pool_embeds.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "import torch\n",
    "from nltk.corpus import wordnet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"miniImageNet_bert-base-cased_layer6.pickle\", 'rb') as f:\n",
    "    d = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "vocab = list(d.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "defs = [wordnet.synsets(v.replace(\" \", \"_\"))[0].definition() for v in vocab]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "house finch: small finch originally of the western United States and Mexico\n",
      "robin: small Old World songbird with a reddish breast\n",
      "triceratops: huge ceratopsian dinosaur having three horns and the neck heavily armored with a very solid frill\n",
      "green mamba: green phase of the black mamba\n",
      "harvestman: spiderlike arachnid with a small rounded body and very long thin legs\n",
      "toucan: brilliantly colored arboreal fruit-eating bird of tropical America having a very large thin-walled beak\n",
      "jellyfish: large siphonophore having a bladderlike float and stinging tentacles\n",
      "dugong: sirenian tusked mammal found from eastern Africa to Australia; the flat tail is bilobate\n",
      "walker hound: an American breed of foxhound\n",
      "saluki: old breed of tall swift keen-eyed hunting dogs resembling greyhounds; from Egypt and southwestern Asia\n",
      "gordon setter: a Scottish breed with a black-and-tan coat\n",
      "komondor: Hungarian breed of large powerful shaggy-coated white dog; used also as guard dog\n",
      "boxer: someone who fights with his fists for sport\n",
      "tibetan mastiff: very large powerful rough-coated dog native to central Asia\n",
      "french bulldog: small stocky version of the bulldog having a sleek coat and square head\n",
      "newfoundland: a breed of very large heavy dogs with a thick coarse usually black coat; highly intelligent dogs and vigorous swimmers; developed in Newfoundland\n",
      "miniature poodle: a breed of small poodles\n",
      "arctic fox: thickly-furred fox of Arctic regions; brownish in summer and white in winter\n",
      "ladybug: small round bright-colored and spotted beetle that usually feeds on aphids and other insect pests\n",
      "three-toed sloth: a sloth that has three long claws on each forefoot and each hindfoot\n",
      "rock beauty: gold and black butterflyfish found from West Indies to Brazil\n",
      "aircraft carrier: a large warship that carries planes and has a long flat deck for takeoffs and landings\n",
      "ashcan: a bin that holds rubbish until it is collected\n",
      "barrel: a tube through which a bullet travels when a gun is fired\n",
      "beer bottle: a bottle that holds beer\n",
      "carousel: a conveyer belt that carries luggage to be claimed by air travelers\n",
      "chime: a percussion instrument consisting of a set of tuned bells that are struck with a hammer; used as an orchestral instrument\n",
      "clog: footwear usually with wooden soles\n",
      "cocktail shaker: a shaker for mixing cocktails\n",
      "dishrag: a cloth for washing dishes\n",
      "dome: a concave shape whose distinguishing characteristic is that the concavity faces downward\n",
      "file: a set of related records (either written or electronic) kept together\n",
      "fire screen: a metal screen before an open fire for protection (especially against flying sparks)\n",
      "frying pan: a pan used for frying foods\n",
      "hair slide: a decorative hinged clip that girls and women put in their hair to hold it in place\n",
      "holster: a sheath (usually leather) for carrying a handgun\n",
      "lipstick: makeup that is used to color the lips\n",
      "oboe: a slender double-reed instrument; a woodwind with a conical bore and a double-reed mouthpiece\n",
      "organ: a fully differentiated structural and functional unit in an animal that is specialized for some particular function\n",
      "parallel bars: gymnastic apparatus consisting of two parallel wooden rods supported on uprights\n",
      "pencil box: a box for holding pencils\n",
      "photocopier: a copier that uses photographic methods of making copies\n",
      "prayer rug: a small rug used by Muslims during their devotions\n",
      "reel: a roll of photographic film holding a series of frames to be projected by a movie projector\n",
      "slot: a position in a grammatical linguistic construction in which a variety of alternative units are interchangeable\n",
      "snorkel: breathing device consisting of a bent tube fitting into a swimmer's mouth and extending above the surface; allows swimmer to breathe while face down in the water\n",
      "solar dish: a concave mirror that concentrates the rays of the sun; can produce high temperatures\n",
      "spider web: a web resembling the webs spun by spiders\n",
      "stage: any distinct time period in a sequence of events\n",
      "tank: an enclosed armored military vehicle; has a cannon and moves on caterpillar treads\n",
      "tile roof: a roof made of fired clay tiles\n",
      "tobacco shop: a shop that sells pipes and pipe tobacco and cigars and cigarettes\n",
      "unicycle: a vehicle with a single wheel that is driven by pedals\n",
      "upright: a vertical structural member as a post or stake\n",
      "wok: pan with a convex bottom; used for frying in Chinese cooking\n",
      "worm fence: rail fence consisting of a zigzag of interlocking rails\n",
      "yawl: a ship's small boat (usually rowed by 4 or 6 oars)\n",
      "street sign: a sign visible from the street\n",
      "consomme: clear soup usually of beef or veal or chicken\n",
      "hotdog: someone who performs dangerous stunts to attract attention to himself\n",
      "orange: round yellow to orange fruit of any of several citrus trees\n",
      "cliff: a steep high face of rock\n",
      "bolete: any fungus of the family Boletaceae\n",
      "ear: the sense organ for hearing and equilibrium\n",
      "dalmatian: a native or inhabitant of Dalmatia\n",
      "nematode: unsegmented worms with elongated rounded body pointed at both ends; mostly free-living but some are parasitic\n",
      "ant: social insect living in organized colonies; characteristically the males and fertile queen have wings during breeding season; wingless sterile females are the workers\n",
      "black-footed ferret: musteline mammal of prairie regions of United States; nearly extinct\n",
      "king crab: meat of large cold-water crab; mainly leg meat\n",
      "lion: large gregarious predatory feline of Africa and India having a tawny coat with a shaggy mane in the male\n",
      "vase: an open jar of glass or porcelain used as an ornament or to hold flowers\n",
      "golden retriever: an English breed having a long silky golden coat\n",
      "mixing bowl: bowl used with an electric mixer\n",
      "malamute: breed of sled dog developed in Alaska\n",
      "african hunting dog: a powerful doglike mammal of southern and eastern Africa that hunts in large packs; now rare in settled area\n",
      "cuirass: medieval body armor that covers the chest and back\n",
      "bookshop: a shop where books are sold\n",
      "crate: a rugged box (usually made of wood); used for shipping\n",
      "hourglass: a sandglass that runs for sixty minutes\n",
      "electric guitar: a guitar whose sound is amplified by electrical means\n",
      "trifle: a cold pudding made of layers of sponge cake spread with fruit or jelly; may be decorated with nuts, cream, or chocolate\n",
      "school bus: a bus used to transport children to or from school\n",
      "theater curtain: a hanging cloth that conceals the stage from the view of the audience; rises or parts at the beginning and descends or closes between acts and at the end of a performance\n",
      "scoreboard: a large board for displaying the score of a contest (and some other information)\n",
      "horizontal bar: gymnastic apparatus consisting of a bar supported in a horizontal position by uprights at both ends\n",
      "combination lock: lock that can be opened only by turning dials in a special sequence\n",
      "catamaran: a sailboat with two parallel hulls held together by single deck\n",
      "poncho: a blanket-like cloak with a hole in the center for the head\n",
      "miniskirt: a very short skirt\n",
      "ibizan hound: breed of slender agile medium-sized hound found chiefly in the Balearic Islands; said to have been bred originally by the Pharaohs of ancient Egypt\n",
      "white wolf: wolf of Arctic North America having white fur and a black-tipped tail\n",
      "rhinoceros beetle: any of various large chiefly tropical beetles having horns on the head; pest on coconuts\n",
      "garbage truck: a truck for collecting domestic refuse\n",
      "carton: the quantity contained in a carton\n",
      "ipod: (trademark) a pocket-sized device used to play music files\n",
      "meerkat: a mongoose-like viverrine of South Africa having a face like a lemur and only four toes\n",
      "missile: a rocket carrying a warhead of conventional or nuclear explosives; may be ballistic or directed by remote control\n",
      "cannon: a large artillery gun that is usually on wheels\n",
      "goose: web-footed long-necked typically gregarious migratory aquatic birds usually larger and less aquatic than ducks\n",
      "coral reef: a reef consisting of coral consolidated into limestone\n"
     ]
    }
   ],
   "source": [
    "for i,df in enumerate(defs):\n",
    "    print(f\"{vocab[i]}: {df}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['house finch',\n",
       " 'robin',\n",
       " 'triceratops',\n",
       " 'green mamba',\n",
       " 'harvestman',\n",
       " 'toucan',\n",
       " 'jellyfish',\n",
       " 'dugong',\n",
       " 'walker hound',\n",
       " 'saluki',\n",
       " 'gordon setter',\n",
       " 'komondor',\n",
       " 'boxer',\n",
       " 'tibetan mastiff',\n",
       " 'french bulldog',\n",
       " 'newfoundland',\n",
       " 'miniature poodle',\n",
       " 'arctic fox',\n",
       " 'ladybug',\n",
       " 'three-toed sloth',\n",
       " 'rock beauty',\n",
       " 'aircraft carrier',\n",
       " 'ashcan',\n",
       " 'barrel',\n",
       " 'beer bottle',\n",
       " 'carousel',\n",
       " 'chime',\n",
       " 'clog',\n",
       " 'cocktail shaker',\n",
       " 'dishrag',\n",
       " 'dome',\n",
       " 'file',\n",
       " 'fire screen',\n",
       " 'frying pan',\n",
       " 'hair slide',\n",
       " 'holster',\n",
       " 'lipstick',\n",
       " 'oboe',\n",
       " 'organ',\n",
       " 'parallel bars',\n",
       " 'pencil box',\n",
       " 'photocopier',\n",
       " 'prayer rug',\n",
       " 'reel',\n",
       " 'slot',\n",
       " 'snorkel',\n",
       " 'solar dish',\n",
       " 'spider web',\n",
       " 'stage',\n",
       " 'tank',\n",
       " 'tile roof',\n",
       " 'tobacco shop',\n",
       " 'unicycle',\n",
       " 'upright',\n",
       " 'wok',\n",
       " 'worm fence',\n",
       " 'yawl',\n",
       " 'street sign',\n",
       " 'consomme',\n",
       " 'hotdog',\n",
       " 'orange',\n",
       " 'cliff',\n",
       " 'bolete',\n",
       " 'ear',\n",
       " 'dalmatian',\n",
       " 'nematode',\n",
       " 'ant',\n",
       " 'black-footed ferret',\n",
       " 'king crab',\n",
       " 'lion',\n",
       " 'vase',\n",
       " 'golden retriever',\n",
       " 'mixing bowl',\n",
       " 'malamute',\n",
       " 'african hunting dog',\n",
       " 'cuirass',\n",
       " 'bookshop',\n",
       " 'crate',\n",
       " 'hourglass',\n",
       " 'electric guitar',\n",
       " 'trifle',\n",
       " 'school bus',\n",
       " 'theater curtain',\n",
       " 'scoreboard',\n",
       " 'horizontal bar',\n",
       " 'combination lock',\n",
       " 'catamaran',\n",
       " 'poncho',\n",
       " 'miniskirt',\n",
       " 'ibizan hound',\n",
       " 'white wolf',\n",
       " 'rhinoceros beetle',\n",
       " 'garbage truck',\n",
       " 'carton',\n",
       " 'ipod',\n",
       " 'meerkat',\n",
       " 'missile',\n",
       " 'cannon',\n",
       " 'goose',\n",
       " 'coral reef']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(vocab)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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