Visions and Revisions.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from visions import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 0.00013018323807045817\n",
      "o <god> thou art sick. the invisible worm, that flies in the night in the howling storm : has found out thy bed of crimson joy : and his dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 2, score = 0.004045261535793543\n",
      "o god thou art sick. the invisible worm, that flies in the night in the howling storm : has found out thy <source> of crimson joy : and his dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 3, score = 0.005103247240185738\n",
      "o god thou art <free>. the invisible worm, that flies in the night in the howling storm : has found out thy source of crimson joy : and his dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 4, score = 0.010653567500412464\n",
      "o god thou art free. the invisible worm, that flies in the night in the howling storm : has found out thy source of <deepest> joy : and his dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 5, score = 0.018104439601302147\n",
      "o god thou art free. the invisible <man>, that flies in the night in the howling storm : has found out thy source of deepest joy : and his dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 6, score = 0.020744169130921364\n",
      "o god thou art free. the invisible man, <who> flies in the night in the howling storm : has found out thy source of deepest joy : and his dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 7, score = 0.01984221860766411\n",
      "o god thou art free. the invisible man, who flies in the night in the howling storm : has found out thy source of deepest joy : and his dark secret love <makes> thy life destroy.\n",
      "-----------------------\n",
      "Iteration 8, score = 0.01053999736905098\n",
      "o god thou art free. the invisible man, who flies in the night in the howling storm : has found out thy source of deepest joy : and his dark secret love makes thy <heart> destroy.\n",
      "-----------------------\n",
      "Iteration 9, score = 0.018236761912703514\n",
      "o god thou art free. the invisible man, who flies in the night in the howling storm : has found out <his> source of deepest joy : and his dark secret love makes thy heart destroy.\n",
      "-----------------------\n",
      "Iteration 10, score = 0.006318132393062115\n",
      "o god thou art free. the invisible man, who flies in the night in the howling storm : has found out his source of deepest joy : and his dark secret love makes <his> heart destroy.\n",
      "-----------------------\n",
      "Iteration 11, score = 0.023261796683073044\n",
      "o god thou art free. the invisible man, who <walks> in the night in the howling storm : has found out his source of deepest joy : and his dark secret love makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 12, score = 0.02437368966639042\n",
      "o god thou art free. the invisible man, who walks in the night in the howling storm : has found out his source of deepest joy : and his dark secret <that> makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 13, score = 0.02021188475191593\n",
      "o god thou art free. the invisible man, who walks in the night in the howling storm : has found <both> his source of deepest joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 14, score = 0.12877380847930908\n",
      "o god thou art free. the invisible man, who walks in the night in the howling <wind> : has found both his source of deepest joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 15, score = 0.31052204966545105\n",
      "o god thou art free. the invisible man, who walks in the night in the <gentle> wind : has found both his source of deepest joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 16, score = 0.19000396132469177\n",
      "o god thou art free. the invisible man, who walks in the night in the gentle <light> : has found both his source of deepest joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 17, score = 0.13852651417255402\n",
      "o god thou art free. the invisible man, who walks in the night in the <golden> light : has found both his source of deepest joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 18, score = 0.41193529963493347\n",
      "o god thou art free. the invisible man, who walks in the night in the golden light : has found both his source of <inner> joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 19, score = 0.4820098578929901\n",
      "o god thou art free. the invisible man, who walks in the night in <a> golden light : has found both his source of inner joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 20, score = 0.3099149763584137\n",
      "o god thou art free. the invisible man, who walks in the night in a golden <cloak> : has found both his source of inner joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 21, score = 0.49906983971595764\n",
      "<by> god thou art free. the invisible man, who walks in the night in a golden cloak : has found both his source of inner joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 22, score = 0.1442061960697174\n",
      "by god thou art <blessed>. the invisible man, who walks in the night in a golden cloak : has found both his source of inner joy : and his dark secret that makes his heart destroy.\n",
      "-----------------------\n",
      "Iteration 23, score = 0.7762159705162048\n",
      "by god thou art blessed. the invisible man, who walks in the night in a golden cloak : has found both his source of inner joy : and his dark secret that makes his <soul> destroy.\n",
      "-----------------------\n",
      "Iteration 24, score = 0.3973541259765625\n",
      "by god thou art blessed. the invisible man, who walks in the night in a golden cloak : has found both his source of inner joy : and his dark <power> that makes his soul destroy.\n",
      "-----------------------\n",
      "Iteration 25, score = 0.15802240371704102\n",
      "by god thou art blessed. the invisible man, who walks in the night in a golden cloak : has found both his source of inner joy : and his <own> power that makes his soul destroy.\n",
      "-----------------------\n",
      "Iteration 26, score = 0.37217259407043457\n",
      "by god thou art blessed. the invisible man, who walks in the night in a golden cloak : has found both his source of inner <heat> : and his own power that makes his soul <complete>.\n",
      "-----------------------\n",
      "Iteration 27, score = 0.2677094638347626\n",
      "by god thou art blessed. the invisible man, who walks in the night in a golden cloak : has found both his source of inner heat : and his own power that makes his <life> complete.\n",
      "-----------------------\n",
      "Iteration 28, score = 0.8659397959709167\n",
      "by god thou art blessed. the invisible man, who walks in the night in a <hooded> cloak : has found both his source of inner heat : and his own power that makes his life complete.\n",
      "-----------------------\n",
      "Iteration 29, score = 0.8591411113739014\n",
      "by god thou art blessed. the invisible man, who walks in the night in a hooded cloak : has found both his source of <body> heat : and his own power that makes his life complete.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'by god thou art blessed. the invisible man, who walks in the night in a hooded cloak : has found both his source of body heat : and his own power that makes his life complete.'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''O Rose thou art sick. \n",
    "The invisible worm, \n",
    "That flies in the night \n",
    "In the howling storm: \n",
    "\n",
    "Has found out thy bed \n",
    "Of crimson joy: \n",
    "And his dark secret love \n",
    "Does thy life destroy.'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=50,\n",
    "            randomize=False,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=None,\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 4.6452782953565475e-07\n",
      "o <god> thou art sick. the invisible worm, that flies in the night in the howling storm : has found out thy bed of crimson joy : and his dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 2, score = 7.554813237220515e-07\n",
      "o god thou art sick. the invisible worm, that flies in the night in the howling storm : has <torn> out thy bed of crimson joy : and his dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 3, score = 0.0002601357700768858\n",
      "o god thou art <dead>. the invisible worm, that flies in the night in the howling storm : has torn out thy bed of crimson joy : and his dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 4, score = 0.0002670047106221318\n",
      "o god thou art dead. the invisible worm, that flies in the night in the howling storm : has torn out thy bed of crimson joy : and <your> dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 5, score = 0.00010501110227778554\n",
      "o god thou art dead. the invisible <wind>, that flies in the night in the howling storm : has torn out thy bed of crimson joy : and your dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 6, score = 2.460409996274393e-05\n",
      "o god thou art dead. the invisible wind, that <blew> in the night in the howling storm : has torn out thy bed of crimson joy : and your dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 7, score = 6.017557825543918e-05\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy <tears> of crimson joy : and your dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 8, score = 0.0009522242471575737\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of <awful> joy : and your dark secret love does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 9, score = 0.004102946259081364\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful joy : and your dark secret <grief> does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 10, score = 0.0012348081218078732\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful joy : and your dark secret grief does thy <tears> destroy.\n",
      "-----------------------\n",
      "Iteration 11, score = 0.0010245094308629632\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful <pain> : and your dark secret grief does thy tears <remain>.\n",
      "-----------------------\n",
      "Iteration 12, score = 0.0037290267646312714\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : <in> your dark secret grief does thy tears remain.\n",
      "-----------------------\n",
      "Iteration 13, score = 0.00014688970986753702\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your dark secret grief <still> thy tears remain.\n",
      "-----------------------\n",
      "Iteration 14, score = 0.0015403946163132787\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your dark secret <eyes> still thy tears remain.\n",
      "-----------------------\n",
      "Iteration 15, score = 0.0029669508803635836\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your dark secret eyes still <no> tears remain.\n",
      "-----------------------\n",
      "Iteration 16, score = 0.007433751598000526\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your dark secret eyes <shall> no tears remain.\n",
      "-----------------------\n",
      "Iteration 17, score = 0.006524791941046715\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your dark secret <tears> shall no tears remain.\n",
      "-----------------------\n",
      "Iteration 18, score = 0.00039963104063645005\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your <eyes> secret tears shall no tears remain.\n",
      "-----------------------\n",
      "Iteration 19, score = 5.3305371693568304e-05\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your eyes <only> tears shall no tears remain.\n",
      "-----------------------\n",
      "Iteration 20, score = 0.0012445914326235652\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your eyes only tears <of> no tears remain.\n",
      "-----------------------\n",
      "Iteration 21, score = 4.7617624659324065e-05\n",
      "o god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your eyes only tears of <sad> tears remain.\n",
      "-----------------------\n",
      "Iteration 22, score = 0.013488191179931164\n",
      "<thank> god thou art dead. the invisible wind, that blew in the night in the howling storm : has torn out thy tears of awful pain : in your eyes only tears of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 23, score = 0.007970147766172886\n",
      "thank god thou art dead. the invisible wind, that blew in the night in the <coming> storm : has torn out thy tears of awful pain : in your eyes only tears of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 24, score = 0.006647876929491758\n",
      "thank god thou art dead. the invisible wind, that blew in the night in the coming storm : has torn out <your> tears of awful pain : in your eyes only tears of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 25, score = 0.0005339366034604609\n",
      "thank god <you> art dead. the invisible wind, that blew in the night in the coming storm : has torn out your tears of awful pain : in your eyes only tears of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 26, score = 3.541561710562746e-09\n",
      "thank god you <are> dead. the invisible wind, that blew in the night in the coming storm : has torn out your tears of awful pain : in your eyes only tears of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 27, score = 0.02727198787033558\n",
      "thank god you are <safe>. the invisible wind, that blew in the night in the coming storm : has torn out your tears of awful pain : in your eyes only tears of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 28, score = 0.02193072810769081\n",
      "thank god you are safe. the invisible wind, that blew in the night in the coming storm : has <wiped> out your tears of awful pain : in your eyes only tears of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 29, score = 0.005922035314142704\n",
      "thank god you are safe. the invisible wind, that blew in the night in the coming storm : has wiped out your tears of awful pain : in your eyes only <trails> of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 30, score = 0.04727434739470482\n",
      "thank god you are safe. the invisible wind, that blew in the night in the coming storm : has wiped out your tears of <sudden> pain : in your eyes only trails of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 31, score = 0.0018018552800640464\n",
      "thank god you are safe. the invisible wind, that blew in the night in the coming storm : has wiped out your tears <like> sudden pain : in your eyes only trails of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 32, score = 0.0011219631414860487\n",
      "thank god you are safe. the invisible wind, that blew in the night in the coming storm : has wiped out your tears like sudden <rain> : in your eyes only trails of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 33, score = 0.0003743311099242419\n",
      "thank god you are safe. the invisible wind, that blew in the night in the coming storm : has wiped out your tears like <acid> rain : in your eyes only trails of sad tears remain.\n",
      "-----------------------\n",
      "Iteration 34, score = 0.015973975881934166\n",
      "thank god you are safe. the invisible wind, that blew in the night in the coming storm : has wiped out your tears like acid rain : in your eyes only trails of <blind> tears remain.\n",
      "-----------------------\n",
      "Iteration 35, score = 0.05108701437711716\n",
      "thank god you are safe. the invisible wind, that blew in the <east> in the coming storm : has wiped out your tears like acid rain : in your eyes only trails of blind tears remain.\n",
      "-----------------------\n",
      "Iteration 36, score = 0.009382137097418308\n",
      "thank god you are safe. the invisible wind, that blew in the east in the <recent> storm : has wiped out your tears like acid rain : in your eyes only trails of blind tears remain.\n",
      "-----------------------\n",
      "Iteration 37, score = 0.005208882968872786\n",
      "thank god you are safe. the invisible wind, that blew in the east in <a> recent storm : has wiped out your tears like acid rain : in your eyes only trails of blind tears remain.\n",
      "-----------------------\n",
      "Iteration 38, score = 0.013761591166257858\n",
      "thank god you are safe. the <emotional> wind, that blew in the east in a recent storm : has wiped out your tears like acid rain : in your eyes only trails of blind tears remain.\n",
      "-----------------------\n",
      "Iteration 39, score = 0.02137162908911705\n",
      "thank god you are safe. the emotional wind, that blew in the east in a recent storm : has wiped out your tears like acid rain : in your eyes only <strands> of blind tears remain.\n",
      "-----------------------\n",
      "Iteration 40, score = 0.0064957765862345695\n",
      "thank god you are safe. the emotional wind, that blew in the east in a recent storm : has wiped out your tears like acid rain : in your eyes only strands of <your> tears remain.\n",
      "-----------------------\n",
      "Iteration 41, score = 3.20388767249824e-06\n",
      "thank god you are safe. the emotional wind, that blew in the east in a recent storm : has wiped out your tears like acid rain : in your eyes only strands of your <hair> remain.\n",
      "-----------------------\n",
      "Iteration 42, score = 0.05732220411300659\n",
      "thank god you are safe. the emotional wind, that blew in the east in a <brutal> storm : has wiped out your tears like acid rain : in your eyes only strands of your hair remain.\n",
      "-----------------------\n",
      "Iteration 43, score = 0.06086232513189316\n",
      "thank god you are safe. the emotional wind, that blew in the east in a brutal <gale> : has wiped out your tears like acid rain : in your eyes only strands of your hair remain.\n",
      "-----------------------\n",
      "Iteration 44, score = 0.11348603665828705\n",
      "thank god you are safe. the emotional wind, that blew in the east in a brutal gale : has <leaked> out your tears like acid rain : in your eyes only strands of your hair remain.\n",
      "-----------------------\n",
      "Iteration 45, score = 0.00026148217148147523\n",
      "thank god you are safe. the emotional wind, that blew in the east in a brutal gale : has leaked out <like> tears like acid rain : in your eyes only strands of your hair remain.\n",
      "-----------------------\n",
      "Iteration 46, score = 0.0605473518371582\n",
      "thank god you are safe. the emotional wind, that blew in the east in a brutal gale : has leaked out like <mud> like acid rain : in your eyes only strands of your hair remain.\n",
      "-----------------------\n",
      "Iteration 47, score = 6.981322076171637e-05\n",
      "thank god you are safe. the emotional wind, that blew in the east in a brutal gale : has leaked out like mud <from> acid rain : in your eyes only strands of your hair remain.\n",
      "-----------------------\n",
      "Iteration 48, score = 0.048447150737047195\n",
      "thank god you are safe. the emotional wind, that <blows> in the east in a brutal gale : has leaked out like mud from acid rain : in your eyes only strands of your hair remain.\n",
      "-----------------------\n",
      "Iteration 49, score = 0.02649463526904583\n",
      "thank god you are safe. the emotional wind, that blows in the east in a brutal gale : has leaked out like mud from <driving> rain : in your eyes only strands of your hair remain.\n",
      "-----------------------\n",
      "Iteration 50, score = 0.05289856716990471\n",
      "thank god you are safe. the emotional wind, that blows in the east in a brutal gale : <tears> leaked out like mud from driving rain : in your eyes only strands of your hair remain.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'thank god you are safe. the emotional wind, that blows in the east in a brutal gale : tears leaked out like mud from driving rain : in your eyes only strands of your hair remain.'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''O Rose thou art sick. \n",
    "The invisible worm, \n",
    "That flies in the night \n",
    "In the howling storm: \n",
    "\n",
    "Has found out thy bed \n",
    "Of crimson joy: \n",
    "And his dark secret love \n",
    "Does thy life destroy.'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_path='pofo',\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=50,\n",
    "            randomize=False,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=None,\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 9.045047772815451e-05\n",
      " O Rose thou< his> sick. The invisible worm, That flies in the night In the howling storm: Has found out thy bed Of crimson joy: And his dark secret love Does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 2, score = 9.544840577291325e-05\n",
      " O< God> thou his sick. The invisible worm, That flies in the night In the howling storm: Has found out thy bed Of crimson joy: And his dark secret love Does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 3, score = 0.0001600701070856303\n",
      " O God thou his sick. The invisible< sweet>, That flies in the night In the howling storm: Has found out thy bed Of crimson joy: And his dark secret love Does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 4, score = 0.0010359423467889428\n",
      " O God thou his sick. The invisible sweet, That flies in the night In the< winter> storm: Has found out thy bed Of crimson joy: And his dark secret love Does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 5, score = 0.0019554041791707277\n",
      " O God thou his sick. The invisible sweet, That flies in the night In the winter storm: Has found out thy bed Of crimson joy: And his dark secret< that> Does thy life destroy.\n",
      "-----------------------\n",
      "Iteration 6, score = 0.002129178261384368\n",
      " O God thou his sick. The invisible sweet, That flies in the night In the winter storm: Has found out thy bed Of crimson< clay>: And his dark secret that Does thy life< away>.\n",
      "-----------------------\n",
      "Iteration 7, score = 0.0018448985647410154\n",
      " O God thou his sick. The invisible sweet, That flies in the night In the winter storm: Has found out thy bed Of crimson clay: And his dark secret that< steals> thy life away.\n",
      "-----------------------\n",
      "Iteration 8, score = 0.0016542761586606503\n",
      " O God thou his sick. The invisible< blood>, That flies in the night In the winter storm: Has found out thy bed Of crimson clay: And his dark secret that steals thy life away.\n",
      "-----------------------\n",
      "Iteration 9, score = 0.0016149417497217655\n",
      " O God< his> his sick. The invisible blood, That flies in the night In the winter storm: Has found out thy bed Of crimson clay: And his dark secret that steals thy life away.\n",
      "-----------------------\n",
      "Iteration 10, score = 0.004960486199706793\n",
      " O God his his sick. The invisible blood, That flies in the night In the winter storm: Has found out thy bed< of> crimson clay: And his dark secret that steals thy life away.\n",
      "-----------------------\n",
      "Iteration 11, score = 0.0024164807982742786\n",
      " O God his his sick. The invisible blood, That flies in the night< and> the winter storm: Has found out thy bed of crimson clay: And his dark secret that steals thy life away.\n",
      "-----------------------\n",
      "Iteration 12, score = 0.0007303095189854503\n",
      " O God his his sick.< the> invisible blood, That flies in the night and the winter storm: Has found out thy bed of crimson clay: And his dark secret that steals thy life away.\n",
      "-----------------------\n",
      "Iteration 13, score = 0.0029436552431434393\n",
      " O God his his< hand>. the invisible blood, That flies in the night and the winter storm: Has found out thy bed of crimson clay: And his dark secret that steals thy life away.\n",
      "-----------------------\n",
      "Iteration 14, score = 0.005038491915911436\n",
      " O God his his hand. the invisible blood, That flies in the night and the winter storm: Has found out< his> bed of crimson clay: And his dark secret that steals thy life away.\n",
      "-----------------------\n",
      "Iteration 15, score = 0.006435074377804995\n",
      " O God his his hand. the invisible blood,< that> flies in the night and the winter storm: Has found out his bed of crimson clay: And his dark secret that steals thy life away.\n",
      "-----------------------\n",
      "Iteration 16, score = 0.005497804842889309\n",
      " O God his his hand. the invisible blood, that flies in the night and the winter storm: Has found out his bed of crimson clay: And his dark secret that steals< his> life away.\n",
      "-----------------------\n",
      "Iteration 17, score = 0.0005109248450025916\n",
      " O< with> his his hand. the invisible blood, that flies in the night and the winter storm: Has found out his bed of crimson clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 18, score = 0.002468556398525834\n",
      "< But> with his his hand. the invisible blood, that flies in the night and the winter storm: Has found out his bed of crimson clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 19, score = 0.004301376640796661\n",
      " But with his his hand. the invisible blood, that flies in the night and the winter storm:< He> found out his bed of crimson clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 20, score = 0.007051502820104361\n",
      " But with his his hand. the invisible blood, that flies in the night and the winter storm: He< draws> out his bed of crimson clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 21, score = 0.010826228186488152\n",
      " But with his his hand. the invisible blood, that flies in the night and the winter storm: He draws out his< heart> of crimson clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 22, score = 0.014829459600150585\n",
      " But with his< dark> hand. the invisible blood, that flies in the night and the winter storm: He draws out his heart of crimson clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 23, score = 0.03233705833554268\n",
      " But with his dark hand. the invisible blood, that flies in the night and the winter storm: He draws out his heart of< broken> clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 24, score = 0.035678766667842865\n",
      " But with his dark hand. the invisible< stone>, that flies in the night and the winter storm: He draws out his heart of broken clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 25, score = 0.021638058125972748\n",
      " But with his dark hand. the invisible stone, that< moves> in the night and the winter storm: He draws out his heart of broken clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 26, score = 0.0332256443798542\n",
      " But with his dark hand. the invisible stone, that moves in the night and the winter storm:< that> draws out his heart of broken clay: And his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 27, score = 0.005673497915267944\n",
      " But with his dark hand. the invisible stone, that moves in the night and the winter storm: that draws out his heart of broken clay:< and> his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 28, score = 0.03353910148143768\n",
      " But< is> his dark hand. the invisible stone, that moves in the night and the winter storm: that draws out his heart of broken clay: and his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 29, score = 9.5783980214037e-05\n",
      "< It> is his dark hand. the invisible stone, that moves in the night and the winter storm: that draws out his heart of broken clay: and his dark secret that steals his life away.\n",
      "-----------------------\n",
      "Iteration 30, score = 0.08739852905273438\n",
      " It is his dark hand. the invisible stone, that moves in the night and the winter storm: that draws out his heart of broken clay: and his dark< finger> that steals his life away.\n",
      "-----------------------\n",
      "Iteration 31, score = 0.12865841388702393\n",
      " It is his dark hand. the invisible stone,< his> moves in the night and the winter storm: that draws out his heart of broken clay: and his dark finger that steals his life away.\n",
      "-----------------------\n",
      "Iteration 32, score = 4.8389541916549206e-05\n",
      " It is his dark hand. the invisible stone, his< hand> in the night and the winter storm: that draws out his heart of broken clay: and his dark finger that steals his life away.\n",
      "-----------------------\n",
      "Iteration 33, score = 0.11290617287158966\n",
      " It is his dark hand. the invisible< shards>, his hand in the night and the winter storm: that draws out his heart of broken clay: and his dark finger that steals his life away.\n",
      "-----------------------\n",
      "Iteration 34, score = 0.22036874294281006\n",
      " It is his dark hand. the invisible shards, his hand in the< snow> and the winter storm: that draws out his heart of broken clay: and his dark finger that steals his life away.\n",
      "-----------------------\n",
      "Iteration 35, score = 0.07196979224681854\n",
      " It is his dark hand. the invisible shards, his hand in the snow and the winter< wind>: that draws out his heart of broken clay: and his dark finger that steals his life away.\n",
      "-----------------------\n",
      "Iteration 36, score = 0.235001340508461\n",
      " It is his< cold> hand. the invisible shards, his hand in the snow and the winter wind: that draws out his heart of broken clay: and his dark finger that steals his life away.\n",
      "-----------------------\n",
      "Iteration 37, score = 0.004105408675968647\n",
      " It is his cold hand. the invisible shards, his hand in the snow and the winter wind: that draws out his heart of broken clay: and his< cold> finger that steals his life away.\n",
      "-----------------------\n",
      "Iteration 38, score = 0.2188674509525299\n",
      " It is his cold hand. the invisible shards, his hand in the snow and the< icy> wind: that draws out his heart of broken clay: and his cold finger that steals his life away.\n",
      "-----------------------\n",
      "Iteration 39, score = 0.29448631405830383\n",
      " It is his cold hand. the invisible shards, his hand in the snow and the icy wind: that draws out his heart of broken clay: and his cold< fingers> that steals his life away.\n",
      "-----------------------\n",
      "Iteration 40, score = 0.049466896802186966\n",
      " It is his cold hand. the invisible shards, his hand in the snow and the icy wind: that draws out his heart of broken clay: and his cold fingers that< take> his life away.\n",
      "-----------------------\n",
      "Iteration 41, score = 0.03556842356920242\n",
      " It is his cold< hands>. the invisible shards, his hand in the snow and the icy wind: that draws out his heart of broken clay: and his cold fingers that take his life away.\n",
      "-----------------------\n",
      "Iteration 42, score = 0.028224632143974304\n",
      " It is his cold hands. the invisible shards, his hand in the snow and the icy wind: that< carve> out his heart of broken clay: and his cold fingers that take his life away.\n",
      "-----------------------\n",
      "Iteration 43, score = 0.1031377911567688\n",
      " It is his cold hands. the invisible shards, his< hands> in the snow and the icy wind: that carve out his heart of broken clay: and his cold fingers that take his life away.\n",
      "-----------------------\n",
      "Iteration 44, score = 0.27087005972862244\n",
      " It< are> his cold hands. the invisible shards, his hands in the snow and the icy wind: that carve out his heart of broken clay: and his cold fingers that take his life away.\n",
      "-----------------------\n",
      "Iteration 45, score = 0.10016277432441711\n",
      "< They> are his cold hands. the invisible shards, his hands in the snow and the icy wind: that carve out his heart of broken clay: and his cold fingers that take his life away.\n",
      "-----------------------\n",
      "Iteration 46, score = 0.22941091656684875\n",
      " They are his cold hands. the invisible shards, his hands in the snow and the icy wind: that carve out his heart< from> broken clay: and his cold fingers that take his life away.\n",
      "-----------------------\n",
      "Iteration 47, score = 0.3614937961101532\n",
      " They are his cold hands. the invisible shards, his hands in the snow and the icy< ice>: that carve out his heart from broken clay: and his cold fingers that take his life away.\n",
      "-----------------------\n",
      "Iteration 48, score = 0.08881651610136032\n",
      " They are his cold hands. the invisible shards, his hands in the snow and the< melting> ice: that carve out his heart from broken clay: and his cold fingers that take his life away.\n",
      "-----------------------\n",
      "Iteration 49, score = 0.7162493467330933\n",
      " They are his cold hands. the invisible shards, his hands in the snow and the melting ice: that carve out his heart from< molten> clay: and his cold fingers that take his life away.\n",
      "-----------------------\n",
      "Iteration 50, score = 0.20636461675167084\n",
      " They are his cold hands. the< aluminum> shards, his hands in the snow and the melting ice: that carve out his heart from molten clay: and his cold fingers that take his life away.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "' They are his cold hands. the aluminum shards, his hands in the snow and the melting ice: that carve out his heart from molten clay: and his cold fingers that take his life away.'"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''O Rose thou art sick. \n",
    "The invisible worm, \n",
    "That flies in the night \n",
    "In the howling storm: \n",
    "\n",
    "Has found out thy bed \n",
    "Of crimson joy: \n",
    "And his dark secret love \n",
    "Does thy life destroy.'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_type='roberta-base',\n",
    "            max_iterations=50,\n",
    "            randomize=False,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=None,\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 8.776559070611256e-07\n",
      "and did those feet in ancient time walk upon englands mountains green : and was the holy lamb of god, on <our> pleasant pastures seen! and did the countenance divine, shine forth upon our clouded hills? and was jerusalem builded here, among these dark satanic mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o clouds unfold! bring me my chariot of fire! i will not cease from mental fight, nor shall my sword sleep in my hand : till we have built jerusalem, in englands green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 2, score = 1.4563041759174666e-06\n",
      "and did those feet in ancient time walk upon <our> mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the countenance divine, shine forth upon our clouded hills? and was jerusalem builded here, among these dark satanic mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o clouds unfold! bring me my chariot of fire! i will not cease from mental fight, nor shall my sword sleep in my hand : till we have built jerusalem, in englands green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 3, score = 1.2741419368467177e-06\n",
      "and did those feet in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the countenance divine, shine forth upon our clouded hills? and was jerusalem builded here, among these dark satanic mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o clouds unfold! bring me my chariot of fire! i will not cease from mental fight, nor shall my sword sleep in my hand : till we have built jerusalem, in <our> green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 4, score = 3.8905913243070245e-05\n",
      "and did those feet in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the countenance divine, shine forth upon our clouded hills? and was jerusalem builded here, among these dark satanic mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o clouds <above>! bring me my chariot of fire! i will not cease from mental fight, nor shall my sword sleep in my hand : till we have built jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 5, score = 8.711371629033238e-05\n",
      "and did those <who> in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the countenance divine, shine forth upon our clouded hills? and was jerusalem builded here, among these dark satanic mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o clouds above! bring me my chariot of fire! i will not cease from mental fight, nor shall my sword sleep in my hand : till we have built jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 6, score = 8.093752694549039e-05\n",
      "and did those who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the countenance divine, shine forth upon our clouded hills? and was jerusalem builded here, among these dark satanic mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o clouds above! bring me my chariot of fire! i will not cease from <our> fight, nor shall my sword sleep in my hand : till we have built jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 7, score = 0.00010442874918226153\n",
      "and did those who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the countenance divine, shine forth upon our clouded hills? and was jerusalem builded here, among these dark satanic mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o <lord> above! bring me my chariot of fire! i will not cease from our fight, nor shall my sword sleep in my hand : till we have built jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 8, score = 0.00030197264277376235\n",
      "and did those who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the countenance divine, shine forth upon our <pleasant> hills? and was jerusalem builded here, among these dark satanic mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not cease from our fight, nor shall my sword sleep in my hand : till we have built jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 9, score = 0.0004590614989865571\n",
      "and did those who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the <trinity> divine, shine forth upon our pleasant hills? and was jerusalem builded here, among these dark satanic mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not cease from our fight, nor shall my sword sleep in my hand : till we have built jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 10, score = 0.0009720277739688754\n",
      "and did those who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant hills? and was jerusalem builded here, among these dark <abandoned> mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not cease from our fight, nor shall my sword sleep in my hand : till we have built jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 11, score = 0.0015268494607880712\n",
      "and did those who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant hills? and was jerusalem <hidden> here, among these dark abandoned mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not cease from our fight, nor shall my sword sleep in my hand : till we have built jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 12, score = 0.0018020764691755176\n",
      "and did those who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant hills? and was jerusalem hidden here, among these dark abandoned mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not <die> from our fight, nor shall my sword sleep in my hand : till we have built jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 13, score = 0.0022360284347087145\n",
      "and did those who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant hills? and was jerusalem hidden here, among these dark abandoned mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword sleep in my hand : till we have <reached> jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 14, score = 0.005293065682053566\n",
      "and did those who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant hills? and was jerusalem hidden here, among these dark abandoned mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword <be> in my hand : till we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 15, score = 0.006854649633169174\n",
      "and did <he> who in ancient time walk upon our mountains green : and was the holy lamb of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant hills? and was jerusalem hidden here, among these dark abandoned mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword be in my hand : till we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 16, score = 0.00705138873308897\n",
      "and did he who in ancient time walk upon our <pleasant> green : and was the holy lamb of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant hills? and was jerusalem hidden here, among these dark abandoned mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword be in my hand : till we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 17, score = 0.007936679758131504\n",
      "and did he who in ancient time walk upon our pleasant green : and was the holy <name> of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant hills? and was jerusalem hidden here, among these dark abandoned mills? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword be in my hand : till we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 18, score = 0.012525005266070366\n",
      "and did he who in ancient time walk upon our pleasant green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant <lands>? and was jerusalem hidden here, among these dark abandoned <sands>? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword be in my hand : till we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 19, score = 0.025439150631427765\n",
      "and did he who in <our> time walk upon our pleasant green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark abandoned sands? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword be in my hand : till we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 20, score = 0.018971562385559082\n",
      "and did he who in our time <shone> upon our pleasant green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark abandoned sands? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword be in my hand : till we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 21, score = 0.04953284189105034\n",
      "and did he who in our time shone upon our <pastures> green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark abandoned sands? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword be in my hand : till we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 22, score = 0.06036099046468735\n",
      "and did he who in our time shone upon our pastures green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark abandoned sands? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor shall my sword be in my hand : <for> we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 23, score = 0.05366590991616249\n",
      "and did he who in our time shone upon our pastures green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark abandoned sands? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor <will> my sword be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 24, score = 0.08315765112638474\n",
      "and did he who in our time shone upon our pastures green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark <eternal> sands? bring me my bow of burning gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my sword be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 25, score = 0.07688646763563156\n",
      "and did he who in our time shone upon our pastures green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark eternal sands? bring me my bow of <shining> gold : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my sword be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 26, score = 0.012502544559538364\n",
      "and did he who in our time shone upon our pastures green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark eternal sands? bring me my bow of shining <light> : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my sword be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 27, score = 0.12427441030740738\n",
      "and did he who in our time shone upon our pastures green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark eternal sands? bring me my <spear> of shining light : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my sword be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 28, score = 0.14537326991558075\n",
      "and did he who in our time shone upon our pastures green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark eternal sands? bring me my spear of shining light : bring me my arrows of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my <spear> be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 29, score = 0.1377590447664261\n",
      "and did he who in our time shone upon our pastures green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these dark eternal sands? bring me my spear of shining light : bring me my <weapon> of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 30, score = 0.13985151052474976\n",
      "and did he who in our time shone upon our pastures green : and was the holy name of god, on our pleasant pastures seen! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these <green> eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 31, score = 0.145905002951622\n",
      "and did he who in our time shone upon our pastures <light> : and was the holy name of god, on our pleasant pastures <bright>! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 32, score = 4.396847361931577e-05\n",
      "and did he who in our time shone upon our <shining> light : and was the holy name of god, on our pleasant pastures bright! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 33, score = 0.09347369521856308\n",
      "and did he who in our time shone upon our shining light : and <by> the holy name of god, on our pleasant pastures bright! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 34, score = 0.007772695738822222\n",
      "and did he who in our time shone upon our shining light : and by the holy name of god, <made> our pleasant pastures bright! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 35, score = 0.0888465866446495\n",
      "and did he who in our time shone upon our shining <land> : and by the holy name of god, made our pleasant pastures <stand>! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 36, score = 0.0010711896466091275\n",
      "and did he who in our time shone upon our <pleasant> land : and by the holy name of god, made our pleasant pastures stand! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 37, score = 0.008623515255749226\n",
      "and did he who in our time shone upon our pleasant land : and by the holy name of god, <let> our pleasant pastures stand! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 38, score = 0.03998076170682907\n",
      "and did he who in our time shone upon our pleasant land : and by the holy name of god, let our pleasant <country> stand! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 39, score = 0.10102830082178116\n",
      "and did he who in our time shone upon our pleasant land : and by the holy <grace> of god, let our pleasant country stand! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our green & pleasant land.\n",
      "-----------------------\n",
      "Iteration 40, score = 0.12009388208389282\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the trinity divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our <time> & pleasant land.\n",
      "-----------------------\n",
      "Iteration 41, score = 0.1853724867105484\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the <glorious> divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these green eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n",
      "-----------------------\n",
      "Iteration 42, score = 0.2745162844657898\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these <great> eternal sands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n",
      "-----------------------\n",
      "Iteration 43, score = 0.18242542445659637\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among these great eternal <hands>? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n",
      "-----------------------\n",
      "Iteration 44, score = 0.24834373593330383\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among <his> great eternal hands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n",
      "-----------------------\n",
      "Iteration 45, score = 0.2893253266811371\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant lands? and was jerusalem hidden here, among his great <almighty> hands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n",
      "-----------------------\n",
      "Iteration 46, score = 0.1610690802335739\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant lands? and was jerusalem <standing> here, among his great almighty hands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n",
      "-----------------------\n",
      "Iteration 47, score = 0.1984846591949463\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant lands? and was jerusalem standing here, <upon> his great almighty hands? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n",
      "-----------------------\n",
      "Iteration 48, score = 0.011117629706859589\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant <land>? and was jerusalem standing here, upon his great almighty <hand>? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my chariot of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n",
      "-----------------------\n",
      "Iteration 49, score = 0.4874098300933838\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant land? and was jerusalem standing here, upon his great almighty hand? bring me my spear of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my <instrument> of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n",
      "-----------------------\n",
      "Iteration 50, score = 0.46125081181526184\n",
      "and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant land? and was jerusalem standing here, upon his great almighty hand? bring me my <sword> of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my instrument of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'and did he who in our time shone upon our pleasant land : and by the holy grace of god, let our pleasant country stand! and did the glorious divine, shine forth upon our pleasant land? and was jerusalem standing here, upon his great almighty hand? bring me my sword of shining light : bring me my weapon of desire : bring me my spear : o lord above! bring me my instrument of fire! i will not die from our fight, nor will my spear be in my hand : for we have reached jerusalem, in our time & pleasant land.'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''And did those feet in ancient time\n",
    "Walk upon Englands mountains green:\n",
    "And was the holy Lamb of God,\n",
    "On Englands pleasant pastures seen!\n",
    " \n",
    "And did the Countenance Divine,\n",
    "Shine forth upon our clouded hills?\n",
    "And was Jerusalem builded here,\n",
    "Among these dark Satanic Mills?\n",
    " \n",
    "Bring me my Bow of burning gold:\n",
    "Bring me my arrows of desire:\n",
    "Bring me my Spear: O clouds unfold!\n",
    "Bring me my Chariot of fire!\n",
    " \n",
    "I will not cease from Mental Fight,\n",
    "Nor shall my sword sleep in my hand:\n",
    "Till we have built Jerusalem,\n",
    "In Englands green & pleasant Land.'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=50,\n",
    "            randomize=False,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            topic=None,\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 2.3689601391652104e-07\n",
      "tyger tyger, burning bright, in the <stillness> of the night ; what immortal hand or eye, could frame thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 2, score = 0.0007268207264132798\n",
      "tyger tyger, burning bright, in the stillness of the night ; what immortal hand or eye, could <stop> thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 3, score = 1.5245740542013664e-05\n",
      "tyger tyger, burning bright, in the stillness of the night ; what immortal hand or eye, could stop <such> fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 4, score = 1.3895836673327722e-05\n",
      "tyger tyger, burning bright, in the stillness of the night ; what immortal hand or eye, could stop such fearful <fluttering>?\n",
      "-----------------------\n",
      "Iteration 5, score = 0.0009102397598326206\n",
      "tyger tyger, burning bright, in the stillness of the night ; what <unable> hand or eye, could stop such fearful fluttering?\n",
      "-----------------------\n",
      "Iteration 6, score = 0.013979456387460232\n",
      "tyger tyger, <shining> bright, in the stillness of the night ; what unable hand or eye, could stop such fearful fluttering?\n",
      "-----------------------\n",
      "Iteration 7, score = 0.007551542017608881\n",
      "tyger tyger, shining bright, in the stillness of the night ; what unable hand or eye, could stop such <lovely> fluttering?\n",
      "-----------------------\n",
      "Iteration 8, score = 0.00259114196524024\n",
      "tyger tyger, shining bright, in the stillness of the night ; what unable hand or eye, could <catch> such lovely fluttering?\n",
      "-----------------------\n",
      "Iteration 9, score = 0.015776019543409348\n",
      "tyger tyger, shining bright, in the stillness of the night ; what unable <ears> or eye, could catch such lovely fluttering?\n",
      "-----------------------\n",
      "Iteration 10, score = 0.005140108987689018\n",
      "tyger tyger, shining bright, in the stillness of the night ; what unable ears or <eyes>, could catch such lovely fluttering?\n",
      "-----------------------\n",
      "Iteration 11, score = 0.037116654217243195\n",
      "tyger tyger, shining bright, in the stillness of the night ; what <nocturnal> ears or eyes, could catch such lovely fluttering?\n",
      "-----------------------\n",
      "Iteration 12, score = 0.10740133374929428\n",
      "tyger tyger, shining bright, in the stillness of the night ; what nocturnal ears or eyes, could catch such lovely <flowering>?\n",
      "-----------------------\n",
      "Iteration 13, score = 0.1152314841747284\n",
      "tyger tyger, shining bright, in the stillness of the night ; what nocturnal <ear> or eyes, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 14, score = 0.000626291788648814\n",
      "tyger tyger, shining bright, in the stillness of the night ; what nocturnal ear or <eye>, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 15, score = 0.0021421383135020733\n",
      "tyger tyger, shining bright, in the stillness of the night ; what <admiring> ear or eye, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 16, score = 0.12469471246004105\n",
      "tyger tyger, <roses> bright, in the stillness of the night ; what admiring ear or eye, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 17, score = 0.006063353270292282\n",
      "tyger tyger, roses <bloom>, in the stillness of the <tomb> ; what admiring ear or eye, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 18, score = 0.00045432764454744756\n",
      "tyger tyger, roses bloom, in the <garden> of the tomb ; what admiring ear or eye, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 19, score = 1.371102342773156e-07\n",
      "tyger tyger, roses bloom, in the garden <by> the tomb ; what admiring ear or eye, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 20, score = 0.0140721770003438\n",
      "tyger tyger, roses <wait>, in the garden by the <gate> ; what admiring ear or eye, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 21, score = 0.00012174648873042315\n",
      "tyger tyger, <goddess> wait, in the garden by the gate ; what admiring ear or eye, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 22, score = 0.002154248533770442\n",
      "tyger tyger, goddess <tree>, in the garden by the <sea> ; what admiring ear or eye, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 23, score = 4.428695490332757e-07\n",
      "tyger tyger, <lovely> tree, in the garden by the sea ; what admiring ear or eye, could catch such lovely flowering?\n",
      "-----------------------\n",
      "Iteration 24, score = 0.06638797372579575\n",
      "tyger tyger, lovely tree, in the garden by the sea ; what admiring ear or eye, could catch such lovely <scenery>?\n",
      "-----------------------\n",
      "Iteration 25, score = 0.03727269545197487\n",
      "tyger tyger, lovely <breeze>, in the garden by the <trees> ; what admiring ear or eye, could catch such lovely scenery?\n",
      "-----------------------\n",
      "Iteration 26, score = 0.029468029737472534\n",
      "tyger tyger, lovely breeze, in <a> garden by the trees ; what admiring ear or eye, could catch such lovely scenery?\n",
      "-----------------------\n",
      "Iteration 27, score = 0.2877630293369293\n",
      "tyger tyger, lovely <tree>, in a garden by the <sea> ; what admiring ear or eye, could catch such lovely scenery?\n",
      "-----------------------\n",
      "Iteration 28, score = 0.06931141763925552\n",
      "tyger tyger, lovely tree, in a garden by the sea ; what admiring ear or eye, could <see> such lovely scenery?\n",
      "-----------------------\n",
      "Iteration 29, score = 0.6373913288116455\n",
      "tyger tyger, lovely tree, in a garden by the sea ; what admiring ear or eye, <can> see such lovely scenery?\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'tyger tyger, lovely tree, in a garden by the sea ; what admiring ear or eye, can see such lovely scenery?'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''{Tyger Tyger}, burning bright, \n",
    "In the forests of the night; \n",
    "What immortal hand or eye, \n",
    "Could frame thy fearful symmetry?'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_path='pofo',\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=100,\n",
    "            randomize=0.1,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=\"Strolling through a lovely flower garden\",\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 1.6189937014132738e-05\n",
      "tyger tyger, burning bright, in the forests of the night ; what immortal hand or eye, could frame thy fearful <warrior>?\n",
      "-----------------------\n",
      "Iteration 2, score = 6.880984074086882e-06\n",
      "tyger tyger, burning bright, in the <darkness> of the night ; what immortal hand or eye, could frame thy fearful warrior?\n",
      "-----------------------\n",
      "Iteration 3, score = 7.132249265850987e-06\n",
      "tyger tyger, burning bright, in the darkness of the night ; what immortal hand or eye, could <kill> thy fearful warrior?\n",
      "-----------------------\n",
      "Iteration 4, score = 3.1638617201679153e-06\n",
      "tyger tyger, burning bright, in the darkness of the night ; what immortal hand or eye, could kill <one> fearful warrior?\n",
      "-----------------------\n",
      "Iteration 5, score = 0.00034903065534308553\n",
      "tyger tyger, burning bright, in the darkness of the night ; what immortal hand or eye, could kill one <mighty> warrior?\n",
      "-----------------------\n",
      "Iteration 6, score = 0.01449977234005928\n",
      "tyger tyger, <shining> bright, in the darkness of the night ; what immortal hand or eye, could kill one mighty warrior?\n",
      "-----------------------\n",
      "Iteration 7, score = 0.016139719635248184\n",
      "tyger tyger, shining bright, in the darkness of the night ; what immortal hand or eye, <can> kill one mighty warrior?\n",
      "-----------------------\n",
      "Iteration 8, score = 0.12188839912414551\n",
      "tyger tyger, shining bright, in the darkness of the night ; what <unable> hand or eye, can kill one mighty warrior?\n",
      "-----------------------\n",
      "Iteration 9, score = 0.0695301741361618\n",
      "tyger tyger, shining bright, in the darkness of the night ; what unable hand or <foot>, can kill one mighty warrior?\n",
      "-----------------------\n",
      "Iteration 10, score = 0.027641812339425087\n",
      "tyger tyger, shining bright, in the darkness of the night ; <though> unable hand or foot, can kill one mighty warrior?\n",
      "-----------------------\n",
      "Iteration 11, score = 0.005905983969569206\n",
      "tyger tyger, shining bright, in the darkness of the night ; though unable hand or foot, can <fight> one mighty warrior?\n",
      "-----------------------\n",
      "Iteration 12, score = 0.013392866589128971\n",
      "tyger tyger, shining bright, in the darkness of the night ; though unable hand or foot, can fight <this> mighty warrior?\n",
      "-----------------------\n",
      "Iteration 13, score = 0.016994692385196686\n",
      "tyger tyger, shining <shield>, in the darkness of the <field> ; though unable hand or foot, can fight this mighty warrior?\n",
      "-----------------------\n",
      "Iteration 14, score = 3.4100658012903295e-06\n",
      "tyger tyger, shining shield, in the <center> of the field ; though unable hand or foot, can fight this mighty warrior?\n",
      "-----------------------\n",
      "Iteration 15, score = 0.0032142570707947016\n",
      "tyger tyger, shining shield, in the center <stands> the field ; though unable hand or foot, can fight this mighty warrior?\n",
      "-----------------------\n",
      "Iteration 16, score = 0.0008613954996690154\n",
      "tyger tyger, shining <sword>, in the center stands the <lord> ; though unable hand or foot, can fight this mighty warrior?\n",
      "-----------------------\n",
      "Iteration 17, score = 0.04450841620564461\n",
      "tyger tyger, shining sword, in the center stands the lord ; <yet> unable hand or foot, can fight this mighty warrior?\n",
      "-----------------------\n",
      "Iteration 18, score = 0.11032771319150925\n",
      "tyger tyger, shining sword, in the <battle> stands the lord ; yet unable hand or foot, can fight this mighty warrior?\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'tyger tyger, shining sword, in the battle stands the lord ; yet unable hand or foot, can fight this mighty warrior?'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''{Tyger Tyger}, burning bright, \n",
    "In the forests of the night; \n",
    "What immortal hand or eye, \n",
    "Could frame thy fearful symmetry?'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_path='pofo',\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=100,\n",
    "            randomize=0.1,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=\"Charging into glorious battle\",\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 1.6137671536853304e-06\n",
      "tyger tyger, burning bright, in the <darkness> of the night ; what immortal hand or eye, could frame thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 2, score = 0.003593442030251026\n",
      "tyger tyger, burning bright, in the darkness of the night ; what immortal hand or eye, could frame <such> fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 3, score = 3.435142934904434e-05\n",
      "tyger tyger, burning bright, in the darkness of the night ; what immortal hand or eye, could frame such fearful <images>?\n",
      "-----------------------\n",
      "Iteration 4, score = 0.00021723529789596796\n",
      "tyger tyger, burning bright, in the darkness of the night ; what <illusion> hand or eye, could frame such fearful images?\n",
      "-----------------------\n",
      "Iteration 5, score = 0.001161798369139433\n",
      "tyger tyger, burning bright, in the darkness of the night ; what illusion hand or eye, could frame such <striking> images?\n",
      "-----------------------\n",
      "Iteration 6, score = 0.000630680937319994\n",
      "tyger tyger, burning bright, in the darkness of the night ; what illusion <spell> or eye, could frame such striking images?\n",
      "-----------------------\n",
      "Iteration 7, score = 5.721503839595243e-07\n",
      "tyger tyger, burning bright, in the darkness of the night ; what illusion spell or <spell>, could frame such striking images?\n",
      "-----------------------\n",
      "Iteration 8, score = 5.88285820413148e-06\n",
      "tyger tyger, burning bright, in the darkness of the night ; what illusion spell <that> spell, could frame such striking images?\n",
      "-----------------------\n",
      "Iteration 9, score = 1.602227712282911e-05\n",
      "tyger tyger, burning bright, in the darkness of the night ; what illusion spell that spell, could <cast> such striking images?\n",
      "-----------------------\n",
      "Iteration 10, score = 0.0004082917876075953\n",
      "tyger tyger, burning bright, in the darkness of the night ; what illusion <was> that spell, could cast such striking images?\n",
      "-----------------------\n",
      "Iteration 11, score = 0.000526532472576946\n",
      "tyger tyger, burning bright, in the darkness of the night ; what illusion was that <light>, could cast such striking images?\n",
      "-----------------------\n",
      "Iteration 12, score = 0.009268957190215588\n",
      "tyger tyger, <shining> bright, in the darkness of the night ; what illusion was that light, could cast such striking images?\n",
      "-----------------------\n",
      "Iteration 13, score = 0.03104284219443798\n",
      "tyger tyger, shining bright, in the darkness of the night ; what illusion was that light, <that> cast such striking images?\n",
      "-----------------------\n",
      "Iteration 14, score = 0.032076362520456314\n",
      "tyger tyger, shining bright, in the darkness of the night ; what illusion was that light, that cast such <shining> images?\n",
      "-----------------------\n",
      "Iteration 15, score = 0.023248247802257538\n",
      "tyger tyger, shining bright, in the darkness of the night ; what <direction> was that light, that cast such shining images?\n",
      "-----------------------\n",
      "Iteration 16, score = 0.0839669406414032\n",
      "tyger tyger, shining <wave>, in the darkness of the <nave> ; what direction was that light, that cast such shining images?\n",
      "-----------------------\n",
      "Iteration 17, score = 0.004984640516340733\n",
      "tyger tyger, shining wave, in the <center> of the nave ; what direction was that light, that cast such shining images?\n",
      "-----------------------\n",
      "Iteration 18, score = 0.00035753799602389336\n",
      "tyger tyger, shining wave, in the center of the nave ; what direction was that <wave>, that cast such shining images?\n",
      "-----------------------\n",
      "Iteration 19, score = 0.055819422006607056\n",
      "tyger tyger, shining wave, in the center of the nave ; what direction was that wave, that cast such shining <barriers>?\n",
      "-----------------------\n",
      "Iteration 20, score = 0.17908301949501038\n",
      "tyger tyger, shining wave, in the center of the nave ; what direction was that wave, that cast such <heavy> barriers?\n",
      "-----------------------\n",
      "Iteration 21, score = 0.004457369446754456\n",
      "tyger tyger, <gothic> wave, in the center of the nave ; what direction was that wave, that cast such heavy barriers?\n",
      "-----------------------\n",
      "Iteration 22, score = 0.007014069706201553\n",
      "tyger tyger, gothic <nave>, in the center of the <grave> ; what direction was that wave, that cast such heavy barriers?\n",
      "-----------------------\n",
      "Iteration 23, score = 0.0025237230584025383\n",
      "tyger tyger, gothic nave, in the center of the grave ; what direction was that <bow>, that cast such heavy barriers?\n",
      "-----------------------\n",
      "Iteration 24, score = 0.02243802137672901\n",
      "tyger tyger, gothic nave, in the center of the grave ; what direction was that bow, that cast such heavy <influence>?\n",
      "-----------------------\n",
      "Iteration 25, score = 0.030606457963585854\n",
      "tyger tyger, gothic nave, in the center of the grave ; what direction was that bow, that cast <that> heavy influence?\n",
      "-----------------------\n",
      "Iteration 26, score = 0.01249413751065731\n",
      "tyger tyger, gothic nave, in the center of the grave ; what direction was that bow, that cast that <gothic> influence?\n",
      "-----------------------\n",
      "Iteration 27, score = 0.010563565418124199\n",
      "tyger tyger, gothic nave, in the center of the grave ; what direction was that <spire>, that cast that gothic influence?\n",
      "-----------------------\n",
      "Iteration 28, score = 0.0003423425368964672\n",
      "tyger tyger, gothic nave, in the center of the grave ; what <cathedral> was that spire, that cast that gothic influence?\n",
      "-----------------------\n",
      "Iteration 29, score = 0.00012874013918917626\n",
      "tyger tyger, gothic nave, in the center of the grave ; what cathedral was that spire, that <bore> that gothic influence?\n",
      "-----------------------\n",
      "Iteration 30, score = 0.00010836720321094617\n",
      "tyger tyger, gothic <spire>, in the center of the <shire> ; what cathedral was that spire, that bore that gothic influence?\n",
      "-----------------------\n",
      "Iteration 31, score = 0.0001688300253590569\n",
      "tyger tyger, gothic spire, in the center of the shire ; what cathedral <bore> that spire, that bore that gothic influence?\n",
      "-----------------------\n",
      "Iteration 32, score = 0.0003664968244265765\n",
      "tyger tyger, gothic spire, in the <middle> of the shire ; what cathedral bore that spire, that bore that gothic influence?\n",
      "-----------------------\n",
      "Iteration 33, score = 0.0005102988798171282\n",
      "tyger tyger, gothic spire, in the middle of the shire ; what cathedral bore that spire, that bore that gothic <pinnacle>?\n",
      "-----------------------\n",
      "Iteration 34, score = 0.07016616314649582\n",
      "tyger tyger, gothic spire, in the middle of the shire ; <which> cathedral bore that spire, that bore that gothic pinnacle?\n",
      "-----------------------\n",
      "Iteration 35, score = 0.011219027452170849\n",
      "tyger tyger, gothic spire, in the middle of the shire ; which cathedral bore that spire, <which> bore that gothic pinnacle?\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'tyger tyger, gothic spire, in the middle of the shire ; which cathedral bore that spire, which bore that gothic pinnacle?'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''{Tyger Tyger}, burning bright, \n",
    "In the forests of the night; \n",
    "What immortal hand or eye, \n",
    "Could frame thy fearful symmetry?'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_path='pofo',\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=100,\n",
    "            randomize=0.1,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=\"The aesthetics of Gothic cathedrals\",\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 5.617350780084962e-07\n",
      "tyger tyger, burning bright, in the <middle> of the night ; what immortal hand or eye, could frame thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 2, score = 0.00030281703220680356\n",
      "tyger tyger, burning bright, in the middle of the night ; what immortal hand or eye, could <stop> thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 3, score = 0.0002120196004398167\n",
      "tyger tyger, burning bright, in the middle of the night ; what immortal hand or eye, could stop <such> fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 4, score = 5.888508167117834e-05\n",
      "tyger tyger, burning bright, in the middle of the night ; what immortal hand or eye, could stop such fearful <energy>?\n",
      "-----------------------\n",
      "Iteration 5, score = 0.00010078400373458862\n",
      "tyger tyger, burning bright, in the middle of the night ; what <unable> hand or eye, could stop such fearful energy?\n",
      "-----------------------\n",
      "Iteration 6, score = 0.0024008352775126696\n",
      "tyger tyger, burning bright, in the middle of the night ; what unable hand or eye, could stop such <wasted> energy?\n",
      "-----------------------\n",
      "Iteration 7, score = 0.003603086108341813\n",
      "tyger tyger, burning bright, in the middle of the night ; what unable hand or <foot>, could stop such wasted energy?\n",
      "-----------------------\n",
      "Iteration 8, score = 0.01912902668118477\n",
      "tyger tyger, burning <light>, in the middle of the night ; what unable hand or foot, could stop such wasted energy?\n",
      "-----------------------\n",
      "Iteration 9, score = 0.0005110143101774156\n",
      "tyger tyger, <traffic> light, in the middle of the night ; what unable hand or foot, could stop such wasted energy?\n",
      "-----------------------\n",
      "Iteration 10, score = 0.027464790269732475\n",
      "tyger tyger, traffic light, in the middle of the night ; what unable hand or foot, could <use> such wasted energy?\n",
      "-----------------------\n",
      "Iteration 11, score = 0.0012917494168505073\n",
      "tyger tyger, traffic light, in the middle of the night ; <caught> unable hand or foot, could use such wasted energy?\n",
      "-----------------------\n",
      "Iteration 12, score = 2.05584383365931e-05\n",
      "tyger tyger, traffic light, in the middle of the night ; caught unable hand or foot, <why> use such wasted energy?\n",
      "-----------------------\n",
      "Iteration 13, score = 0.0004693442606367171\n",
      "tyger tyger, traffic light, in the middle of the night ; caught unable hand or foot, why <waste> such wasted energy?\n",
      "-----------------------\n",
      "Iteration 14, score = 0.08524388819932938\n",
      "tyger tyger, traffic light, in the middle of the night ; caught <unwilling> hand or foot, why waste such wasted energy?\n",
      "-----------------------\n",
      "Iteration 15, score = 0.00011758915934478864\n",
      "tyger tyger, traffic light, in the middle of the night ; <with> unwilling hand or foot, why waste such wasted energy?\n",
      "-----------------------\n",
      "Iteration 16, score = 0.010036623105406761\n",
      "tyger tyger, traffic light, in the middle of the night ; with <forgotten> hand or foot, why waste such wasted energy?\n",
      "-----------------------\n",
      "Iteration 17, score = 0.007610449567437172\n",
      "tyger tyger, traffic light, in the middle of the night ; with forgotten hand or foot, why waste such <precious> energy?\n",
      "-----------------------\n",
      "Iteration 18, score = 0.3197290003299713\n",
      "tyger tyger, <wasting> light, in the middle of the night ; with forgotten hand or foot, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 19, score = 0.1830211728811264\n",
      "tyger tyger, wasting light, in the middle of the night ; with forgotten hand or <arm>, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 20, score = 0.5428709983825684\n",
      "tyger tyger, wasting light, in the middle of the night ; with <unable> hand or arm, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 21, score = 0.020412690937519073\n",
      "tyger tyger, wasting light, in the middle of the night ; <waste> unable hand or arm, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 22, score = 0.022547435015439987\n",
      "tyger tyger, wasting light, in the middle of the night ; waste unable hand <to> arm, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 23, score = 9.313903319707606e-06\n",
      "tyger tyger, wasting light, in the middle of the night ; waste <awareness> hand to arm, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 24, score = 1.951390382615159e-09\n",
      "tyger tyger, wasting light, in the middle of the night ; waste awareness <arm> to arm, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 25, score = 0.05807236582040787\n",
      "tyger tyger, <traffic> light, in the middle of the night ; waste awareness arm to arm, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 26, score = 0.006494708824902773\n",
      "tyger tyger, traffic light, in the middle of the night ; <his> awareness arm to arm, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 27, score = 4.242800173415162e-07\n",
      "tyger tyger, traffic light, in the middle of the night ; his <companion> arm to arm, why waste such precious energy?\n",
      "-----------------------\n",
      "Iteration 28, score = 0.0006136971060186625\n",
      "tyger tyger, traffic light, in the middle of the night ; his companion arm to arm, why waste <his> precious energy?\n",
      "-----------------------\n",
      "Iteration 29, score = 0.015757082030177116\n",
      "tyger tyger, traffic light, in the middle of the night ; his companion arm <by> arm, why waste his precious energy?\n",
      "-----------------------\n",
      "Iteration 30, score = 0.05366053059697151\n",
      "tyger tyger, traffic light, in the middle of the night ; his <companions> arm by arm, why waste his precious energy?\n",
      "-----------------------\n",
      "Iteration 31, score = 0.24354393780231476\n",
      "tyger tyger, traffic light, in the middle of the night ; his companions arm by arm, why waste his precious <bicycle>?\n",
      "-----------------------\n",
      "Iteration 32, score = 0.000971531611867249\n",
      "tyger tyger, traffic light, in the middle of the night ; his companions arm by arm, why <pull> his precious bicycle?\n",
      "-----------------------\n",
      "Iteration 33, score = 0.10972441732883453\n",
      "tyger tyger, traffic light, in the middle of the night ; his companions arm by arm, why pull his <heavy> bicycle?\n",
      "-----------------------\n",
      "Iteration 34, score = 0.19710156321525574\n",
      "tyger tyger, traffic light, in the middle of the night ; his companions arm by arm, <dare> pull his heavy bicycle?\n",
      "-----------------------\n",
      "Iteration 35, score = 0.0008337739272974432\n",
      "tyger tyger, traffic light, in the middle of the night ; <do> companions arm by arm, dare pull his heavy bicycle?\n",
      "-----------------------\n",
      "Iteration 36, score = 1.4677752005809452e-05\n",
      "tyger tyger, traffic light, in the middle of the night ; do <policemen> arm by arm, dare pull his heavy bicycle?\n",
      "-----------------------\n",
      "Iteration 37, score = 1.43826528073987e-05\n",
      "tyger tyger, traffic light, in the middle of the night ; do policemen arm by arm, <or> pull his heavy bicycle?\n",
      "-----------------------\n",
      "Iteration 38, score = 0.03750068321824074\n",
      "tyger tyger, traffic light, in the middle of the night ; do policemen arm <his> arm, or pull his heavy bicycle?\n",
      "-----------------------\n",
      "Iteration 39, score = 3.801930326119418e-09\n",
      "tyger tyger, traffic light, in the middle of the night ; do policemen <grab> his arm, or pull his heavy bicycle?\n",
      "-----------------------\n",
      "Iteration 40, score = 0.03954603150486946\n",
      "tyger tyger, traffic light, in the middle of the night ; <will> policemen grab his arm, or pull his heavy bicycle?\n",
      "-----------------------\n",
      "Iteration 41, score = 0.024353256449103355\n",
      "tyger tyger, traffic light, in the middle of the night ; will <whoever> grab his arm, or pull his heavy bicycle?\n",
      "-----------------------\n",
      "Iteration 42, score = 0.00023173769295681268\n",
      "tyger tyger, traffic light, in the middle of the night ; will whoever grab his <phone>, or pull his heavy bicycle?\n",
      "-----------------------\n",
      "Iteration 43, score = 0.021277153864502907\n",
      "tyger tyger, traffic light, in the middle of the night ; will whoever grab his phone, or pull his <stolen> bicycle?\n",
      "-----------------------\n",
      "Iteration 44, score = 0.027873586863279343\n",
      "tyger tyger, traffic light, in the middle of the night ; will whoever grab his phone, or pull his stolen <camera>?\n",
      "-----------------------\n",
      "Iteration 45, score = 8.944690489443019e-05\n",
      "tyger tyger, traffic light, in the middle of the night ; will whoever grab his phone, or pull his <rearview> camera?\n",
      "-----------------------\n",
      "Iteration 46, score = 0.08233857899904251\n",
      "tyger tyger, traffic light, in the middle of the night ; will whoever grab his phone, or <snap> his rearview camera?\n",
      "-----------------------\n",
      "Iteration 47, score = 0.13440008461475372\n",
      "tyger tyger, traffic light, in the middle of the night ; will <manhattan> grab his phone, or snap his rearview camera?\n",
      "-----------------------\n",
      "Iteration 48, score = 0.006795978173613548\n",
      "tyger tyger, traffic light, in the middle of the night ; will manhattan <ring> his phone, or snap his rearview camera?\n",
      "-----------------------\n",
      "Iteration 49, score = 0.05557587370276451\n",
      "tyger tyger, traffic light, in the middle of the night ; will manhattan ring his phone, or snap his rearview <cameras>?\n",
      "-----------------------\n",
      "Iteration 50, score = 0.08004636317491531\n",
      "tyger tyger, traffic light, in the middle of the night ; will manhattan ring his phone, or snap his <traffic> cameras?\n",
      "-----------------------\n",
      "Iteration 51, score = 0.00013242990826256573\n",
      "tyger tyger, traffic light, in the middle of the night ; will manhattan ring his phone, or <ring> his traffic cameras?\n",
      "-----------------------\n",
      "Iteration 52, score = 0.017616450786590576\n",
      "tyger tyger, traffic light, in the middle of the night ; will manhattan ring his <bells>, or ring his traffic cameras?\n",
      "-----------------------\n",
      "Iteration 53, score = 0.03145980089902878\n",
      "tyger tyger, traffic light, in the middle of the night ; <does> manhattan ring his bells, or ring his traffic cameras?\n",
      "-----------------------\n",
      "Iteration 54, score = 0.020304735749959946\n",
      "tyger tyger, traffic light, in the middle of the night ; does <policeman> ring his bells, or ring his traffic cameras?\n",
      "-----------------------\n",
      "Iteration 55, score = 0.0780886635184288\n",
      "tyger tyger, traffic light, in the middle of the night ; does policeman ring his bells, or ring his traffic <monitors>?\n",
      "-----------------------\n",
      "Iteration 56, score = 0.2389831244945526\n",
      "tyger tyger, traffic light, in the middle of the night ; does policeman ring his bells, or <check> his traffic monitors?\n",
      "-----------------------\n",
      "Iteration 57, score = 0.0014402844244614244\n",
      "tyger tyger, traffic light, in the middle of the night ; does policeman ring his <phone>, or check his traffic monitors?\n",
      "-----------------------\n",
      "Iteration 58, score = 0.0011012261966243386\n",
      "tyger tyger, traffic light, in the middle of the night ; does policeman <check> his phone, or check his traffic monitors?\n",
      "-----------------------\n",
      "Iteration 59, score = 0.0035624378360807896\n",
      "tyger tyger, traffic light, in the middle of the night ; does policeman check his <lights>, or check his traffic monitors?\n",
      "-----------------------\n",
      "Iteration 60, score = 0.003755544777959585\n",
      "tyger tyger, traffic light, in the middle of the night ; does policeman check his lights, <not> check his traffic monitors?\n",
      "-----------------------\n",
      "Iteration 61, score = 0.12219741940498352\n",
      "tyger tyger, traffic light, in the middle of the night ; does policeman check his lights, not check his traffic <cameras>?\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'tyger tyger, traffic light, in the middle of the night ; does policeman check his lights, not check his traffic cameras?'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''{Tyger Tyger}, burning bright, \n",
    "In the forests of the night; \n",
    "What immortal hand or eye, \n",
    "Could frame thy fearful symmetry?'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_path='pofo',\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=100,\n",
    "            randomize=0.1,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=\"Urban planning and traffic management\",\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 3.2061423098639352e-06\n",
      "tyger tyger, burning bright, in the <silence> of the night ; what immortal hand or eye, could frame thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 2, score = 0.00027151184622198343\n",
      "tyger tyger, burning bright, in the silence of the night ; what immortal hand or eye, could frame thy fearful <messenger>?\n",
      "-----------------------\n",
      "Iteration 3, score = 1.4436841411225032e-06\n",
      "tyger tyger, burning bright, in the silence of the night ; what immortal hand or eye, could <stop> thy fearful messenger?\n",
      "-----------------------\n",
      "Iteration 4, score = 5.6535522162448615e-05\n",
      "tyger tyger, burning bright, in the silence of the night ; what <unable> hand or eye, could stop thy fearful messenger?\n",
      "-----------------------\n",
      "Iteration 5, score = 0.001291179214604199\n",
      "tyger tyger, burning bright, in the silence of the night ; what unable hand or eye, could stop <this> fearful messenger?\n",
      "-----------------------\n",
      "Iteration 6, score = 0.002866748720407486\n",
      "tyger tyger, burning bright, in the silence of the night ; what unable hand or eye, could stop this fearful <fluttering>?\n",
      "-----------------------\n",
      "Iteration 7, score = 0.015162894502282143\n",
      "tyger tyger, burning bright, in the silence of the night ; what unable hand or eye, could stop this <awful> fluttering?\n",
      "-----------------------\n",
      "Iteration 8, score = 0.021254289895296097\n",
      "tyger tyger, burning bright, in the silence of the night ; what unable hand or <foot>, could stop this awful fluttering?\n",
      "-----------------------\n",
      "Iteration 9, score = 0.039354320615530014\n",
      "tyger tyger, burning bright, in the silence of the night ; what unable hand or foot, <can> stop this awful fluttering?\n",
      "-----------------------\n",
      "Iteration 10, score = 0.2305799275636673\n",
      "tyger tyger, burning bright, in the <middle> of the night ; what unable hand or foot, can stop this awful fluttering?\n",
      "-----------------------\n",
      "Iteration 11, score = 0.0007505243993364275\n",
      "tyger tyger, burning <grass>, in the middle of the <class> ; what unable hand or foot, can stop this awful fluttering?\n",
      "-----------------------\n",
      "Iteration 12, score = 0.003673081984743476\n",
      "tyger tyger, <under> grass, in the middle of the class ; what unable hand or foot, can stop this awful fluttering?\n",
      "-----------------------\n",
      "Iteration 13, score = 3.929821559722768e-06\n",
      "tyger tyger, under <glass>, in the middle of the <grass> ; what unable hand or foot, can stop this awful fluttering?\n",
      "-----------------------\n",
      "Iteration 14, score = 0.00019738810078706592\n",
      "tyger tyger, <broken> glass, in the middle of the grass ; what unable hand or foot, can stop this awful fluttering?\n",
      "-----------------------\n",
      "Iteration 15, score = 0.009541385807096958\n",
      "tyger tyger, broken glass, in the middle of the grass ; what unable hand or foot, can stop this awful <agony>?\n",
      "-----------------------\n",
      "Iteration 16, score = 0.006445154082030058\n",
      "tyger tyger, broken glass, in the <foliage> of the grass ; what unable hand or foot, can stop this awful agony?\n",
      "-----------------------\n",
      "Iteration 17, score = 0.20402732491493225\n",
      "tyger tyger, broken glass, in the foliage of the grass ; <how> unable hand or foot, can stop this awful agony?\n",
      "-----------------------\n",
      "Iteration 18, score = 0.06651522219181061\n",
      "tyger tyger, broken glass, in the foliage of the grass ; how unable hand or foot, <how> stop this awful agony?\n",
      "-----------------------\n",
      "Iteration 19, score = 8.458015508949757e-05\n",
      "tyger tyger, broken glass, in the foliage of the grass ; how unable hand or foot, how <much> this awful agony?\n",
      "-----------------------\n",
      "Iteration 20, score = 0.010214029811322689\n",
      "tyger tyger, broken glass, in the foliage of the grass ; <with> unable hand or foot, how much this awful agony?\n",
      "-----------------------\n",
      "Iteration 21, score = 0.03155790641903877\n",
      "tyger tyger, broken glass, in the foliage of the grass ; with unable hand or foot, how much <more> awful agony?\n",
      "-----------------------\n",
      "Iteration 22, score = 0.007556996773928404\n",
      "tyger tyger, broken glass, in the foliage of the grass ; with unable hand or foot, how much more <bloody> agony?\n",
      "-----------------------\n",
      "Iteration 23, score = 0.5040540099143982\n",
      "tyger tyger, broken glass, in the foliage of the grass ; with <forgotten> hand or foot, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 24, score = 0.16331374645233154\n",
      "tyger tyger, broken glass, in the foliage of the grass ; <half> forgotten hand or foot, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 25, score = 0.185886949300766\n",
      "tyger tyger, broken glass, in the foliage of the grass ; half forgotten hand <by> foot, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 26, score = 4.766382335219532e-05\n",
      "tyger tyger, broken glass, in the foliage of the grass ; half forgotten hand by <hand>, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 27, score = 9.032107300299685e-06\n",
      "tyger tyger, broken glass, in the foliage of the grass ; half forgotten <cut> by hand, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 28, score = 0.002209551865234971\n",
      "tyger tyger, broken glass, in the foliage of the grass ; half forgotten cut by <knives>, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 29, score = 0.008563690818846226\n",
      "tyger tyger, broken glass, in the foliage of the grass ; <hands> forgotten cut by knives, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 30, score = 0.00016335640975739807\n",
      "tyger tyger, broken glass, in the foliage of the grass ; hands <already> cut by knives, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 31, score = 0.0021319936495274305\n",
      "tyger tyger, broken glass, in the foliage of the grass ; <glass> already cut by knives, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 32, score = 0.013266826048493385\n",
      "tyger tyger, broken glass, in the foliage of the grass ; glass <forever> cut by knives, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 33, score = 0.055466603487730026\n",
      "tyger tyger, broken glass, in the foliage of the grass ; <grass> forever cut by knives, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 34, score = 0.1422709971666336\n",
      "tyger tyger, broken glass, in the foliage of the grass ; grass forever <sliced> by knives, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 35, score = 0.35147231817245483\n",
      "tyger tyger, broken glass, in the foliage of the grass ; grass forever sliced by <thorns>, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 36, score = 0.014449743553996086\n",
      "tyger tyger, broken glass, in the foliage of the grass ; grass forever <torn> by thorns, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 37, score = 0.3736228942871094\n",
      "tyger tyger, broken glass, in the <middle> of the grass ; grass forever torn by thorns, how much more bloody agony?\n",
      "-----------------------\n",
      "Iteration 38, score = 0.4069543778896332\n",
      "tyger tyger, broken glass, in the middle of the grass ; grass forever torn by thorns, how much more <bitter> agony?\n",
      "-----------------------\n",
      "Iteration 39, score = 0.04804950952529907\n",
      "tyger tyger, broken glass, in the middle of the grass ; grass forever torn by thorns, how much more bitter <bitterness>?\n",
      "-----------------------\n",
      "Iteration 40, score = 0.024493513628840446\n",
      "tyger tyger, broken glass, in the middle of the grass ; grass forever torn by thorns, how much more <sacred> bitterness?\n",
      "-----------------------\n",
      "Iteration 41, score = 0.0020240703597664833\n",
      "tyger tyger, broken glass, in the middle of the grass ; grass forever torn by thorns, how much more sacred <agony>?\n",
      "-----------------------\n",
      "Iteration 42, score = 0.020817503333091736\n",
      "tyger tyger, broken glass, in the middle of the grass ; grass forever torn by <wind>, how much more sacred agony?\n",
      "-----------------------\n",
      "Iteration 43, score = 0.10261203348636627\n",
      "tyger tyger, broken glass, in the middle of the grass ; grass forever <blown> by wind, how much more sacred agony?\n",
      "-----------------------\n",
      "Iteration 44, score = 0.023781614378094673\n",
      "tyger tyger, broken glass, in the middle of the grass ; <leaves> forever blown by wind, how much more sacred agony?\n",
      "-----------------------\n",
      "Iteration 45, score = 0.15806296467781067\n",
      "tyger tyger, broken glass, in the middle of the grass ; leaves forever blown by wind, how much more <petty> agony?\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'tyger tyger, broken glass, in the middle of the grass ; leaves forever blown by wind, how much more petty agony?'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''{Tyger Tyger}, burning bright, \n",
    "In the forests of the night; \n",
    "What immortal hand or eye, \n",
    "Could frame thy fearful symmetry?'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_path='pofo',\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=100,\n",
    "            randomize=0.1,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=\"Leaves of Grass\",\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 1.7358479453832842e-06\n",
      "tyger tyger, burning bright, in the <middle> of the night ; what immortal hand or eye, could frame thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 2, score = 0.00043767152237705886\n",
      "tyger tyger, burning bright, in the middle of the night ; what immortal hand or eye, could frame <such> fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 3, score = 3.0236702514230274e-05\n",
      "tyger tyger, burning bright, in the middle of the night ; what <suspicious> hand or eye, could frame such fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 4, score = 0.00016313124797306955\n",
      "tyger tyger, burning bright, in the middle of the night ; what suspicious hand or eye, could <cause> such fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 5, score = 4.726382758235559e-05\n",
      "tyger tyger, <blinking> bright, in the middle of the night ; what suspicious hand or eye, could cause such fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 6, score = 8.125075692078099e-05\n",
      "tyger tyger, blinking bright, in the middle of the night ; what suspicious hand or eye, could cause such fearful <fluttering>?\n",
      "-----------------------\n",
      "Iteration 7, score = 0.006460466422140598\n",
      "tyger tyger, blinking bright, in the middle of the night ; what suspicious hand or eye, could cause such <tiny> fluttering?\n",
      "-----------------------\n",
      "Iteration 8, score = 0.027666237205266953\n",
      "tyger tyger, blinking bright, in the middle of the night ; what suspicious <noise> or eye, could cause such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 9, score = 0.00012027122284052894\n",
      "tyger tyger, blinking bright, in the middle of the night ; what suspicious noise or <trick>, could cause such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 10, score = 0.06589903682470322\n",
      "tyger tyger, blinking bright, in the middle of the night ; what <nocturnal> noise or trick, could cause such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 11, score = 0.07086042314767838\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise or <light>, could cause such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 12, score = 0.04221324250102043\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise <like> light, could cause such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 13, score = 5.604062152997358e-06\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise like <that>, could cause such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 14, score = 0.014943038113415241\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise <was> that, could cause such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 15, score = 0.08962798863649368\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise was that, could <be> such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 16, score = 0.0021985918283462524\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise was that, <to> be such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 17, score = 0.001252812915481627\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise was that, to <make> such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 18, score = 0.027292586863040924\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise was <it>, to make such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 19, score = 0.0016508422559127212\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise <is> it, to make such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 20, score = 0.037082329392433167\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise is it, to <hear> such tiny fluttering?\n",
      "-----------------------\n",
      "Iteration 21, score = 0.21791577339172363\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise is it, to hear such tiny <messages>?\n",
      "-----------------------\n",
      "Iteration 22, score = 0.0021269747521728277\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise is it, to <send> such tiny messages?\n",
      "-----------------------\n",
      "Iteration 23, score = 0.014237694442272186\n",
      "tyger tyger, blinking bright, in the middle of the night ; what nocturnal noise is it, <mice> send such tiny messages?\n",
      "-----------------------\n",
      "Iteration 24, score = 0.044594306498765945\n",
      "tyger tyger, blinking <white>, in the middle of the night ; what nocturnal noise is it, mice send such tiny messages?\n",
      "-----------------------\n",
      "Iteration 25, score = 5.055082397120714e-07\n",
      "tyger tyger, <fluffy> white, in the middle of the night ; what nocturnal noise is it, mice send such tiny messages?\n",
      "-----------------------\n",
      "Iteration 26, score = 0.032764580100774765\n",
      "tyger tyger, fluffy white, in the middle of the night ; what nocturnal noise is it, mice send such <subtle> messages?\n",
      "-----------------------\n",
      "Iteration 27, score = 0.028418177738785744\n",
      "tyger tyger, fluffy white, in the middle of the night ; what nocturnal <place> is it, mice send such subtle messages?\n",
      "-----------------------\n",
      "Iteration 28, score = 0.002543860347941518\n",
      "tyger tyger, fluffy white, in the middle of the night ; what nocturnal place is it, <to> send such subtle messages?\n",
      "-----------------------\n",
      "Iteration 29, score = 0.0026670906227082014\n",
      "tyger tyger, fluffy white, in the middle of the night ; what <electric> place is it, to send such subtle messages?\n",
      "-----------------------\n",
      "Iteration 30, score = 0.00043322204146534204\n",
      "tyger tyger, fluffy white, in the middle of the night ; what electric <gift> is it, to send such subtle messages?\n",
      "-----------------------\n",
      "Iteration 31, score = 0.0008238872396759689\n",
      "tyger tyger, fluffy white, in the middle of the night ; what <expensive> gift is it, to send such subtle messages?\n",
      "-----------------------\n",
      "Iteration 32, score = 0.013513188809156418\n",
      "tyger tyger, fluffy white, in the middle of the night ; what expensive <fare> is it, to send such subtle messages?\n",
      "-----------------------\n",
      "Iteration 33, score = 0.07825915515422821\n",
      "tyger tyger, fluffy <cat>, in the middle of the <chat> ; what expensive fare is it, to send such subtle messages?\n",
      "-----------------------\n",
      "Iteration 34, score = 5.295428451290718e-08\n",
      "tyger tyger, <kitty> cat, in the middle of the chat ; what expensive fare is it, to send such subtle messages?\n",
      "-----------------------\n",
      "Iteration 35, score = 9.19967260415433e-06\n",
      "tyger tyger, kitty cat, in the middle of <a> chat ; what expensive fare is it, to send such subtle messages?\n",
      "-----------------------\n",
      "Iteration 36, score = 0.04518774896860123\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what expensive fare is it, to send such <nasty> messages?\n",
      "-----------------------\n",
      "Iteration 37, score = 0.1960473507642746\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what expensive fare is it, <dogs> send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 38, score = 0.006397060118615627\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what expensive fare is <this>, dogs send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 39, score = 0.008787239901721478\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what expensive fare is this, <to> send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 40, score = 0.14300164580345154\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what expensive <phone> is this, to send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 41, score = 0.039886072278022766\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what expensive phone is <he>, to send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 42, score = 0.021365121006965637\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what expensive <ass> is he, to send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 43, score = 0.23796266317367554\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what <atari> ass is he, to send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 44, score = 0.07178038358688354\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what atari ass <was> he, to send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 45, score = 0.47293156385421753\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what atari <nerve> was he, to send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 46, score = 2.99266639558482e-06\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what <electric> nerve was he, to send such nasty messages?\n",
      "-----------------------\n",
      "Iteration 47, score = 0.31312158703804016\n",
      "tyger tyger, kitty cat, in the middle of a chat ; what electric <freak> was he, to send such nasty messages?\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'tyger tyger, kitty cat, in the middle of a chat ; what electric freak was he, to send such nasty messages?'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''{Tyger Tyger}, burning bright, \n",
    "In the forests of the night; \n",
    "What immortal hand or eye, \n",
    "Could frame thy fearful symmetry?'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_path='pofo',\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=100,\n",
    "            randomize=0.1,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=\"A little, fluffy kitty cat\",\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 2.446381097698236e-09\n",
      " Tyger Tyger,< Standing> bright, In the forests of the night; What immortal hand or eye, Could frame thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 2, score = 5.7247134463978e-06\n",
      " Tyger Tyger, Standing< high>, In the forests of the< sky>; What immortal hand or eye, Could frame thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 3, score = 3.0911166959413094e-06\n",
      " Tyger Tyger, Standing high, In the< centre> of the sky; What immortal hand or eye, Could frame thy fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 4, score = 2.5605545488360804e-06\n",
      " Tyger Tyger, Standing high, In the centre of the sky; What immortal hand or eye, Could frame< you> fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 5, score = 0.00012871516810264438\n",
      " Tyger Tyger, Standing high, In the centre of the sky; What immortal hand or eye, Could< give> you fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 6, score = 6.3166094150801655e-06\n",
      " Tyger Tyger, Standing high, In the centre of the sky; What immortal hand or eye, Could give< Ty> fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 7, score = 0.00010852677951334044\n",
      " Tyger Tyger, Standing high, In the centre of the sky; What immortal hand or eye, Could give Ty< Mister> symmetry?\n",
      "-----------------------\n",
      "Iteration 8, score = 8.210738997149747e-06\n",
      " Tyger Tyger, Standing high, In the centre of the sky; What immortal hand or eye, Could give Ty Mister< liberty>?\n",
      "-----------------------\n",
      "Iteration 9, score = 0.02635168470442295\n",
      " Tyger Tyger, Standing high, In the centre of the sky; What< artistic> hand or eye, Could give Ty Mister liberty?\n",
      "-----------------------\n",
      "Iteration 10, score = 0.08031552284955978\n",
      " Tyger Tyger, Standing high, In the< middle> of the sky; What artistic hand or eye, Could give Ty Mister liberty?\n",
      "-----------------------\n",
      "Iteration 11, score = 0.167148157954216\n",
      " Tyger Tyger,< Flying> high, In the middle of the sky; What artistic hand or eye, Could give Ty Mister liberty?\n",
      "-----------------------\n",
      "Iteration 12, score = 0.1390240639448166\n",
      " Tyger Tyger, Flying high, In the< reaches> of the sky; What artistic hand or eye, Could give Ty Mister liberty?\n",
      "-----------------------\n",
      "Iteration 13, score = 0.2665366232395172\n",
      " Tyger Tyger, Flying< Wind>, In the reaches of the< mind>; What artistic hand or eye, Could give Ty Mister liberty?\n",
      "-----------------------\n",
      "Iteration 14, score = 4.154669568379177e-06\n",
      " Tyger Tyger,< Flowers> Wind, In the reaches of the mind; What artistic hand or eye, Could give Ty Mister liberty?\n",
      "-----------------------\n",
      "Iteration 15, score = 2.732822031248361e-05\n",
      " Tyger Tyger, Flowers< Grow>, In the reaches of the< know>; What artistic hand or eye, Could give Ty Mister liberty?\n",
      "-----------------------\n",
      "Iteration 16, score = 0.00021733564790338278\n",
      " Tyger Tyger, Flowers Grow, In the< margins> of the know; What artistic hand or eye, Could give Ty Mister liberty?\n",
      "-----------------------\n",
      "Iteration 17, score = 0.0015547862276434898\n",
      " Tyger Tyger, Flowers Grow, In the margins of the< snow>; What artistic hand or eye, Could give Ty Mister liberty?\n",
      "-----------------------\n",
      "Iteration 18, score = 0.0031398984137922525\n",
      " Tyger Tyger, Flowers Grow, In the margins of the snow; What artistic hand or eye, Could give< you> Mister liberty?\n",
      "-----------------------\n",
      "Iteration 19, score = 1.4922393347660545e-05\n",
      " Tyger Tyger, Flowers Grow, In the margins of the snow; What artistic hand or eye, Could give you Mister< clarity>?\n",
      "-----------------------\n",
      "Iteration 20, score = 0.0006575247971341014\n",
      " Tyger Tyger, Flowers Grow, In the margins of the snow; What artistic hand or eye, Could give you< any> clarity?\n",
      "-----------------------\n",
      "Iteration 21, score = 0.0007448620744980872\n",
      " Tyger Tyger, Flowers Grow, In the< middle> of the snow; What artistic hand or eye, Could give you any clarity?\n",
      "-----------------------\n",
      "Iteration 22, score = 0.0016634160419926047\n",
      " Tyger Tyger, Flowers Grow, In the middle of the snow; What artistic hand or< words>, Could give you any clarity?\n",
      "-----------------------\n",
      "Iteration 23, score = 8.113300282275304e-06\n",
      " Tyger Tyger, Flowers Grow, In the middle of the snow; What artistic< words> or words, Could give you any clarity?\n",
      "-----------------------\n",
      "Iteration 24, score = 7.0308615249814466e-06\n",
      " Tyger Tyger, Flowers< lay>, In the middle of the< day>; What artistic words or words, Could give you any clarity?\n",
      "-----------------------\n",
      "Iteration 25, score = 0.0068139201030135155\n",
      " Tyger Tyger, Flowers lay, In the middle of the day;< Need> artistic words or words, Could give you any clarity?\n",
      "-----------------------\n",
      "Iteration 26, score = 0.002880825661122799\n",
      " Tyger Tyger, Flowers lay, In the middle of the day; Need artistic words or words,< To> give you any clarity?\n",
      "-----------------------\n",
      "Iteration 27, score = 0.0003192257136106491\n",
      " Tyger Tyger, Flowers lay, In the middle of the day; Need artistic words or words, To give you any< energy>?\n",
      "-----------------------\n",
      "Iteration 28, score = 1.0323856258764863e-05\n",
      " Tyger Tyger, Flowers lay, In the middle of the day; Need artistic words or words, To give you< extra> energy?\n",
      "-----------------------\n",
      "Iteration 29, score = 0.08204605430364609\n",
      " Tyger Tyger, Flowers lay, In the middle of the day;< Are> artistic words or words, To give you extra energy?\n",
      "-----------------------\n",
      "Iteration 30, score = 0.009287670254707336\n",
      " Tyger Tyger, Flowers lay, In the middle of the day; Are< acrylic> words or words, To give you extra energy?\n",
      "-----------------------\n",
      "Iteration 31, score = 0.019350480288267136\n",
      " Tyger Tyger, Flowers lay, In the middle of the day; Are acrylic words< just> words, To give you extra energy?\n",
      "-----------------------\n",
      "Iteration 32, score = 0.11909210681915283\n",
      " Tyger Tyger, Flowers lay, In the middle of the day; Are< romantic> words just words, To give you extra energy?\n",
      "-----------------------\n",
      "Iteration 33, score = 0.12563693523406982\n",
      " Tyger Tyger,< flowers> lay, In the middle of the day; Are romantic words just words, To give you extra energy?\n",
      "-----------------------\n",
      "Iteration 34, score = 0.3581157624721527\n",
      " Tyger Tyger, flowers lay, In the middle of the day; Are< poetic> words just words, To give you extra energy?\n",
      "-----------------------\n",
      "Iteration 35, score = 0.6224082112312317\n",
      " Tyger Tyger,< Flowers> lay, In the middle of the day; Are poetic words just words, To give you extra energy?\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "' Tyger Tyger, Flowers lay, In the middle of the day; Are poetic words just words, To give you extra energy?'"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''[Tyger Tyger], burning bright, \n",
    "In the forests of the night; \n",
    "What immortal hand or eye, \n",
    "Could frame thy fearful symmetry?'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_type='roberta-base',\n",
    "            max_iterations=100,\n",
    "            randomize=0.0,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            topic=\"flowers\",\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 16, score = 0.003925323020666838\n",
      "shall i compare thee to a summer's day? thou art more lovely <the> more fascinate : rough winds do shake the darling buds of may, and summer's lease hath all too short a date :\n",
      "-----------------------\n",
      "Iteration 18, score = 0.0008427134682307269\n",
      "shall i compare thee to a summer's day? thou art more lovely the more <evergreen> : rough winds do shake the darling buds of may, and summer's lease hath all too short a <green> :\n",
      "-----------------------\n",
      "Iteration 20, score = 0.07224021852016449\n",
      "shall i compare thee to a summer's day? thou art more lovely the more evergreen : <brisk> winds do shake the darling buds of may, and summer's lease hath all too short a green :\n",
      "-----------------------\n",
      "Iteration 25, score = 0.7040115594863892\n",
      "shall i compare thee to a summer's day? thou art more lovely the more evergreen : brisk winds do shake the <berry> buds of may, and summer's lease hath all too short a green :\n",
      "-----------------------\n",
      "Iteration 26, score = 0.6344327926635742\n",
      "shall i compare thee to a summer's day? thou art more lovely the more evergreen : brisk winds do shake the berry <leaves> of may, and summer's lease hath all too short a green :\n",
      "-----------------------\n",
      "Iteration 30, score = 0.8007955551147461\n",
      "shall i compare thee to a summer's day? thou art more lovely the more evergreen : brisk winds do shake the berry leaves of may, <a> summer's lease hath all too short a green :\n",
      "-----------------------\n",
      "Iteration 31, score = 0.2197824865579605\n",
      "shall i compare thee to a summer's day? thou art more lovely the more evergreen : brisk winds do shake the berry leaves of may, a <summer> lease hath all too short a green :\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"shall i compare thee to a summer's day? thou art more lovely the more evergreen : brisk winds do shake the berry leaves of may, a summer lease hath all too short a green :\""
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''Shall I compare thee to a summer's day? \n",
    "Thou art more lovely and more fascinate:\n",
    "Rough winds do shake the darling buds of May,\n",
    "And summer's lease hath all too short a date: '''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=100,\n",
    "            randomize=0.0,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            topic=\"flowers\",\n",
    "            strong_topic_bias=2.0,\n",
    "            sequential=True,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------\n",
      "Iteration 1, score = 1.6370143088306754e-11\n",
      "tyger tyger, burning bright, in the forests of the night ; what immortal hand or eye, could frame <create> fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 2, score = 2.7015327752621943e-09\n",
      "tyger tyger, burning bright, in the forests of the night ; what immortal hand or eye, could <you> create fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 3, score = 2.5341921627841657e-07\n",
      "tyger tyger, burning bright, in the <middle> of the night ; what immortal hand or eye, could you create fearful symmetry?\n",
      "-----------------------\n",
      "Iteration 4, score = 4.249602625350235e-07\n",
      "tyger tyger, burning bright, in the middle of the night ; what immortal hand or eye, could you create <such> symmetry?\n",
      "-----------------------\n",
      "Iteration 5, score = 5.688901794087542e-09\n",
      "tyger tyger, burning bright, in the middle of the night ; what immortal hand or eye, could you create such <things>?\n",
      "-----------------------\n",
      "Iteration 6, score = 1.1829006041352841e-07\n",
      "tyger tyger, burning bright, in the middle of the night ; what <artificial> hand or eye, could you create such things?\n",
      "-----------------------\n",
      "Iteration 7, score = 3.9642839055886725e-07\n",
      "<john> tyger, burning bright, in the middle of the night ; what artificial hand or eye, could you create such things?\n",
      "-----------------------\n",
      "Iteration 8, score = 3.2336677077888544e-15\n",
      "john <lennon>, burning bright, in the middle of the night ; what artificial hand or eye, could you create such things?\n",
      "-----------------------\n",
      "Iteration 9, score = 3.7854107404200477e-08\n",
      "john lennon, burning <bridges>, in the middle of the night ; what artificial hand or eye, could you create such things?\n",
      "-----------------------\n",
      "Iteration 10, score = 1.2604135918081738e-05\n",
      "john lennon, burning bridges, in the middle of the night ; what artificial <ear> or eye, could you create such things?\n",
      "-----------------------\n",
      "Iteration 11, score = 0.007256712764501572\n",
      "john lennon, burning bridges, in the middle of the night ; <an> artificial ear or eye, could you create such things?\n",
      "-----------------------\n",
      "Iteration 12, score = 1.8723201833381609e-07\n",
      "john lennon, burning bridges, in the middle of the night <with> an artificial ear or eye, could you create such things?\n",
      "-----------------------\n",
      "Iteration 13, score = 9.535805475024972e-06\n",
      "john lennon, burning bridges, in the middle of the night with an artificial ear or <something>, could you create such things?\n",
      "-----------------------\n",
      "Iteration 14, score = 5.863213573320536e-06\n",
      "john lennon, burning bridges, in the middle of the night with an artificial <intelligence> or something, could you create such things?\n",
      "-----------------------\n",
      "Iteration 15, score = 0.0004491714062169194\n",
      "john lennon, <building> bridges, in the middle of the night with an artificial intelligence or something, could you create such things?\n",
      "-----------------------\n",
      "Iteration 16, score = 0.0006081780884414911\n",
      "john lennon, building <computers>, in the middle of the night with an artificial intelligence or something, could you create such things?\n",
      "-----------------------\n",
      "Iteration 17, score = 0.000902168860193342\n",
      "john lennon, <using> computers, in the middle of the night with an artificial intelligence or something, could you create such things?\n",
      "-----------------------\n",
      "Iteration 18, score = 0.0019012081902474165\n",
      "john lennon, using computers, in the middle of the night with an artificial intelligence or <computer>, could you create such things?\n",
      "-----------------------\n",
      "Iteration 19, score = 0.00010760038276202977\n",
      "john lennon, using computers, in the middle of the night with an artificial intelligence <working> computer, could you create such things?\n",
      "-----------------------\n",
      "Iteration 20, score = 0.0010524309473112226\n",
      "john lennon, using computers, in the middle of the night with an artificial intelligence working <nearby>, could you create such things?\n",
      "-----------------------\n",
      "Iteration 21, score = 0.013271273113787174\n",
      "john lennon, using computers, in the middle of the night with an artificial intelligence working nearby, could you <predict> such things?\n",
      "-----------------------\n",
      "Iteration 22, score = 0.010791128501296043\n",
      "john lennon, using computers, in the middle of the night with an artificial intelligence <expert> nearby, could you predict such things?\n",
      "-----------------------\n",
      "Iteration 23, score = 8.547307572825957e-08\n",
      "john lennon, using computers, in the middle of the night with an artificial intelligence expert <asking>, could you predict such things?\n",
      "-----------------------\n",
      "Iteration 24, score = 8.085580205374754e-09\n",
      "john lennon, using computers, in the middle of the night <hears> an artificial intelligence expert asking, could you predict such things?\n",
      "-----------------------\n",
      "Iteration 25, score = 1.6202794483888283e-07\n",
      "john lennon, using computers, in the middle of the <poem> hears an artificial intelligence expert asking, could you predict such things?\n",
      "-----------------------\n",
      "Iteration 26, score = 7.501943036913872e-05\n",
      "john lennon <talks> using computers, in the middle of the poem hears an artificial intelligence expert asking, could you predict such things?\n",
      "-----------------------\n",
      "Iteration 27, score = 1.6253537182819855e-07\n",
      "john lennon talks <about> computers, in the middle of the poem hears an artificial intelligence expert asking, could you predict such things?\n",
      "-----------------------\n",
      "Iteration 28, score = 4.049166335562404e-09\n",
      "<when> lennon talks about computers, in the middle of the poem hears an artificial intelligence expert asking, could you predict such things?\n",
      "-----------------------\n",
      "Iteration 29, score = 1.4869560693853145e-08\n",
      "when <poetry> talks about computers, in the middle of the poem hears an artificial intelligence expert asking, could you predict such things?\n",
      "-----------------------\n",
      "Iteration 30, score = 0.00017603869491722435\n",
      "when poetry talks about computers, in the middle of the poem <is> an artificial intelligence expert asking, could you predict such things?\n",
      "-----------------------\n",
      "Iteration 31, score = 0.0005581521545536816\n",
      "when poetry talks about computers, in the middle of the poem is an artificial intelligence expert asking, <can> you predict such things?\n",
      "-----------------------\n",
      "Iteration 32, score = 0.0018168677343055606\n",
      "<this> poetry talks about computers, in the middle of the poem is an artificial intelligence expert asking, can you predict such things?\n",
      "-----------------------\n",
      "Iteration 33, score = 2.3328908249631297e-11\n",
      "this <poem> talks about computers, in the middle of the poem is an artificial intelligence expert asking, can you predict such things?\n",
      "-----------------------\n",
      "Iteration 34, score = 2.9036600679432922e-08\n",
      "this poem talks about <how>, in the middle of the poem is an artificial intelligence expert asking, can you predict such things?\n",
      "-----------------------\n",
      "Iteration 35, score = 8.347178663825616e-05\n",
      "this poem talks about how, in the middle of the poem is an artificial intelligence expert asking, can you predict such things <:>\n",
      "-----------------------\n",
      "Iteration 36, score = 0.003146936884149909\n",
      "this poem <is> about how, in the middle of the poem is an artificial intelligence expert asking, can you predict such things :\n",
      "-----------------------\n",
      "Iteration 37, score = 0.030424559488892555\n",
      "this poem is about how, in the middle of the poem is an artificial intelligence expert asking, can <humans> predict such things :\n",
      "-----------------------\n",
      "Iteration 38, score = 0.00021007139002904296\n",
      "this poem is about how, in the middle of the poem is an artificial intelligence expert asking <how> can humans predict such things :\n",
      "-----------------------\n",
      "Iteration 39, score = 0.001485584769397974\n",
      "this poem is about how, in the middle of the poem is an artificial intelligence expert asking how can humans <do> such things :\n",
      "-----------------------\n",
      "Iteration 40, score = 0.015487142838537693\n",
      "this poem is about how, in the middle of the poem is an artificial intelligence expert <.> how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 41, score = 0.0017447805730625987\n",
      "this poem is about how <somewhere> in the middle of the poem is an artificial intelligence expert. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 42, score = 0.007130398880690336\n",
      "this poem is about how somewhere in the middle of the poem is an artificial intelligence <algorithm>. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 43, score = 0.07009842246770859\n",
      "this poem is about how somewhere in the middle of the poem <exists> an artificial intelligence algorithm. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 44, score = 0.1412215679883957\n",
      "this poem is about how somewhere in the middle of the poem exists an artificial intelligence <tool>. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 45, score = 0.052420079708099365\n",
      "this poem is about <discovering> somewhere in the middle of the poem exists an artificial intelligence tool. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 46, score = 5.802287432743469e-07\n",
      "this poem is about discovering <that> in the middle of the poem exists an artificial intelligence tool. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 47, score = 0.11933887004852295\n",
      "this poem is about <noticing> that in the middle of the poem exists an artificial intelligence tool. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 48, score = 0.020099760964512825\n",
      "this poem is about noticing that in the middle of the poem <is> an artificial intelligence tool. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 49, score = 0.2831229269504547\n",
      "this poem is about noticing that in the middle of the poem is an artificial intelligence <algorithm>. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 50, score = 0.6736888289451599\n",
      "this poem is about noticing that in the middle of the poem <exists> an artificial intelligence algorithm. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 51, score = 0.11315544694662094\n",
      "this poem is about noticing that in the middle of the poem exists an artificial <neural> algorithm. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 52, score = 2.5644836948446326e-11\n",
      "this poem is about noticing that in the middle of the poem exists an artificial neural <network>. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 53, score = 0.9099330306053162\n",
      "this poem is about noticing that in the middle of the poem exists <a> artificial neural network. how can humans do such things :\n",
      "-----------------------\n",
      "Iteration 54, score = 0.0284019336104393\n",
      "this poem is about noticing that in the middle of the poem exists a <computational> neural network. how can humans do such things :\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'this poem is about noticing that in the middle of the poem exists a computational neural network. how can humans do such things :'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''Tyger Tyger, burning bright, \n",
    "In the forests of the night; \n",
    "What immortal hand or eye, \n",
    "Could frame thy fearful symmetry?'''\n",
    "\n",
    "depoeticize(text,\n",
    "            model_type='bert-base-uncased',\n",
    "            max_iterations=100,\n",
    "            randomize=0.1,\n",
    "            cooldown=0.05,\n",
    "            stop_score=1.0,\n",
    "            match_meter=True,\n",
    "            match_rhyme=True,\n",
    "            preserve_punctuation=True,\n",
    "            title=\"Computational language modeling with artificial neural networks\",\n",
    "            strong_topic_bias=2.0,\n",
    "            modifier=None)#metalness_modifier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' Tyger Tyger, also known in the English as \"the lone wolf,\" created this cat, named \"T-Rex,\" by writing poetry'"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '''[Tyger Tyger], burning bright, \n",
    "In the forests of the night; \n",
    "What immortal hand or eye, \n",
    "Could frame thy fearful symmetry?'''\n",
    "\n",
    "parody(text,\n",
    "       model='gpt2',\n",
    "       match_meter=True,\n",
    "       match_rhyme=True,\n",
    "       title=\"a little, fluffy kitty cat\",\n",
    "       randomize=0.005,\n",
    "       modifier=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "opponents simulator {cloud},\n",
      "the education rocked a {hills}.\n",
      "recapture to a hui {crowd},\n",
      "royale disposed the {daffodils}.\n",
      "a vickers macy shrines and {trees},\n",
      "and overseeing of a {breeze}.\n",
      "-----------------------\n",
      "Iteration 1, score = 2.7611060104959506e-08\n",
      "opponents <susquehanna> cloud, the education rocked a hills. recapture to a hui crowd, royale disposed the daffodils. a vickers macy shrines and trees, and overseeing of a breeze.\n",
      "-----------------------\n",
      "Iteration 2, score = 8.648763838436935e-08\n",
      "opponents susquehanna cloud, the education rocked a hills. recapture to a hui crowd, royale disposed the daffodils. a <city> macy shrines and trees, and overseeing of a breeze.\n",
      "-----------------------\n",
      "Iteration 3, score = 1.334836667865602e-07\n",
      "opponents susquehanna cloud, the education rocked a hills. recapture to a hui crowd, <alone> disposed the daffodils. a city macy shrines and trees, and overseeing of a breeze.\n",
      "-----------------------\n",
      "Iteration 4, score = 1.0238689895913922e-07\n",
      "opponents susquehanna cloud, the education rocked a hills. recapture to a hui crowd, alone <among> the daffodils. a city macy shrines and trees, and overseeing of a breeze.\n",
      "-----------------------\n",
      "Iteration 5, score = 3.972898866777541e-06\n",
      "<another> susquehanna cloud, the education rocked a hills. recapture to a hui crowd, alone among the daffodils. a city macy shrines and trees, and overseeing of a breeze.\n",
      "-----------------------\n",
      "Iteration 6, score = 3.8288666814878525e-07\n",
      "another susquehanna cloud, the education <of> a hills. recapture to a hui crowd, alone among the daffodils. a city macy shrines and trees, and overseeing of a breeze.\n",
      "-----------------------\n",
      "Iteration 7, score = 8.085116860456765e-06\n",
      "another susquehanna cloud, the education of a hills. <belonging> to a hui crowd, alone among the daffodils. a city macy shrines and trees, and overseeing of a breeze.\n",
      "-----------------------\n",
      "Iteration 8, score = 2.3844697352615185e-05\n",
      "another susquehanna cloud, the education of a hills. belonging to a <lonely> crowd, alone among the daffodils. a city macy shrines and trees, and overseeing of a breeze.\n",
      "-----------------------\n",
      "Iteration 9, score = 7.752221790724434e-06\n",
      "another <solitary> cloud, the education of a hills. belonging to a lonely crowd, alone among the daffodils. a city macy shrines and trees, and overseeing of a breeze.\n",
      "-----------------------\n",
      "Iteration 10, score = 2.612026219139807e-05\n",
      "another solitary cloud, the education of a hills. belonging to a lonely crowd, alone among the daffodils. a city macy shrines and trees, and <expectation> of a breeze.\n",
      "-----------------------\n",
      "Iteration 11, score = 5.336454705684446e-05\n",
      "another solitary cloud, the education of a hills. belonging to a lonely crowd, alone among the daffodils. a city <lacking> shrines and trees, and expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 12, score = 0.0033046521712094545\n",
      "another solitary cloud, the education of <the> hills. belonging to a lonely crowd, alone among the daffodils. a city lacking shrines and trees, and expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 13, score = 0.004135576542466879\n",
      "another solitary cloud, the education of the hills. belonging to a lonely crowd, alone among the daffodils. a city lacking <trees> and trees, and expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 14, score = 0.008560696616768837\n",
      "another solitary cloud, the <disappearance> of the hills. belonging to a lonely crowd, alone among the daffodils. a city lacking trees and trees, and expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 15, score = 0.1694674789905548\n",
      "another solitary cloud, the disappearance of the hills. belonging to a lonely crowd, alone among the daffodils. a city <under> trees and trees, and expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 16, score = 0.0042504738084971905\n",
      "another solitary cloud, the disappearance of the hills. belonging to a lonely crowd, alone among the daffodils. a city under trees and trees, <in> expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 17, score = 0.1431102752685547\n",
      "another solitary cloud, the disappearance of the hills. belonging to a lonely crowd, alone among the daffodils. a <woman> under trees and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 18, score = 0.21071378886699677\n",
      "another solitary cloud <.> the disappearance of the hills. belonging to a lonely crowd, alone among the daffodils. a woman under trees and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 19, score = 0.19447828829288483\n",
      "another solitary cloud. the disappearance of the hills. belonging to a lonely crowd, alone among the daffodils. a woman under <shrubs> and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 20, score = 0.3690824508666992\n",
      "another solitary cloud. the disappearance of the hills. belonging to a lonely crowd, alone among the daffodils. a woman <parting> shrubs and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 21, score = 0.28989481925964355\n",
      "another solitary cloud. the disappearance of the hills. <returning> to a lonely crowd, alone among the daffodils. a woman parting shrubs and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 22, score = 0.46079814434051514\n",
      "another solitary cloud. the disappearance of the hills. returning to a <quiet> crowd, alone among the daffodils. a woman parting shrubs and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 23, score = 0.56215500831604\n",
      "another solitary cloud. the disappearance of the hills. returning to <the> quiet crowd, alone among the daffodils. a woman parting shrubs and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 24, score = 0.1675301194190979\n",
      "another solitary cloud. the disappearance of the hills. returning to the <evening> crowd, alone among the daffodils. a woman parting shrubs and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 25, score = 0.6848167181015015\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils. a woman parting <leaves> and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 26, score = 0.7402812838554382\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils. a <river> parting leaves and trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 27, score = 0.010667134076356888\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils. a river parting leaves <the> trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 28, score = 6.26736436970532e-05\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils. a river parting <from> the trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 29, score = 0.011868630535900593\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils. a river <flowing> from the trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 30, score = 0.09795359522104263\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils. a river flowing <through> the trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 31, score = 0.7166662216186523\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils. <the> river flowing through the trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 32, score = 0.5470830798149109\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils. the river <moving> through the trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 33, score = 0.31424981355667114\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils. the <flowers> moving through the trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 34, score = 0.6133581399917603\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils <,> the flowers moving through the trees, in expectation of a breeze.\n",
      "-----------------------\n",
      "Iteration 35, score = 0.49586448073387146\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils, the flowers <drifting> through the trees, in expectation of a breeze.\n",
      "another solitary cloud. the disappearance of the hills. returning to the evening crowd, alone among the daffodils, the flowers drifting through the trees, in expectation of a breeze.\n"
     ]
    }
   ],
   "source": [
    "print(bouts_rimés('cloud hills crowd daffodils trees breeze'.split(' '),\n",
    "                  model_type='bert-base-uncased',\n",
    "                  model_path='pofo',\n",
    "                  meter='u-u-u-u-',\n",
    "                  title='I Wandered Lonely as a Cloud',\n",
    "                  author='William Wordsworth',\n",
    "                  strong_topic_bias=None))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "requests symmetric darren soccer {storm},\n",
      "the toad italics for croatian {form}.\n",
      "-----------------------\n",
      "Iteration 1, score = 4.584346243063919e-06\n",
      "requests symmetric darren soccer storm, the <first> italics for croatian form.\n",
      "-----------------------\n",
      "Iteration 2, score = 2.7776372917287517e-06\n",
      "requests symmetric darren soccer storm, the first <submission> for croatian form.\n",
      "-----------------------\n",
      "Iteration 3, score = 1.1476559848233592e-05\n",
      "requests <included> darren soccer storm, the first submission for croatian form.\n",
      "-----------------------\n",
      "Iteration 4, score = 0.00042704015504568815\n",
      "requests included darren soccer storm, the first submission for <another> form.\n",
      "-----------------------\n",
      "Iteration 5, score = 5.099064583191648e-05\n",
      "requests included <project> soccer storm, the first submission for another form.\n",
      "-----------------------\n",
      "Iteration 6, score = 0.0009247412672266364\n",
      "requests included project <solar> storm, the first submission for another form.\n",
      "-----------------------\n",
      "Iteration 7, score = 0.008419850841164589\n",
      "<results> included project solar storm, the first submission for another form.\n",
      "-----------------------\n",
      "Iteration 8, score = 0.010559435933828354\n",
      "results included project solar storm, the first <proposal> for another form.\n",
      "results included project solar storm, the first proposal for another form.\n"
     ]
    }
   ],
   "source": [
    "print(bouts_rimés('storm form'.split(' '),\n",
    "                  model_type='bert-base-uncased',\n",
    "                  model_path='pofo',\n",
    "                  meter='u-u-u-u-u-',\n",
    "                  title=None,\n",
    "                  strong_topic_bias=None))"
   ]
  }
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