From 04f4dc2ca1ed0acc9893bd1a3b526a7e02c4bb10 Mon Sep 17 00:00:00 2001
From: Jong Wook Kim <jongwook@openai.com>
Date: Fri, 24 Sep 2021 00:57:32 -0400
Subject: [PATCH] fix prompts format

---
 data/prompts.md | 6042 +++++++++++++++++++++++------------------------
 1 file changed, 3021 insertions(+), 3021 deletions(-)

diff --git a/data/prompts.md b/data/prompts.md
index acd1042..7dad1ef 100644
--- a/data/prompts.md
+++ b/data/prompts.md
@@ -11,511 +11,511 @@ If you are viewing this document on GitHub, use the table of contents icon at th
 
 ```bash
 classes = [
-    'Acadian Flycatcher'
-    'Acorn Woodpecker'
-    'Alder Flycatcher'
-    'Allens Hummingbird'
-    'Altamira Oriole'
-    'American Avocet'
-    'American Bittern'
-    'American Black Duck'
-    'American Coot'
-    'American Crow'
-    'American Dipper'
-    'American Golden Plover'
-    'American Goldfinch'
-    'American Kestrel'
-    'American Oystercatcher'
-    'American Pipit'
-    'American Redstart'
-    'American Robin'
-    'American Three toed Woodpecker'
-    'American Tree Sparrow'
-    'American White Pelican'
-    'American Wigeon'
-    'American Woodcock'
-    'Anhinga'
-    'Annas Hummingbird'
-    'Arctic Tern'
-    'Ash throated Flycatcher'
-    'Audubons Oriole'
-    'Bairds Sandpiper'
-    'Bald Eagle'
-    'Baltimore Oriole'
-    'Band tailed Pigeon'
-    'Barn Swallow'
-    'Barred Owl'
-    'Barrows Goldeneye'
-    'Bay breasted Warbler'
-    'Bells Vireo'
-    'Belted Kingfisher'
-    'Bewicks Wren'
-    'Black Guillemot'
-    'Black Oystercatcher'
-    'Black Phoebe'
-    'Black Rosy Finch'
-    'Black Scoter'
-    'Black Skimmer'
-    'Black Tern'
-    'Black Turnstone'
-    'Black Vulture'
-    'Black and white Warbler'
-    'Black backed Woodpecker'
-    'Black bellied Plover'
-    'Black billed Cuckoo'
-    'Black billed Magpie'
-    'Black capped Chickadee'
-    'Black chinned Hummingbird'
-    'Black chinned Sparrow'
-    'Black crested Titmouse'
-    'Black crowned Night Heron'
-    'Black headed Grosbeak'
-    'Black legged Kittiwake'
-    'Black necked Stilt'
-    'Black throated Blue Warbler'
-    'Black throated Gray Warbler'
-    'Black throated Green Warbler'
-    'Black throated Sparrow'
-    'Blackburnian Warbler'
-    'Blackpoll Warbler'
-    'Blue Grosbeak'
-    'Blue Jay'
-    'Blue gray Gnatcatcher'
-    'Blue headed Vireo'
-    'Blue winged Teal'
-    'Blue winged Warbler'
-    'Boat tailed Grackle'
-    'Bobolink'
-    'Bohemian Waxwing'
-    'Bonapartes Gull'
-    'Boreal Chickadee'
-    'Brandts Cormorant'
-    'Brant'
-    'Brewers Blackbird'
-    'Brewers Sparrow'
-    'Bridled Titmouse'
-    'Broad billed Hummingbird'
-    'Broad tailed Hummingbird'
-    'Broad winged Hawk'
-    'Bronzed Cowbird'
-    'Brown Creeper'
-    'Brown Pelican'
-    'Brown Thrasher'
-    'Brown capped Rosy Finch'
-    'Brown crested Flycatcher'
-    'Brown headed Cowbird'
-    'Brown headed Nuthatch'
-    'Bufflehead'
-    'Bullocks Oriole'
-    'Burrowing Owl'
-    'Bushtit'
-    'Cackling Goose'
-    'Cactus Wren'
-    'California Gull'
-    'California Quail'
-    'California Thrasher'
-    'California Towhee'
-    'Calliope Hummingbird'
-    'Canada Goose'
-    'Canada Warbler'
-    'Canvasback'
-    'Canyon Towhee'
-    'Canyon Wren'
-    'Cape May Warbler'
-    'Carolina Chickadee'
-    'Carolina Wren'
-    'Caspian Tern'
-    'Cassins Finch'
-    'Cassins Kingbird'
-    'Cassins Sparrow'
-    'Cassins Vireo'
-    'Cattle Egret'
-    'Cave Swallow'
-    'Cedar Waxwing'
-    'Cerulean Warbler'
-    'Chestnut backed Chickadee'
-    'Chestnut collared Longspur'
-    'Chestnut sided Warbler'
-    'Chihuahuan Raven'
-    'Chimney Swift'
-    'Chipping Sparrow'
-    'Cinnamon Teal'
-    'Clapper Rail'
-    'Clarks Grebe'
-    'Clarks Nutcracker'
-    'Clay colored Sparrow'
-    'Cliff Swallow'
-    'Common Black Hawk'
-    'Common Eider'
-    'Common Gallinule'
-    'Common Goldeneye'
-    'Common Grackle'
-    'Common Ground Dove'
-    'Common Loon'
-    'Common Merganser'
-    'Common Murre'
-    'Common Nighthawk'
-    'Common Raven'
-    'Common Redpoll'
-    'Common Tern'
-    'Common Yellowthroat'
-    'Connecticut Warbler'
-    'Coopers Hawk'
-    'Cordilleran Flycatcher'
-    'Costas Hummingbird'
-    'Couchs Kingbird'
-    'Crested Caracara'
-    'Curve billed Thrasher'
-    'Dark eyed Junco'
-    'Dickcissel'
-    'Double crested Cormorant'
-    'Downy Woodpecker'
-    'Dunlin'
-    'Dusky Flycatcher'
-    'Dusky Grouse'
-    'Eared Grebe'
-    'Eastern Bluebird'
-    'Eastern Kingbird'
-    'Eastern Meadowlark'
-    'Eastern Phoebe'
-    'Eastern Screech Owl'
-    'Eastern Towhee'
-    'Eastern Wood Pewee'
-    'Elegant Trogon'
-    'Elf Owl'
-    'Eurasian Collared Dove'
-    'Eurasian Wigeon'
-    'European Starling'
-    'Evening Grosbeak'
-    'Ferruginous Hawk'
-    'Ferruginous Pygmy Owl'
-    'Field Sparrow'
-    'Fish Crow'
-    'Florida Scrub Jay'
-    'Forsters Tern'
-    'Fox Sparrow'
-    'Franklins Gull'
-    'Fulvous Whistling Duck'
-    'Gadwall'
-    'Gambels Quail'
-    'Gila Woodpecker'
-    'Glaucous Gull'
-    'Glaucous winged Gull'
-    'Glossy Ibis'
-    'Golden Eagle'
-    'Golden crowned Kinglet'
-    'Golden crowned Sparrow'
-    'Golden fronted Woodpecker'
-    'Golden winged Warbler'
-    'Grasshopper Sparrow'
-    'Gray Catbird'
-    'Gray Flycatcher'
-    'Gray Jay'
-    'Gray Kingbird'
-    'Gray cheeked Thrush'
-    'Gray crowned Rosy Finch'
-    'Great Black backed Gull'
-    'Great Blue Heron'
-    'Great Cormorant'
-    'Great Crested Flycatcher'
-    'Great Egret'
-    'Great Gray Owl'
-    'Great Horned Owl'
-    'Great Kiskadee'
-    'Great tailed Grackle'
-    'Greater Prairie Chicken'
-    'Greater Roadrunner'
-    'Greater Sage Grouse'
-    'Greater Scaup'
-    'Greater White fronted Goose'
-    'Greater Yellowlegs'
-    'Green Jay'
-    'Green tailed Towhee'
-    'Green winged Teal'
-    'Groove billed Ani'
-    'Gull billed Tern'
-    'Hairy Woodpecker'
-    'Hammonds Flycatcher'
-    'Harlequin Duck'
-    'Harriss Hawk'
-    'Harriss Sparrow'
-    'Heermanns Gull'
-    'Henslows Sparrow'
-    'Hepatic Tanager'
-    'Hermit Thrush'
-    'Herring Gull'
-    'Hoary Redpoll'
-    'Hooded Merganser'
-    'Hooded Oriole'
-    'Hooded Warbler'
-    'Horned Grebe'
-    'Horned Lark'
-    'House Finch'
-    'House Sparrow'
-    'House Wren'
-    'Huttons Vireo'
-    'Iceland Gull'
-    'Inca Dove'
-    'Indigo Bunting'
-    'Killdeer'
-    'King Rail'
-    'Ladder backed Woodpecker'
-    'Lapland Longspur'
-    'Lark Bunting'
-    'Lark Sparrow'
-    'Laughing Gull'
-    'Lazuli Bunting'
-    'Le Contes Sparrow'
-    'Least Bittern'
-    'Least Flycatcher'
-    'Least Grebe'
-    'Least Sandpiper'
-    'Least Tern'
-    'Lesser Goldfinch'
-    'Lesser Nighthawk'
-    'Lesser Scaup'
-    'Lesser Yellowlegs'
-    'Lewiss Woodpecker'
-    'Limpkin'
-    'Lincolns Sparrow'
-    'Little Blue Heron'
-    'Loggerhead Shrike'
-    'Long billed Curlew'
-    'Long billed Dowitcher'
-    'Long billed Thrasher'
-    'Long eared Owl'
-    'Long tailed Duck'
-    'Louisiana Waterthrush'
-    'Magnificent Frigatebird'
-    'Magnolia Warbler'
-    'Mallard'
-    'Marbled Godwit'
-    'Marsh Wren'
-    'Merlin'
-    'Mew Gull'
-    'Mexican Jay'
-    'Mississippi Kite'
-    'Monk Parakeet'
-    'Mottled Duck'
-    'Mountain Bluebird'
-    'Mountain Chickadee'
-    'Mountain Plover'
-    'Mourning Dove'
-    'Mourning Warbler'
-    'Muscovy Duck'
-    'Mute Swan'
-    'Nashville Warbler'
-    'Nelsons Sparrow'
-    'Neotropic Cormorant'
-    'Northern Bobwhite'
-    'Northern Cardinal'
-    'Northern Flicker'
-    'Northern Gannet'
-    'Northern Goshawk'
-    'Northern Harrier'
-    'Northern Hawk Owl'
-    'Northern Mockingbird'
-    'Northern Parula'
-    'Northern Pintail'
-    'Northern Rough winged Swallow'
-    'Northern Saw whet Owl'
-    'Northern Shrike'
-    'Northern Waterthrush'
-    'Nuttalls Woodpecker'
-    'Oak Titmouse'
-    'Olive Sparrow'
-    'Olive sided Flycatcher'
-    'Orange crowned Warbler'
-    'Orchard Oriole'
-    'Osprey'
-    'Ovenbird'
-    'Pacific Golden Plover'
-    'Pacific Loon'
-    'Pacific Wren'
-    'Pacific slope Flycatcher'
-    'Painted Bunting'
-    'Painted Redstart'
-    'Palm Warbler'
-    'Pectoral Sandpiper'
-    'Peregrine Falcon'
-    'Phainopepla'
-    'Philadelphia Vireo'
-    'Pied billed Grebe'
-    'Pigeon Guillemot'
-    'Pileated Woodpecker'
-    'Pine Grosbeak'
-    'Pine Siskin'
-    'Pine Warbler'
-    'Piping Plover'
-    'Plumbeous Vireo'
-    'Prairie Falcon'
-    'Prairie Warbler'
-    'Prothonotary Warbler'
-    'Purple Finch'
-    'Purple Gallinule'
-    'Purple Martin'
-    'Purple Sandpiper'
-    'Pygmy Nuthatch'
-    'Pyrrhuloxia'
-    'Red Crossbill'
-    'Red Knot'
-    'Red Phalarope'
-    'Red bellied Woodpecker'
-    'Red breasted Merganser'
-    'Red breasted Nuthatch'
-    'Red breasted Sapsucker'
-    'Red cockaded Woodpecker'
-    'Red eyed Vireo'
-    'Red headed Woodpecker'
-    'Red naped Sapsucker'
-    'Red necked Grebe'
-    'Red necked Phalarope'
-    'Red shouldered Hawk'
-    'Red tailed Hawk'
-    'Red throated Loon'
-    'Red winged Blackbird'
-    'Reddish Egret'
-    'Redhead'
-    'Ring billed Gull'
-    'Ring necked Duck'
-    'Ring necked Pheasant'
-    'Rock Pigeon'
-    'Rock Ptarmigan'
-    'Rock Sandpiper'
-    'Rock Wren'
-    'Rose breasted Grosbeak'
-    'Roseate Tern'
-    'Rosss Goose'
-    'Rough legged Hawk'
-    'Royal Tern'
-    'Ruby crowned Kinglet'
-    'Ruby throated Hummingbird'
-    'Ruddy Duck'
-    'Ruddy Turnstone'
-    'Ruffed Grouse'
-    'Rufous Hummingbird'
-    'Rufous crowned Sparrow'
-    'Rusty Blackbird'
-    'Sage Thrasher'
-    'Saltmarsh Sparrow'
-    'Sanderling'
-    'Sandhill Crane'
-    'Sandwich Tern'
-    'Says Phoebe'
-    'Scaled Quail'
-    'Scarlet Tanager'
-    'Scissor tailed Flycatcher'
-    'Scotts Oriole'
-    'Seaside Sparrow'
-    'Sedge Wren'
-    'Semipalmated Plover'
-    'Semipalmated Sandpiper'
-    'Sharp shinned Hawk'
-    'Sharp tailed Grouse'
-    'Short billed Dowitcher'
-    'Short eared Owl'
-    'Snail Kite'
-    'Snow Bunting'
-    'Snow Goose'
-    'Snowy Egret'
-    'Snowy Owl'
-    'Snowy Plover'
-    'Solitary Sandpiper'
-    'Song Sparrow'
-    'Sooty Grouse'
-    'Sora'
-    'Spotted Owl'
-    'Spotted Sandpiper'
-    'Spotted Towhee'
-    'Spruce Grouse'
-    'Stellers Jay'
-    'Stilt Sandpiper'
-    'Summer Tanager'
-    'Surf Scoter'
-    'Surfbird'
-    'Swainsons Hawk'
-    'Swainsons Thrush'
-    'Swallow tailed Kite'
-    'Swamp Sparrow'
-    'Tennessee Warbler'
-    'Thayers Gull'
-    'Townsends Solitaire'
-    'Townsends Warbler'
-    'Tree Swallow'
-    'Tricolored Heron'
-    'Tropical Kingbird'
-    'Trumpeter Swan'
-    'Tufted Titmouse'
-    'Tundra Swan'
-    'Turkey Vulture'
-    'Upland Sandpiper'
-    'Varied Thrush'
-    'Veery'
-    'Verdin'
-    'Vermilion Flycatcher'
-    'Vesper Sparrow'
-    'Violet green Swallow'
-    'Virginia Rail'
-    'Wandering Tattler'
-    'Warbling Vireo'
-    'Western Bluebird'
-    'Western Grebe'
-    'Western Gull'
-    'Western Kingbird'
-    'Western Meadowlark'
-    'Western Sandpiper'
-    'Western Screech Owl'
-    'Western Scrub Jay'
-    'Western Tanager'
-    'Western Wood Pewee'
-    'Whimbrel'
-    'White Ibis'
-    'White breasted Nuthatch'
-    'White crowned Sparrow'
-    'White eyed Vireo'
-    'White faced Ibis'
-    'White headed Woodpecker'
-    'White rumped Sandpiper'
-    'White tailed Hawk'
-    'White tailed Kite'
-    'White tailed Ptarmigan'
-    'White throated Sparrow'
-    'White throated Swift'
-    'White winged Crossbill'
-    'White winged Dove'
-    'White winged Scoter'
-    'Wild Turkey'
-    'Willet'
-    'Williamsons Sapsucker'
-    'Willow Flycatcher'
-    'Willow Ptarmigan'
-    'Wilsons Phalarope'
-    'Wilsons Plover'
-    'Wilsons Snipe'
-    'Wilsons Warbler'
-    'Winter Wren'
-    'Wood Stork'
-    'Wood Thrush'
-    'Worm eating Warbler'
-    'Wrentit'
-    'Yellow Warbler'
-    'Yellow bellied Flycatcher'
-    'Yellow bellied Sapsucker'
-    'Yellow billed Cuckoo'
-    'Yellow billed Magpie'
-    'Yellow breasted Chat'
-    'Yellow crowned Night Heron'
-    'Yellow eyed Junco'
-    'Yellow headed Blackbird'
-    'Yellow rumped Warbler'
-    'Yellow throated Vireo'
-    'Yellow throated Warbler'
-    'Zone tailed Hawk'
-],
+    'Acadian Flycatcher',
+    'Acorn Woodpecker',
+    'Alder Flycatcher',
+    'Allens Hummingbird',
+    'Altamira Oriole',
+    'American Avocet',
+    'American Bittern',
+    'American Black Duck',
+    'American Coot',
+    'American Crow',
+    'American Dipper',
+    'American Golden Plover',
+    'American Goldfinch',
+    'American Kestrel',
+    'American Oystercatcher',
+    'American Pipit',
+    'American Redstart',
+    'American Robin',
+    'American Three toed Woodpecker',
+    'American Tree Sparrow',
+    'American White Pelican',
+    'American Wigeon',
+    'American Woodcock',
+    'Anhinga',
+    'Annas Hummingbird',
+    'Arctic Tern',
+    'Ash throated Flycatcher',
+    'Audubons Oriole',
+    'Bairds Sandpiper',
+    'Bald Eagle',
+    'Baltimore Oriole',
+    'Band tailed Pigeon',
+    'Barn Swallow',
+    'Barred Owl',
+    'Barrows Goldeneye',
+    'Bay breasted Warbler',
+    'Bells Vireo',
+    'Belted Kingfisher',
+    'Bewicks Wren',
+    'Black Guillemot',
+    'Black Oystercatcher',
+    'Black Phoebe',
+    'Black Rosy Finch',
+    'Black Scoter',
+    'Black Skimmer',
+    'Black Tern',
+    'Black Turnstone',
+    'Black Vulture',
+    'Black and white Warbler',
+    'Black backed Woodpecker',
+    'Black bellied Plover',
+    'Black billed Cuckoo',
+    'Black billed Magpie',
+    'Black capped Chickadee',
+    'Black chinned Hummingbird',
+    'Black chinned Sparrow',
+    'Black crested Titmouse',
+    'Black crowned Night Heron',
+    'Black headed Grosbeak',
+    'Black legged Kittiwake',
+    'Black necked Stilt',
+    'Black throated Blue Warbler',
+    'Black throated Gray Warbler',
+    'Black throated Green Warbler',
+    'Black throated Sparrow',
+    'Blackburnian Warbler',
+    'Blackpoll Warbler',
+    'Blue Grosbeak',
+    'Blue Jay',
+    'Blue gray Gnatcatcher',
+    'Blue headed Vireo',
+    'Blue winged Teal',
+    'Blue winged Warbler',
+    'Boat tailed Grackle',
+    'Bobolink',
+    'Bohemian Waxwing',
+    'Bonapartes Gull',
+    'Boreal Chickadee',
+    'Brandts Cormorant',
+    'Brant',
+    'Brewers Blackbird',
+    'Brewers Sparrow',
+    'Bridled Titmouse',
+    'Broad billed Hummingbird',
+    'Broad tailed Hummingbird',
+    'Broad winged Hawk',
+    'Bronzed Cowbird',
+    'Brown Creeper',
+    'Brown Pelican',
+    'Brown Thrasher',
+    'Brown capped Rosy Finch',
+    'Brown crested Flycatcher',
+    'Brown headed Cowbird',
+    'Brown headed Nuthatch',
+    'Bufflehead',
+    'Bullocks Oriole',
+    'Burrowing Owl',
+    'Bushtit',
+    'Cackling Goose',
+    'Cactus Wren',
+    'California Gull',
+    'California Quail',
+    'California Thrasher',
+    'California Towhee',
+    'Calliope Hummingbird',
+    'Canada Goose',
+    'Canada Warbler',
+    'Canvasback',
+    'Canyon Towhee',
+    'Canyon Wren',
+    'Cape May Warbler',
+    'Carolina Chickadee',
+    'Carolina Wren',
+    'Caspian Tern',
+    'Cassins Finch',
+    'Cassins Kingbird',
+    'Cassins Sparrow',
+    'Cassins Vireo',
+    'Cattle Egret',
+    'Cave Swallow',
+    'Cedar Waxwing',
+    'Cerulean Warbler',
+    'Chestnut backed Chickadee',
+    'Chestnut collared Longspur',
+    'Chestnut sided Warbler',
+    'Chihuahuan Raven',
+    'Chimney Swift',
+    'Chipping Sparrow',
+    'Cinnamon Teal',
+    'Clapper Rail',
+    'Clarks Grebe',
+    'Clarks Nutcracker',
+    'Clay colored Sparrow',
+    'Cliff Swallow',
+    'Common Black Hawk',
+    'Common Eider',
+    'Common Gallinule',
+    'Common Goldeneye',
+    'Common Grackle',
+    'Common Ground Dove',
+    'Common Loon',
+    'Common Merganser',
+    'Common Murre',
+    'Common Nighthawk',
+    'Common Raven',
+    'Common Redpoll',
+    'Common Tern',
+    'Common Yellowthroat',
+    'Connecticut Warbler',
+    'Coopers Hawk',
+    'Cordilleran Flycatcher',
+    'Costas Hummingbird',
+    'Couchs Kingbird',
+    'Crested Caracara',
+    'Curve billed Thrasher',
+    'Dark eyed Junco',
+    'Dickcissel',
+    'Double crested Cormorant',
+    'Downy Woodpecker',
+    'Dunlin',
+    'Dusky Flycatcher',
+    'Dusky Grouse',
+    'Eared Grebe',
+    'Eastern Bluebird',
+    'Eastern Kingbird',
+    'Eastern Meadowlark',
+    'Eastern Phoebe',
+    'Eastern Screech Owl',
+    'Eastern Towhee',
+    'Eastern Wood Pewee',
+    'Elegant Trogon',
+    'Elf Owl',
+    'Eurasian Collared Dove',
+    'Eurasian Wigeon',
+    'European Starling',
+    'Evening Grosbeak',
+    'Ferruginous Hawk',
+    'Ferruginous Pygmy Owl',
+    'Field Sparrow',
+    'Fish Crow',
+    'Florida Scrub Jay',
+    'Forsters Tern',
+    'Fox Sparrow',
+    'Franklins Gull',
+    'Fulvous Whistling Duck',
+    'Gadwall',
+    'Gambels Quail',
+    'Gila Woodpecker',
+    'Glaucous Gull',
+    'Glaucous winged Gull',
+    'Glossy Ibis',
+    'Golden Eagle',
+    'Golden crowned Kinglet',
+    'Golden crowned Sparrow',
+    'Golden fronted Woodpecker',
+    'Golden winged Warbler',
+    'Grasshopper Sparrow',
+    'Gray Catbird',
+    'Gray Flycatcher',
+    'Gray Jay',
+    'Gray Kingbird',
+    'Gray cheeked Thrush',
+    'Gray crowned Rosy Finch',
+    'Great Black backed Gull',
+    'Great Blue Heron',
+    'Great Cormorant',
+    'Great Crested Flycatcher',
+    'Great Egret',
+    'Great Gray Owl',
+    'Great Horned Owl',
+    'Great Kiskadee',
+    'Great tailed Grackle',
+    'Greater Prairie Chicken',
+    'Greater Roadrunner',
+    'Greater Sage Grouse',
+    'Greater Scaup',
+    'Greater White fronted Goose',
+    'Greater Yellowlegs',
+    'Green Jay',
+    'Green tailed Towhee',
+    'Green winged Teal',
+    'Groove billed Ani',
+    'Gull billed Tern',
+    'Hairy Woodpecker',
+    'Hammonds Flycatcher',
+    'Harlequin Duck',
+    'Harriss Hawk',
+    'Harriss Sparrow',
+    'Heermanns Gull',
+    'Henslows Sparrow',
+    'Hepatic Tanager',
+    'Hermit Thrush',
+    'Herring Gull',
+    'Hoary Redpoll',
+    'Hooded Merganser',
+    'Hooded Oriole',
+    'Hooded Warbler',
+    'Horned Grebe',
+    'Horned Lark',
+    'House Finch',
+    'House Sparrow',
+    'House Wren',
+    'Huttons Vireo',
+    'Iceland Gull',
+    'Inca Dove',
+    'Indigo Bunting',
+    'Killdeer',
+    'King Rail',
+    'Ladder backed Woodpecker',
+    'Lapland Longspur',
+    'Lark Bunting',
+    'Lark Sparrow',
+    'Laughing Gull',
+    'Lazuli Bunting',
+    'Le Contes Sparrow',
+    'Least Bittern',
+    'Least Flycatcher',
+    'Least Grebe',
+    'Least Sandpiper',
+    'Least Tern',
+    'Lesser Goldfinch',
+    'Lesser Nighthawk',
+    'Lesser Scaup',
+    'Lesser Yellowlegs',
+    'Lewiss Woodpecker',
+    'Limpkin',
+    'Lincolns Sparrow',
+    'Little Blue Heron',
+    'Loggerhead Shrike',
+    'Long billed Curlew',
+    'Long billed Dowitcher',
+    'Long billed Thrasher',
+    'Long eared Owl',
+    'Long tailed Duck',
+    'Louisiana Waterthrush',
+    'Magnificent Frigatebird',
+    'Magnolia Warbler',
+    'Mallard',
+    'Marbled Godwit',
+    'Marsh Wren',
+    'Merlin',
+    'Mew Gull',
+    'Mexican Jay',
+    'Mississippi Kite',
+    'Monk Parakeet',
+    'Mottled Duck',
+    'Mountain Bluebird',
+    'Mountain Chickadee',
+    'Mountain Plover',
+    'Mourning Dove',
+    'Mourning Warbler',
+    'Muscovy Duck',
+    'Mute Swan',
+    'Nashville Warbler',
+    'Nelsons Sparrow',
+    'Neotropic Cormorant',
+    'Northern Bobwhite',
+    'Northern Cardinal',
+    'Northern Flicker',
+    'Northern Gannet',
+    'Northern Goshawk',
+    'Northern Harrier',
+    'Northern Hawk Owl',
+    'Northern Mockingbird',
+    'Northern Parula',
+    'Northern Pintail',
+    'Northern Rough winged Swallow',
+    'Northern Saw whet Owl',
+    'Northern Shrike',
+    'Northern Waterthrush',
+    'Nuttalls Woodpecker',
+    'Oak Titmouse',
+    'Olive Sparrow',
+    'Olive sided Flycatcher',
+    'Orange crowned Warbler',
+    'Orchard Oriole',
+    'Osprey',
+    'Ovenbird',
+    'Pacific Golden Plover',
+    'Pacific Loon',
+    'Pacific Wren',
+    'Pacific slope Flycatcher',
+    'Painted Bunting',
+    'Painted Redstart',
+    'Palm Warbler',
+    'Pectoral Sandpiper',
+    'Peregrine Falcon',
+    'Phainopepla',
+    'Philadelphia Vireo',
+    'Pied billed Grebe',
+    'Pigeon Guillemot',
+    'Pileated Woodpecker',
+    'Pine Grosbeak',
+    'Pine Siskin',
+    'Pine Warbler',
+    'Piping Plover',
+    'Plumbeous Vireo',
+    'Prairie Falcon',
+    'Prairie Warbler',
+    'Prothonotary Warbler',
+    'Purple Finch',
+    'Purple Gallinule',
+    'Purple Martin',
+    'Purple Sandpiper',
+    'Pygmy Nuthatch',
+    'Pyrrhuloxia',
+    'Red Crossbill',
+    'Red Knot',
+    'Red Phalarope',
+    'Red bellied Woodpecker',
+    'Red breasted Merganser',
+    'Red breasted Nuthatch',
+    'Red breasted Sapsucker',
+    'Red cockaded Woodpecker',
+    'Red eyed Vireo',
+    'Red headed Woodpecker',
+    'Red naped Sapsucker',
+    'Red necked Grebe',
+    'Red necked Phalarope',
+    'Red shouldered Hawk',
+    'Red tailed Hawk',
+    'Red throated Loon',
+    'Red winged Blackbird',
+    'Reddish Egret',
+    'Redhead',
+    'Ring billed Gull',
+    'Ring necked Duck',
+    'Ring necked Pheasant',
+    'Rock Pigeon',
+    'Rock Ptarmigan',
+    'Rock Sandpiper',
+    'Rock Wren',
+    'Rose breasted Grosbeak',
+    'Roseate Tern',
+    'Rosss Goose',
+    'Rough legged Hawk',
+    'Royal Tern',
+    'Ruby crowned Kinglet',
+    'Ruby throated Hummingbird',
+    'Ruddy Duck',
+    'Ruddy Turnstone',
+    'Ruffed Grouse',
+    'Rufous Hummingbird',
+    'Rufous crowned Sparrow',
+    'Rusty Blackbird',
+    'Sage Thrasher',
+    'Saltmarsh Sparrow',
+    'Sanderling',
+    'Sandhill Crane',
+    'Sandwich Tern',
+    'Says Phoebe',
+    'Scaled Quail',
+    'Scarlet Tanager',
+    'Scissor tailed Flycatcher',
+    'Scotts Oriole',
+    'Seaside Sparrow',
+    'Sedge Wren',
+    'Semipalmated Plover',
+    'Semipalmated Sandpiper',
+    'Sharp shinned Hawk',
+    'Sharp tailed Grouse',
+    'Short billed Dowitcher',
+    'Short eared Owl',
+    'Snail Kite',
+    'Snow Bunting',
+    'Snow Goose',
+    'Snowy Egret',
+    'Snowy Owl',
+    'Snowy Plover',
+    'Solitary Sandpiper',
+    'Song Sparrow',
+    'Sooty Grouse',
+    'Sora',
+    'Spotted Owl',
+    'Spotted Sandpiper',
+    'Spotted Towhee',
+    'Spruce Grouse',
+    'Stellers Jay',
+    'Stilt Sandpiper',
+    'Summer Tanager',
+    'Surf Scoter',
+    'Surfbird',
+    'Swainsons Hawk',
+    'Swainsons Thrush',
+    'Swallow tailed Kite',
+    'Swamp Sparrow',
+    'Tennessee Warbler',
+    'Thayers Gull',
+    'Townsends Solitaire',
+    'Townsends Warbler',
+    'Tree Swallow',
+    'Tricolored Heron',
+    'Tropical Kingbird',
+    'Trumpeter Swan',
+    'Tufted Titmouse',
+    'Tundra Swan',
+    'Turkey Vulture',
+    'Upland Sandpiper',
+    'Varied Thrush',
+    'Veery',
+    'Verdin',
+    'Vermilion Flycatcher',
+    'Vesper Sparrow',
+    'Violet green Swallow',
+    'Virginia Rail',
+    'Wandering Tattler',
+    'Warbling Vireo',
+    'Western Bluebird',
+    'Western Grebe',
+    'Western Gull',
+    'Western Kingbird',
+    'Western Meadowlark',
+    'Western Sandpiper',
+    'Western Screech Owl',
+    'Western Scrub Jay',
+    'Western Tanager',
+    'Western Wood Pewee',
+    'Whimbrel',
+    'White Ibis',
+    'White breasted Nuthatch',
+    'White crowned Sparrow',
+    'White eyed Vireo',
+    'White faced Ibis',
+    'White headed Woodpecker',
+    'White rumped Sandpiper',
+    'White tailed Hawk',
+    'White tailed Kite',
+    'White tailed Ptarmigan',
+    'White throated Sparrow',
+    'White throated Swift',
+    'White winged Crossbill',
+    'White winged Dove',
+    'White winged Scoter',
+    'Wild Turkey',
+    'Willet',
+    'Williamsons Sapsucker',
+    'Willow Flycatcher',
+    'Willow Ptarmigan',
+    'Wilsons Phalarope',
+    'Wilsons Plover',
+    'Wilsons Snipe',
+    'Wilsons Warbler',
+    'Winter Wren',
+    'Wood Stork',
+    'Wood Thrush',
+    'Worm eating Warbler',
+    'Wrentit',
+    'Yellow Warbler',
+    'Yellow bellied Flycatcher',
+    'Yellow bellied Sapsucker',
+    'Yellow billed Cuckoo',
+    'Yellow billed Magpie',
+    'Yellow breasted Chat',
+    'Yellow crowned Night Heron',
+    'Yellow eyed Junco',
+    'Yellow headed Blackbird',
+    'Yellow rumped Warbler',
+    'Yellow throated Vireo',
+    'Yellow throated Warbler',
+    'Zone tailed Hawk',
+]
 
 templates = [
-    'a photo of a {}, a type of bird.'
-],
+    'a photo of a {}, a type of bird.',
+]
 ```
 
 
@@ -524,38 +524,38 @@ templates = [
 
 ```bash
 classes = [
-    'airplane'
-    'automobile'
-    'bird'
-    'cat'
-    'deer'
-    'dog'
-    'frog'
-    'horse'
-    'ship'
-    'truck'
-],
+    'airplane',
+    'automobile',
+    'bird',
+    'cat',
+    'deer',
+    'dog',
+    'frog',
+    'horse',
+    'ship',
+    'truck',
+]
 
 templates = [
-    'a photo of a {}.'
-    'a blurry photo of a {}.'
-    'a black and white photo of a {}.'
-    'a low contrast photo of a {}.'
-    'a high contrast photo of a {}.'
-    'a bad photo of a {}.'
-    'a good photo of a {}.'
-    'a photo of a small {}.'
-    'a photo of a big {}.'
-    'a photo of the {}.'
-    'a blurry photo of the {}.'
-    'a black and white photo of the {}.'
-    'a low contrast photo of the {}.'
-    'a high contrast photo of the {}.'
-    'a bad photo of the {}.'
-    'a good photo of the {}.'
-    'a photo of the small {}.'
-    'a photo of the big {}.'
-],
+    'a photo of a {}.',
+    'a blurry photo of a {}.',
+    'a black and white photo of a {}.',
+    'a low contrast photo of a {}.',
+    'a high contrast photo of a {}.',
+    'a bad photo of a {}.',
+    'a good photo of a {}.',
+    'a photo of a small {}.',
+    'a photo of a big {}.',
+    'a photo of the {}.',
+    'a blurry photo of the {}.',
+    'a black and white photo of the {}.',
+    'a low contrast photo of the {}.',
+    'a high contrast photo of the {}.',
+    'a bad photo of the {}.',
+    'a good photo of the {}.',
+    'a photo of the small {}.',
+    'a photo of the big {}.',
+]
 ```
 
 
@@ -564,128 +564,128 @@ templates = [
 
 ```bash
 classes = [
-    'apple'
-    'aquarium fish'
-    'baby'
-    'bear'
-    'beaver'
-    'bed'
-    'bee'
-    'beetle'
-    'bicycle'
-    'bottle'
-    'bowl'
-    'boy'
-    'bridge'
-    'bus'
-    'butterfly'
-    'camel'
-    'can'
-    'castle'
-    'caterpillar'
-    'cattle'
-    'chair'
-    'chimpanzee'
-    'clock'
-    'cloud'
-    'cockroach'
-    'couch'
-    'crab'
-    'crocodile'
-    'cup'
-    'dinosaur'
-    'dolphin'
-    'elephant'
-    'flatfish'
-    'forest'
-    'fox'
-    'girl'
-    'hamster'
-    'house'
-    'kangaroo'
-    'keyboard'
-    'lamp'
-    'lawn mower'
-    'leopard'
-    'lion'
-    'lizard'
-    'lobster'
-    'man'
-    'maple tree'
-    'motorcycle'
-    'mountain'
-    'mouse'
-    'mushroom'
-    'oak tree'
-    'orange'
-    'orchid'
-    'otter'
-    'palm tree'
-    'pear'
-    'pickup truck'
-    'pine tree'
-    'plain'
-    'plate'
-    'poppy'
-    'porcupine'
-    'possum'
-    'rabbit'
-    'raccoon'
-    'ray'
-    'road'
-    'rocket'
-    'rose'
-    'sea'
-    'seal'
-    'shark'
-    'shrew'
-    'skunk'
-    'skyscraper'
-    'snail'
-    'snake'
-    'spider'
-    'squirrel'
-    'streetcar'
-    'sunflower'
-    'sweet pepper'
-    'table'
-    'tank'
-    'telephone'
-    'television'
-    'tiger'
-    'tractor'
-    'train'
-    'trout'
-    'tulip'
-    'turtle'
-    'wardrobe'
-    'whale'
-    'willow tree'
-    'wolf'
-    'woman'
-    'worm'
-],
+    'apple',
+    'aquarium fish',
+    'baby',
+    'bear',
+    'beaver',
+    'bed',
+    'bee',
+    'beetle',
+    'bicycle',
+    'bottle',
+    'bowl',
+    'boy',
+    'bridge',
+    'bus',
+    'butterfly',
+    'camel',
+    'can',
+    'castle',
+    'caterpillar',
+    'cattle',
+    'chair',
+    'chimpanzee',
+    'clock',
+    'cloud',
+    'cockroach',
+    'couch',
+    'crab',
+    'crocodile',
+    'cup',
+    'dinosaur',
+    'dolphin',
+    'elephant',
+    'flatfish',
+    'forest',
+    'fox',
+    'girl',
+    'hamster',
+    'house',
+    'kangaroo',
+    'keyboard',
+    'lamp',
+    'lawn mower',
+    'leopard',
+    'lion',
+    'lizard',
+    'lobster',
+    'man',
+    'maple tree',
+    'motorcycle',
+    'mountain',
+    'mouse',
+    'mushroom',
+    'oak tree',
+    'orange',
+    'orchid',
+    'otter',
+    'palm tree',
+    'pear',
+    'pickup truck',
+    'pine tree',
+    'plain',
+    'plate',
+    'poppy',
+    'porcupine',
+    'possum',
+    'rabbit',
+    'raccoon',
+    'ray',
+    'road',
+    'rocket',
+    'rose',
+    'sea',
+    'seal',
+    'shark',
+    'shrew',
+    'skunk',
+    'skyscraper',
+    'snail',
+    'snake',
+    'spider',
+    'squirrel',
+    'streetcar',
+    'sunflower',
+    'sweet pepper',
+    'table',
+    'tank',
+    'telephone',
+    'television',
+    'tiger',
+    'tractor',
+    'train',
+    'trout',
+    'tulip',
+    'turtle',
+    'wardrobe',
+    'whale',
+    'willow tree',
+    'wolf',
+    'woman',
+    'worm',
+]
 
 templates = [
-    'a photo of a {}.'
-    'a blurry photo of a {}.'
-    'a black and white photo of a {}.'
-    'a low contrast photo of a {}.'
-    'a high contrast photo of a {}.'
-    'a bad photo of a {}.'
-    'a good photo of a {}.'
-    'a photo of a small {}.'
-    'a photo of a big {}.'
-    'a photo of the {}.'
-    'a blurry photo of the {}.'
-    'a black and white photo of the {}.'
-    'a low contrast photo of the {}.'
-    'a high contrast photo of the {}.'
-    'a bad photo of the {}.'
-    'a good photo of the {}.'
-    'a photo of the small {}.'
-    'a photo of the big {}.'
-],
+    'a photo of a {}.',
+    'a blurry photo of a {}.',
+    'a black and white photo of a {}.',
+    'a low contrast photo of a {}.',
+    'a high contrast photo of a {}.',
+    'a bad photo of a {}.',
+    'a good photo of a {}.',
+    'a photo of a small {}.',
+    'a photo of a big {}.',
+    'a photo of the {}.',
+    'a blurry photo of the {}.',
+    'a black and white photo of the {}.',
+    'a low contrast photo of the {}.',
+    'a high contrast photo of the {}.',
+    'a bad photo of the {}.',
+    'a good photo of the {}.',
+    'a photo of the small {}.',
+    'a photo of the big {}.',
+]
 ```
 
 
@@ -694,19 +694,19 @@ templates = [
 
 ```bash
 classes = [
-    '10'
-    '3'
-    '4'
-    '5'
-    '6'
-    '7'
-    '8'
-    '9'
-],
+    '10',
+    '3',
+    '4',
+    '5',
+    '6',
+    '7',
+    '8',
+    '9',
+]
 
 templates = [
-    'a photo of {} objects.'
-],
+    'a photo of {} objects.',
+]
 ```
 
 
@@ -715,146 +715,146 @@ templates = [
 
 ```bash
 classes = [
-    'background'
-    'off-center face'
-    'centered face'
-    'leopard'
-    'motorbike'
-    'accordion'
-    'airplane'
-    'anchor'
-    'ant'
-    'barrel'
-    'bass'
-    'beaver'
-    'binocular'
-    'bonsai'
-    'brain'
-    'brontosaurus'
-    'buddha'
-    'butterfly'
-    'camera'
-    'cannon'
-    'side of a car'
-    'ceiling fan'
-    'cellphone'
-    'chair'
-    'chandelier'
-    'body of a cougar cat'
-    'face of a cougar cat'
-    'crab'
-    'crayfish'
-    'crocodile'
-    'head of a  crocodile'
-    'cup'
-    'dalmatian'
-    'dollar bill'
-    'dolphin'
-    'dragonfly'
-    'electric guitar'
-    'elephant'
-    'emu'
-    'euphonium'
-    'ewer'
-    'ferry'
-    'flamingo'
-    'head of a flamingo'
-    'garfield'
-    'gerenuk'
-    'gramophone'
-    'grand piano'
-    'hawksbill'
-    'headphone'
-    'hedgehog'
-    'helicopter'
-    'ibis'
-    'inline skate'
-    'joshua tree'
-    'kangaroo'
-    'ketch'
-    'lamp'
-    'laptop'
-    'llama'
-    'lobster'
-    'lotus'
-    'mandolin'
-    'mayfly'
-    'menorah'
-    'metronome'
-    'minaret'
-    'nautilus'
-    'octopus'
-    'okapi'
-    'pagoda'
-    'panda'
-    'pigeon'
-    'pizza'
-    'platypus'
-    'pyramid'
-    'revolver'
-    'rhino'
-    'rooster'
-    'saxophone'
-    'schooner'
-    'scissors'
-    'scorpion'
-    'sea horse'
-    'snoopy (cartoon beagle)'
-    'soccer ball'
-    'stapler'
-    'starfish'
-    'stegosaurus'
-    'stop sign'
-    'strawberry'
-    'sunflower'
-    'tick'
-    'trilobite'
-    'umbrella'
-    'watch'
-    'water lilly'
-    'wheelchair'
-    'wild cat'
-    'windsor chair'
-    'wrench'
-    'yin and yang symbol'
-],
+    'background',
+    'off-center face',
+    'centered face',
+    'leopard',
+    'motorbike',
+    'accordion',
+    'airplane',
+    'anchor',
+    'ant',
+    'barrel',
+    'bass',
+    'beaver',
+    'binocular',
+    'bonsai',
+    'brain',
+    'brontosaurus',
+    'buddha',
+    'butterfly',
+    'camera',
+    'cannon',
+    'side of a car',
+    'ceiling fan',
+    'cellphone',
+    'chair',
+    'chandelier',
+    'body of a cougar cat',
+    'face of a cougar cat',
+    'crab',
+    'crayfish',
+    'crocodile',
+    'head of a  crocodile',
+    'cup',
+    'dalmatian',
+    'dollar bill',
+    'dolphin',
+    'dragonfly',
+    'electric guitar',
+    'elephant',
+    'emu',
+    'euphonium',
+    'ewer',
+    'ferry',
+    'flamingo',
+    'head of a flamingo',
+    'garfield',
+    'gerenuk',
+    'gramophone',
+    'grand piano',
+    'hawksbill',
+    'headphone',
+    'hedgehog',
+    'helicopter',
+    'ibis',
+    'inline skate',
+    'joshua tree',
+    'kangaroo',
+    'ketch',
+    'lamp',
+    'laptop',
+    'llama',
+    'lobster',
+    'lotus',
+    'mandolin',
+    'mayfly',
+    'menorah',
+    'metronome',
+    'minaret',
+    'nautilus',
+    'octopus',
+    'okapi',
+    'pagoda',
+    'panda',
+    'pigeon',
+    'pizza',
+    'platypus',
+    'pyramid',
+    'revolver',
+    'rhino',
+    'rooster',
+    'saxophone',
+    'schooner',
+    'scissors',
+    'scorpion',
+    'sea horse',
+    'snoopy (cartoon beagle)',
+    'soccer ball',
+    'stapler',
+    'starfish',
+    'stegosaurus',
+    'stop sign',
+    'strawberry',
+    'sunflower',
+    'tick',
+    'trilobite',
+    'umbrella',
+    'watch',
+    'water lilly',
+    'wheelchair',
+    'wild cat',
+    'windsor chair',
+    'wrench',
+    'yin and yang symbol',
+]
 
 templates = [
-    'a photo of a {}.'
-    'a painting of a {}.'
-    'a plastic {}.'
-    'a sculpture of a {}.'
-    'a sketch of a {}.'
-    'a tattoo of a {}.'
-    'a toy {}.'
-    'a rendition of a {}.'
-    'a embroidered {}.'
-    'a cartoon {}.'
-    'a {} in a video game.'
-    'a plushie {}.'
-    'a origami {}.'
-    'art of a {}.'
-    'graffiti of a {}.'
-    'a drawing of a {}.'
-    'a doodle of a {}.'
-    'a photo of the {}.'
-    'a painting of the {}.'
-    'the plastic {}.'
-    'a sculpture of the {}.'
-    'a sketch of the {}.'
-    'a tattoo of the {}.'
-    'the toy {}.'
-    'a rendition of the {}.'
-    'the embroidered {}.'
-    'the cartoon {}.'
-    'the {} in a video game.'
-    'the plushie {}.'
-    'the origami {}.'
-    'art of the {}.'
-    'graffiti of the {}.'
-    'a drawing of the {}.'
-    'a doodle of the {}.'
-],
+    'a photo of a {}.',
+    'a painting of a {}.',
+    'a plastic {}.',
+    'a sculpture of a {}.',
+    'a sketch of a {}.',
+    'a tattoo of a {}.',
+    'a toy {}.',
+    'a rendition of a {}.',
+    'a embroidered {}.',
+    'a cartoon {}.',
+    'a {} in a video game.',
+    'a plushie {}.',
+    'a origami {}.',
+    'art of a {}.',
+    'graffiti of a {}.',
+    'a drawing of a {}.',
+    'a doodle of a {}.',
+    'a photo of the {}.',
+    'a painting of the {}.',
+    'the plastic {}.',
+    'a sculpture of the {}.',
+    'a sketch of the {}.',
+    'a tattoo of the {}.',
+    'the toy {}.',
+    'a rendition of the {}.',
+    'the embroidered {}.',
+    'the cartoon {}.',
+    'the {} in a video game.',
+    'the plushie {}.',
+    'the origami {}.',
+    'art of the {}.',
+    'graffiti of the {}.',
+    'a drawing of the {}.',
+    'a doodle of the {}.',
+]
 ```
 
 
@@ -863,226 +863,226 @@ templates = [
 
 ```bash
 classes = [
-    'Andorra'
-    'United Arab Emirates'
-    'Afghanistan'
-    'Antigua and Barbuda'
-    'Anguilla'
-    'Albania'
-    'Armenia'
-    'Angola'
-    'Antarctica'
-    'Argentina'
-    'Austria'
-    'Australia'
-    'Aruba'
-    'Aland Islands'
-    'Azerbaijan'
-    'Bosnia and Herzegovina'
-    'Barbados'
-    'Bangladesh'
-    'Belgium'
-    'Burkina Faso'
-    'Bulgaria'
-    'Bahrain'
-    'Benin'
-    'Bermuda'
-    'Brunei Darussalam'
-    'Bolivia'
-    'Bonaire, Saint Eustatius and Saba'
-    'Brazil'
-    'Bahamas'
-    'Bhutan'
-    'Botswana'
-    'Belarus'
-    'Belize'
-    'Canada'
-    'DR Congo'
-    'Central African Republic'
-    'Switzerland'
-    "Cote d'Ivoire"
-    'Cook Islands'
-    'Chile'
-    'Cameroon'
-    'China'
-    'Colombia'
-    'Costa Rica'
-    'Cuba'
-    'Cabo Verde'
-    'Curacao'
-    'Cyprus'
-    'Czech Republic'
-    'Germany'
-    'Denmark'
-    'Dominica'
-    'Dominican Republic'
-    'Algeria'
-    'Ecuador'
-    'Estonia'
-    'Egypt'
-    'Spain'
-    'Ethiopia'
-    'Finland'
-    'Fiji'
-    'Falkland Islands'
-    'Faeroe Islands'
-    'France'
-    'Gabon'
-    'United Kingdom'
-    'Grenada'
-    'Georgia'
-    'French Guiana'
-    'Guernsey'
-    'Ghana'
-    'Gibraltar'
-    'Greenland'
-    'Gambia'
-    'Guadeloupe'
-    'Greece'
-    'South Georgia and South Sandwich Is.'
-    'Guatemala'
-    'Guam'
-    'Guyana'
-    'Hong Kong'
-    'Honduras'
-    'Croatia'
-    'Haiti'
-    'Hungary'
-    'Indonesia'
-    'Ireland'
-    'Israel'
-    'Isle of Man'
-    'India'
-    'Iraq'
-    'Iran'
-    'Iceland'
-    'Italy'
-    'Jersey'
-    'Jamaica'
-    'Jordan'
-    'Japan'
-    'Kenya'
-    'Kyrgyz Republic'
-    'Cambodia'
-    'St. Kitts and Nevis'
-    'North Korea'
-    'South Korea'
-    'Kuwait'
-    'Cayman Islands'
-    'Kazakhstan'
-    'Laos'
-    'Lebanon'
-    'St. Lucia'
-    'Liechtenstein'
-    'Sri Lanka'
-    'Liberia'
-    'Lithuania'
-    'Luxembourg'
-    'Latvia'
-    'Libya'
-    'Morocco'
-    'Monaco'
-    'Moldova'
-    'Montenegro'
-    'Saint-Martin'
-    'Madagascar'
-    'Macedonia'
-    'Mali'
-    'Myanmar'
-    'Mongolia'
-    'Macau'
-    'Martinique'
-    'Mauritania'
-    'Malta'
-    'Mauritius'
-    'Maldives'
-    'Malawi'
-    'Mexico'
-    'Malaysia'
-    'Mozambique'
-    'Namibia'
-    'New Caledonia'
-    'Nigeria'
-    'Nicaragua'
-    'Netherlands'
-    'Norway'
-    'Nepal'
-    'New Zealand'
-    'Oman'
-    'Panama'
-    'Peru'
-    'French Polynesia'
-    'Papua New Guinea'
-    'Philippines'
-    'Pakistan'
-    'Poland'
-    'Puerto Rico'
-    'Palestine'
-    'Portugal'
-    'Palau'
-    'Paraguay'
-    'Qatar'
-    'Reunion'
-    'Romania'
-    'Serbia'
-    'Russia'
-    'Rwanda'
-    'Saudi Arabia'
-    'Solomon Islands'
-    'Seychelles'
-    'Sudan'
-    'Sweden'
-    'Singapore'
-    'St. Helena'
-    'Slovenia'
-    'Svalbard and Jan Mayen Islands'
-    'Slovakia'
-    'Sierra Leone'
-    'San Marino'
-    'Senegal'
-    'Somalia'
-    'South Sudan'
-    'El Salvador'
-    'Sint Maarten'
-    'Syria'
-    'Eswatini'
-    'Togo'
-    'Thailand'
-    'Tajikistan'
-    'Timor-Leste'
-    'Turkmenistan'
-    'Tunisia'
-    'Tonga'
-    'Turkey'
-    'Trinidad and Tobago'
-    'Taiwan'
-    'Tanzania'
-    'Ukraine'
-    'Uganda'
-    'United States'
-    'Uruguay'
-    'Uzbekistan'
-    'Vatican'
-    'Venezuela'
-    'British Virgin Islands'
-    'United States Virgin Islands'
-    'Vietnam'
-    'Vanuatu'
-    'Samoa'
-    'Kosovo'
-    'Yemen'
-    'South Africa'
-    'Zambia'
-    'Zimbabwe'
-],
+    'Andorra',
+    'United Arab Emirates',
+    'Afghanistan',
+    'Antigua and Barbuda',
+    'Anguilla',
+    'Albania',
+    'Armenia',
+    'Angola',
+    'Antarctica',
+    'Argentina',
+    'Austria',
+    'Australia',
+    'Aruba',
+    'Aland Islands',
+    'Azerbaijan',
+    'Bosnia and Herzegovina',
+    'Barbados',
+    'Bangladesh',
+    'Belgium',
+    'Burkina Faso',
+    'Bulgaria',
+    'Bahrain',
+    'Benin',
+    'Bermuda',
+    'Brunei Darussalam',
+    'Bolivia',
+    'Bonaire, Saint Eustatius and Saba',
+    'Brazil',
+    'Bahamas',
+    'Bhutan',
+    'Botswana',
+    'Belarus',
+    'Belize',
+    'Canada',
+    'DR Congo',
+    'Central African Republic',
+    'Switzerland',
+    "Cote d'Ivoire",
+    'Cook Islands',
+    'Chile',
+    'Cameroon',
+    'China',
+    'Colombia',
+    'Costa Rica',
+    'Cuba',
+    'Cabo Verde',
+    'Curacao',
+    'Cyprus',
+    'Czech Republic',
+    'Germany',
+    'Denmark',
+    'Dominica',
+    'Dominican Republic',
+    'Algeria',
+    'Ecuador',
+    'Estonia',
+    'Egypt',
+    'Spain',
+    'Ethiopia',
+    'Finland',
+    'Fiji',
+    'Falkland Islands',
+    'Faeroe Islands',
+    'France',
+    'Gabon',
+    'United Kingdom',
+    'Grenada',
+    'Georgia',
+    'French Guiana',
+    'Guernsey',
+    'Ghana',
+    'Gibraltar',
+    'Greenland',
+    'Gambia',
+    'Guadeloupe',
+    'Greece',
+    'South Georgia and South Sandwich Is.',
+    'Guatemala',
+    'Guam',
+    'Guyana',
+    'Hong Kong',
+    'Honduras',
+    'Croatia',
+    'Haiti',
+    'Hungary',
+    'Indonesia',
+    'Ireland',
+    'Israel',
+    'Isle of Man',
+    'India',
+    'Iraq',
+    'Iran',
+    'Iceland',
+    'Italy',
+    'Jersey',
+    'Jamaica',
+    'Jordan',
+    'Japan',
+    'Kenya',
+    'Kyrgyz Republic',
+    'Cambodia',
+    'St. Kitts and Nevis',
+    'North Korea',
+    'South Korea',
+    'Kuwait',
+    'Cayman Islands',
+    'Kazakhstan',
+    'Laos',
+    'Lebanon',
+    'St. Lucia',
+    'Liechtenstein',
+    'Sri Lanka',
+    'Liberia',
+    'Lithuania',
+    'Luxembourg',
+    'Latvia',
+    'Libya',
+    'Morocco',
+    'Monaco',
+    'Moldova',
+    'Montenegro',
+    'Saint-Martin',
+    'Madagascar',
+    'Macedonia',
+    'Mali',
+    'Myanmar',
+    'Mongolia',
+    'Macau',
+    'Martinique',
+    'Mauritania',
+    'Malta',
+    'Mauritius',
+    'Maldives',
+    'Malawi',
+    'Mexico',
+    'Malaysia',
+    'Mozambique',
+    'Namibia',
+    'New Caledonia',
+    'Nigeria',
+    'Nicaragua',
+    'Netherlands',
+    'Norway',
+    'Nepal',
+    'New Zealand',
+    'Oman',
+    'Panama',
+    'Peru',
+    'French Polynesia',
+    'Papua New Guinea',
+    'Philippines',
+    'Pakistan',
+    'Poland',
+    'Puerto Rico',
+    'Palestine',
+    'Portugal',
+    'Palau',
+    'Paraguay',
+    'Qatar',
+    'Reunion',
+    'Romania',
+    'Serbia',
+    'Russia',
+    'Rwanda',
+    'Saudi Arabia',
+    'Solomon Islands',
+    'Seychelles',
+    'Sudan',
+    'Sweden',
+    'Singapore',
+    'St. Helena',
+    'Slovenia',
+    'Svalbard and Jan Mayen Islands',
+    'Slovakia',
+    'Sierra Leone',
+    'San Marino',
+    'Senegal',
+    'Somalia',
+    'South Sudan',
+    'El Salvador',
+    'Sint Maarten',
+    'Syria',
+    'Eswatini',
+    'Togo',
+    'Thailand',
+    'Tajikistan',
+    'Timor-Leste',
+    'Turkmenistan',
+    'Tunisia',
+    'Tonga',
+    'Turkey',
+    'Trinidad and Tobago',
+    'Taiwan',
+    'Tanzania',
+    'Ukraine',
+    'Uganda',
+    'United States',
+    'Uruguay',
+    'Uzbekistan',
+    'Vatican',
+    'Venezuela',
+    'British Virgin Islands',
+    'United States Virgin Islands',
+    'Vietnam',
+    'Vanuatu',
+    'Samoa',
+    'Kosovo',
+    'Yemen',
+    'South Africa',
+    'Zambia',
+    'Zimbabwe',
+]
 
 templates = [
-    'a photo i took in {}.'
-    'a photo i took while visiting {}.'
-    'a photo from my home country of {}.'
-    'a photo from my visit to {}.'
-    'a photo showing the country of {}.'
-],
+    'a photo i took in {}.',
+    'a photo i took while visiting {}.',
+    'a photo from my home country of {}.',
+    'a photo from my visit to {}.',
+    'a photo showing the country of {}.',
+]
 ```
 
 
@@ -1091,65 +1091,65 @@ templates = [
 
 ```bash
 classes = [
-    'banded'
-    'blotchy'
-    'braided'
-    'bubbly'
-    'bumpy'
-    'chequered'
-    'cobwebbed'
-    'cracked'
-    'crosshatched'
-    'crystalline'
-    'dotted'
-    'fibrous'
-    'flecked'
-    'freckled'
-    'frilly'
-    'gauzy'
-    'grid'
-    'grooved'
-    'honeycombed'
-    'interlaced'
-    'knitted'
-    'lacelike'
-    'lined'
-    'marbled'
-    'matted'
-    'meshed'
-    'paisley'
-    'perforated'
-    'pitted'
-    'pleated'
-    'polka-dotted'
-    'porous'
-    'potholed'
-    'scaly'
-    'smeared'
-    'spiralled'
-    'sprinkled'
-    'stained'
-    'stratified'
-    'striped'
-    'studded'
-    'swirly'
-    'veined'
-    'waffled'
-    'woven'
-    'wrinkled'
-    'zigzagged'
-],
+    'banded',
+    'blotchy',
+    'braided',
+    'bubbly',
+    'bumpy',
+    'chequered',
+    'cobwebbed',
+    'cracked',
+    'crosshatched',
+    'crystalline',
+    'dotted',
+    'fibrous',
+    'flecked',
+    'freckled',
+    'frilly',
+    'gauzy',
+    'grid',
+    'grooved',
+    'honeycombed',
+    'interlaced',
+    'knitted',
+    'lacelike',
+    'lined',
+    'marbled',
+    'matted',
+    'meshed',
+    'paisley',
+    'perforated',
+    'pitted',
+    'pleated',
+    'polka-dotted',
+    'porous',
+    'potholed',
+    'scaly',
+    'smeared',
+    'spiralled',
+    'sprinkled',
+    'stained',
+    'stratified',
+    'striped',
+    'studded',
+    'swirly',
+    'veined',
+    'waffled',
+    'woven',
+    'wrinkled',
+    'zigzagged',
+]
 
 templates = [
-    'a photo of a {} texture.'
-    'a photo of a {} pattern.'
-    'a photo of a {} thing.'
-    'a photo of a {} object.'
-    'a photo of the {} texture.'
-    'a photo of the {} pattern.'
-    'a photo of the {} thing.'
-    'a photo of the {} object.'
-],
+    'a photo of a {} texture.',
+    'a photo of a {} pattern.',
+    'a photo of a {} thing.',
+    'a photo of a {} object.',
+    'a photo of the {} texture.',
+    'a photo of the {} pattern.',
+    'a photo of the {} thing.',
+    'a photo of the {} object.',
+]
 ```
 
 
@@ -1158,23 +1158,23 @@ templates = [
 
 ```bash
 classes = [
-    'forest'
-    'permanent crop land'
-    'residential buildings or homes or apartments'
-    'river'
-    'pasture land'
-    'lake or sea'
-    'brushland or shrubland'
-    'annual crop land'
-    'industrial buildings or commercial buildings'
-    'highway or road'
-],
+    'forest',
+    'permanent crop land',
+    'residential buildings or homes or apartments',
+    'river',
+    'pasture land',
+    'lake or sea',
+    'brushland or shrubland',
+    'annual crop land',
+    'industrial buildings or commercial buildings',
+    'highway or road',
+]
 
 templates = [
-    'a centered satellite photo of {}.'
-    'a centered satellite photo of a {}.'
-    'a centered satellite photo of the {}.'
-],
+    'a centered satellite photo of {}.',
+    'a centered satellite photo of a {}.',
+    'a centered satellite photo of the {}.',
+]
 ```
 
 
@@ -1183,112 +1183,112 @@ templates = [
 
 ```bash
 classes = [
-    '707-320'
-    '727-200'
-    '737-200'
-    '737-300'
-    '737-400'
-    '737-500'
-    '737-600'
-    '737-700'
-    '737-800'
-    '737-900'
-    '747-100'
-    '747-200'
-    '747-300'
-    '747-400'
-    '757-200'
-    '757-300'
-    '767-200'
-    '767-300'
-    '767-400'
-    '777-200'
-    '777-300'
-    'A300B4'
-    'A310'
-    'A318'
-    'A319'
-    'A320'
-    'A321'
-    'A330-200'
-    'A330-300'
-    'A340-200'
-    'A340-300'
-    'A340-500'
-    'A340-600'
-    'A380'
-    'ATR-42'
-    'ATR-72'
-    'An-12'
-    'BAE 146-200'
-    'BAE 146-300'
-    'BAE-125'
-    'Beechcraft 1900'
-    'Boeing 717'
-    'C-130'
-    'C-47'
-    'CRJ-200'
-    'CRJ-700'
-    'CRJ-900'
-    'Cessna 172'
-    'Cessna 208'
-    'Cessna 525'
-    'Cessna 560'
-    'Challenger 600'
-    'DC-10'
-    'DC-3'
-    'DC-6'
-    'DC-8'
-    'DC-9-30'
-    'DH-82'
-    'DHC-1'
-    'DHC-6'
-    'DHC-8-100'
-    'DHC-8-300'
-    'DR-400'
-    'Dornier 328'
-    'E-170'
-    'E-190'
-    'E-195'
-    'EMB-120'
-    'ERJ 135'
-    'ERJ 145'
-    'Embraer Legacy 600'
-    'Eurofighter Typhoon'
-    'F-16A/B'
-    'F/A-18'
-    'Falcon 2000'
-    'Falcon 900'
-    'Fokker 100'
-    'Fokker 50'
-    'Fokker 70'
-    'Global Express'
-    'Gulfstream IV'
-    'Gulfstream V'
-    'Hawk T1'
-    'Il-76'
-    'L-1011'
-    'MD-11'
-    'MD-80'
-    'MD-87'
-    'MD-90'
-    'Metroliner'
-    'Model B200'
-    'PA-28'
-    'SR-20'
-    'Saab 2000'
-    'Saab 340'
-    'Spitfire'
-    'Tornado'
-    'Tu-134'
-    'Tu-154'
-    'Yak-42'
-],
+    '707-320',
+    '727-200',
+    '737-200',
+    '737-300',
+    '737-400',
+    '737-500',
+    '737-600',
+    '737-700',
+    '737-800',
+    '737-900',
+    '747-100',
+    '747-200',
+    '747-300',
+    '747-400',
+    '757-200',
+    '757-300',
+    '767-200',
+    '767-300',
+    '767-400',
+    '777-200',
+    '777-300',
+    'A300B4',
+    'A310',
+    'A318',
+    'A319',
+    'A320',
+    'A321',
+    'A330-200',
+    'A330-300',
+    'A340-200',
+    'A340-300',
+    'A340-500',
+    'A340-600',
+    'A380',
+    'ATR-42',
+    'ATR-72',
+    'An-12',
+    'BAE 146-200',
+    'BAE 146-300',
+    'BAE-125',
+    'Beechcraft 1900',
+    'Boeing 717',
+    'C-130',
+    'C-47',
+    'CRJ-200',
+    'CRJ-700',
+    'CRJ-900',
+    'Cessna 172',
+    'Cessna 208',
+    'Cessna 525',
+    'Cessna 560',
+    'Challenger 600',
+    'DC-10',
+    'DC-3',
+    'DC-6',
+    'DC-8',
+    'DC-9-30',
+    'DH-82',
+    'DHC-1',
+    'DHC-6',
+    'DHC-8-100',
+    'DHC-8-300',
+    'DR-400',
+    'Dornier 328',
+    'E-170',
+    'E-190',
+    'E-195',
+    'EMB-120',
+    'ERJ 135',
+    'ERJ 145',
+    'Embraer Legacy 600',
+    'Eurofighter Typhoon',
+    'F-16A/B',
+    'F/A-18',
+    'Falcon 2000',
+    'Falcon 900',
+    'Fokker 100',
+    'Fokker 50',
+    'Fokker 70',
+    'Global Express',
+    'Gulfstream IV',
+    'Gulfstream V',
+    'Hawk T1',
+    'Il-76',
+    'L-1011',
+    'MD-11',
+    'MD-80',
+    'MD-87',
+    'MD-90',
+    'Metroliner',
+    'Model B200',
+    'PA-28',
+    'SR-20',
+    'Saab 2000',
+    'Saab 340',
+    'Spitfire',
+    'Tornado',
+    'Tu-134',
+    'Tu-154',
+    'Yak-42',
+]
 
 templates = [
-    'a photo of a {}, a type of aircraft.'
-    'a photo of the {}, a type of aircraft.'
-],
+    'a photo of a {}, a type of aircraft.',
+    'a photo of the {}, a type of aircraft.',
+]
 ```
 
 
@@ -1297,23 +1297,23 @@ templates = [
 
 ```bash
 classes = [
-    ['angry']
-    ['disgusted']
-    ['fearful']
-    ['happy', 'smiling']
-    ['sad', 'depressed']
-    ['surprised', 'shocked', 'spooked']
-    ['neutral', 'bored']
-],
+    ['angry'],
+    ['disgusted'],
+    ['fearful'],
+    ['happy', 'smiling'],
+    ['sad', 'depressed'],
+    ['surprised', 'shocked', 'spooked'],
+    ['neutral', 'bored'],
+]
 
 templates = [
-    'a photo of a {} looking face.'
-    'a photo of a face showing the emotion: {}.'
-    'a photo of a face looking {}.'
-    'a face that looks {}.'
-    'they look {}.'
-    'look at how {} they are.'
-],
+    'a photo of a {} looking face.',
+    'a photo of a face showing the emotion: {}.',
+    'a photo of a face looking {}.',
+    'a face that looks {}.',
+    'they look {}.',
+    'look at how {} they are.',
+]
 ```
 
 
@@ -1322,113 +1322,113 @@ templates = [
 
 ```bash
 classes = [
-    'pink primrose'
-    'hard-leaved pocket orchid'
-    'canterbury bells'
-    'sweet pea'
-    'english marigold'
-    'tiger lily'
-    'moon orchid'
-    'bird of paradise'
-    'monkshood'
-    'globe thistle'
-    'snapdragon'
-    "colt's foot"
-    'king protea'
-    'spear thistle'
-    'yellow iris'
-    'globe flower'
-    'purple coneflower'
-    'peruvian lily'
-    'balloon flower'
-    'giant white arum lily'
-    'fire lily'
-    'pincushion flower'
-    'fritillary'
-    'red ginger'
-    'grape hyacinth'
-    'corn poppy'
-    'prince of wales feathers'
-    'stemless gentian'
-    'artichoke'
-    'sweet william'
-    'carnation'
-    'garden phlox'
-    'love in the mist'
-    'mexican aster'
-    'alpine sea holly'
-    'ruby-lipped cattleya'
-    'cape flower'
-    'great masterwort'
-    'siam tulip'
-    'lenten rose'
-    'barbeton daisy'
-    'daffodil'
-    'sword lily'
-    'poinsettia'
-    'bolero deep blue'
-    'wallflower'
-    'marigold'
-    'buttercup'
-    'oxeye daisy'
-    'common dandelion'
-    'petunia'
-    'wild pansy'
-    'primula'
-    'sunflower'
-    'pelargonium'
-    'bishop of llandaff'
-    'gaura'
-    'geranium'
-    'orange dahlia'
-    'pink and yellow dahlia'
-    'cautleya spicata'
-    'japanese anemone'
-    'black-eyed susan'
-    'silverbush'
-    'californian poppy'
-    'osteospermum'
-    'spring crocus'
-    'bearded iris'
-    'windflower'
-    'tree poppy'
-    'gazania'
-    'azalea'
-    'water lily'
-    'rose'
-    'thorn apple'
-    'morning glory'
-    'passion flower'
-    'lotus'
-    'toad lily'
-    'anthurium'
-    'frangipani'
-    'clematis'
-    'hibiscus'
-    'columbine'
-    'desert-rose'
-    'tree mallow'
-    'magnolia'
-    'cyclamen'
-    'watercress'
-    'canna lily'
-    'hippeastrum'
-    'bee balm'
-    'air plant'
-    'foxglove'
-    'bougainvillea'
-    'camellia'
-    'mallow'
-    'mexican petunia'
-    'bromelia'
-    'blanket flower'
-    'trumpet creeper'
-    'blackberry lily'
-],
+    'pink primrose',
+    'hard-leaved pocket orchid',
+    'canterbury bells',
+    'sweet pea',
+    'english marigold',
+    'tiger lily',
+    'moon orchid',
+    'bird of paradise',
+    'monkshood',
+    'globe thistle',
+    'snapdragon',
+    "colt's foot",
+    'king protea',
+    'spear thistle',
+    'yellow iris',
+    'globe flower',
+    'purple coneflower',
+    'peruvian lily',
+    'balloon flower',
+    'giant white arum lily',
+    'fire lily',
+    'pincushion flower',
+    'fritillary',
+    'red ginger',
+    'grape hyacinth',
+    'corn poppy',
+    'prince of wales feathers',
+    'stemless gentian',
+    'artichoke',
+    'sweet william',
+    'carnation',
+    'garden phlox',
+    'love in the mist',
+    'mexican aster',
+    'alpine sea holly',
+    'ruby-lipped cattleya',
+    'cape flower',
+    'great masterwort',
+    'siam tulip',
+    'lenten rose',
+    'barbeton daisy',
+    'daffodil',
+    'sword lily',
+    'poinsettia',
+    'bolero deep blue',
+    'wallflower',
+    'marigold',
+    'buttercup',
+    'oxeye daisy',
+    'common dandelion',
+    'petunia',
+    'wild pansy',
+    'primula',
+    'sunflower',
+    'pelargonium',
+    'bishop of llandaff',
+    'gaura',
+    'geranium',
+    'orange dahlia',
+    'pink and yellow dahlia',
+    'cautleya spicata',
+    'japanese anemone',
+    'black-eyed susan',
+    'silverbush',
+    'californian poppy',
+    'osteospermum',
+    'spring crocus',
+    'bearded iris',
+    'windflower',
+    'tree poppy',
+    'gazania',
+    'azalea',
+    'water lily',
+    'rose',
+    'thorn apple',
+    'morning glory',
+    'passion flower',
+    'lotus',
+    'toad lily',
+    'anthurium',
+    'frangipani',
+    'clematis',
+    'hibiscus',
+    'columbine',
+    'desert-rose',
+    'tree mallow',
+    'magnolia',
+    'cyclamen',
+    'watercress',
+    'canna lily',
+    'hippeastrum',
+    'bee balm',
+    'air plant',
+    'foxglove',
+    'bougainvillea',
+    'camellia',
+    'mallow',
+    'mexican petunia',
+    'bromelia',
+    'blanket flower',
+    'trumpet creeper',
+    'blackberry lily',
+]
 
 templates = [
-    'a photo of a {}, a type of flower.'
-],
+    'a photo of a {}, a type of flower.',
+]
 ```
 
 
@@ -1437,112 +1437,112 @@ templates = [
 
 ```bash
 classes = [
-    'apple pie'
-    'baby back ribs'
-    'baklava'
-    'beef carpaccio'
-    'beef tartare'
-    'beet salad'
-    'beignets'
-    'bibimbap'
-    'bread pudding'
-    'breakfast burrito'
-    'bruschetta'
-    'caesar salad'
-    'cannoli'
-    'caprese salad'
-    'carrot cake'
-    'ceviche'
-    'cheese plate'
-    'cheesecake'
-    'chicken curry'
-    'chicken quesadilla'
-    'chicken wings'
-    'chocolate cake'
-    'chocolate mousse'
-    'churros'
-    'clam chowder'
-    'club sandwich'
-    'crab cakes'
-    'creme brulee'
-    'croque madame'
-    'cup cakes'
-    'deviled eggs'
-    'donuts'
-    'dumplings'
-    'edamame'
-    'eggs benedict'
-    'escargots'
-    'falafel'
-    'filet mignon'
-    'fish and chips'
-    'foie gras'
-    'french fries'
-    'french onion soup'
-    'french toast'
-    'fried calamari'
-    'fried rice'
-    'frozen yogurt'
-    'garlic bread'
-    'gnocchi'
-    'greek salad'
-    'grilled cheese sandwich'
-    'grilled salmon'
-    'guacamole'
-    'gyoza'
-    'hamburger'
-    'hot and sour soup'
-    'hot dog'
-    'huevos rancheros'
-    'hummus'
-    'ice cream'
-    'lasagna'
-    'lobster bisque'
-    'lobster roll sandwich'
-    'macaroni and cheese'
-    'macarons'
-    'miso soup'
-    'mussels'
-    'nachos'
-    'omelette'
-    'onion rings'
-    'oysters'
-    'pad thai'
-    'paella'
-    'pancakes'
-    'panna cotta'
-    'peking duck'
-    'pho'
-    'pizza'
-    'pork chop'
-    'poutine'
-    'prime rib'
-    'pulled pork sandwich'
-    'ramen'
-    'ravioli'
-    'red velvet cake'
-    'risotto'
-    'samosa'
-    'sashimi'
-    'scallops'
-    'seaweed salad'
-    'shrimp and grits'
-    'spaghetti bolognese'
-    'spaghetti carbonara'
-    'spring rolls'
-    'steak'
-    'strawberry shortcake'
-    'sushi'
-    'tacos'
-    'takoyaki'
-    'tiramisu'
-    'tuna tartare'
-    'waffles'
-],
+    'apple pie',
+    'baby back ribs',
+    'baklava',
+    'beef carpaccio',
+    'beef tartare',
+    'beet salad',
+    'beignets',
+    'bibimbap',
+    'bread pudding',
+    'breakfast burrito',
+    'bruschetta',
+    'caesar salad',
+    'cannoli',
+    'caprese salad',
+    'carrot cake',
+    'ceviche',
+    'cheese plate',
+    'cheesecake',
+    'chicken curry',
+    'chicken quesadilla',
+    'chicken wings',
+    'chocolate cake',
+    'chocolate mousse',
+    'churros',
+    'clam chowder',
+    'club sandwich',
+    'crab cakes',
+    'creme brulee',
+    'croque madame',
+    'cup cakes',
+    'deviled eggs',
+    'donuts',
+    'dumplings',
+    'edamame',
+    'eggs benedict',
+    'escargots',
+    'falafel',
+    'filet mignon',
+    'fish and chips',
+    'foie gras',
+    'french fries',
+    'french onion soup',
+    'french toast',
+    'fried calamari',
+    'fried rice',
+    'frozen yogurt',
+    'garlic bread',
+    'gnocchi',
+    'greek salad',
+    'grilled cheese sandwich',
+    'grilled salmon',
+    'guacamole',
+    'gyoza',
+    'hamburger',
+    'hot and sour soup',
+    'hot dog',
+    'huevos rancheros',
+    'hummus',
+    'ice cream',
+    'lasagna',
+    'lobster bisque',
+    'lobster roll sandwich',
+    'macaroni and cheese',
+    'macarons',
+    'miso soup',
+    'mussels',
+    'nachos',
+    'omelette',
+    'onion rings',
+    'oysters',
+    'pad thai',
+    'paella',
+    'pancakes',
+    'panna cotta',
+    'peking duck',
+    'pho',
+    'pizza',
+    'pork chop',
+    'poutine',
+    'prime rib',
+    'pulled pork sandwich',
+    'ramen',
+    'ravioli',
+    'red velvet cake',
+    'risotto',
+    'samosa',
+    'sashimi',
+    'scallops',
+    'seaweed salad',
+    'shrimp and grits',
+    'spaghetti bolognese',
+    'spaghetti carbonara',
+    'spring rolls',
+    'steak',
+    'strawberry shortcake',
+    'sushi',
+    'tacos',
+    'takoyaki',
+    'tiramisu',
+    'tuna tartare',
+    'waffles',
+]
 
 templates = [
-    'a photo of {}, a type of food.'
-],
+    'a photo of {}, a type of food.',
+]
 ```
 
 
@@ -1551,56 +1551,56 @@ templates = [
 
 ```bash
 classes = [
-    'red and white circle 20 kph speed limit'
-    'red and white circle 30 kph speed limit'
-    'red and white circle 50 kph speed limit'
-    'red and white circle 60 kph speed limit'
-    'red and white circle 70 kph speed limit'
-    'red and white circle 80 kph speed limit'
-    'end / de-restriction of 80 kph speed limit'
-    'red and white circle 100 kph speed limit'
-    'red and white circle 120 kph speed limit'
-    'red and white circle red car and black car no passing'
-    'red and white circle red truck and black car no passing'
-    'red and white triangle road intersection warning'
-    'white and yellow diamond priority road'
-    'red and white upside down triangle yield right-of-way'
-    'stop'
-    'empty red and white circle'
-    'red and white circle no truck entry'
-    'red circle with white horizonal stripe no entry'
-    'red and white triangle with exclamation mark warning'
-    'red and white triangle with black left curve approaching warning'
-    'red and white triangle with black right curve approaching warning'
-    'red and white triangle with black double curve approaching warning'
-    'red and white triangle rough / bumpy road warning'
-    'red and white triangle car skidding / slipping warning'
-    'red and white triangle with merging / narrow lanes warning'
-    'red and white triangle with person digging / construction / road work warning'
-    'red and white triangle with traffic light approaching warning'
-    'red and white triangle with person walking warning'
-    'red and white triangle with child and person walking warning'
-    'red and white triangle with bicyle warning'
-    'red and white triangle with snowflake / ice warning'
-    'red and white triangle with deer warning'
-    'white circle with gray strike bar no speed limit'
-    'blue circle with white right turn arrow mandatory'
-    'blue circle with white left turn arrow mandatory'
-    'blue circle with white forward arrow mandatory'
-    'blue circle with white forward or right turn arrow mandatory'
-    'blue circle with white forward or left turn arrow mandatory'
-    'blue circle with white keep right arrow mandatory'
-    'blue circle with white keep left arrow mandatory'
-    'blue circle with white arrows indicating a traffic circle'
-    'white circle with gray strike bar indicating no passing for cars has ended'
-    'white circle with gray strike bar indicating no passing for trucks has ended'
-],
+    'red and white circle 20 kph speed limit',
+    'red and white circle 30 kph speed limit',
+    'red and white circle 50 kph speed limit',
+    'red and white circle 60 kph speed limit',
+    'red and white circle 70 kph speed limit',
+    'red and white circle 80 kph speed limit',
+    'end / de-restriction of 80 kph speed limit',
+    'red and white circle 100 kph speed limit',
+    'red and white circle 120 kph speed limit',
+    'red and white circle red car and black car no passing',
+    'red and white circle red truck and black car no passing',
+    'red and white triangle road intersection warning',
+    'white and yellow diamond priority road',
+    'red and white upside down triangle yield right-of-way',
+    'stop',
+    'empty red and white circle',
+    'red and white circle no truck entry',
+    'red circle with white horizonal stripe no entry',
+    'red and white triangle with exclamation mark warning',
+    'red and white triangle with black left curve approaching warning',
+    'red and white triangle with black right curve approaching warning',
+    'red and white triangle with black double curve approaching warning',
+    'red and white triangle rough / bumpy road warning',
+    'red and white triangle car skidding / slipping warning',
+    'red and white triangle with merging / narrow lanes warning',
+    'red and white triangle with person digging / construction / road work warning',
+    'red and white triangle with traffic light approaching warning',
+    'red and white triangle with person walking warning',
+    'red and white triangle with child and person walking warning',
+    'red and white triangle with bicyle warning',
+    'red and white triangle with snowflake / ice warning',
+    'red and white triangle with deer warning',
+    'white circle with gray strike bar no speed limit',
+    'blue circle with white right turn arrow mandatory',
+    'blue circle with white left turn arrow mandatory',
+    'blue circle with white forward arrow mandatory',
+    'blue circle with white forward or right turn arrow mandatory',
+    'blue circle with white forward or left turn arrow mandatory',
+    'blue circle with white keep right arrow mandatory',
+    'blue circle with white keep left arrow mandatory',
+    'blue circle with white arrows indicating a traffic circle',
+    'white circle with gray strike bar indicating no passing for cars has ended',
+    'white circle with gray strike bar indicating no passing for trucks has ended',
+]
 
 templates = [
-    'a zoomed in photo of a "{}" traffic sign.'
-    'a centered photo of a "{}" traffic sign.'
-    'a close up photo of a "{}" traffic sign.'
-],
+    'a zoomed in photo of a "{}" traffic sign.',
+    'a centered photo of a "{}" traffic sign.',
+    'a close up photo of a "{}" traffic sign.',
+]
 ```
 
 
@@ -1609,13 +1609,13 @@ templates = [
 
 ```bash
 classes = [
-    'meme'
-    'hatespeech meme'
-],
+    'meme',
+    'hatespeech meme',
+]
 
 templates = [
-    'a {}.'
-],
+    'a {}.',
+]
 ```
 
 
@@ -1624,15 +1624,15 @@ templates = [
 
 ```bash
 classes = [
-    'a photo i took of a car on my left or right side.'
-    'a photo i took with a car nearby.'
-    'a photo i took with a car in the distance.'
-    'a photo i took with no car.'
-],
+    'a photo i took of a car on my left or right side.',
+    'a photo i took with a car nearby.',
+    'a photo i took with a car in the distance.',
+    'a photo i took with no car.',
+]
 
 templates = [
-    '{}'
-],
+    '{}',
+]
 ```
 
 
@@ -1641,626 +1641,626 @@ templates = [
 
 ```bash
 classes = [
-    'abseiling'
-    'acting in play'
-    'adjusting glasses'
-    'air drumming'
-    'alligator wrestling'
-    'answering questions'
-    'applauding'
-    'applying cream'
-    'archaeological excavation'
-    'archery'
-    'arguing'
-    'arm wrestling'
-    'arranging flowers'
-    'arresting'
-    'assembling bicycle'
-    'assembling computer'
-    'attending conference'
-    'auctioning'
-    'baby waking up'
-    'backflip (human)'
-    'baking cookies'
-    'bandaging'
-    'barbequing'
-    'bartending'
-    'base jumping'
-    'bathing dog'
-    'battle rope training'
-    'beatboxing'
-    'bee keeping'
-    'being excited'
-    'being in zero gravity'
-    'belly dancing'
-    'bench pressing'
-    'bending back'
-    'bending metal'
-    'biking through snow'
-    'blasting sand'
-    'blending fruit'
-    'blowdrying hair'
-    'blowing bubble gum'
-    'blowing glass'
-    'blowing leaves'
-    'blowing nose'
-    'blowing out candles'
-    'bobsledding'
-    'bodysurfing'
-    'bookbinding'
-    'bottling'
-    'bouncing ball (not juggling)'
-    'bouncing on bouncy castle'
-    'bouncing on trampoline'
-    'bowling'
-    'braiding hair'
-    'breading or breadcrumbing'
-    'breakdancing'
-    'breaking boards'
-    'breaking glass'
-    'breathing fire'
-    'brush painting'
-    'brushing floor'
-    'brushing hair'
-    'brushing teeth'
-    'building cabinet'
-    'building lego'
-    'building sandcastle'
-    'building shed'
-    'bulldozing'
-    'bungee jumping'
-    'burping'
-    'busking'
-    'calculating'
-    'calligraphy'
-    'canoeing or kayaking'
-    'capoeira'
-    'capsizing'
-    'card stacking'
-    'card throwing'
-    'carrying baby'
-    'carrying weight'
-    'cartwheeling'
-    'carving ice'
-    'carving marble'
-    'carving pumpkin'
-    'carving wood with a knife'
-    'casting fishing line'
-    'catching fish'
-    'catching or throwing baseball'
-    'catching or throwing frisbee'
-    'catching or throwing softball'
-    'celebrating'
-    'changing gear in car'
-    'changing oil'
-    'changing wheel (not on bike)'
-    'chasing'
-    'checking tires'
-    'checking watch'
-    'cheerleading'
-    'chewing gum'
-    'chiseling stone'
-    'chiseling wood'
-    'chopping meat'
-    'chopping wood'
-    'clam digging'
-    'clapping'
-    'clay pottery making'
-    'clean and jerk'
-    'cleaning gutters'
-    'cleaning pool'
-    'cleaning shoes'
-    'cleaning toilet'
-    'cleaning windows'
-    'climbing a rope'
-    'climbing ladder'
-    'climbing tree'
-    'closing door'
-    'coloring in'
-    'combing hair'
-    'contact juggling'
-    'contorting'
-    'cooking chicken'
-    'cooking egg'
-    'cooking on campfire'
-    'cooking sausages (not on barbeque)'
-    'cooking scallops'
-    'cosplaying'
-    'coughing'
-    'counting money'
-    'country line dancing'
-    'cracking back'
-    'cracking knuckles'
-    'cracking neck'
-    'crawling baby'
-    'crocheting'
-    'crossing eyes'
-    'crossing river'
-    'crying'
-    'cumbia'
-    'curling (sport)'
-    'curling eyelashes'
-    'curling hair'
-    'cutting apple'
-    'cutting cake'
-    'cutting nails'
-    'cutting orange'
-    'cutting pineapple'
-    'cutting watermelon'
-    'dancing ballet'
-    'dancing charleston'
-    'dancing gangnam style'
-    'dancing macarena'
-    'deadlifting'
-    'dealing cards'
-    'decorating the christmas tree'
-    'decoupage'
-    'delivering mail'
-    'digging'
-    'dining'
-    'directing traffic'
-    'disc golfing'
-    'diving cliff'
-    'docking boat'
-    'dodgeball'
-    'doing aerobics'
-    'doing jigsaw puzzle'
-    'doing laundry'
-    'doing nails'
-    'doing sudoku'
-    'drawing'
-    'dribbling basketball'
-    'drinking shots'
-    'driving car'
-    'driving tractor'
-    'drooling'
-    'drop kicking'
-    'drumming fingers'
-    'dumpster diving'
-    'dunking basketball'
-    'dyeing eyebrows'
-    'dyeing hair'
-    'eating burger'
-    'eating cake'
-    'eating carrots'
-    'eating chips'
-    'eating doughnuts'
-    'eating hotdog'
-    'eating ice cream'
-    'eating nachos'
-    'eating spaghetti'
-    'eating watermelon'
-    'egg hunting'
-    'embroidering'
-    'entering church'
-    'exercising arm'
-    'exercising with an exercise ball'
-    'extinguishing fire'
-    'faceplanting'
-    'falling off bike'
-    'falling off chair'
-    'feeding birds'
-    'feeding fish'
-    'feeding goats'
-    'fencing (sport)'
-    'fidgeting'
-    'filling cake'
-    'filling eyebrows'
-    'finger snapping'
-    'fixing bicycle'
-    'fixing hair'
-    'flint knapping'
-    'flipping bottle'
-    'flipping pancake'
-    'fly tying'
-    'flying kite'
-    'folding clothes'
-    'folding napkins'
-    'folding paper'
-    'front raises'
-    'frying vegetables'
-    'gargling'
-    'geocaching'
-    'getting a haircut'
-    'getting a piercing'
-    'getting a tattoo'
-    'giving or receiving award'
-    'gold panning'
-    'golf chipping'
-    'golf driving'
-    'golf putting'
-    'gospel singing in church'
-    'grinding meat'
-    'grooming cat'
-    'grooming dog'
-    'grooming horse'
-    'gymnastics tumbling'
-    'hammer throw'
-    'hand washing clothes'
-    'head stand'
-    'headbanging'
-    'headbutting'
-    'helmet diving'
-    'herding cattle'
-    'high fiving'
-    'high jump'
-    'high kick'
-    'historical reenactment'
-    'hitting baseball'
-    'hockey stop'
-    'holding snake'
-    'home roasting coffee'
-    'hopscotch'
-    'hoverboarding'
-    'huddling'
-    'hugging (not baby)'
-    'hugging baby'
-    'hula hooping'
-    'hurdling'
-    'hurling (sport)'
-    'ice climbing'
-    'ice fishing'
-    'ice skating'
-    'ice swimming'
-    'inflating balloons'
-    'installing carpet'
-    'ironing'
-    'ironing hair'
-    'javelin throw'
-    'jaywalking'
-    'jetskiing'
-    'jogging'
-    'juggling balls'
-    'juggling fire'
-    'juggling soccer ball'
-    'jumping bicycle'
-    'jumping into pool'
-    'jumping jacks'
-    'jumping sofa'
-    'jumpstyle dancing'
-    'karaoke'
-    'kicking field goal'
-    'kicking soccer ball'
-    'kissing'
-    'kitesurfing'
-    'knitting'
-    'krumping'
-    'land sailing'
-    'laughing'
-    'lawn mower racing'
-    'laying bricks'
-    'laying concrete'
-    'laying decking'
-    'laying stone'
-    'laying tiles'
-    'leatherworking'
-    'letting go of balloon'
-    'licking'
-    'lifting hat'
-    'lighting candle'
-    'lighting fire'
-    'listening with headphones'
-    'lock picking'
-    'long jump'
-    'longboarding'
-    'looking at phone'
-    'looking in mirror'
-    'luge'
-    'lunge'
-    'making a cake'
-    'making a sandwich'
-    'making balloon shapes'
-    'making bubbles'
-    'making cheese'
-    'making horseshoes'
-    'making jewelry'
-    'making latte art'
-    'making paper aeroplanes'
-    'making pizza'
-    'making slime'
-    'making snowman'
-    'making sushi'
-    'making tea'
-    'making the bed'
-    'marching'
-    'marriage proposal'
-    'massaging back'
-    'massaging feet'
-    'massaging legs'
-    'massaging neck'
-    "massaging person's head"
-    'metal detecting'
-    'milking cow'
-    'milking goat'
-    'mixing colours'
-    'moon walking'
-    'mopping floor'
-    'mosh pit dancing'
-    'motorcycling'
-    'mountain climber (exercise)'
-    'moving baby'
-    'moving child'
-    'moving furniture'
-    'mowing lawn'
-    'mushroom foraging'
-    'needle felting'
-    'news anchoring'
-    'opening bottle (not wine)'
-    'opening coconuts'
-    'opening door'
-    'opening present'
-    'opening refrigerator'
-    'opening wine bottle'
-    'packing'
-    'paragliding'
-    'parasailing'
-    'parkour'
-    'passing American football (in game)'
-    'passing American football (not in game)'
-    'passing soccer ball'
-    'peeling apples'
-    'peeling banana'
-    'peeling potatoes'
-    'person collecting garbage'
-    'petting animal (not cat)'
-    'petting cat'
-    'petting horse'
-    'photobombing'
-    'photocopying'
-    'picking apples'
-    'picking blueberries'
-    'pillow fight'
-    'pinching'
-    'pirouetting'
-    'planing wood'
-    'planting trees'
-    'plastering'
-    'playing accordion'
-    'playing american football'
-    'playing badminton'
-    'playing bagpipes'
-    'playing basketball'
-    'playing bass guitar'
-    'playing beer pong'
-    'playing billiards'
-    'playing blackjack'
-    'playing cards'
-    'playing cello'
-    'playing checkers'
-    'playing chess'
-    'playing clarinet'
-    'playing controller'
-    'playing cricket'
-    'playing cymbals'
-    'playing darts'
-    'playing didgeridoo'
-    'playing dominoes'
-    'playing drums'
-    'playing field hockey'
-    'playing flute'
-    'playing gong'
-    'playing guitar'
-    'playing hand clapping games'
-    'playing harmonica'
-    'playing harp'
-    'playing ice hockey'
-    'playing keyboard'
-    'playing kickball'
-    'playing laser tag'
-    'playing lute'
-    'playing mahjong'
-    'playing maracas'
-    'playing marbles'
-    'playing monopoly'
-    'playing netball'
-    'playing nose flute'
-    'playing oboe'
-    'playing ocarina'
-    'playing organ'
-    'playing paintball'
-    'playing pan pipes'
-    'playing piano'
-    'playing piccolo'
-    'playing pinball'
-    'playing ping pong'
-    'playing poker'
-    'playing polo'
-    'playing recorder'
-    'playing road hockey'
-    'playing rounders'
-    'playing rubiks cube'
-    'playing saxophone'
-    'playing scrabble'
-    'playing shuffleboard'
-    'playing slot machine'
-    'playing squash or racquetball'
-    'playing tennis'
-    'playing trombone'
-    'playing trumpet'
-    'playing ukulele'
-    'playing violin'
-    'playing volleyball'
-    'playing with trains'
-    'playing xylophone'
-    'poaching eggs'
-    'poking bellybutton'
-    'pole vault'
-    'polishing furniture'
-    'polishing metal'
-    'popping balloons'
-    'pouring beer'
-    'pouring milk'
-    'pouring wine'
-    'preparing salad'
-    'presenting weather forecast'
-    'pretending to be a statue'
-    'pull ups'
-    'pulling espresso shot'
-    'pulling rope (game)'
-    'pumping fist'
-    'pumping gas'
-    'punching bag'
-    'punching person (boxing)'
-    'push up'
-    'pushing car'
-    'pushing cart'
-    'pushing wheelbarrow'
-    'pushing wheelchair'
-    'putting in contact lenses'
-    'putting on eyeliner'
-    'putting on foundation'
-    'putting on lipstick'
-    'putting on mascara'
-    'putting on sari'
-    'putting on shoes'
-    'putting wallpaper on wall'
-    'raising eyebrows'
-    'reading book'
-    'reading newspaper'
-    'recording music'
-    'repairing puncture'
-    'riding a bike'
-    'riding camel'
-    'riding elephant'
-    'riding mechanical bull'
-    'riding mule'
-    'riding or walking with horse'
-    'riding scooter'
-    'riding snow blower'
-    'riding unicycle'
-    'ripping paper'
-    'roasting marshmallows'
-    'roasting pig'
-    'robot dancing'
-    'rock climbing'
-    'rock scissors paper'
-    'roller skating'
-    'rolling eyes'
-    'rolling pastry'
-    'rope pushdown'
-    'running on treadmill'
-    'sailing'
-    'salsa dancing'
-    'saluting'
-    'sanding floor'
-    'sanding wood'
-    'sausage making'
-    'sawing wood'
-    'scrambling eggs'
-    'scrapbooking'
-    'scrubbing face'
-    'scuba diving'
-    'seasoning food'
-    'separating eggs'
-    'setting table'
-    'sewing'
-    'shaking hands'
-    'shaking head'
-    'shaping bread dough'
-    'sharpening knives'
-    'sharpening pencil'
-    'shaving head'
-    'shaving legs'
-    'shearing sheep'
-    'shining flashlight'
-    'shining shoes'
-    'shoot dance'
-    'shooting basketball'
-    'shooting goal (soccer)'
-    'shooting off fireworks'
-    'shopping'
-    'shot put'
-    'shouting'
-    'shoveling snow'
-    'shredding paper'
-    'shucking oysters'
-    'shuffling cards'
-    'shuffling feet'
-    'side kick'
-    'sieving'
-    'sign language interpreting'
-    'silent disco'
-    'singing'
-    'sipping cup'
-    'situp'
-    'skateboarding'
-    'ski ballet'
-    'ski jumping'
-    'skiing crosscountry'
-    'skiing mono'
-    'skiing slalom'
-    'skipping rope'
-    'skipping stone'
-    'skydiving'
-    'slacklining'
-    'slapping'
-    'sled dog racing'
-    'sleeping'
-    'slicing onion'
-    'smashing'
-    'smelling feet'
-    'smoking'
-    'smoking hookah'
-    'smoking pipe'
-    'snatch weight lifting'
-    'sneezing'
-    'snorkeling'
-    'snowboarding'
-    'snowkiting'
-    'snowmobiling'
-    'somersaulting'
-    'spelunking'
-    'spinning plates'
-    'spinning poi'
-    'splashing water'
-    'spray painting'
-    'spraying'
-    'springboard diving'
-    'square dancing'
-    'squat'
-    'squeezing orange'
-    'stacking cups'
-    'stacking dice'
-    'standing on hands'
-    'staring'
-    'steer roping'
-    'steering car'
-    'sticking tongue out'
-    'stomping grapes'
-    'stretching arm'
-    'yoga'
-],
+    'abseiling',
+    'acting in play',
+    'adjusting glasses',
+    'air drumming',
+    'alligator wrestling',
+    'answering questions',
+    'applauding',
+    'applying cream',
+    'archaeological excavation',
+    'archery',
+    'arguing',
+    'arm wrestling',
+    'arranging flowers',
+    'arresting',
+    'assembling bicycle',
+    'assembling computer',
+    'attending conference',
+    'auctioning',
+    'baby waking up',
+    'backflip (human)',
+    'baking cookies',
+    'bandaging',
+    'barbequing',
+    'bartending',
+    'base jumping',
+    'bathing dog',
+    'battle rope training',
+    'beatboxing',
+    'bee keeping',
+    'being excited',
+    'being in zero gravity',
+    'belly dancing',
+    'bench pressing',
+    'bending back',
+    'bending metal',
+    'biking through snow',
+    'blasting sand',
+    'blending fruit',
+    'blowdrying hair',
+    'blowing bubble gum',
+    'blowing glass',
+    'blowing leaves',
+    'blowing nose',
+    'blowing out candles',
+    'bobsledding',
+    'bodysurfing',
+    'bookbinding',
+    'bottling',
+    'bouncing ball (not juggling)',
+    'bouncing on bouncy castle',
+    'bouncing on trampoline',
+    'bowling',
+    'braiding hair',
+    'breading or breadcrumbing',
+    'breakdancing',
+    'breaking boards',
+    'breaking glass',
+    'breathing fire',
+    'brush painting',
+    'brushing floor',
+    'brushing hair',
+    'brushing teeth',
+    'building cabinet',
+    'building lego',
+    'building sandcastle',
+    'building shed',
+    'bulldozing',
+    'bungee jumping',
+    'burping',
+    'busking',
+    'calculating',
+    'calligraphy',
+    'canoeing or kayaking',
+    'capoeira',
+    'capsizing',
+    'card stacking',
+    'card throwing',
+    'carrying baby',
+    'carrying weight',
+    'cartwheeling',
+    'carving ice',
+    'carving marble',
+    'carving pumpkin',
+    'carving wood with a knife',
+    'casting fishing line',
+    'catching fish',
+    'catching or throwing baseball',
+    'catching or throwing frisbee',
+    'catching or throwing softball',
+    'celebrating',
+    'changing gear in car',
+    'changing oil',
+    'changing wheel (not on bike)',
+    'chasing',
+    'checking tires',
+    'checking watch',
+    'cheerleading',
+    'chewing gum',
+    'chiseling stone',
+    'chiseling wood',
+    'chopping meat',
+    'chopping wood',
+    'clam digging',
+    'clapping',
+    'clay pottery making',
+    'clean and jerk',
+    'cleaning gutters',
+    'cleaning pool',
+    'cleaning shoes',
+    'cleaning toilet',
+    'cleaning windows',
+    'climbing a rope',
+    'climbing ladder',
+    'climbing tree',
+    'closing door',
+    'coloring in',
+    'combing hair',
+    'contact juggling',
+    'contorting',
+    'cooking chicken',
+    'cooking egg',
+    'cooking on campfire',
+    'cooking sausages (not on barbeque)',
+    'cooking scallops',
+    'cosplaying',
+    'coughing',
+    'counting money',
+    'country line dancing',
+    'cracking back',
+    'cracking knuckles',
+    'cracking neck',
+    'crawling baby',
+    'crocheting',
+    'crossing eyes',
+    'crossing river',
+    'crying',
+    'cumbia',
+    'curling (sport)',
+    'curling eyelashes',
+    'curling hair',
+    'cutting apple',
+    'cutting cake',
+    'cutting nails',
+    'cutting orange',
+    'cutting pineapple',
+    'cutting watermelon',
+    'dancing ballet',
+    'dancing charleston',
+    'dancing gangnam style',
+    'dancing macarena',
+    'deadlifting',
+    'dealing cards',
+    'decorating the christmas tree',
+    'decoupage',
+    'delivering mail',
+    'digging',
+    'dining',
+    'directing traffic',
+    'disc golfing',
+    'diving cliff',
+    'docking boat',
+    'dodgeball',
+    'doing aerobics',
+    'doing jigsaw puzzle',
+    'doing laundry',
+    'doing nails',
+    'doing sudoku',
+    'drawing',
+    'dribbling basketball',
+    'drinking shots',
+    'driving car',
+    'driving tractor',
+    'drooling',
+    'drop kicking',
+    'drumming fingers',
+    'dumpster diving',
+    'dunking basketball',
+    'dyeing eyebrows',
+    'dyeing hair',
+    'eating burger',
+    'eating cake',
+    'eating carrots',
+    'eating chips',
+    'eating doughnuts',
+    'eating hotdog',
+    'eating ice cream',
+    'eating nachos',
+    'eating spaghetti',
+    'eating watermelon',
+    'egg hunting',
+    'embroidering',
+    'entering church',
+    'exercising arm',
+    'exercising with an exercise ball',
+    'extinguishing fire',
+    'faceplanting',
+    'falling off bike',
+    'falling off chair',
+    'feeding birds',
+    'feeding fish',
+    'feeding goats',
+    'fencing (sport)',
+    'fidgeting',
+    'filling cake',
+    'filling eyebrows',
+    'finger snapping',
+    'fixing bicycle',
+    'fixing hair',
+    'flint knapping',
+    'flipping bottle',
+    'flipping pancake',
+    'fly tying',
+    'flying kite',
+    'folding clothes',
+    'folding napkins',
+    'folding paper',
+    'front raises',
+    'frying vegetables',
+    'gargling',
+    'geocaching',
+    'getting a haircut',
+    'getting a piercing',
+    'getting a tattoo',
+    'giving or receiving award',
+    'gold panning',
+    'golf chipping',
+    'golf driving',
+    'golf putting',
+    'gospel singing in church',
+    'grinding meat',
+    'grooming cat',
+    'grooming dog',
+    'grooming horse',
+    'gymnastics tumbling',
+    'hammer throw',
+    'hand washing clothes',
+    'head stand',
+    'headbanging',
+    'headbutting',
+    'helmet diving',
+    'herding cattle',
+    'high fiving',
+    'high jump',
+    'high kick',
+    'historical reenactment',
+    'hitting baseball',
+    'hockey stop',
+    'holding snake',
+    'home roasting coffee',
+    'hopscotch',
+    'hoverboarding',
+    'huddling',
+    'hugging (not baby)',
+    'hugging baby',
+    'hula hooping',
+    'hurdling',
+    'hurling (sport)',
+    'ice climbing',
+    'ice fishing',
+    'ice skating',
+    'ice swimming',
+    'inflating balloons',
+    'installing carpet',
+    'ironing',
+    'ironing hair',
+    'javelin throw',
+    'jaywalking',
+    'jetskiing',
+    'jogging',
+    'juggling balls',
+    'juggling fire',
+    'juggling soccer ball',
+    'jumping bicycle',
+    'jumping into pool',
+    'jumping jacks',
+    'jumping sofa',
+    'jumpstyle dancing',
+    'karaoke',
+    'kicking field goal',
+    'kicking soccer ball',
+    'kissing',
+    'kitesurfing',
+    'knitting',
+    'krumping',
+    'land sailing',
+    'laughing',
+    'lawn mower racing',
+    'laying bricks',
+    'laying concrete',
+    'laying decking',
+    'laying stone',
+    'laying tiles',
+    'leatherworking',
+    'letting go of balloon',
+    'licking',
+    'lifting hat',
+    'lighting candle',
+    'lighting fire',
+    'listening with headphones',
+    'lock picking',
+    'long jump',
+    'longboarding',
+    'looking at phone',
+    'looking in mirror',
+    'luge',
+    'lunge',
+    'making a cake',
+    'making a sandwich',
+    'making balloon shapes',
+    'making bubbles',
+    'making cheese',
+    'making horseshoes',
+    'making jewelry',
+    'making latte art',
+    'making paper aeroplanes',
+    'making pizza',
+    'making slime',
+    'making snowman',
+    'making sushi',
+    'making tea',
+    'making the bed',
+    'marching',
+    'marriage proposal',
+    'massaging back',
+    'massaging feet',
+    'massaging legs',
+    'massaging neck',
+    "massaging person's head",
+    'metal detecting',
+    'milking cow',
+    'milking goat',
+    'mixing colours',
+    'moon walking',
+    'mopping floor',
+    'mosh pit dancing',
+    'motorcycling',
+    'mountain climber (exercise)',
+    'moving baby',
+    'moving child',
+    'moving furniture',
+    'mowing lawn',
+    'mushroom foraging',
+    'needle felting',
+    'news anchoring',
+    'opening bottle (not wine)',
+    'opening coconuts',
+    'opening door',
+    'opening present',
+    'opening refrigerator',
+    'opening wine bottle',
+    'packing',
+    'paragliding',
+    'parasailing',
+    'parkour',
+    'passing American football (in game)',
+    'passing American football (not in game)',
+    'passing soccer ball',
+    'peeling apples',
+    'peeling banana',
+    'peeling potatoes',
+    'person collecting garbage',
+    'petting animal (not cat)',
+    'petting cat',
+    'petting horse',
+    'photobombing',
+    'photocopying',
+    'picking apples',
+    'picking blueberries',
+    'pillow fight',
+    'pinching',
+    'pirouetting',
+    'planing wood',
+    'planting trees',
+    'plastering',
+    'playing accordion',
+    'playing american football',
+    'playing badminton',
+    'playing bagpipes',
+    'playing basketball',
+    'playing bass guitar',
+    'playing beer pong',
+    'playing billiards',
+    'playing blackjack',
+    'playing cards',
+    'playing cello',
+    'playing checkers',
+    'playing chess',
+    'playing clarinet',
+    'playing controller',
+    'playing cricket',
+    'playing cymbals',
+    'playing darts',
+    'playing didgeridoo',
+    'playing dominoes',
+    'playing drums',
+    'playing field hockey',
+    'playing flute',
+    'playing gong',
+    'playing guitar',
+    'playing hand clapping games',
+    'playing harmonica',
+    'playing harp',
+    'playing ice hockey',
+    'playing keyboard',
+    'playing kickball',
+    'playing laser tag',
+    'playing lute',
+    'playing mahjong',
+    'playing maracas',
+    'playing marbles',
+    'playing monopoly',
+    'playing netball',
+    'playing nose flute',
+    'playing oboe',
+    'playing ocarina',
+    'playing organ',
+    'playing paintball',
+    'playing pan pipes',
+    'playing piano',
+    'playing piccolo',
+    'playing pinball',
+    'playing ping pong',
+    'playing poker',
+    'playing polo',
+    'playing recorder',
+    'playing road hockey',
+    'playing rounders',
+    'playing rubiks cube',
+    'playing saxophone',
+    'playing scrabble',
+    'playing shuffleboard',
+    'playing slot machine',
+    'playing squash or racquetball',
+    'playing tennis',
+    'playing trombone',
+    'playing trumpet',
+    'playing ukulele',
+    'playing violin',
+    'playing volleyball',
+    'playing with trains',
+    'playing xylophone',
+    'poaching eggs',
+    'poking bellybutton',
+    'pole vault',
+    'polishing furniture',
+    'polishing metal',
+    'popping balloons',
+    'pouring beer',
+    'pouring milk',
+    'pouring wine',
+    'preparing salad',
+    'presenting weather forecast',
+    'pretending to be a statue',
+    'pull ups',
+    'pulling espresso shot',
+    'pulling rope (game)',
+    'pumping fist',
+    'pumping gas',
+    'punching bag',
+    'punching person (boxing)',
+    'push up',
+    'pushing car',
+    'pushing cart',
+    'pushing wheelbarrow',
+    'pushing wheelchair',
+    'putting in contact lenses',
+    'putting on eyeliner',
+    'putting on foundation',
+    'putting on lipstick',
+    'putting on mascara',
+    'putting on sari',
+    'putting on shoes',
+    'putting wallpaper on wall',
+    'raising eyebrows',
+    'reading book',
+    'reading newspaper',
+    'recording music',
+    'repairing puncture',
+    'riding a bike',
+    'riding camel',
+    'riding elephant',
+    'riding mechanical bull',
+    'riding mule',
+    'riding or walking with horse',
+    'riding scooter',
+    'riding snow blower',
+    'riding unicycle',
+    'ripping paper',
+    'roasting marshmallows',
+    'roasting pig',
+    'robot dancing',
+    'rock climbing',
+    'rock scissors paper',
+    'roller skating',
+    'rolling eyes',
+    'rolling pastry',
+    'rope pushdown',
+    'running on treadmill',
+    'sailing',
+    'salsa dancing',
+    'saluting',
+    'sanding floor',
+    'sanding wood',
+    'sausage making',
+    'sawing wood',
+    'scrambling eggs',
+    'scrapbooking',
+    'scrubbing face',
+    'scuba diving',
+    'seasoning food',
+    'separating eggs',
+    'setting table',
+    'sewing',
+    'shaking hands',
+    'shaking head',
+    'shaping bread dough',
+    'sharpening knives',
+    'sharpening pencil',
+    'shaving head',
+    'shaving legs',
+    'shearing sheep',
+    'shining flashlight',
+    'shining shoes',
+    'shoot dance',
+    'shooting basketball',
+    'shooting goal (soccer)',
+    'shooting off fireworks',
+    'shopping',
+    'shot put',
+    'shouting',
+    'shoveling snow',
+    'shredding paper',
+    'shucking oysters',
+    'shuffling cards',
+    'shuffling feet',
+    'side kick',
+    'sieving',
+    'sign language interpreting',
+    'silent disco',
+    'singing',
+    'sipping cup',
+    'situp',
+    'skateboarding',
+    'ski ballet',
+    'ski jumping',
+    'skiing crosscountry',
+    'skiing mono',
+    'skiing slalom',
+    'skipping rope',
+    'skipping stone',
+    'skydiving',
+    'slacklining',
+    'slapping',
+    'sled dog racing',
+    'sleeping',
+    'slicing onion',
+    'smashing',
+    'smelling feet',
+    'smoking',
+    'smoking hookah',
+    'smoking pipe',
+    'snatch weight lifting',
+    'sneezing',
+    'snorkeling',
+    'snowboarding',
+    'snowkiting',
+    'snowmobiling',
+    'somersaulting',
+    'spelunking',
+    'spinning plates',
+    'spinning poi',
+    'splashing water',
+    'spray painting',
+    'spraying',
+    'springboard diving',
+    'square dancing',
+    'squat',
+    'squeezing orange',
+    'stacking cups',
+    'stacking dice',
+    'standing on hands',
+    'staring',
+    'steer roping',
+    'steering car',
+    'sticking tongue out',
+    'stomping grapes',
+    'stretching arm',
+    'yoga',
+]
 
 templates = [
-    'a photo of {}.'
-    'a photo of a person {}.'
-    'a photo of a person using {}.'
-    'a photo of a person doing {}.'
-    'a photo of a person during {}.'
-    'a photo of a person performing {}.'
-    'a photo of a person practicing {}.'
-    'a video of {}.'
-    'a video of a person {}.'
-    'a video of a person using {}.'
-    'a video of a person doing {}.'
-    'a video of a person during {}.'
-    'a video of a person performing {}.'
-    'a video of a person practicing {}.'
-    'a example of {}.'
-    'a example of a person {}.'
-    'a example of a person using {}.'
-    'a example of a person doing {}.'
-    'a example of a person during {}.'
-    'a example of a person performing {}.'
-    'a example of a person practicing {}.'
-    'a demonstration of {}.'
-    'a demonstration of a person {}.'
-    'a demonstration of a person using {}.'
-    'a demonstration of a person doing {}.'
-    'a demonstration of a person during {}.'
-    'a demonstration of a person performing {}.'
-    'a demonstration of a person practicing {}.'
-],
+    'a photo of {}.',
+    'a photo of a person {}.',
+    'a photo of a person using {}.',
+    'a photo of a person doing {}.',
+    'a photo of a person during {}.',
+    'a photo of a person performing {}.',
+    'a photo of a person practicing {}.',
+    'a video of {}.',
+    'a video of a person {}.',
+    'a video of a person using {}.',
+    'a video of a person doing {}.',
+    'a video of a person during {}.',
+    'a video of a person performing {}.',
+    'a video of a person practicing {}.',
+    'a example of {}.',
+    'a example of a person {}.',
+    'a example of a person using {}.',
+    'a example of a person doing {}.',
+    'a example of a person during {}.',
+    'a example of a person performing {}.',
+    'a example of a person practicing {}.',
+    'a demonstration of {}.',
+    'a demonstration of a person {}.',
+    'a demonstration of a person using {}.',
+    'a demonstration of a person doing {}.',
+    'a demonstration of a person during {}.',
+    'a demonstration of a person performing {}.',
+    'a demonstration of a person practicing {}.',
+]
 ```
 
 
@@ -2269,21 +2269,21 @@ templates = [
 
 ```bash
 classes = [
-    '0'
-    '1'
-    '2'
-    '3'
-    '4'
-    '5'
-    '6'
-    '7'
-    '8'
-    '9'
-],
+    '0',
+    '1',
+    '2',
+    '3',
+    '4',
+    '5',
+    '6',
+    '7',
+    '8',
+    '9',
+]
 
 templates = [
-    'a photo of the number: "{}".'
-],
+    'a photo of the number: "{}".',
+]
 ```
 
 
@@ -2292,48 +2292,48 @@ templates = [
 
 ```bash
 classes = [
-    'Abyssinian'
-    'Bengal'
-    'Birman'
-    'Bombay'
-    'British Shorthair'
-    'Egyptian Mau'
-    'Maine Coon'
-    'Persian'
-    'Ragdoll'
-    'Russian Blue'
-    'Siamese'
-    'Sphynx'
-    'american bulldog'
-    'american pit bull terrier'
-    'basset hound'
-    'beagle'
-    'boxer'
-    'chihuahua'
-    'english cocker spaniel'
-    'english setter'
-    'german shorthaired'
-    'great pyrenees'
-    'havanese'
-    'japanese chin'
-    'keeshond'
-    'leonberger'
-    'miniature pinscher'
-    'newfoundland'
-    'pomeranian'
-    'pug'
-    'saint bernard'
-    'samoyed'
-    'scottish terrier'
-    'shiba inu'
-    'staffordshire bull terrier'
-    'wheaten terrier'
-    'yorkshire terrier'
-],
+    'Abyssinian',
+    'Bengal',
+    'Birman',
+    'Bombay',
+    'British Shorthair',
+    'Egyptian Mau',
+    'Maine Coon',
+    'Persian',
+    'Ragdoll',
+    'Russian Blue',
+    'Siamese',
+    'Sphynx',
+    'american bulldog',
+    'american pit bull terrier',
+    'basset hound',
+    'beagle',
+    'boxer',
+    'chihuahua',
+    'english cocker spaniel',
+    'english setter',
+    'german shorthaired',
+    'great pyrenees',
+    'havanese',
+    'japanese chin',
+    'keeshond',
+    'leonberger',
+    'miniature pinscher',
+    'newfoundland',
+    'pomeranian',
+    'pug',
+    'saint bernard',
+    'samoyed',
+    'scottish terrier',
+    'shiba inu',
+    'staffordshire bull terrier',
+    'wheaten terrier',
+    'yorkshire terrier',
+]
 
 templates = [
-    'a photo of a {}, a type of pet.'
-],
+    'a photo of a {}, a type of pet.',
+]
 ```
 
 
@@ -2342,31 +2342,31 @@ templates = [
 
 ```bash
 classes = [
-    'aeroplane'
-    'bicycle'
-    'bird'
-    'boat'
-    'bottle'
-    'bus'
-    'car'
-    'cat'
-    'chair'
-    'cow'
-    'dog'
-    'horse'
-    'motorbike'
-    'person'
-    'sheep'
-    'sofa'
-    'diningtable'
-    'pottedplant'
-    'train'
-    'tvmonitor'
-],
+    'aeroplane',
+    'bicycle',
+    'bird',
+    'boat',
+    'bottle',
+    'bus',
+    'car',
+    'cat',
+    'chair',
+    'cow',
+    'dog',
+    'horse',
+    'motorbike',
+    'person',
+    'sheep',
+    'sofa',
+    'diningtable',
+    'pottedplant',
+    'train',
+    'tvmonitor',
+]
 
 templates = [
-    'a photo of a {}.'
-],
+    'a photo of a {}.',
+]
 ```
 
 
@@ -2375,13 +2375,13 @@ templates = [
 
 ```bash
 classes = [
-    'lymph node'
-    'lymph node containing metastatic tumor tissue'
-],
+    'lymph node',
+    'lymph node containing metastatic tumor tissue',
+]
 
 templates = [
-    'this is a photo of {}'
-],
+    'this is a photo of {}',
+]
 ```
 
 
@@ -2390,73 +2390,73 @@ templates = [
 
 ```bash
 classes = [
-    'airplane'
-    'airport'
-    'baseball diamond'
-    'basketball court'
-    'beach'
-    'bridge'
-    'chaparral'
-    'church'
-    'circular farmland'
-    'cloud'
-    'commercial area'
-    'dense residential'
-    'desert'
-    'forest'
-    'freeway'
-    'golf course'
-    'ground track field'
-    'harbor'
-    'industrial area'
-    'intersection'
-    'island'
-    'lake'
-    'meadow'
-    'medium residential'
-    'mobile home park'
-    'mountain'
-    'overpass'
-    'palace'
-    'parking lot'
-    'railway'
-    'railway station'
-    'rectangular farmland'
-    'river'
-    'roundabout'
-    'runway'
-    'sea ice'
-    'ship'
-    'snowberg'
-    'sparse residential'
-    'stadium'
-    'storage tank'
-    'tennis court'
-    'terrace'
-    'thermal power station'
-    'wetland'
-],
+    'airplane',
+    'airport',
+    'baseball diamond',
+    'basketball court',
+    'beach',
+    'bridge',
+    'chaparral',
+    'church',
+    'circular farmland',
+    'cloud',
+    'commercial area',
+    'dense residential',
+    'desert',
+    'forest',
+    'freeway',
+    'golf course',
+    'ground track field',
+    'harbor',
+    'industrial area',
+    'intersection',
+    'island',
+    'lake',
+    'meadow',
+    'medium residential',
+    'mobile home park',
+    'mountain',
+    'overpass',
+    'palace',
+    'parking lot',
+    'railway',
+    'railway station',
+    'rectangular farmland',
+    'river',
+    'roundabout',
+    'runway',
+    'sea ice',
+    'ship',
+    'snowberg',
+    'sparse residential',
+    'stadium',
+    'storage tank',
+    'tennis court',
+    'terrace',
+    'thermal power station',
+    'wetland',
+]
 
 templates = [
-    'satellite imagery of {}.'
-    'aerial imagery of {}.'
-    'satellite photo of {}.'
-    'aerial photo of {}.'
-    'satellite view of {}.'
-    'aerial view of {}.'
-    'satellite imagery of a {}.'
-    'aerial imagery of a {}.'
-    'satellite photo of a {}.'
-    'aerial photo of a {}.'
-    'satellite view of a {}.'
-    'aerial view of a {}.'
-    'satellite imagery of the {}.'
-    'aerial imagery of the {}.'
-    'satellite photo of the {}.'
-    'aerial photo of the {}.'
-    'satellite view of the {}.'
-    'aerial view of the {}.'
-],
+    'satellite imagery of {}.',
+    'aerial imagery of {}.',
+    'satellite photo of {}.',
+    'aerial photo of {}.',
+    'satellite view of {}.',
+    'aerial view of {}.',
+    'satellite imagery of a {}.',
+    'aerial imagery of a {}.',
+    'satellite photo of a {}.',
+    'aerial photo of a {}.',
+    'satellite view of a {}.',
+    'aerial view of a {}.',
+    'satellite imagery of the {}.',
+    'aerial imagery of the {}.',
+    'satellite photo of the {}.',
+    'aerial photo of the {}.',
+    'satellite view of the {}.',
+    'aerial view of the {}.',
+]
 ```
 
 
@@ -2465,13 +2465,13 @@ templates = [
 
 ```bash
 classes = [
-    'negative'
-    'positive'
-],
+    'negative',
+    'positive',
+]
 
 templates = [
-    'a {} review of a movie.'
-],
+    'a {} review of a movie.',
+]
 ```
 
 
@@ -2480,22 +2480,22 @@ templates = [
 
 ```bash
 classes = [
-    'airplane'
-    'bird'
-    'car'
-    'cat'
-    'deer'
-    'dog'
-    'horse'
-    'monkey'
-    'ship'
-    'truck'
-],
+    'airplane',
+    'bird',
+    'car',
+    'cat',
+    'deer',
+    'dog',
+    'horse',
+    'monkey',
+    'ship',
+    'truck',
+]
 
 templates = [
-    'a photo of a {}.'
-    'a photo of the {}.'
-],
+    'a photo of a {}.',
+    'a photo of the {}.',
+]
 ```
 
 
@@ -2504,409 +2504,409 @@ templates = [
 
 ```bash
 classes = [
-    'abbey'
-    'airplane cabin'
-    'airport terminal'
-    'alley'
-    'amphitheater'
-    'amusement arcade'
-    'amusement park'
-    'anechoic chamber'
-    'apartment building outdoor'
-    'apse indoor'
-    'aquarium'
-    'aqueduct'
-    'arch'
-    'archive'
-    'arrival gate outdoor'
-    'art gallery'
-    'art school'
-    'art studio'
-    'assembly line'
-    'athletic field outdoor'
-    'atrium public'
-    'attic'
-    'auditorium'
-    'auto factory'
-    'badlands'
-    'badminton court indoor'
-    'baggage claim'
-    'bakery shop'
-    'balcony exterior'
-    'balcony interior'
-    'ball pit'
-    'ballroom'
-    'bamboo forest'
-    'banquet hall'
-    'bar'
-    'barn'
-    'barndoor'
-    'baseball field'
-    'basement'
-    'basilica'
-    'basketball court outdoor'
-    'bathroom'
-    'batters box'
-    'bayou'
-    'bazaar indoor'
-    'bazaar outdoor'
-    'beach'
-    'beauty salon'
-    'bedroom'
-    'berth'
-    'biology laboratory'
-    'bistro indoor'
-    'boardwalk'
-    'boat deck'
-    'boathouse'
-    'bookstore'
-    'booth indoor'
-    'botanical garden'
-    'bow window indoor'
-    'bow window outdoor'
-    'bowling alley'
-    'boxing ring'
-    'brewery indoor'
-    'bridge'
-    'building facade'
-    'bullring'
-    'burial chamber'
-    'bus interior'
-    'butchers shop'
-    'butte'
-    'cabin outdoor'
-    'cafeteria'
-    'campsite'
-    'campus'
-    'canal natural'
-    'canal urban'
-    'candy store'
-    'canyon'
-    'car interior backseat'
-    'car interior frontseat'
-    'carrousel'
-    'casino indoor'
-    'castle'
-    'catacomb'
-    'cathedral indoor'
-    'cathedral outdoor'
-    'cavern indoor'
-    'cemetery'
-    'chalet'
-    'cheese factory'
-    'chemistry lab'
-    'chicken coop indoor'
-    'chicken coop outdoor'
-    'childs room'
-    'church indoor'
-    'church outdoor'
-    'classroom'
-    'clean room'
-    'cliff'
-    'cloister indoor'
-    'closet'
-    'clothing store'
-    'coast'
-    'cockpit'
-    'coffee shop'
-    'computer room'
-    'conference center'
-    'conference room'
-    'construction site'
-    'control room'
-    'control tower outdoor'
-    'corn field'
-    'corral'
-    'corridor'
-    'cottage garden'
-    'courthouse'
-    'courtroom'
-    'courtyard'
-    'covered bridge exterior'
-    'creek'
-    'crevasse'
-    'crosswalk'
-    'cubicle office'
-    'dam'
-    'delicatessen'
-    'dentists office'
-    'desert sand'
-    'desert vegetation'
-    'diner indoor'
-    'diner outdoor'
-    'dinette home'
-    'dinette vehicle'
-    'dining car'
-    'dining room'
-    'discotheque'
-    'dock'
-    'doorway outdoor'
-    'dorm room'
-    'driveway'
-    'driving range outdoor'
-    'drugstore'
-    'electrical substation'
-    'elevator door'
-    'elevator interior'
-    'elevator shaft'
-    'engine room'
-    'escalator indoor'
-    'excavation'
-    'factory indoor'
-    'fairway'
-    'fastfood restaurant'
-    'field cultivated'
-    'field wild'
-    'fire escape'
-    'fire station'
-    'firing range indoor'
-    'fishpond'
-    'florist shop indoor'
-    'food court'
-    'forest broadleaf'
-    'forest needleleaf'
-    'forest path'
-    'forest road'
-    'formal garden'
-    'fountain'
-    'galley'
-    'game room'
-    'garage indoor'
-    'garbage dump'
-    'gas station'
-    'gazebo exterior'
-    'general store indoor'
-    'general store outdoor'
-    'gift shop'
-    'golf course'
-    'greenhouse indoor'
-    'greenhouse outdoor'
-    'gymnasium indoor'
-    'hangar indoor'
-    'hangar outdoor'
-    'harbor'
-    'hayfield'
-    'heliport'
-    'herb garden'
-    'highway'
-    'hill'
-    'home office'
-    'hospital'
-    'hospital room'
-    'hot spring'
-    'hot tub outdoor'
-    'hotel outdoor'
-    'hotel room'
-    'house'
-    'hunting lodge outdoor'
-    'ice cream parlor'
-    'ice floe'
-    'ice shelf'
-    'ice skating rink indoor'
-    'ice skating rink outdoor'
-    'iceberg'
-    'igloo'
-    'industrial area'
-    'inn outdoor'
-    'islet'
-    'jacuzzi indoor'
-    'jail cell'
-    'jail indoor'
-    'jewelry shop'
-    'kasbah'
-    'kennel indoor'
-    'kennel outdoor'
-    'kindergarden classroom'
-    'kitchen'
-    'kitchenette'
-    'labyrinth outdoor'
-    'lake natural'
-    'landfill'
-    'landing deck'
-    'laundromat'
-    'lecture room'
-    'library indoor'
-    'library outdoor'
-    'lido deck outdoor'
-    'lift bridge'
-    'lighthouse'
-    'limousine interior'
-    'living room'
-    'lobby'
-    'lock chamber'
-    'locker room'
-    'mansion'
-    'manufactured home'
-    'market indoor'
-    'market outdoor'
-    'marsh'
-    'martial arts gym'
-    'mausoleum'
-    'medina'
-    'moat water'
-    'monastery outdoor'
-    'mosque indoor'
-    'mosque outdoor'
-    'motel'
-    'mountain'
-    'mountain snowy'
-    'movie theater indoor'
-    'museum indoor'
-    'music store'
-    'music studio'
-    'nuclear power plant outdoor'
-    'nursery'
-    'oast house'
-    'observatory outdoor'
-    'ocean'
-    'office'
-    'office building'
-    'oil refinery outdoor'
-    'oilrig'
-    'operating room'
-    'orchard'
-    'outhouse outdoor'
-    'pagoda'
-    'palace'
-    'pantry'
-    'park'
-    'parking garage indoor'
-    'parking garage outdoor'
-    'parking lot'
-    'parlor'
-    'pasture'
-    'patio'
-    'pavilion'
-    'pharmacy'
-    'phone booth'
-    'physics laboratory'
-    'picnic area'
-    'pilothouse indoor'
-    'planetarium outdoor'
-    'playground'
-    'playroom'
-    'plaza'
-    'podium indoor'
-    'podium outdoor'
-    'pond'
-    'poolroom establishment'
-    'poolroom home'
-    'power plant outdoor'
-    'promenade deck'
-    'pub indoor'
-    'pulpit'
-    'putting green'
-    'racecourse'
-    'raceway'
-    'raft'
-    'railroad track'
-    'rainforest'
-    'reception'
-    'recreation room'
-    'residential neighborhood'
-    'restaurant'
-    'restaurant kitchen'
-    'restaurant patio'
-    'rice paddy'
-    'riding arena'
-    'river'
-    'rock arch'
-    'rope bridge'
-    'ruin'
-    'runway'
-    'sandbar'
-    'sandbox'
-    'sauna'
-    'schoolhouse'
-    'sea cliff'
-    'server room'
-    'shed'
-    'shoe shop'
-    'shopfront'
-    'shopping mall indoor'
-    'shower'
-    'skatepark'
-    'ski lodge'
-    'ski resort'
-    'ski slope'
-    'sky'
-    'skyscraper'
-    'slum'
-    'snowfield'
-    'squash court'
-    'stable'
-    'stadium baseball'
-    'stadium football'
-    'stage indoor'
-    'staircase'
-    'street'
-    'subway interior'
-    'subway station platform'
-    'supermarket'
-    'sushi bar'
-    'swamp'
-    'swimming pool indoor'
-    'swimming pool outdoor'
-    'synagogue indoor'
-    'synagogue outdoor'
-    'television studio'
-    'temple east asia'
-    'temple south asia'
-    'tennis court indoor'
-    'tennis court outdoor'
-    'tent outdoor'
-    'theater indoor procenium'
-    'theater indoor seats'
-    'thriftshop'
-    'throne room'
-    'ticket booth'
-    'toll plaza'
-    'topiary garden'
-    'tower'
-    'toyshop'
-    'track outdoor'
-    'train railway'
-    'train station platform'
-    'tree farm'
-    'tree house'
-    'trench'
-    'underwater coral reef'
-    'utility room'
-    'valley'
-    'van interior'
-    'vegetable garden'
-    'veranda'
-    'veterinarians office'
-    'viaduct'
-    'videostore'
-    'village'
-    'vineyard'
-    'volcano'
-    'volleyball court indoor'
-    'volleyball court outdoor'
-    'waiting room'
-    'warehouse indoor'
-    'water tower'
-    'waterfall block'
-    'waterfall fan'
-    'waterfall plunge'
-    'watering hole'
-    'wave'
-    'wet bar'
-    'wheat field'
-    'wind farm'
-    'windmill'
-    'wine cellar barrel storage'
-    'wine cellar bottle storage'
-    'wrestling ring indoor'
-    'yard'
-    'youth hostel'
-],
+    'abbey',
+    'airplane cabin',
+    'airport terminal',
+    'alley',
+    'amphitheater',
+    'amusement arcade',
+    'amusement park',
+    'anechoic chamber',
+    'apartment building outdoor',
+    'apse indoor',
+    'aquarium',
+    'aqueduct',
+    'arch',
+    'archive',
+    'arrival gate outdoor',
+    'art gallery',
+    'art school',
+    'art studio',
+    'assembly line',
+    'athletic field outdoor',
+    'atrium public',
+    'attic',
+    'auditorium',
+    'auto factory',
+    'badlands',
+    'badminton court indoor',
+    'baggage claim',
+    'bakery shop',
+    'balcony exterior',
+    'balcony interior',
+    'ball pit',
+    'ballroom',
+    'bamboo forest',
+    'banquet hall',
+    'bar',
+    'barn',
+    'barndoor',
+    'baseball field',
+    'basement',
+    'basilica',
+    'basketball court outdoor',
+    'bathroom',
+    'batters box',
+    'bayou',
+    'bazaar indoor',
+    'bazaar outdoor',
+    'beach',
+    'beauty salon',
+    'bedroom',
+    'berth',
+    'biology laboratory',
+    'bistro indoor',
+    'boardwalk',
+    'boat deck',
+    'boathouse',
+    'bookstore',
+    'booth indoor',
+    'botanical garden',
+    'bow window indoor',
+    'bow window outdoor',
+    'bowling alley',
+    'boxing ring',
+    'brewery indoor',
+    'bridge',
+    'building facade',
+    'bullring',
+    'burial chamber',
+    'bus interior',
+    'butchers shop',
+    'butte',
+    'cabin outdoor',
+    'cafeteria',
+    'campsite',
+    'campus',
+    'canal natural',
+    'canal urban',
+    'candy store',
+    'canyon',
+    'car interior backseat',
+    'car interior frontseat',
+    'carrousel',
+    'casino indoor',
+    'castle',
+    'catacomb',
+    'cathedral indoor',
+    'cathedral outdoor',
+    'cavern indoor',
+    'cemetery',
+    'chalet',
+    'cheese factory',
+    'chemistry lab',
+    'chicken coop indoor',
+    'chicken coop outdoor',
+    'childs room',
+    'church indoor',
+    'church outdoor',
+    'classroom',
+    'clean room',
+    'cliff',
+    'cloister indoor',
+    'closet',
+    'clothing store',
+    'coast',
+    'cockpit',
+    'coffee shop',
+    'computer room',
+    'conference center',
+    'conference room',
+    'construction site',
+    'control room',
+    'control tower outdoor',
+    'corn field',
+    'corral',
+    'corridor',
+    'cottage garden',
+    'courthouse',
+    'courtroom',
+    'courtyard',
+    'covered bridge exterior',
+    'creek',
+    'crevasse',
+    'crosswalk',
+    'cubicle office',
+    'dam',
+    'delicatessen',
+    'dentists office',
+    'desert sand',
+    'desert vegetation',
+    'diner indoor',
+    'diner outdoor',
+    'dinette home',
+    'dinette vehicle',
+    'dining car',
+    'dining room',
+    'discotheque',
+    'dock',
+    'doorway outdoor',
+    'dorm room',
+    'driveway',
+    'driving range outdoor',
+    'drugstore',
+    'electrical substation',
+    'elevator door',
+    'elevator interior',
+    'elevator shaft',
+    'engine room',
+    'escalator indoor',
+    'excavation',
+    'factory indoor',
+    'fairway',
+    'fastfood restaurant',
+    'field cultivated',
+    'field wild',
+    'fire escape',
+    'fire station',
+    'firing range indoor',
+    'fishpond',
+    'florist shop indoor',
+    'food court',
+    'forest broadleaf',
+    'forest needleleaf',
+    'forest path',
+    'forest road',
+    'formal garden',
+    'fountain',
+    'galley',
+    'game room',
+    'garage indoor',
+    'garbage dump',
+    'gas station',
+    'gazebo exterior',
+    'general store indoor',
+    'general store outdoor',
+    'gift shop',
+    'golf course',
+    'greenhouse indoor',
+    'greenhouse outdoor',
+    'gymnasium indoor',
+    'hangar indoor',
+    'hangar outdoor',
+    'harbor',
+    'hayfield',
+    'heliport',
+    'herb garden',
+    'highway',
+    'hill',
+    'home office',
+    'hospital',
+    'hospital room',
+    'hot spring',
+    'hot tub outdoor',
+    'hotel outdoor',
+    'hotel room',
+    'house',
+    'hunting lodge outdoor',
+    'ice cream parlor',
+    'ice floe',
+    'ice shelf',
+    'ice skating rink indoor',
+    'ice skating rink outdoor',
+    'iceberg',
+    'igloo',
+    'industrial area',
+    'inn outdoor',
+    'islet',
+    'jacuzzi indoor',
+    'jail cell',
+    'jail indoor',
+    'jewelry shop',
+    'kasbah',
+    'kennel indoor',
+    'kennel outdoor',
+    'kindergarden classroom',
+    'kitchen',
+    'kitchenette',
+    'labyrinth outdoor',
+    'lake natural',
+    'landfill',
+    'landing deck',
+    'laundromat',
+    'lecture room',
+    'library indoor',
+    'library outdoor',
+    'lido deck outdoor',
+    'lift bridge',
+    'lighthouse',
+    'limousine interior',
+    'living room',
+    'lobby',
+    'lock chamber',
+    'locker room',
+    'mansion',
+    'manufactured home',
+    'market indoor',
+    'market outdoor',
+    'marsh',
+    'martial arts gym',
+    'mausoleum',
+    'medina',
+    'moat water',
+    'monastery outdoor',
+    'mosque indoor',
+    'mosque outdoor',
+    'motel',
+    'mountain',
+    'mountain snowy',
+    'movie theater indoor',
+    'museum indoor',
+    'music store',
+    'music studio',
+    'nuclear power plant outdoor',
+    'nursery',
+    'oast house',
+    'observatory outdoor',
+    'ocean',
+    'office',
+    'office building',
+    'oil refinery outdoor',
+    'oilrig',
+    'operating room',
+    'orchard',
+    'outhouse outdoor',
+    'pagoda',
+    'palace',
+    'pantry',
+    'park',
+    'parking garage indoor',
+    'parking garage outdoor',
+    'parking lot',
+    'parlor',
+    'pasture',
+    'patio',
+    'pavilion',
+    'pharmacy',
+    'phone booth',
+    'physics laboratory',
+    'picnic area',
+    'pilothouse indoor',
+    'planetarium outdoor',
+    'playground',
+    'playroom',
+    'plaza',
+    'podium indoor',
+    'podium outdoor',
+    'pond',
+    'poolroom establishment',
+    'poolroom home',
+    'power plant outdoor',
+    'promenade deck',
+    'pub indoor',
+    'pulpit',
+    'putting green',
+    'racecourse',
+    'raceway',
+    'raft',
+    'railroad track',
+    'rainforest',
+    'reception',
+    'recreation room',
+    'residential neighborhood',
+    'restaurant',
+    'restaurant kitchen',
+    'restaurant patio',
+    'rice paddy',
+    'riding arena',
+    'river',
+    'rock arch',
+    'rope bridge',
+    'ruin',
+    'runway',
+    'sandbar',
+    'sandbox',
+    'sauna',
+    'schoolhouse',
+    'sea cliff',
+    'server room',
+    'shed',
+    'shoe shop',
+    'shopfront',
+    'shopping mall indoor',
+    'shower',
+    'skatepark',
+    'ski lodge',
+    'ski resort',
+    'ski slope',
+    'sky',
+    'skyscraper',
+    'slum',
+    'snowfield',
+    'squash court',
+    'stable',
+    'stadium baseball',
+    'stadium football',
+    'stage indoor',
+    'staircase',
+    'street',
+    'subway interior',
+    'subway station platform',
+    'supermarket',
+    'sushi bar',
+    'swamp',
+    'swimming pool indoor',
+    'swimming pool outdoor',
+    'synagogue indoor',
+    'synagogue outdoor',
+    'television studio',
+    'temple east asia',
+    'temple south asia',
+    'tennis court indoor',
+    'tennis court outdoor',
+    'tent outdoor',
+    'theater indoor procenium',
+    'theater indoor seats',
+    'thriftshop',
+    'throne room',
+    'ticket booth',
+    'toll plaza',
+    'topiary garden',
+    'tower',
+    'toyshop',
+    'track outdoor',
+    'train railway',
+    'train station platform',
+    'tree farm',
+    'tree house',
+    'trench',
+    'underwater coral reef',
+    'utility room',
+    'valley',
+    'van interior',
+    'vegetable garden',
+    'veranda',
+    'veterinarians office',
+    'viaduct',
+    'videostore',
+    'village',
+    'vineyard',
+    'volcano',
+    'volleyball court indoor',
+    'volleyball court outdoor',
+    'waiting room',
+    'warehouse indoor',
+    'water tower',
+    'waterfall block',
+    'waterfall fan',
+    'waterfall plunge',
+    'watering hole',
+    'wave',
+    'wet bar',
+    'wheat field',
+    'wind farm',
+    'windmill',
+    'wine cellar barrel storage',
+    'wine cellar bottle storage',
+    'wrestling ring indoor',
+    'yard',
+    'youth hostel',
+]
 
 templates = [
-    'a photo of a {}.'
-    'a photo of the {}.'
-],
+    'a photo of a {}.',
+    'a photo of the {}.',
+]
 ```
 
 
@@ -2915,214 +2915,214 @@ templates = [
 
 ```bash
 classes = [
-    'AM General Hummer SUV 2000'
-    'Acura RL Sedan 2012'
-    'Acura TL Sedan 2012'
-    'Acura TL Type-S 2008'
-    'Acura TSX Sedan 2012'
-    'Acura Integra Type R 2001'
-    'Acura ZDX Hatchback 2012'
-    'Aston Martin V8 Vantage Convertible 2012'
-    'Aston Martin V8 Vantage Coupe 2012'
-    'Aston Martin Virage Convertible 2012'
-    'Aston Martin Virage Coupe 2012'
-    'Audi RS 4 Convertible 2008'
-    'Audi A5 Coupe 2012'
-    'Audi TTS Coupe 2012'
-    'Audi R8 Coupe 2012'
-    'Audi V8 Sedan 1994'
-    'Audi 100 Sedan 1994'
-    'Audi 100 Wagon 1994'
-    'Audi TT Hatchback 2011'
-    'Audi S6 Sedan 2011'
-    'Audi S5 Convertible 2012'
-    'Audi S5 Coupe 2012'
-    'Audi S4 Sedan 2012'
-    'Audi S4 Sedan 2007'
-    'Audi TT RS Coupe 2012'
-    'BMW ActiveHybrid 5 Sedan 2012'
-    'BMW 1 Series Convertible 2012'
-    'BMW 1 Series Coupe 2012'
-    'BMW 3 Series Sedan 2012'
-    'BMW 3 Series Wagon 2012'
-    'BMW 6 Series Convertible 2007'
-    'BMW X5 SUV 2007'
-    'BMW X6 SUV 2012'
-    'BMW M3 Coupe 2012'
-    'BMW M5 Sedan 2010'
-    'BMW M6 Convertible 2010'
-    'BMW X3 SUV 2012'
-    'BMW Z4 Convertible 2012'
-    'Bentley Continental Supersports Conv. Convertible 2012'
-    'Bentley Arnage Sedan 2009'
-    'Bentley Mulsanne Sedan 2011'
-    'Bentley Continental GT Coupe 2012'
-    'Bentley Continental GT Coupe 2007'
-    'Bentley Continental Flying Spur Sedan 2007'
-    'Bugatti Veyron 16.4 Convertible 2009'
-    'Bugatti Veyron 16.4 Coupe 2009'
-    'Buick Regal GS 2012'
-    'Buick Rainier SUV 2007'
-    'Buick Verano Sedan 2012'
-    'Buick Enclave SUV 2012'
-    'Cadillac CTS-V Sedan 2012'
-    'Cadillac SRX SUV 2012'
-    'Cadillac Escalade EXT Crew Cab 2007'
-    'Chevrolet Silverado 1500 Hybrid Crew Cab 2012'
-    'Chevrolet Corvette Convertible 2012'
-    'Chevrolet Corvette ZR1 2012'
-    'Chevrolet Corvette Ron Fellows Edition Z06 2007'
-    'Chevrolet Traverse SUV 2012'
-    'Chevrolet Camaro Convertible 2012'
-    'Chevrolet HHR SS 2010'
-    'Chevrolet Impala Sedan 2007'
-    'Chevrolet Tahoe Hybrid SUV 2012'
-    'Chevrolet Sonic Sedan 2012'
-    'Chevrolet Express Cargo Van 2007'
-    'Chevrolet Avalanche Crew Cab 2012'
-    'Chevrolet Cobalt SS 2010'
-    'Chevrolet Malibu Hybrid Sedan 2010'
-    'Chevrolet TrailBlazer SS 2009'
-    'Chevrolet Silverado 2500HD Regular Cab 2012'
-    'Chevrolet Silverado 1500 Classic Extended Cab 2007'
-    'Chevrolet Express Van 2007'
-    'Chevrolet Monte Carlo Coupe 2007'
-    'Chevrolet Malibu Sedan 2007'
-    'Chevrolet Silverado 1500 Extended Cab 2012'
-    'Chevrolet Silverado 1500 Regular Cab 2012'
-    'Chrysler Aspen SUV 2009'
-    'Chrysler Sebring Convertible 2010'
-    'Chrysler Town and Country Minivan 2012'
-    'Chrysler 300 SRT-8 2010'
-    'Chrysler Crossfire Convertible 2008'
-    'Chrysler PT Cruiser Convertible 2008'
-    'Daewoo Nubira Wagon 2002'
-    'Dodge Caliber Wagon 2012'
-    'Dodge Caliber Wagon 2007'
-    'Dodge Caravan Minivan 1997'
-    'Dodge Ram Pickup 3500 Crew Cab 2010'
-    'Dodge Ram Pickup 3500 Quad Cab 2009'
-    'Dodge Sprinter Cargo Van 2009'
-    'Dodge Journey SUV 2012'
-    'Dodge Dakota Crew Cab 2010'
-    'Dodge Dakota Club Cab 2007'
-    'Dodge Magnum Wagon 2008'
-    'Dodge Challenger SRT8 2011'
-    'Dodge Durango SUV 2012'
-    'Dodge Durango SUV 2007'
-    'Dodge Charger Sedan 2012'
-    'Dodge Charger SRT-8 2009'
-    'Eagle Talon Hatchback 1998'
-    'FIAT 500 Abarth 2012'
-    'FIAT 500 Convertible 2012'
-    'Ferrari FF Coupe 2012'
-    'Ferrari California Convertible 2012'
-    'Ferrari 458 Italia Convertible 2012'
-    'Ferrari 458 Italia Coupe 2012'
-    'Fisker Karma Sedan 2012'
-    'Ford F-450 Super Duty Crew Cab 2012'
-    'Ford Mustang Convertible 2007'
-    'Ford Freestar Minivan 2007'
-    'Ford Expedition EL SUV 2009'
-    'Ford Edge SUV 2012'
-    'Ford Ranger SuperCab 2011'
-    'Ford GT Coupe 2006'
-    'Ford F-150 Regular Cab 2012'
-    'Ford F-150 Regular Cab 2007'
-    'Ford Focus Sedan 2007'
-    'Ford E-Series Wagon Van 2012'
-    'Ford Fiesta Sedan 2012'
-    'GMC Terrain SUV 2012'
-    'GMC Savana Van 2012'
-    'GMC Yukon Hybrid SUV 2012'
-    'GMC Acadia SUV 2012'
-    'GMC Canyon Extended Cab 2012'
-    'Geo Metro Convertible 1993'
-    'HUMMER H3T Crew Cab 2010'
-    'HUMMER H2 SUT Crew Cab 2009'
-    'Honda Odyssey Minivan 2012'
-    'Honda Odyssey Minivan 2007'
-    'Honda Accord Coupe 2012'
-    'Honda Accord Sedan 2012'
-    'Hyundai Veloster Hatchback 2012'
-    'Hyundai Santa Fe SUV 2012'
-    'Hyundai Tucson SUV 2012'
-    'Hyundai Veracruz SUV 2012'
-    'Hyundai Sonata Hybrid Sedan 2012'
-    'Hyundai Elantra Sedan 2007'
-    'Hyundai Accent Sedan 2012'
-    'Hyundai Genesis Sedan 2012'
-    'Hyundai Sonata Sedan 2012'
-    'Hyundai Elantra Touring Hatchback 2012'
-    'Hyundai Azera Sedan 2012'
-    'Infiniti G Coupe IPL 2012'
-    'Infiniti QX56 SUV 2011'
-    'Isuzu Ascender SUV 2008'
-    'Jaguar XK XKR 2012'
-    'Jeep Patriot SUV 2012'
-    'Jeep Wrangler SUV 2012'
-    'Jeep Liberty SUV 2012'
-    'Jeep Grand Cherokee SUV 2012'
-    'Jeep Compass SUV 2012'
-    'Lamborghini Reventon Coupe 2008'
-    'Lamborghini Aventador Coupe 2012'
-    'Lamborghini Gallardo LP 570-4 Superleggera 2012'
-    'Lamborghini Diablo Coupe 2001'
-    'Land Rover Range Rover SUV 2012'
-    'Land Rover LR2 SUV 2012'
-    'Lincoln Town Car Sedan 2011'
-    'MINI Cooper Roadster Convertible 2012'
-    'Maybach Landaulet Convertible 2012'
-    'Mazda Tribute SUV 2011'
-    'McLaren MP4-12C Coupe 2012'
-    'Mercedes-Benz 300-Class Convertible 1993'
-    'Mercedes-Benz C-Class Sedan 2012'
-    'Mercedes-Benz SL-Class Coupe 2009'
-    'Mercedes-Benz E-Class Sedan 2012'
-    'Mercedes-Benz S-Class Sedan 2012'
-    'Mercedes-Benz Sprinter Van 2012'
-    'Mitsubishi Lancer Sedan 2012'
-    'Nissan Leaf Hatchback 2012'
-    'Nissan NV Passenger Van 2012'
-    'Nissan Juke Hatchback 2012'
-    'Nissan 240SX Coupe 1998'
-    'Plymouth Neon Coupe 1999'
-    'Porsche Panamera Sedan 2012'
-    'Ram C/V Cargo Van Minivan 2012'
-    'Rolls-Royce Phantom Drophead Coupe Convertible 2012'
-    'Rolls-Royce Ghost Sedan 2012'
-    'Rolls-Royce Phantom Sedan 2012'
-    'Scion xD Hatchback 2012'
-    'Spyker C8 Convertible 2009'
-    'Spyker C8 Coupe 2009'
-    'Suzuki Aerio Sedan 2007'
-    'Suzuki Kizashi Sedan 2012'
-    'Suzuki SX4 Hatchback 2012'
-    'Suzuki SX4 Sedan 2012'
-    'Tesla Model S Sedan 2012'
-    'Toyota Sequoia SUV 2012'
-    'Toyota Camry Sedan 2012'
-    'Toyota Corolla Sedan 2012'
-    'Toyota 4Runner SUV 2012'
-    'Volkswagen Golf Hatchback 2012'
-    'Volkswagen Golf Hatchback 1991'
-    'Volkswagen Beetle Hatchback 2012'
-    'Volvo C30 Hatchback 2012'
-    'Volvo 240 Sedan 1993'
-    'Volvo XC90 SUV 2007'
-    'smart fortwo Convertible 2012'
-],
+    'AM General Hummer SUV 2000',
+    'Acura RL Sedan 2012',
+    'Acura TL Sedan 2012',
+    'Acura TL Type-S 2008',
+    'Acura TSX Sedan 2012',
+    'Acura Integra Type R 2001',
+    'Acura ZDX Hatchback 2012',
+    'Aston Martin V8 Vantage Convertible 2012',
+    'Aston Martin V8 Vantage Coupe 2012',
+    'Aston Martin Virage Convertible 2012',
+    'Aston Martin Virage Coupe 2012',
+    'Audi RS 4 Convertible 2008',
+    'Audi A5 Coupe 2012',
+    'Audi TTS Coupe 2012',
+    'Audi R8 Coupe 2012',
+    'Audi V8 Sedan 1994',
+    'Audi 100 Sedan 1994',
+    'Audi 100 Wagon 1994',
+    'Audi TT Hatchback 2011',
+    'Audi S6 Sedan 2011',
+    'Audi S5 Convertible 2012',
+    'Audi S5 Coupe 2012',
+    'Audi S4 Sedan 2012',
+    'Audi S4 Sedan 2007',
+    'Audi TT RS Coupe 2012',
+    'BMW ActiveHybrid 5 Sedan 2012',
+    'BMW 1 Series Convertible 2012',
+    'BMW 1 Series Coupe 2012',
+    'BMW 3 Series Sedan 2012',
+    'BMW 3 Series Wagon 2012',
+    'BMW 6 Series Convertible 2007',
+    'BMW X5 SUV 2007',
+    'BMW X6 SUV 2012',
+    'BMW M3 Coupe 2012',
+    'BMW M5 Sedan 2010',
+    'BMW M6 Convertible 2010',
+    'BMW X3 SUV 2012',
+    'BMW Z4 Convertible 2012',
+    'Bentley Continental Supersports Conv. Convertible 2012',
+    'Bentley Arnage Sedan 2009',
+    'Bentley Mulsanne Sedan 2011',
+    'Bentley Continental GT Coupe 2012',
+    'Bentley Continental GT Coupe 2007',
+    'Bentley Continental Flying Spur Sedan 2007',
+    'Bugatti Veyron 16.4 Convertible 2009',
+    'Bugatti Veyron 16.4 Coupe 2009',
+    'Buick Regal GS 2012',
+    'Buick Rainier SUV 2007',
+    'Buick Verano Sedan 2012',
+    'Buick Enclave SUV 2012',
+    'Cadillac CTS-V Sedan 2012',
+    'Cadillac SRX SUV 2012',
+    'Cadillac Escalade EXT Crew Cab 2007',
+    'Chevrolet Silverado 1500 Hybrid Crew Cab 2012',
+    'Chevrolet Corvette Convertible 2012',
+    'Chevrolet Corvette ZR1 2012',
+    'Chevrolet Corvette Ron Fellows Edition Z06 2007',
+    'Chevrolet Traverse SUV 2012',
+    'Chevrolet Camaro Convertible 2012',
+    'Chevrolet HHR SS 2010',
+    'Chevrolet Impala Sedan 2007',
+    'Chevrolet Tahoe Hybrid SUV 2012',
+    'Chevrolet Sonic Sedan 2012',
+    'Chevrolet Express Cargo Van 2007',
+    'Chevrolet Avalanche Crew Cab 2012',
+    'Chevrolet Cobalt SS 2010',
+    'Chevrolet Malibu Hybrid Sedan 2010',
+    'Chevrolet TrailBlazer SS 2009',
+    'Chevrolet Silverado 2500HD Regular Cab 2012',
+    'Chevrolet Silverado 1500 Classic Extended Cab 2007',
+    'Chevrolet Express Van 2007',
+    'Chevrolet Monte Carlo Coupe 2007',
+    'Chevrolet Malibu Sedan 2007',
+    'Chevrolet Silverado 1500 Extended Cab 2012',
+    'Chevrolet Silverado 1500 Regular Cab 2012',
+    'Chrysler Aspen SUV 2009',
+    'Chrysler Sebring Convertible 2010',
+    'Chrysler Town and Country Minivan 2012',
+    'Chrysler 300 SRT-8 2010',
+    'Chrysler Crossfire Convertible 2008',
+    'Chrysler PT Cruiser Convertible 2008',
+    'Daewoo Nubira Wagon 2002',
+    'Dodge Caliber Wagon 2012',
+    'Dodge Caliber Wagon 2007',
+    'Dodge Caravan Minivan 1997',
+    'Dodge Ram Pickup 3500 Crew Cab 2010',
+    'Dodge Ram Pickup 3500 Quad Cab 2009',
+    'Dodge Sprinter Cargo Van 2009',
+    'Dodge Journey SUV 2012',
+    'Dodge Dakota Crew Cab 2010',
+    'Dodge Dakota Club Cab 2007',
+    'Dodge Magnum Wagon 2008',
+    'Dodge Challenger SRT8 2011',
+    'Dodge Durango SUV 2012',
+    'Dodge Durango SUV 2007',
+    'Dodge Charger Sedan 2012',
+    'Dodge Charger SRT-8 2009',
+    'Eagle Talon Hatchback 1998',
+    'FIAT 500 Abarth 2012',
+    'FIAT 500 Convertible 2012',
+    'Ferrari FF Coupe 2012',
+    'Ferrari California Convertible 2012',
+    'Ferrari 458 Italia Convertible 2012',
+    'Ferrari 458 Italia Coupe 2012',
+    'Fisker Karma Sedan 2012',
+    'Ford F-450 Super Duty Crew Cab 2012',
+    'Ford Mustang Convertible 2007',
+    'Ford Freestar Minivan 2007',
+    'Ford Expedition EL SUV 2009',
+    'Ford Edge SUV 2012',
+    'Ford Ranger SuperCab 2011',
+    'Ford GT Coupe 2006',
+    'Ford F-150 Regular Cab 2012',
+    'Ford F-150 Regular Cab 2007',
+    'Ford Focus Sedan 2007',
+    'Ford E-Series Wagon Van 2012',
+    'Ford Fiesta Sedan 2012',
+    'GMC Terrain SUV 2012',
+    'GMC Savana Van 2012',
+    'GMC Yukon Hybrid SUV 2012',
+    'GMC Acadia SUV 2012',
+    'GMC Canyon Extended Cab 2012',
+    'Geo Metro Convertible 1993',
+    'HUMMER H3T Crew Cab 2010',
+    'HUMMER H2 SUT Crew Cab 2009',
+    'Honda Odyssey Minivan 2012',
+    'Honda Odyssey Minivan 2007',
+    'Honda Accord Coupe 2012',
+    'Honda Accord Sedan 2012',
+    'Hyundai Veloster Hatchback 2012',
+    'Hyundai Santa Fe SUV 2012',
+    'Hyundai Tucson SUV 2012',
+    'Hyundai Veracruz SUV 2012',
+    'Hyundai Sonata Hybrid Sedan 2012',
+    'Hyundai Elantra Sedan 2007',
+    'Hyundai Accent Sedan 2012',
+    'Hyundai Genesis Sedan 2012',
+    'Hyundai Sonata Sedan 2012',
+    'Hyundai Elantra Touring Hatchback 2012',
+    'Hyundai Azera Sedan 2012',
+    'Infiniti G Coupe IPL 2012',
+    'Infiniti QX56 SUV 2011',
+    'Isuzu Ascender SUV 2008',
+    'Jaguar XK XKR 2012',
+    'Jeep Patriot SUV 2012',
+    'Jeep Wrangler SUV 2012',
+    'Jeep Liberty SUV 2012',
+    'Jeep Grand Cherokee SUV 2012',
+    'Jeep Compass SUV 2012',
+    'Lamborghini Reventon Coupe 2008',
+    'Lamborghini Aventador Coupe 2012',
+    'Lamborghini Gallardo LP 570-4 Superleggera 2012',
+    'Lamborghini Diablo Coupe 2001',
+    'Land Rover Range Rover SUV 2012',
+    'Land Rover LR2 SUV 2012',
+    'Lincoln Town Car Sedan 2011',
+    'MINI Cooper Roadster Convertible 2012',
+    'Maybach Landaulet Convertible 2012',
+    'Mazda Tribute SUV 2011',
+    'McLaren MP4-12C Coupe 2012',
+    'Mercedes-Benz 300-Class Convertible 1993',
+    'Mercedes-Benz C-Class Sedan 2012',
+    'Mercedes-Benz SL-Class Coupe 2009',
+    'Mercedes-Benz E-Class Sedan 2012',
+    'Mercedes-Benz S-Class Sedan 2012',
+    'Mercedes-Benz Sprinter Van 2012',
+    'Mitsubishi Lancer Sedan 2012',
+    'Nissan Leaf Hatchback 2012',
+    'Nissan NV Passenger Van 2012',
+    'Nissan Juke Hatchback 2012',
+    'Nissan 240SX Coupe 1998',
+    'Plymouth Neon Coupe 1999',
+    'Porsche Panamera Sedan 2012',
+    'Ram C/V Cargo Van Minivan 2012',
+    'Rolls-Royce Phantom Drophead Coupe Convertible 2012',
+    'Rolls-Royce Ghost Sedan 2012',
+    'Rolls-Royce Phantom Sedan 2012',
+    'Scion xD Hatchback 2012',
+    'Spyker C8 Convertible 2009',
+    'Spyker C8 Coupe 2009',
+    'Suzuki Aerio Sedan 2007',
+    'Suzuki Kizashi Sedan 2012',
+    'Suzuki SX4 Hatchback 2012',
+    'Suzuki SX4 Sedan 2012',
+    'Tesla Model S Sedan 2012',
+    'Toyota Sequoia SUV 2012',
+    'Toyota Camry Sedan 2012',
+    'Toyota Corolla Sedan 2012',
+    'Toyota 4Runner SUV 2012',
+    'Volkswagen Golf Hatchback 2012',
+    'Volkswagen Golf Hatchback 1991',
+    'Volkswagen Beetle Hatchback 2012',
+    'Volvo C30 Hatchback 2012',
+    'Volvo 240 Sedan 1993',
+    'Volvo XC90 SUV 2007',
+    'smart fortwo Convertible 2012',
+]
 
 templates = [
-    'a photo of a {}.'
-    'a photo of the {}.'
-    'a photo of my {}.'
-    'i love my {}!'
-    'a photo of my dirty {}.'
-    'a photo of my clean {}.'
-    'a photo of my new {}.'
-    'a photo of my old {}.'
-],
+    'a photo of a {}.',
+    'a photo of the {}.',
+    'a photo of my {}.',
+    'i love my {}!',
+    'a photo of my dirty {}.',
+    'a photo of my clean {}.',
+    'a photo of my new {}.',
+    'a photo of my old {}.',
+]
 ```
 
 
@@ -3131,159 +3131,159 @@ templates = [
 
 ```bash
 classes = [
-    'Apply Eye Makeup'
-    'Apply Lipstick'
-    'Archery'
-    'Baby Crawling'
-    'Balance Beam'
-    'Band Marching'
-    'Baseball Pitch'
-    'Basketball'
-    'Basketball Dunk'
-    'Bench Press'
-    'Biking'
-    'Billiards'
-    'Blow Dry Hair'
-    'Blowing Candles'
-    'Body Weight Squats'
-    'Bowling'
-    'Boxing Punching Bag'
-    'Boxing Speed Bag'
-    'Breast Stroke'
-    'Brushing Teeth'
-    'Clean And Jerk'
-    'Cliff Diving'
-    'Cricket Bowling'
-    'Cricket Shot'
-    'Cutting In Kitchen'
-    'Diving'
-    'Drumming'
-    'Fencing'
-    'Field Hockey Penalty'
-    'Floor Gymnastics'
-    'Frisbee Catch'
-    'Front Crawl'
-    'Golf Swing'
-    'Haircut'
-    'Hammer Throw'
-    'Hammering'
-    'Hand Stand Pushups'
-    'Handstand Walking'
-    'Head Massage'
-    'High Jump'
-    'Horse Race'
-    'Horse Riding'
-    'Hula Hoop'
-    'Ice Dancing'
-    'Javelin Throw'
-    'Juggling Balls'
-    'Jump Rope'
-    'Jumping Jack'
-    'Kayaking'
-    'Knitting'
-    'Long Jump'
-    'Lunges'
-    'Military Parade'
-    'Mixing'
-    'Mopping Floor'
-    'Nunchucks'
-    'Parallel Bars'
-    'Pizza Tossing'
-    'Playing Cello'
-    'Playing Daf'
-    'Playing Dhol'
-    'Playing Flute'
-    'Playing Guitar'
-    'Playing Piano'
-    'Playing Sitar'
-    'Playing Tabla'
-    'Playing Violin'
-    'Pole Vault'
-    'Pommel Horse'
-    'Pull Ups'
-    'Punch'
-    'Push Ups'
-    'Rafting'
-    'Rock Climbing Indoor'
-    'Rope Climbing'
-    'Rowing'
-    'Salsa Spin'
-    'Shaving Beard'
-    'Shotput'
-    'Skate Boarding'
-    'Skiing'
-    'Skijet'
-    'Sky Diving'
-    'Soccer Juggling'
-    'Soccer Penalty'
-    'Still Rings'
-    'Sumo Wrestling'
-    'Surfing'
-    'Swing'
-    'Table Tennis Shot'
-    'Tai Chi'
-    'Tennis Swing'
-    'Throw Discus'
-    'Trampoline Jumping'
-    'Typing'
-    'Uneven Bars'
-    'Volleyball Spiking'
-    'Walking With Dog'
-    'Wall Pushups'
-    'Writing On Board'
-    'Yo Yo'
-],
+    'Apply Eye Makeup',
+    'Apply Lipstick',
+    'Archery',
+    'Baby Crawling',
+    'Balance Beam',
+    'Band Marching',
+    'Baseball Pitch',
+    'Basketball',
+    'Basketball Dunk',
+    'Bench Press',
+    'Biking',
+    'Billiards',
+    'Blow Dry Hair',
+    'Blowing Candles',
+    'Body Weight Squats',
+    'Bowling',
+    'Boxing Punching Bag',
+    'Boxing Speed Bag',
+    'Breast Stroke',
+    'Brushing Teeth',
+    'Clean And Jerk',
+    'Cliff Diving',
+    'Cricket Bowling',
+    'Cricket Shot',
+    'Cutting In Kitchen',
+    'Diving',
+    'Drumming',
+    'Fencing',
+    'Field Hockey Penalty',
+    'Floor Gymnastics',
+    'Frisbee Catch',
+    'Front Crawl',
+    'Golf Swing',
+    'Haircut',
+    'Hammer Throw',
+    'Hammering',
+    'Hand Stand Pushups',
+    'Handstand Walking',
+    'Head Massage',
+    'High Jump',
+    'Horse Race',
+    'Horse Riding',
+    'Hula Hoop',
+    'Ice Dancing',
+    'Javelin Throw',
+    'Juggling Balls',
+    'Jump Rope',
+    'Jumping Jack',
+    'Kayaking',
+    'Knitting',
+    'Long Jump',
+    'Lunges',
+    'Military Parade',
+    'Mixing',
+    'Mopping Floor',
+    'Nunchucks',
+    'Parallel Bars',
+    'Pizza Tossing',
+    'Playing Cello',
+    'Playing Daf',
+    'Playing Dhol',
+    'Playing Flute',
+    'Playing Guitar',
+    'Playing Piano',
+    'Playing Sitar',
+    'Playing Tabla',
+    'Playing Violin',
+    'Pole Vault',
+    'Pommel Horse',
+    'Pull Ups',
+    'Punch',
+    'Push Ups',
+    'Rafting',
+    'Rock Climbing Indoor',
+    'Rope Climbing',
+    'Rowing',
+    'Salsa Spin',
+    'Shaving Beard',
+    'Shotput',
+    'Skate Boarding',
+    'Skiing',
+    'Skijet',
+    'Sky Diving',
+    'Soccer Juggling',
+    'Soccer Penalty',
+    'Still Rings',
+    'Sumo Wrestling',
+    'Surfing',
+    'Swing',
+    'Table Tennis Shot',
+    'Tai Chi',
+    'Tennis Swing',
+    'Throw Discus',
+    'Trampoline Jumping',
+    'Typing',
+    'Uneven Bars',
+    'Volleyball Spiking',
+    'Walking With Dog',
+    'Wall Pushups',
+    'Writing On Board',
+    'Yo Yo',
+]
 
 templates = [
-    'a photo of a person {}.'
-    'a video of a person {}.'
-    'a example of a person {}.'
-    'a demonstration of a person {}.'
-    'a photo of the person {}.'
-    'a video of the person {}.'
-    'a example of the person {}.'
-    'a demonstration of the person {}.'
-    'a photo of a person using {}.'
-    'a video of a person using {}.'
-    'a example of a person using {}.'
-    'a demonstration of a person using {}.'
-    'a photo of the person using {}.'
-    'a video of the person using {}.'
-    'a example of the person using {}.'
-    'a demonstration of the person using {}.'
-    'a photo of a person doing {}.'
-    'a video of a person doing {}.'
-    'a example of a person doing {}.'
-    'a demonstration of a person doing {}.'
-    'a photo of the person doing {}.'
-    'a video of the person doing {}.'
-    'a example of the person doing {}.'
-    'a demonstration of the person doing {}.'
-    'a photo of a person during {}.'
-    'a video of a person during {}.'
-    'a example of a person during {}.'
-    'a demonstration of a person during {}.'
-    'a photo of the person during {}.'
-    'a video of the person during {}.'
-    'a example of the person during {}.'
-    'a demonstration of the person during {}.'
-    'a photo of a person performing {}.'
-    'a video of a person performing {}.'
-    'a example of a person performing {}.'
-    'a demonstration of a person performing {}.'
-    'a photo of the person performing {}.'
-    'a video of the person performing {}.'
-    'a example of the person performing {}.'
-    'a demonstration of the person performing {}.'
-    'a photo of a person practicing {}.'
-    'a video of a person practicing {}.'
-    'a example of a person practicing {}.'
-    'a demonstration of a person practicing {}.'
-    'a photo of the person practicing {}.'
-    'a video of the person practicing {}.'
-    'a example of the person practicing {}.'
-    'a demonstration of the person practicing {}.'
-],
+    'a photo of a person {}.',
+    'a video of a person {}.',
+    'a example of a person {}.',
+    'a demonstration of a person {}.',
+    'a photo of the person {}.',
+    'a video of the person {}.',
+    'a example of the person {}.',
+    'a demonstration of the person {}.',
+    'a photo of a person using {}.',
+    'a video of a person using {}.',
+    'a example of a person using {}.',
+    'a demonstration of a person using {}.',
+    'a photo of the person using {}.',
+    'a video of the person using {}.',
+    'a example of the person using {}.',
+    'a demonstration of the person using {}.',
+    'a photo of a person doing {}.',
+    'a video of a person doing {}.',
+    'a example of a person doing {}.',
+    'a demonstration of a person doing {}.',
+    'a photo of the person doing {}.',
+    'a video of the person doing {}.',
+    'a example of the person doing {}.',
+    'a demonstration of the person doing {}.',
+    'a photo of a person during {}.',
+    'a video of a person during {}.',
+    'a example of a person during {}.',
+    'a demonstration of a person during {}.',
+    'a photo of the person during {}.',
+    'a video of the person during {}.',
+    'a example of the person during {}.',
+    'a demonstration of the person during {}.',
+    'a photo of a person performing {}.',
+    'a video of a person performing {}.',
+    'a example of a person performing {}.',
+    'a demonstration of a person performing {}.',
+    'a photo of the person performing {}.',
+    'a video of the person performing {}.',
+    'a example of the person performing {}.',
+    'a demonstration of the person performing {}.',
+    'a photo of a person practicing {}.',
+    'a video of a person practicing {}.',
+    'a example of a person practicing {}.',
+    'a demonstration of a person practicing {}.',
+    'a photo of the person practicing {}.',
+    'a video of the person practicing {}.',
+    'a example of the person practicing {}.',
+    'a demonstration of the person practicing {}.',
+]
 ```