0.3214115402956605,\n",
" (0.001, 'multinomial', 'none'): 0.9360991893180735,\n",
" (10, 'ovr', 'none'): 0.9444444444444444,\n",
" (10, 'ovr', 'l2'): 0.9489747257987602,\n",
" (100, 'ovr', 'l2'): 0.9489747257987602,\n",
" (1e-05, 'ovr', 'l2'): 0.01239866475917978,\n",
" (1000.0, 'ovr', 'l2'): 0.9477825464949928,\n",
" (100, 'ovr', 'l2', 'balanced'): 0.9415832141154029,\n",
" (0.0001, 'ovr', 'l2', 'balanced'): 0.7815927515498331}"
]
},
"execution_count": 549,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
"/Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
]
}
],
"source": [
"val_scores"
]
},
{
"cell_type": "code",
"execution_count": 535,
"id": "ba030238",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{(0.0001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.0001, 'ovr', 'l2'): 0.01239866475917978,\n",
" (0.0001, 'multinomial', 'none'): 0.9360991893180735,\n",
" (0.0001, 'multinomial', 'l2'): 0.01239866475917978,\n",
" (0.001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.001, 'ovr', 'l2'): 0.3214115402956605,\n",
" (0.001, 'multinomial', 'none'): 0.9360991893180735,\n",
" (10, 'ovr', 'none'): 0.9444444444444444,\n",
" (10, 'ovr', 'l2'): 0.9489747257987602,\n",
" (100, 'ovr', 'l2'): 0.9489747257987602,\n",
" (1e-05, 'ovr', 'l2'): 0.01239866475917978,\n",
" (1000.0, 'ovr', 'l2'): 0.9477825464949928,\n",
" (100, 'ovr', 'l2', 'balanced'): 0.9492131616595136}"
]
},
"execution_count": 535,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"val_scores"
]
},
{
"cell_type": "code",
"execution_count": 531,
"id": "7f036785",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{(0.0001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.0001, 'ovr', 'l2'): 0.01239866475917978,\n",
" (0.0001, 'multinomial', 'none'): 0.9360991893180735,\n",
" (0.0001, 'multinomial', 'l2'): 0.01239866475917978,\n",
" (0.001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.001, 'ovr', 'l2'): 0.3214115402956605,\n",
" (0.001, 'multinomial', 'none'): 0.9360991893180735,\n",
" (10, 'ovr', 'none'): 0.9444444444444444,\n",
" (10, 'ovr', 'l2'): 0.9489747257987602,\n",
" (100, 'ovr', 'l2'): 0.9489747257987602,\n",
" (1e-05, 'ovr', 'l2'): 0.01239866475917978,\n",
" (1000.0, 'ovr', 'l2'): 0.9477825464949928}"
]
},
"execution_count": 531,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"val_scores[(100, 'ovr', 'l2')] = 0.9489747257987602\n",
"val_scores"
]
},
{
"cell_type": "code",
"execution_count": 528,
"id": "b1799493",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{(0.0001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.0001, 'ovr', 'l2'): 0.01239866475917978,\n",
" (0.0001, 'multinomial', 'none'): 0.9360991893180735,\n",
" (0.0001, 'multinomial', 'l2'): 0.01239866475917978,\n",
" (0.001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.001, 'ovr', 'l2'): 0.3214115402956605,\n",
" (0.001, 'multinomial', 'none'): 0.9360991893180735,\n",
" (10, 'ovr', 'none'): 0.9444444444444444,\n",
" (10, 'ovr', 'l2'): 0.9489747257987602,\n",
" (100, 'ovr', 'l2'): 0.9489747257987602,\n",
" (1e-05, 'ovr', 'l2'): 0.01239866475917978,\n",
" (1000.0, 'ovr', 'l2'): 0.9477825464949928}"
]
},
"execution_count": 528,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"val_scores"
]
},
{
"cell_type": "code",
"execution_count": 519,
"id": "c2d9a80c",
"metadata": {},
"outputs": [],
"source": [
"val_scores = {(0.0001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.0001, 'ovr', 'l2'): 0.01239866475917978,\n",
" (0.0001, 'multinomial', 'none'): 0.9360991893180735,\n",
" (0.0001, 'multinomial', 'l2'): 0.01239866475917978,\n",
" (0.001, 'ovr', 'none'): 0.9444444444444444,\n",
" (0.001, 'ovr', 'l2'): 0.3214115402956605,\n",
" (0.001, 'multinomial', 'none'): 0.9360991893180735}"
]
},
{
"cell_type": "code",
"execution_count": 536,
"id": "2dab90a9",
"metadata": {},
"outputs": [],
"source": [
"ypred = model.predict(vX)"
]
},
{
"cell_type": "code",
"execution_count": 312,
"id": "f7ee6134",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 537,
"id": "1b236dd2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9492131616595136"
]
},
"execution_count": 537,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f1_score(yval, ypred, average=\"micro\")"
]
},
{
"cell_type": "code",
"execution_count": 277,
"id": "00ae676f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9434657927079066"
]
},
"execution_count": 277,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f1_score(yval, ypred, average=\"micro\")"
]
},
{
"cell_type": "code",
"execution_count": 252,
"id": "e792f63e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([165, 162, 8, ..., 143, 34, 1])"
]
},
"execution_count": 252,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ypred"
]
},
{
"cell_type": "code",
"execution_count": 575,
"id": "1195d059",
"metadata": {},
"outputs": [],
"source": [
"ytest = model.predict(tX)\n",
"tdf = pd.read_csv(\"../Downloads/test_data.csv\")\n",
"tdf.loc[:, \"Tag\"] = [x.upper() for x in labelencoder.inverse_transform(ytest)]\n",
"tdf"
]
},
{
"cell_type": "code",
"execution_count": 576,
"id": "98aa0839",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['hor_pl', 'fut_indf_2sgf', 'poss_1pl_dat', ..., 'poss_2plf',\n",
" 'pst_indf_1pl', 'hor_sg'], dtype=object)"
]
},
"execution_count": 576,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 577,
"id": "251eb5b2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" кыймылдайлык | \n",
" кыймылда | \n",
" йлык | \n",
" HOR_PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 1 | \n",
" эсептерсиз | \n",
" эсепте | \n",
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" FUT_INDF_2SGF | \n",
" VERB | \n",
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"
\n",
" \n",
" | 2 | \n",
" өрүгүбүзгө | \n",
" өрүк | \n",
" үбүзгө | \n",
" POSS_1PL_DAT | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 3 | \n",
" тыйын чычканыма | \n",
" тыйын чычкан | \n",
" ыма | \n",
" POSS_1SG_DAT | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 4 | \n",
" бөксөргөнбүз | \n",
" бөксөр | \n",
" гөн-бүз | \n",
" PST_INDF_1PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 11271 | \n",
" Айтышалык | \n",
" айтыш | \n",
" алык | \n",
" HOR_PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11272 | \n",
" күүбүздү | \n",
" күү | \n",
" бүздү | \n",
" POSS_1PL_ACC | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 11273 | \n",
" Чакырыңыздар | \n",
" Чакыр | \n",
" ыңыздар | \n",
" POSS_2PLF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11274 | \n",
" Чакырганбыз | \n",
" Чакыр | \n",
" ган-быз | \n",
" PST_INDF_1PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11275 | \n",
" бөксөрөбү | \n",
" бөксөр | \n",
" өбү | \n",
" HOR_SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
11276 rows × 6 columns
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root \\\n",
"0 кыймылдайлык кыймылда йлык HOR_PL VERB \n",
"1 эсептерсиз эсепте р-сиз FUT_INDF_2SGF VERB \n",
"2 өрүгүбүзгө өрүк үбүзгө POSS_1PL_DAT NOUN \n",
"3 тыйын чычканыма тыйын чычкан ыма POSS_1SG_DAT NOUN \n",
"4 бөксөргөнбүз бөксөр гөн-бүз PST_INDF_1PL VERB \n",
"... ... ... ... ... ... \n",
"11271 Айтышалык айтыш алык HOR_PL VERB \n",
"11272 күүбүздү күү бүздү POSS_1PL_ACC NOUN \n",
"11273 Чакырыңыздар Чакыр ыңыздар POSS_2PLF VERB \n",
"11274 Чакырганбыз Чакыр ган-быз PST_INDF_1PL VERB \n",
"11275 бөксөрөбү бөксөр өбү HOR_SG VERB \n",
"\n",
" PoS_word \n",
"0 VERB \n",
"1 VERB \n",
"2 NOUN \n",
"3 NOUN \n",
"4 VERB \n",
"... ... \n",
"11271 VERB \n",
"11272 NOUN \n",
"11273 VERB \n",
"11274 VERB \n",
"11275 VERB \n",
"\n",
"[11276 rows x 6 columns]"
]
},
"execution_count": 577,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 578,
"id": "1092327a",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"tdf[['Word', 'Root', 'Affix', 'Tag']].to_csv(\"logreg-3.csv\", index=False, header=True)"
]
},
{
"cell_type": "code",
"execution_count": 540,
"id": "a12b8437",
"metadata": {},
"outputs": [],
"source": [
"tdf.loc[:, \"Tag\"] = labelencoder.inverse_transform(ytest)"
]
},
{
"cell_type": "code",
"execution_count": 316,
"id": "d8608f5d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"73"
]
},
"execution_count": 316,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.apply(lambda x: len(\" \".join(getattr(x, c) for c in df.columns)), axis=1).max()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ac09f84f",
"metadata": {},
"outputs": [],
"source": [
"config = BertConfig(vocab_size=354, hidden_size=64, num_hidden_layers=3, num_attention_heads=4, intermediate_size=256, max_position_embeddings=96, type_vocab_size=4)"
]
},
{
"cell_type": "code",
"execution_count": 261,
"id": "a5e225f2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" кыймылдайлык | \n",
" кыймылда | \n",
" йлык | \n",
" HOR_PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 1 | \n",
" эсептерсиз | \n",
" эсепте | \n",
" р-сиз | \n",
" FUT_INDF_2SGF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 2 | \n",
" өрүгүбүзгө | \n",
" өрүк | \n",
" үбүзгө | \n",
" POSS_1PL_DAT | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 3 | \n",
" тыйын чычканыма | \n",
" тыйын чычкан | \n",
" ыма | \n",
" POSS_1SG_DAT | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 4 | \n",
" бөксөргөнбүз | \n",
" бөксөр | \n",
" гөн-бүз | \n",
" PST_INDF_1PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 11271 | \n",
" айтышалык | \n",
" айтыш | \n",
" алык | \n",
" HOR_PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11272 | \n",
" күүбүздү | \n",
" күү | \n",
" бүздү | \n",
" POSS_1PL_ACC | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 11273 | \n",
" чакырыңыздар | \n",
" чакыр | \n",
" ыңыздар | \n",
" IMP_PLF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11274 | \n",
" чакырганбыз | \n",
" чакыр | \n",
" ган-быз | \n",
" PST_INDF_1PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 11275 | \n",
" бөксөрөбү | \n",
" бөксөр | \n",
" өбү | \n",
" HOR_SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
11276 rows × 6 columns
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root \\\n",
"0 кыймылдайлык кыймылда йлык HOR_PL VERB \n",
"1 эсептерсиз эсепте р-сиз FUT_INDF_2SGF VERB \n",
"2 өрүгүбүзгө өрүк үбүзгө POSS_1PL_DAT NOUN \n",
"3 тыйын чычканыма тыйын чычкан ыма POSS_1SG_DAT NOUN \n",
"4 бөксөргөнбүз бөксөр гөн-бүз PST_INDF_1PL VERB \n",
"... ... ... ... ... ... \n",
"11271 айтышалык айтыш алык HOR_PL VERB \n",
"11272 күүбүздү күү бүздү POSS_1PL_ACC NOUN \n",
"11273 чакырыңыздар чакыр ыңыздар IMP_PLF VERB \n",
"11274 чакырганбыз чакыр ган-быз PST_INDF_1PL VERB \n",
"11275 бөксөрөбү бөксөр өбү HOR_SG VERB \n",
"\n",
" PoS_word \n",
"0 VERB \n",
"1 VERB \n",
"2 NOUN \n",
"3 NOUN \n",
"4 VERB \n",
"... ... \n",
"11271 VERB \n",
"11272 NOUN \n",
"11273 VERB \n",
"11274 VERB \n",
"11275 VERB \n",
"\n",
"[11276 rows x 6 columns]"
]
},
"execution_count": 261,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tdf"
]
},
{
"cell_type": "code",
"execution_count": 323,
"id": "4c65f75a",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(75,\n",
" ['SG',\n",
" 'PL',\n",
" 'POSS_1SG',\n",
" 'POSS_2SG',\n",
" 'POSS_2SGF',\n",
" 'POSS_3SG',\n",
" 'POSS_1PL',\n",
" 'POSS_2PL',\n",
" 'POSS_2PLF',\n",
" 'POSS_3PL',\n",
" 'NOM',\n",
" 'GEN',\n",
" 'DAT',\n",
" 'ACC',\n",
" 'LOC',\n",
" 'ABL',\n",
" '1SG',\n",
" '2SG',\n",
" '2SGF',\n",
" '3SG',\n",
" '1PL',\n",
" '2PL',\n",
" '2PLF',\n",
" '3PL',\n",
" 'ADJECTIVE',\n",
" 'COMP',\n",
" 'NUMERAL',\n",
" 'NUM_ORD',\n",
" 'NUM_COLL',\n",
" 'NUM_APPR1',\n",
" 'NUM_APPR2',\n",
" 'NUM_APPR3',\n",
" 'VERB',\n",
" 'ACT',\n",
" 'PASS',\n",
" 'REFL',\n",
" 'CAUS',\n",
" 'RECP',\n",
" 'HOR_SG',\n",
" 'HOR_PL',\n",
" 'IMP_SG',\n",
" 'IMP_PL',\n",
" 'IMP_SGF',\n",
" 'IMP_PLF',\n",
" 'JUS_SG',\n",
" 'JUS_PL',\n",
" 'PREC_1',\n",
" 'PRES',\n",
" 'PST_DEF',\n",
" 'PST_INDF',\n",
" 'PST_EVID',\n",
" 'PST_ITER',\n",
" 'FUT_DEF',\n",
" 'FUT_INDF',\n",
" 'FUT_INDF_NEG',\n",
" 'NEG',\n",
" 'INT',\n",
" 'PCP_PR',\n",
" 'PCP_PS',\n",
" 'PCP_FUT_DEF',\n",
" 'PCP_FUT_',\n",
" 'NEG',\n",
" 'ADVV_ACC',\n",
" 'ADVV_CONT',\n",
" 'ADVV_INT',\n",
" 'ADVV_NEG',\n",
" 'ADVV_SUC',\n",
" 'ADVV_',\n",
" 'SUC',\n",
" 'INF_1',\n",
" 'INF_2',\n",
" 'COND',\n",
" 'DESIDE',\n",
" 'OPT',\n",
" 'PREM'])"
]
},
"execution_count": 323,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cats = \"\"\"SG\n",
"PL\n",
"POSS_1SG\n",
"POSS_2SG\n",
"POSS_2SGF\n",
"POSS_3SG\n",
"POSS_1PL\n",
"POSS_2PL\n",
"POSS_2PLF\n",
"POSS_3PL\n",
"NOM\n",
"GEN\n",
"DAT\n",
"ACC\n",
"LOC\n",
"ABL\n",
"1SG\n",
"2SG\n",
"2SGF\n",
"3SG\n",
"1PL\n",
"2PL\n",
"2PLF\n",
"3PL\n",
"ADJECTIVE\n",
"COMP\n",
"NUMERAL\n",
"NUM_ORD\n",
"NUM_COLL\n",
"NUM_APPR1\n",
"NUM_APPR2\n",
"NUM_APPR3\n",
"VERB\n",
"ACT\n",
"PASS\n",
"REFL\n",
"CAUS\n",
"RECP\n",
"HOR_SG\n",
"HOR_PL\n",
"IMP_SG\n",
"IMP_PL\n",
"IMP_SGF\n",
"IMP_PLF\n",
"JUS_SG\n",
"JUS_PL\n",
"PREC_1\n",
"PRES\n",
"PST_DEF\n",
"PST_INDF\n",
"PST_EVID\n",
"PST_ITER\n",
"FUT_DEF\n",
"FUT_INDF\n",
"FUT_INDF_NEG\n",
"NEG\n",
"INT\n",
"PCP_PR\n",
"PCP_PS\n",
"PCP_FUT_DEF\n",
"PCP_FUT_ NEG\n",
"ADVV_ACC\n",
"ADVV_CONT\n",
"ADVV_INT\n",
"ADVV_NEG\n",
"ADVV_SUC\n",
"INF_1\n",
"INF_2\n",
"COND\n",
"DESIDE\n",
"OPT\n",
"PREM\"\"\".split()\n",
"\n",
"len(cats), cats"
]
},
{
"cell_type": "code",
"execution_count": 329,
"id": "ce582462",
"metadata": {},
"outputs": [],
"source": [
"df.columns = [x.lower() for x in df.columns]"
]
},
{
"cell_type": "code",
"execution_count": 332,
"id": "a7fe38a7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" word | \n",
" root | \n",
" affix | \n",
" tag | \n",
" pos_root | \n",
" pos_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" өнөрүн | \n",
" өнөр | \n",
" үн | \n",
" POSS_3PL_ACC | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 1 | \n",
" талаштык | \n",
" талаш | \n",
" тык | \n",
" PST_DEF_POSS_1PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 2 | \n",
" сиңдим | \n",
" сиңди | \n",
" м | \n",
" POSS_1SG | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 3 | \n",
" апаңардын | \n",
" апа | \n",
" ңардын | \n",
" POSS_2PL_GEN | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 4 | \n",
" байкаптырсыңар | \n",
" байка | \n",
" птыр-сыңар | \n",
" PST_EVID_2PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 24635 | \n",
" сапатты | \n",
" сапат | \n",
" ты | \n",
" ACC | \n",
" NOUN | \n",
" NOUN | \n",
"
\n",
" \n",
" | 24636 | \n",
" кайрылуу | \n",
" кайрыл | \n",
" уу | \n",
" INF_2 | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24637 | \n",
" термелдиңер | \n",
" термел | \n",
" диңер | \n",
" PST_DEF_POSS_2PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24638 | \n",
" отуз төрттөй | \n",
" отуз төрт | \n",
" төй | \n",
" NUM_APPR2 | \n",
" NUM | \n",
" NUM | \n",
"
\n",
" \n",
" | 24639 | \n",
" топтоп жатат | \n",
" топто | \n",
" п жатат | \n",
" PRES_3SG | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
24408 rows × 6 columns
\n",
"
"
],
"text/plain": [
" word root affix tag pos_root \\\n",
"0 өнөрүн өнөр үн POSS_3PL_ACC NOUN \n",
"1 талаштык талаш тык PST_DEF_POSS_1PL VERB \n",
"2 сиңдим сиңди м POSS_1SG NOUN \n",
"3 апаңардын апа ңардын POSS_2PL_GEN NOUN \n",
"4 байкаптырсыңар байка птыр-сыңар PST_EVID_2PL VERB \n",
"... ... ... ... ... ... \n",
"24635 сапатты сапат ты ACC NOUN \n",
"24636 кайрылуу кайрыл уу INF_2 VERB \n",
"24637 термелдиңер термел диңер PST_DEF_POSS_2PL VERB \n",
"24638 отуз төрттөй отуз төрт төй NUM_APPR2 NUM \n",
"24639 топтоп жатат топто п жатат PRES_3SG VERB \n",
"\n",
" pos_word \n",
"0 NOUN \n",
"1 VERB \n",
"2 NOUN \n",
"3 NOUN \n",
"4 VERB \n",
"... ... \n",
"24635 NOUN \n",
"24636 VERB \n",
"24637 VERB \n",
"24638 NUM \n",
"24639 VERB \n",
"\n",
"[24408 rows x 6 columns]"
]
},
"execution_count": 332,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 327,
"id": "c3a924e4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['FUT_INDF_NEG', 'PCP_FUT_DEF', 'POSS_2SGF', 'POSS_2PLF', 'ADJECTIVE', 'NUM_APPR1', 'NUM_APPR2', 'NUM_APPR3', 'ADVV_CONT', 'POSS_1SG', 'POSS_2SG', 'POSS_3SG', 'POSS_1PL', 'POSS_2PL', 'POSS_3PL', 'NUM_COLL', 'PST_INDF', 'PST_EVID', 'PST_ITER', 'FUT_INDF', 'PCP_FUT_', 'ADVV_ACC', 'ADVV_INT', 'ADVV_NEG', 'ADVV_SUC', 'NUMERAL', 'NUM_ORD', 'IMP_SGF', 'IMP_PLF', 'PST_DEF', 'FUT_DEF', 'HOR_SG', 'HOR_PL', 'IMP_SG', 'IMP_PL', 'JUS_SG', 'JUS_PL', 'PREC_1', 'PCP_PR', 'PCP_PS', 'DESIDE', 'ADVV_', 'INF_1', 'INF_2', '2SGF', '2PLF', 'COMP', 'VERB', 'PASS', 'REFL', 'CAUS', 'RECP', 'PRES', 'COND', 'PREM', 'NOM', 'GEN', 'DAT', 'ACC', 'LOC', 'ABL', '1SG', '2SG', '3SG', '1PL', '2PL', '3PL', 'ACT', 'NEG', 'INT', 'NEG', 'SUC', 'OPT', 'SG', 'PL']\n"
]
}
],
"source": [
"print(sorted(cats, key=len, reverse=True))"
]
},
{
"cell_type": "code",
"execution_count": 333,
"id": "0df3326e",
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "'DataFrame' object has no attribute 'Tag'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/var/folders/xc/7smr5pz57d75dfxxs7b4h1040000gp/T/ipykernel_51879/1927227975.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTag\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/miniconda3/envs/bits/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 5463\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5464\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5465\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5466\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5467\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'Tag'"
]
}
],
"source": [
"df.Tag"
]
},
{
"cell_type": "code",
"execution_count": 262,
"id": "beaeebbc",
"metadata": {},
"outputs": [],
"source": [
"tdf[['Word', 'Root', 'Affix', 'Tag']].to_csv(\"my_submission.csv\", index=False, header=True)"
]
},
{
"cell_type": "code",
"execution_count": 321,
"id": "8513d557",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 102 | \n",
" көргөй | \n",
" көр | \n",
" гөй | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 2332 | \n",
" бөлгөй | \n",
" бөл | \n",
" гөй | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 3731 | \n",
" ичкей | \n",
" ич | \n",
" кей | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 6254 | \n",
" жазгай | \n",
" жаз | \n",
" гай | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 6342 | \n",
" иштегей | \n",
" иште | \n",
" гей | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 9153 | \n",
" баштагай | \n",
" башта | \n",
" гай | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 12285 | \n",
" келгей | \n",
" кел | \n",
" гей | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 12294 | \n",
" ойлонгой | \n",
" ойлон | \n",
" гой | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 12433 | \n",
" басгай | \n",
" бас | \n",
" гай | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 12846 | \n",
" конгой | \n",
" кон | \n",
" гой | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 13177 | \n",
" баркай | \n",
" бар | \n",
" кай | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 13348 | \n",
" илгей | \n",
" ил | \n",
" гей | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 13639 | \n",
" бергей | \n",
" бер | \n",
" гей | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 14517 | \n",
" ойгонгой | \n",
" ойгон | \n",
" гой | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 15134 | \n",
" айтагай | \n",
" айт | \n",
" гай | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16269 | \n",
" мактагай | \n",
" макта | \n",
" гай | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 16325 | \n",
" жасагай | \n",
" жаса | \n",
" гай | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 22442 | \n",
" жашагай | \n",
" жаша | \n",
" гай | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23108 | \n",
" билгей | \n",
" бил | \n",
" гей | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 23684 | \n",
" актагай | \n",
" акта | \n",
" гай | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24393 | \n",
" ишенгей | \n",
" ишен | \n",
" гей | \n",
" OPT | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"102 көргөй көр гөй OPT VERB VERB\n",
"2332 бөлгөй бөл гөй OPT VERB VERB\n",
"3731 ичкей ич кей OPT VERB VERB\n",
"6254 жазгай жаз гай OPT VERB VERB\n",
"6342 иштегей иште гей OPT VERB VERB\n",
"9153 баштагай башта гай OPT VERB VERB\n",
"12285 келгей кел гей OPT VERB VERB\n",
"12294 ойлонгой ойлон гой OPT VERB VERB\n",
"12433 басгай бас гай OPT VERB VERB\n",
"12846 конгой кон гой OPT VERB VERB\n",
"13177 баркай бар кай OPT VERB VERB\n",
"13348 илгей ил гей OPT VERB VERB\n",
"13639 бергей бер гей OPT VERB VERB\n",
"14517 ойгонгой ойгон гой OPT VERB VERB\n",
"15134 айтагай айт гай OPT VERB VERB\n",
"16269 мактагай макта гай OPT VERB VERB\n",
"16325 жасагай жаса гай OPT VERB VERB\n",
"22442 жашагай жаша гай OPT VERB VERB\n",
"23108 билгей бил гей OPT VERB VERB\n",
"23684 актагай акта гай OPT VERB VERB\n",
"24393 ишенгей ишен гей OPT VERB VERB"
]
},
"execution_count": 321,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Tag.isin([\"OPT\"])]"
]
},
{
"cell_type": "code",
"execution_count": 205,
"id": "584adae5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0, 0, 0, ..., 0, 0, 0],\n",
" [0, 0, 0, ..., 0, 0, 0],\n",
" [0, 0, 0, ..., 0, 0, 0],\n",
" ...,\n",
" [0, 0, 0, ..., 0, 0, 0],\n",
" [1, 0, 0, ..., 0, 0, 0],\n",
" [0, 0, 0, ..., 0, 0, 0]])"
]
},
"execution_count": 205,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vectorizer.fit_transform(df.Root).toarray()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "6993514b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([2])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Tag == \"PST_EVID_2PL\"].Affix.apply(lambda x: len(x.split(\"-\"))).unique()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3342c454",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2027, 244)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df.Affix.unique()), len(df.Tag.unique())"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "a275742b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Counter({1: 15963, 2: 8082, 3: 358, 4: 237})"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from collections import Counter\n",
"Counter(df.apply(lambda x: x.PoS_root == x.PoS_word, axis=1)), Counter(tdf.apply(lambda x: x.PoS_root == x.PoS_word, axis=1))\n",
"Counter(df.Affix.str.split(\"-\").apply(len))"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "f5640b43",
"metadata": {},
"outputs": [
{
"ename": "SyntaxError",
"evalue": "invalid syntax (451341987.py, line 1)",
"output_type": "error",
"traceback": [
"\u001b[0;36m File \u001b[0;32m\"/var/folders/xc/7smr5pz57d75dfxxs7b4h1040000gp/T/ipykernel_51879/451341987.py\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m df[(df.Affix.str.split(\"-\").apply(len) == 2) && (df.PoS_root == \"NUM\")]\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
]
}
],
"source": [
"df[(df.Affix.str.split(\"-\").apply(len) == 2) && (df.PoS_root == \"NUM\")]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "c6024e45",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Word | \n",
" Root | \n",
" Affix | \n",
" Tag | \n",
" PoS_root | \n",
" PoS_word | \n",
"
\n",
" \n",
" \n",
" \n",
" | 22627 | \n",
" Жыйнайсыздар | \n",
" Жыйна | \n",
" -сыздар | \n",
" FUT_DEF_2PLF | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
" | 24219 | \n",
" Жыйнайсыңар | \n",
" Жыйна | \n",
" -сыңар | \n",
" FUT_DEF_2PL | \n",
" VERB | \n",
" VERB | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"22627 Жыйнайсыздар Жыйна -сыздар FUT_DEF_2PLF VERB VERB\n",
"24219 Жыйнайсыңар Жыйна -сыңар FUT_DEF_2PL VERB VERB"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.Affix.str.startswith(\"-\")]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "a86ec5ae",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1465"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(Counter(list([x for y in df.Affix.str.split(\"-\") for x in y])).most_common())"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "6d861e85",
"metadata": {},
"outputs": [
{
"data": {
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"\n",
"\n",
"
\n",
" \n",
" \n",
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\n",
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\n",
" \n",
" | 24586 | \n",
" Жамоодон | \n",
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\n",
" \n",
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"
647 rows × 6 columns
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"
"
],
"text/plain": [
" Word Root Affix Tag PoS_root PoS_word\n",
"37 Жыйноодон Жыйна оо-дон ABL VERB NOUN\n",
"53 Мактоонун Макта оо-нун GEN VERB NOUN\n",
"100 жуун жуу н REFL VERB VERB\n",
"115 Басуудан Бас уу-дан ABL VERB NOUN\n",
"155 Бекитүүдөн Бекит үү-дөн ABL VERB NOUN\n",
"... ... ... ... ... ... ...\n",
"24372 Тиштел Тиште л PASS VERB VERB\n",
"24558 Секирүүдөн Секир үү-дөн ABL VERB NOUN\n",
"24579 Эстөөгө Эсте өө-гө DAT VERB NOUN\n",
"24586 Жамоодон Жама оо-дон ABL VERB NOUN\n",
"24618 суктануудан суктануу дан ABL VERB NOUN\n",
"\n",
"[647 rows x 6 columns]"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.PoS_root != df.PoS_word]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b0a20ed6",
"metadata": {},
"outputs": [
{
"data": {
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\n",
" \n",
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" Word Root Affix Tag PoS_root PoS_word\n",
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"3 тыйын чычканыма тыйын чычкан ыма NaN NOUN NOUN\n",
"4 бөксөргөнбүз бөксөр гөн-бүз NaN VERB VERB\n",
"... ... ... ... ... ... ...\n",
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"11272 күүбүздү күү бүздү NaN NOUN NOUN\n",
"11273 Чакырыңыздар Чакыр ыңыздар NaN VERB VERB\n",
"11274 Чакырганбыз Чакыр ган-быз NaN VERB VERB\n",
"11275 бөксөрөбү бөксөр өбү NaN VERB VERB\n",
"\n",
"[11276 rows x 6 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby(by=\"\")"
]
},
{
"cell_type": "code",
"execution_count": 481,
"id": "659aae9c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting transformers\n",
" Downloading transformers-4.29.1-py3-none-any.whl (7.1 MB)\n",
"\u001b[2K \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.1/7.1 MB\u001b[0m \u001b[31m4.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0mm eta \u001b[36m0:00:01\u001b[0m[36m0:00:01\u001b[0m\n",
"\u001b[?25hCollecting tokenizers!=0.11.3,<0.14,>=0.11.1\n",
" Downloading tokenizers-0.13.3-cp37-cp37m-macosx_10_11_x86_64.whl (4.0 MB)\n",
"\u001b[2K \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.0/4.0 MB\u001b[0m \u001b[31m5.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0mm eta \u001b[36m0:00:01\u001b[0m0:01\u001b[0m:01\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: filelock in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from transformers) (3.9.0)\n",
"Collecting regex!=2019.12.17\n",
" Downloading regex-2023.5.5-cp37-cp37m-macosx_10_9_x86_64.whl (294 kB)\n",
"\u001b[2K \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m294.8/294.8 kB\u001b[0m \u001b[31m4.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m[31m6.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: requests in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from transformers) (2.25.1)\n",
"Collecting huggingface-hub<1.0,>=0.14.1\n",
" Downloading huggingface_hub-0.14.1-py3-none-any.whl (224 kB)\n",
"\u001b[2K \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m224.5/224.5 kB\u001b[0m \u001b[31m5.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: packaging>=20.0 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from transformers) (22.0)\n",
"Requirement already satisfied: tqdm>=4.27 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from transformers) (4.60.0)\n",
"Requirement already satisfied: numpy>=1.17 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from transformers) (1.20.2)\n",
"Requirement already satisfied: pyyaml>=5.1 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from transformers) (5.3.1)\n",
"Requirement already satisfied: importlib-metadata in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from transformers) (5.2.0)\n",
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from huggingface-hub<1.0,>=0.14.1->transformers) (4.4.0)\n",
"Requirement already satisfied: fsspec in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from huggingface-hub<1.0,>=0.14.1->transformers) (2022.11.0)\n",
"Requirement already satisfied: zipp>=0.5 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from importlib-metadata->transformers) (3.11.0)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from requests->transformers) (2022.12.7)\n",
"Requirement already satisfied: chardet<5,>=3.0.2 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from requests->transformers) (4.0.0)\n",
"Requirement already satisfied: idna<3,>=2.5 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from requests->transformers) (2.10)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/a.davletov/miniconda3/envs/bits/lib/python3.7/site-packages (from requests->transformers) (1.26.4)\n",
"Installing collected packages: tokenizers, regex, huggingface-hub, transformers\n",
"Successfully installed huggingface-hub-0.14.1 regex-2023.5.5 tokenizers-0.13.3 transformers-4.29.1\n"
]
}
],
"source": [
"!pip install transformers"
]
},
{
"cell_type": "code",
"execution_count": 485,
"id": "da35252c",
"metadata": {},
"outputs": [],
"source": [
"from transformers import BertConfig, BertModel\n",
"import torch\n",
"import re\n",
"from torch.utils.data import DataLoader, Dataset\n",
"from sklearn.model_selection import train_test_split, cross_validate\n",
"import pytorch_lightning as pl\n",
"import pandas as pd\n",
"from pytorch_lightning.callbacks import EarlyStopping, ModelCheckpoint\n",
"from torch.optim import AdamW\n",
"from sklearn.metrics import f1_score\n",
"\n",
"MAX_LEN = 100\n",
"PAD_ID = 0\n",
"\n",
"config = BertConfig(\n",
" vocab_size=40,\n",
" hidden_size=64,\n",
" num_hidden_layers=4,\n",
" num_attention_heads=4,\n",
" intermediate_size=256,\n",
" max_position_embeddings=MAX_LEN,\n",
" type_vocab_size=4\n",
")\n",
"\n",
"\n",
"\n",
"class MyDataset(Dataset):\n",
" def __init__(self, df, char2idx, label2idx, is_train=True):\n",
" super().__init__()\n",
" print(char2idx)\n",
" print(label2idx)\n",
" self.is_train = is_train\n",
" self.dataset = get_dataset2(df, char2idx, label2idx, is_train=is_train)\n",
"\n",
" def __len__(self):\n",
" return len(self.dataset)\n",
"\n",
" def __getitem__(self, idx):\n",
" return self.dataset[idx]\n",
"\n",
"\n",
" def collate_fn(self, batch):\n",
" collated = {\n",
" \"input_ids\": torch.IntTensor([(x[0] if self.is_train else x)[\"input_ids\"] for x in batch]),\n",
" \"attention_mask\": torch.Tensor([(x[0] if self.is_train else x)[\"attention_mask\"] for x in batch]),\n",
" \"token_type_ids\": torch.IntTensor([(x[0] if self.is_train else x)[\"token_type_ids\"] for x in batch])\n",
" }\n",
" if self.is_train:\n",
" collated = collated, torch.IntTensor([x[1] for x in batch])\n",
" \n",
" return collated\n",
"\n",
"\n",
"def get_preprocessed_dfs(folder):\n",
" df = pd.read_csv(f\"{folder}/train_data.csv\").drop_duplicates()\n",
" df.loc[:, \"Tag\"] = df.Tag.apply(lambda x: \"CAUS_2\" if x.startswith(\"CAUS_\") and x != \"CAUS_1\" else x)\n",
"\n",
" cats = ['FUT_INDF_3PLF', 'FUT_INDF_NEG', 'PST_INDF_PS', 'PCP_FUT_NEG', 'PCP_FUT_DEF', 'PRES_CONT', 'PRES_2SGF', 'POSS_2SGF', 'POSS_2PLF', 'NUM_APPR3', 'NUM_APPR2', 'NUM_APPR1', 'ADVV_CONT', 'ADJECTIVE', 'PST_ITER', 'PST_INDF', 'PST_EVID', 'PRES_PST', 'POSS_3SG', 'POSS_3PL', 'POSS_2SG', 'POSS_2PL', 'POSS_1SG', 'POSS_1PL', 'NUM_COLL', 'FUT_INDF', 'ADVV_SUC', 'ADVV_NEG', 'ADVV_INT', 'ADVV_ACC', 'PST_DEF', 'NUM_ORD', 'NUMERAL', 'IMP_SGF', 'IMP_PLF', 'FUT_DEF', 'PREC_1', 'PCP_PS', 'PCP_PR', 'JUS_SG', 'JUS_PL', 'IMP_SG', 'IMP_PL', 'HOR_SG', 'HOR_PL', 'DESIDE', 'CAUS_2', 'CAUS_1', 'INF_5', 'INF_4', 'INF_3', 'INF_2', 'INF_1', 'VERB', 'REFL', 'RECP', 'PRES', 'PREM', 'PERS', 'PASS', 'COND', 'COMP', '2SGF', '2PLF', 'SUC', 'OPT', 'NOM', 'NEG', 'NEG', 'LOC', 'INT', 'GEN', 'DAT', 'ACT', 'ACC', 'ABL', '3SG', '3PL', '2SG', '2PL', '1SG', '1PL', 'SG', 'PL']\n",
" cats = sorted([x.lower() for x in cats], key=lambda x: (len(x), x), reverse=True)\n",
"\n",
" for col in df.columns:\n",
" df.loc[:, col] = df[col].apply(lambda x: x.strip().lower())\n",
"\n",
" def tag2list(t):\n",
" res = []\n",
" for c in cats:\n",
" if c in t:\n",
" res.append(c)\n",
" t = t.replace(c, \"\")\n",
" return res\n",
"\n",
" df.loc[:, \"Tag\"] = df.Tag.apply(tag2list)\n",
"\n",
" tdf = pd.read_csv(f\"{folder}/test_data.csv\")\n",
" tdf.pop(\"Tag\")\n",
" for col in tdf.columns:\n",
" tdf.loc[:, col] = tdf[col].apply(lambda x: x.strip().lower())\n",
"\n",
" return {\"train\": df.rename(columns={x: x.lower() for x in df.columns}), \"test\": tdf.rename(columns={x: x.lower() for x in tdf.columns})}\n",
"\n",
"def get_preprocessed_dfs2(folder):\n",
" df = pd.read_csv(f\"{folder}/train_data.csv\").drop_duplicates()\n",
" df.loc[:, \"Tag\"] = df.Tag.apply(lambda x: \"CAUS_2\" if x.startswith(\"CAUS_\") and x != \"CAUS_1\" else x)\n",
"\n",
" for col in df.columns:\n",
" df.loc[:, col] = df[col].apply(lambda x: x.strip().lower())\n",
"\n",
" tdf = pd.read_csv(f\"{folder}/test_data.csv\")\n",
" tdf.pop(\"Tag\")\n",
" for col in tdf.columns:\n",
" tdf.loc[:, col] = tdf[col].apply(lambda x: x.strip().lower())\n",
"\n",
" return {\"train\": df.rename(columns={x: x.lower() for x in df.columns}), \"test\": tdf.rename(columns={x: x.lower() for x in tdf.columns})}\n",
"\n",
"def get_splits(df, test_size=0.2):\n",
" unique_roots = df.root.unique()\n",
" print(\"unique roots\", len(unique_roots))\n",
" train, validation = train_test_split(unique_roots, test_size=test_size, random_state=2023)\n",
" print(\"unique train roots\", len(train))\n",
" print(\"unique validation roots\", len(validation))\n",
" train_df = df[df.root.isin(train)]\n",
" validation_df = df[df.root.isin(validation)]\n",
"\n",
" return train_df, validation_df\n",
"\n",
"def get_char2idx(all_splits, special_chars=(\"\", \"\", \"\")):\n",
" charset = set()\n",
" for split, df in all_splits.items():\n",
" charset = charset.union(\"\".join(df.apply(lambda r: r.root + r.affix, axis=1)))\n",
" return {x: i for i, x in enumerate(list(special_chars) + sorted(charset))}\n",
"\n",
"def get_dataset(split, char2idx, label2idx, max_len=MAX_LEN, is_train=True):\n",
" pos2idx = {x: i for i, x in enumerate([\"noun\", \"verb\", \"num\", \"adjective\"])}\n",
"\n",
" result = []\n",
"\n",
" for r in split.itertuples():\n",
"\n",
" input_ids = [char2idx[\"\"], pos2idx[r.pos_word], pos2idx[r.pos_root]]\n",
" attention_mask = [1, 1, 1]\n",
" token_type_ids = [0, 0, 0]\n",
"\n",
" # print(r.word, r.root, r.affix)\n",
" for c in r.word:\n",
" input_ids.append(char2idx[c])\n",
" attention_mask.append(1)\n",
" token_type_ids.append(1)\n",
"\n",
" for c in r.root:\n",
" input_ids.append(char2idx[c])\n",
" attention_mask.append(1)\n",
" token_type_ids.append(2)\n",
"\n",
" for c in r.affix:\n",
" input_ids.append(char2idx[c])\n",
" attention_mask.append(1)\n",
" token_type_ids.append(3)\n",
"\n",
" input_ids.append(char2idx[\"\"])\n",
" attention_mask.append(1)\n",
" token_type_ids.append(3)\n",
"\n",
" input_ids = input_ids[:MAX_LEN]\n",
" attention_mask = attention_mask[:MAX_LEN]\n",
" token_type_ids = token_type_ids[:MAX_LEN]\n",
"\n",
"\n",
" for _ in range(MAX_LEN - len(input_ids)):\n",
" input_ids.append(char2idx[\"\"])\n",
" attention_mask.append(0)\n",
" token_type_ids.append(3)\n",
"\n",
" result.append(\n",
" {\n",
" \"input_ids\": input_ids,\n",
" \"attention_mask\": attention_mask,\n",
" \"token_type_ids\": token_type_ids,\n",
" }\n",
" )\n",
"\n",
" if is_train:\n",
" result[-1] = (result[-1], [0 for _ in range(len(label2idx))])\n",
" for tag in r.tag:\n",
" result[-1][-1][label2idx[tag]] = 1\n",
" \n",
"\n",
" return result\n",
"\n",
"def get_dataset2(split, char2idx, label2idx, max_len=MAX_LEN, is_train=True):\n",
" pos2idx = {x: i for i, x in enumerate([\"noun\", \"verb\", \"num\", \"adjective\"])}\n",
"\n",
" result = []\n",
"\n",
" for xs, r in enumerate(split.itertuples()):\n",
"\n",
" input_ids = [char2idx[\"\"], pos2idx[r.pos_word], pos2idx[r.pos_root]]\n",
" attention_mask = [1, 1, 1]\n",
" token_type_ids = [0, 0, 0]\n",
"\n",
" # print(r.word, r.root, r.affix)\n",
" for c in r.word:\n",
" input_ids.append(char2idx[c])\n",
" attention_mask.append(1)\n",
" token_type_ids.append(1)\n",
"\n",
" for c in r.root:\n",
" input_ids.append(char2idx[c])\n",
" attention_mask.append(1)\n",
" token_type_ids.append(2)\n",
"\n",
" for c in r.affix:\n",
" input_ids.append(char2idx[c])\n",
" attention_mask.append(1)\n",
" token_type_ids.append(3)\n",
"\n",
" input_ids.append(char2idx[\"\"])\n",
" attention_mask.append(1)\n",
" token_type_ids.append(3)\n",
"\n",
" input_ids = input_ids[:MAX_LEN]\n",
" attention_mask = attention_mask[:MAX_LEN]\n",
" token_type_ids = token_type_ids[:MAX_LEN]\n",
"\n",
"\n",
" for _ in range(MAX_LEN - len(input_ids)):\n",
" input_ids.append(char2idx[\"\"])\n",
" attention_mask.append(0)\n",
" token_type_ids.append(3)\n",
"\n",
" result.append(\n",
" {\n",
" \"input_ids\": input_ids,\n",
" \"attention_mask\": attention_mask,\n",
" \"token_type_ids\": token_type_ids,\n",
" }\n",
" )\n",
"\n",
" if is_train:\n",
" result[-1] = (result[-1], label2idx[r.tag])\n",
"\n",
" if xs + 1 % 10000 == 0:\n",
" print(input_ids)\n",
" print(attention_mask)\n",
" print(token_type_ids)\n",
"\n",
"\n",
" return result\n",
"\n",
"def train_model(epochs=100, batch_size=400, data_folder=\"../Downloads/\"):\n",
" dfs = get_preprocessed_dfs2(data_folder)\n",
" train, val = get_splits(dfs[\"train\"])\n",
" char2idx = get_char2idx(dfs)\n",
" # label2idx = {j: i for i, j in enumerate(sorted(set([x for y in dfs[\"train\"].tag for x in y])))}\n",
" label2idx = {l: i for i, l in enumerate(dfs[\"train\"].tag.unique())}\n",
"\n",
" model = MyModel2(config, label2idx, char2idx, 0.5)\n",
" checkpoint_callback = ModelCheckpoint(\n",
" dirpath=\"tmp_weights\",\n",
" save_top_k=3,\n",
" monitor=\"loss\",\n",
" mode=\"min\",\n",
" filename=\"{epoch}-{step}\",\n",
" )\n",
" trainer = pl.Trainer(\n",
" deterministic=True,\n",
" max_epochs=epochs,\n",
" callbacks=[checkpoint_callback],\n",
" log_every_n_steps=30,\n",
" )\n",
"\n",
" train_dataset = MyDataset(train, char2idx, label2idx)\n",
" validation_dataset = MyDataset(val, char2idx, label2idx)\n",
" trainer.fit(model, DataLoader(train_dataset, batch_size=400, collate_fn=train_dataset.collate_fn), DataLoader(validation_dataset, batch_size=400, collate_fn=validation_dataset.collate_fn))\n",
"\n",
" best_model_path = [c for c in trainer.callbacks if isinstance(c, ModelCheckpoint)][0].best_model_path\n",
"\n",
" model.load_state_dict(torch.load(best_model_path)[\"state_dict\"])\n",
"\n",
" return model, train, val, dfs[\"test\"]\n",
"\n",
"\n",
"class MyModel(pl.LightningModule):\n",
" def __init__(self, config, label2idx, threshold, *args, **kwargs):\n",
" super().__init__(*args, **kwargs)\n",
" self.threshold = threshold\n",
" self.char2idx = char2idx\n",
" self.label2idx = label2idx\n",
" self.idx2label = {i: l for l, i in label2idx.items()}\n",
" self.bert = BertModel(config)\n",
" self.dropout = torch.nn.Dropout(0.3)\n",
" self.proj = torch.nn.Linear(config.hidden_size, len(label2idx))\n",
"\n",
"\n",
" def common_step(self, batch):\n",
" X, _ = batch\n",
" hidden = self.bert(**X)[1]\n",
" return self.proj(self.dropout(hidden))\n",
"\n",
" def training_step(self, batch):\n",
" # print(batch)\n",
" logits = self.common_step(batch)\n",
" loss = torch.nn.BCEWithLogitsLoss()(logits, batch[1].float())\n",
" self.log(\"train_loss\", loss.mean(), on_step=True, on_epoch=True, prog_bar=True)\n",
"\n",
" return loss\n",
"\n",
" def validation_step(self, batch, batch_idx):\n",
" # print(batch[0][\"input_ids\"])\n",
" # print(batch[0][\"token_type_ids\"])\n",
" logits = self.common_step(batch)\n",
" # print(logits)\n",
" # print(batch[1])\n",
" loss = torch.nn.BCEWithLogitsLoss()(logits, batch[1].float())\n",
" self.log(\"loss\", loss.mean(), prog_bar=True, on_epoch=True)\n",
"\n",
" return logits, loss\n",
"\n",
" def test_step(self, batch, batch_idx):\n",
" return self.common_step((batch, []))\n",
"\n",
" def forward(self, batch, batch_idx):\n",
" return self.common_step((batch, []))\n",
" \n",
" def configure_optimizers(self):\n",
" return AdamW(params=self.parameters())\n",
"\n",
"class MyModel2(pl.LightningModule):\n",
" def __init__(self, config, label2idx, char2idx, threshold, *args, **kwargs):\n",
" super().__init__(*args, **kwargs)\n",
" self.threshold = threshold\n",
" self.char2idx = char2idx\n",
" self.fscore = 0.0\n",
" self.label2idx = label2idx\n",
" self.idx2label = {i: l for l, i in label2idx.items()}\n",
" self.bert = BertModel(config)\n",
" self.dropout = torch.nn.Dropout(0.3)\n",
" self.proj = torch.nn.Linear(config.hidden_size, len(label2idx))\n",
"\n",
"\n",
" def common_step(self, batch):\n",
" X, _ = batch\n",
" hidden = self.bert(**X)[1]\n",
" return self.proj(self.dropout(hidden))\n",
"\n",
" def training_step(self, batch, batch_idx):\n",
" # print(batch)\n",
" logits = self.common_step(batch)\n",
" loss = torch.nn.CrossEntropyLoss()(logits.view(-1, len(self.label2idx)), batch[1].view(-1).long())\n",
" self.log(\"train_loss\", loss.mean(), on_step=True, on_epoch=True, prog_bar=True)\n",
"\n",
" return loss\n",
"\n",
" def validation_step(self, batch, batch_idx):\n",
" # print(batch[0][\"input_ids\"])\n",
" # print(batch[0][\"token_type_ids\"])\n",
" logits = self.common_step(batch)\n",
" # print(logits)\n",
" # print(batch[1])\n",
" loss = torch.nn.CrossEntropyLoss()(logits.view(-1, len(self.label2idx)), batch[1].view(-1).long())\n",
" for p in logits:\n",
" self.predos.append(self.idx2label[p.argmax().cpu().item()])\n",
" for t in batch[1]:\n",
" self.trues.append(self.idx2label[t.cpu().item()])\n",
" self.log(\"loss\", loss.mean(), prog_bar=True, on_epoch=True)\n",
" self.log(\"fmicro\", self.fscore, prog_bar=True, on_epoch=True)\n",
"\n",
" return logits, loss\n",
"\n",
" def on_validation_start(self):\n",
" self.predos = []\n",
" self.trues = []\n",
"\n",
" def on_validation_end(self):\n",
" self.fscore = f1_score(self.trues, self.predos, average=\"micro\")\n",
"\n",
" def test_step(self, batch, batch_idx):\n",
" return self.common_step((batch, []))\n",
"\n",
" def forward(self, batch, batch_idx):\n",
" return self.common_step((batch, []))\n",
" \n",
" def configure_optimizers(self):\n",
" return AdamW(params=self.parameters())\n",
"\n",
" def predict(self, dataloader):\n",
" pass\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 486,
"id": "4f0edd00",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"unique roots 467\n",
"unique train roots 373\n",
"unique validation roots 94\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'': 0, '': 1, '': 2, ' ': 3, '-': 4, '̆': 5, 'а': 6, 'б': 7, 'в': 8, 'г': 9, 'д': 10, 'е': 11, 'ж': 12, 'з': 13, 'и': 14, 'й': 15, 'к': 16, 'л': 17, 'м': 18, 'н': 19, 'о': 20, 'п': 21, 'р': 22, 'с': 23, 'т': 24, 'у': 25, 'ф': 26, 'х': 27, 'ч': 28, 'ш': 29, 'ы': 30, 'э': 31, 'ю': 32, 'я': 33, 'ё': 34, 'ң': 35, 'ү': 36, 'ө': 37}\n",
"{'poss_3pl_acc': 0, 'pst_def_poss_1pl': 1, 'poss_1sg': 2, 'poss_2pl_gen': 3, 'pst_evid_2pl': 4, 'neg': 5, 'pl_poss_2sg_dat': 6, 'pl_poss_2sgf_gen': 7, 'neg_1pl': 8, 'pl_poss_2sg_abl': 9, 'pres_2sg': 10, 'deside': 11, 'fut_def_2sg': 12, 'num_appr1': 13, 'pl_dat': 14, 'opt_poss_1sg': 15, 'advv_neg': 16, 'fut_indf_neg_pers_1sg': 17, 'pst_iter_1sg': 18, 'pl_poss_1sg_acc': 19, 'pres_2sgf': 20, 'pl_poss_3pl_dat': 21, 'poss_3pl_loc': 22, 'poss_2plf_gen': 23, 'poss_1pl_loc': 24, 'caus_1': 25, 'acc': 26, 'pl_poss_2sgf_abl': 27, 'fut_def_1pl': 28, 'recp_pst_def_3sg': 29, 'poss_2sgf_abl': 30, 'poss_2pl_abl': 31, 'poss_2sg_dat': 32, 'abl': 33, 'neg_2pl': 34, 'pres_cond': 35, 'inf_4_1sg': 36, 'pcp_pr': 37, 'poss_1sg_dat': 38, 'pl_pers_1pl': 39, 'num_ord_3pl': 40, 'pl_poss_1pl_dat': 41, 'hor_pl': 42, 'poss_1pl_dat': 43, 'cond': 44, 'gen': 45, 'pl_poss_2plf_loc': 46, 'pres_1sg': 47, 'fut_indf_3plf': 48, 'pres': 49, 'cond_poss_2pl': 50, 'pst_def_poss_2pl': 51, 'pst_indf_2plf': 52, 'num_ord_2sgf': 53, 'pl_poss_2plf_abl': 54, 'poss_2plf_acc': 55, 'pcp_fut_neg_pers_1sg': 56, 'pres_pst_2sg': 57, 'pl_poss_2sg_acc': 58, 'fut_indf_2pl': 59, 'pl_poss_2plf_acc': 60, 'imp_plf': 61, 'pl_poss_2sgf_loc': 62, 'comp': 63, 'pl_poss_1sg_gen': 64, 'fut_def_1sg': 65, 'fut_indf_neg': 66, 'pst_indf_1sg': 67, 'pst_def_poss_2sgf': 68, 'inf_4': 69, 'inf_1': 70, 'int': 71, 'refl': 72, 'opt': 73, 'poss_2sg_abl': 74, 'fut_indf': 75, 'fut_def_2plf': 76, 'poss_1sg_gen': 77, 'inf_3': 78, 'neg_2sg': 79, '2sgf': 80, 'poss_1sg_abl': 81, 'pst_evid_2sg': 82, 'pl_poss_2sgf_acc': 83, 'jus_sg': 84, 'pst_evid_1sg': 85, 'hor_sg': 86, 'cond_poss_2sg': 87, 'fut_indf_1pl': 88, 'pl_poss_3sg_loc': 89, 'poss_2sgf_dat': 90, 'poss_2sgf_acc': 91, 'pres_1pl': 92, 'poss_3sg': 93, 'pl_poss_2plf': 94, 'pst_iter': 95, 'fut_def_2pl': 96, 'pst_evid_2sgf': 97, 'pst_def': 98, 'pl_poss_1pl_abl': 99, 'pers_2sg': 100, 'pl_poss_2sgf': 101, 'pl_poss_2sg_loc': 102, 'num_ord_2pl': 103, 'pl_poss_2pl_dat': 104, 'pst_def_poss_2plf': 105, 'inf_4_2sgf': 106, 'fut_def_3sg': 107, 'pl_poss_3sg': 108, 'poss_2sgf': 109, 'pl_poss_1sg_dat': 110, 'loc': 111, 'inf_4_2pl': 112, 'pl_poss_2pl_gen': 113, 'poss_2pl_dat': 114, 'pst_indf_pers_3sg': 115, 'prem': 116, 'pst_indf_2sgf': 117, 'poss_2pl_acc': 118, 'num_ord_dat': 119, 'pres_3sg': 120, 'pst_indf_ps_2sg': 121, 'dat': 122, 'pl_poss_1pl_loc': 123, 'pst_iter_2sg': 124, 'inf_4_2sg': 125, 'poss_2sgf_gen': 126, 'pres_2pl': 127, 'num_ord_acc': 128, 'fut_def_3pl': 129, 'pst_evid_3sg': 130, 'poss_1pl_abl': 131, 'pcp_fut_def': 132, 'fut_indf_3sg': 133, 'pst_indf_1pl': 134, 'poss_1pl_gen': 135, 'pst_indf_2pl': 136, 'poss_2plf_loc': 137, 'imp_pl': 138, 'pst_iter_2sgf': 139, 'pers_1pl': 140, 'pers_2pl': 141, 'pst_iter_2plf': 142, 'poss_2plf_abl': 143, 'pl_poss_2sgf_dat': 144, 'inf_5_poss_1sg': 145, 'cond_poss_1sg': 146, 'neg_2plf': 147, 'poss_2sg_loc': 148, 'pst_evid_2plf': 149, 'num_ord_1pl': 150, 'pl_poss_1sg': 151, 'pst_def_poss_2sg': 152, 'num_ord_gen': 153, 'fut_indf_2sg': 154, 'poss_3sg_gen': 155, 'pst_iter_1pl': 156, 'pst_evid_1pl': 157, 'fut_def_2sgf': 158, 'caus_2': 159, 'jus_pl': 160, 'pl_gen': 161, 'poss_2sgf_loc': 162, 'pl_poss_2pl': 163, 'inf_4_2plf': 164, 'poss_2pl': 165, 'poss_1sg_acc': 166, 'fut_def': 167, 'cond_poss_2plf': 168, 'imp_sg': 169, 'pl_poss_3pl_abl': 170, 'inf_4_1pl': 171, 'poss_2sg': 172, 'pl_poss_1pl_gen': 173, 'poss_2sg_acc': 174, 'pl_acc': 175, 'neg_2sgf': 176, 'pl_poss_3pl_gen': 177, 'pl_poss_2plf_gen': 178, 'pass_pst_def': 179, 'pl_poss_2plf_dat': 180, 'pl': 181, 'pl_poss_3pl': 182, 'inf_2': 183, 'recp': 184, 'fut_indf_1sg': 185, 'pl_poss_1sg_abl': 186, 'pl_loc': 187, 'advv_int': 188, 'pl_poss_2sg': 189, 'pers_1sg': 190, 'pl_abl': 191, 'prec_1': 192, 'poss_3sg_dat': 193, 'advv_acc': 194, 'pl_poss_1sg_loc': 195, 'cond_poss_1pl': 196, 'cond_poss_2sgf': 197, 'pst_def_poss_1sg': 198, 'advv_suc': 199, 'poss_3pl_abl': 200, 'pl_poss_1pl_acc': 201, 'neg_1sg': 202, 'poss_2sg_gen': 203, 'pres_2plf': 204, 'pl_poss_2pl_loc': 205, 'poss_1sg_loc': 206, 'poss_2plf_dat': 207, 'pres_poss_1sg': 208, 'poss_1pl_acc': 209, 'pl_poss_2pl_acc': 210, 'neg_pst_iter_3sg': 211, 'pass': 212, 'num_ord_loc': 213, 'pcp_fut_neg': 214, 'pl_poss_1pl': 215, 'fut_indf_2sgf': 216, 'pst_iter_2pl': 217, 'neg_fut_def_3sg': 218, 'poss_2plf': 219, 'num_appr2': 220, 'pers_2plf': 221, 'neg_fut_def_3pl': 222, 'pl_poss_2pl_abl': 223, 'poss_2pl_loc': 224, 'num_appr3': 225, 'neg_pst_indf_3sg': 226, 'num_ord_1sg': 227, 'pres_cont_2sg_pers': 228, 'num_coll': 229, 'num_ord_abl': 230, 'pres_cont_2sgf_pers': 231, 'pres_cont_1sg_pers': 232}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
" | Name | Type | Params\n",
"--------------------------------------\n",
"0 | bert | BertModel | 213 K \n",
"1 | dropout | Dropout | 0 \n",
"2 | proj | Linear | 15.1 K\n",
"--------------------------------------\n",
"228 K Trainable params\n",
"0 Non-trainable params\n",
"228 K Total params\n",
"0.914 Total estimated model params size (MB)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
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