datasets_face/face_id.py

import numpy as np
import torch
from torch.utils.data import Dataset
from torchvision.transforms import transforms
import torch.nn.functional as F
import random

imagenet_templates_small = [
    'a photo of {}',
    '{} is sitting at a desk, writing in a notebook',
    '{} is standing in a kitchen, cooking a meal',
    'In a garden, there are flowers and trees. {} is walking around',
    '{} is playing a piano in a music room',
    'In a garden, {} is watering plants',
    'In a gym, there are many machines. {} is lifting weights',
    '{} is reading a book in a cozy armchair',
    '{} is painting on a canvas in a studio',
    'In a museum, there are many paintings. {} is admiring them',
    '{} is jogging on a trail in the woods',
    'In an office, {} is working on a computer',
    '{} is playing with a dog in a backyard',
    '{} is taking a photograph in a city street',
    'In a concert, there are many people. {} is enjoying the music',
    '{} is playing chess in a park',
    'In a library, {} is browsing through books',
    '{} is riding a bicycle on a city street',
    '{} is watching a movie in a living room',
    'In a café, {} is drinking coffee and using a laptop',
    '{} is hiking in the mountains',
    '{} is playing a violin in a concert hall',
    'In a gym, a {} is lifting weights',
    '{} is gardening in his backyard',
    '{} is swimming in a pool',
    '{} is shopping in a grocery stor',
    'In a museum, {} is admiring a painting',
    'In a studio, {} is recording a podcast',
    '{} is doing yoga in a peaceful room',
    '{} is cooking barbecue in a park',
    'In a laboratory, {} is conducting an experiment',
    'In an airport, {} is waiting for a flight',
    '{} is sitting on a bench, smiling at the camera',
    '{} is holding a book in his hands',
    'In a room, {}n is sitting on a chair',
    '{} is standing in front of a window',
    'In a kitchen, {} is cooking food',
    'In a living room, {} is watching TV',
    'In a bedroom, {} is sleeping',
    '{} is holding a cup of coffee',
    'In a classroom, {} is writing on a whiteboard',
    'In a gym, {} is lifting weights',
    '{} is holding a microphone',
    'In a restaurant, {} is eating food',
    '{} is holding a pen and writing on a paper',
    'In a store, {} is shopping for clothes',
    'In a museum, {} is looking at an exhibit',
    '{} is holding a camera and taking a photo',
    '{} is holding a baby in his arms',
    'In a laboratory, {} is conducting an experiment',
    '{} is holding a guitar',
    'In a swimming pool, {} is swimming',
    'In a cafe, {} is drinking tea',
    'In a garden, {} is watering plants',
    '{} is sitting on a bench in a park',
    'In a classroom, {} is writing on a whiteboard',
    '{} is holding a pen and writing on a paper',
    '{} is standing in front of a building',
    'In a museum, {} is looking at an exhibit',
    'In a theater, {} is watching a movie',
    '{} is standing in front of a car',
    '{} is standing in front of a tree',
    'In a meeting room, {} is giving a presentation',
    'In a stadium, {} is watching a game',
    'In a garage, {} is fixing a car',
    '{} is holding a paintbrush and painting a picture',
    'In a classroom, {} is listening to a lecture',
    '{} is standing in front of a mountain',
    'In a park, {} is flying a kite',
    'a rendering of a {}',
    'a cropped photo of the {}',
    'the photo of a {}',
    'a photo of a clean {}',
    'a photo of a dirty {}',
    'a dark photo of the {}',
    'a photo of my {}',
    'a photo of the cool {}',
    'a close-up photo of a {}',
    'a bright photo of the {}',
    'a cropped photo of a {}',
    'a photo of the {}',
    'a good photo of the {}',
    'a photo of one {}',
    'a close-up photo of the {}',
    'a rendition of the {}',
    'a photo of the clean {}',
    'a rendition of a {}',
    'a photo of a nice {}',
    'a good photo of a {}',
    'a photo of the nice {}',
    'a photo of the small {}',
    'a photo of the weird {}',
    'a photo of the large {}',
    'a photo of a cool {}',
    'a photo of a small {}',
    'an illustration of a {}',
    'a rendering of a {}',
    'a cropped photo of the {}',
    'the photo of a {}',
    'an illustration of a clean {}',
    'an illustration of a dirty {}',
    'a dark photo of the {}',
    'an illustration of my {}',
    'an illustration of the cool {}',
    'a close-up photo of a {}',
    'a bright photo of the {}',
    'a cropped photo of a {}',
    'an illustration of the {}',
    'a good photo of the {}',
    'an illustration of one {}',
    'a close-up photo of the {}',
    'a rendition of the {}',
    'an illustration of the clean {}',
    'a rendition of a {}',
    'an illustration of a nice {}',
    'a good photo of a {}',
    'an illustration of the nice {}',
    'an illustration of the small {}',
    'an illustration of the weird {}',
    'an illustration of the large {}',
    'an illustration of a cool {}',
    'an illustration of a small {}',
    'a depiction of a {}',
    'a rendering of a {}',
    'a cropped photo of the {}',
    'the photo of a {}',
    'a depiction of a clean {}',
    'a depiction of a dirty {}',
    'a dark photo of the {}',
    'a depiction of my {}',
    'a depiction of the cool {}',
    'a close-up photo of a {}',
    'a bright photo of the {}',
    'a cropped photo of a {}',
    'a depiction of the {}',
    'a good photo of the {}',
    'a depiction of one {}',
    'a close-up photo of the {}',
    'a rendition of the {}',
    'a depiction of the clean {}',
    'a rendition of a {}',
    'a depiction of a nice {}',
    'a good photo of a {}',
    'a depiction of the nice {}',
    'a depiction of the small {}',
    'a depiction of the weird {}',
    'a depiction of the large {}',
    'a depiction of a cool {}',
    'a depiction of a small {}',
    '{} reads a newspaper in a cozy coffee shop.',
    '{} jogs along a winding trail at sunrise.',
    '{} takes a photograph of the bustling cityscape.',
    '{} bakes cookies in a warm, inviting kitchen.',
    '{} paints a mural on a large outdoor wall.',
    '{} plants a tree in a sunny backyard.',
    '{} repairs an old bicycle in the garage.',
    '{} sketches a portrait with charcoal.',
    '{} dances freely at a lively festival.',
    '{} sows seeds in a flourishing vegetable garden.',
    '{} plays a violin in a quiet room.',
    '{} writes a poem under the shade of an oak tree.',
    '{} feeds ducks at a peaceful lake.',
    '{} practices yoga on a tranquil beach at dawn.',
    '{} repairs a watch with skilled hands.',
    '{} constructs a model airplane with precision.',
    '{} decorates a cake with elaborate icing designs.',
    '{} climbs a rock wall with determination.',
    '{} meditates in a serene temple garden.',
    '{} knits a colorful scarf by the fireside.',
    '{} assembles a puzzle on a rainy afternoon.',
    '{} examines artifacts at a history museum.',
    '{} tends to a beehive in protective gear.',
    '{} composes a new song on a keyboard.',
    '{} stretches before starting a marathon.',
    '{} recites lines for an upcoming play.',
    '{} harvests apples in an orchard.',
    '{} leads a tour group through ancient ruins.',
    '{} creates a scrapbook filled with memories.',
    '{} tutors a student in mathematics.',
    '{} tries a new recipe from a gourmet cookbook.',
    '{} rides a horse through an open field.',
    '{} collects samples on a nature walk.',
    '{} solves a complex mathematical equation.',
    '{} fills the room with the sound of saxophone music.',
    '{} arranges flowers in a beautiful bouquet.',
    '{} hosts a podcast interview.',
    '{} dives into a crystal-clear swimming pool.',
    '{} studies a map before an expedition.',
    '{} makes ceramic pottery on a spinning wheel.',
    '{} trains a puppy to sit and stay.',
    '{} rehearses for a ballet performance.',
    '{} sails a boat across a calm lake.',
    '{} browses through a second-hand bookstore.',
    '{} explores a cave with a flashlight.',
    '{} restores an old car in their home workshop.',
    '{} conducts an orchestra with passion.',
    '{} volunteers at a community food bank.',
    '{} compiles a report in their office.',
    '{} designs a website on their computer.',
    '{} teaches a child to ride a bike.',
    '{} performs a magic trick at a party.',
    '{} packs a suitcase for a journey.',
    '{} prunes roses in a sunlit garden.',
    '{} crafts handmade jewelry from silver and gems.',
    '{} inspects products for quality in a factory.',
    '{} sculpts a figure from a block of marble.',
    '{} organizes a community cleanup day.',
    '{} swings a golf club on a green fairway.',
    '{} develops photos in a darkroom.',
    '{} directs a small indie film.',
    '{} carves a wooden figure with intricate detail.',
    '{} birdwatches with binoculars in the forest.',
    '{} pilots a hot air balloon at dawn.',
    '{} tutors peers in a university library.',
    '{} rides a skateboard down a city street.',
    '{} decorates a storefront for the holidays.',
    '{} mixes cocktails at a busy bar.',
    '{} cuts hair in a stylish salon.',
    '{} researches genealogy to fill out a family tree.',
    '{} writes calligraphy with elegant strokes.',
    '{} edits a manuscript for publication.',
    '{} lectures on environmental science.',
    '{} designs a new board game.',
    '{} hosts a charity auction.',
    '{} laces up skates for an ice-skating lesson.',
    '{} coordinates a wedding at a picturesque venue.',
    '{} builds a sandcastle on the beach.',
    '{} programs a robot for a competition.',
    '{} captures wildlife photography in the jungle.',
    '{} sets up a tent under the stars.',
    '{} debuts a fashion collection on the runway.',
    '{} curates pieces for an art exhibition.',
    '{} conducts a science experiment in the laboratory.',
    '{} provides a walking tour of a historic city.',
    '{} partakes in a coffee cupping session.',
    '{} negotiates a deal in a boardroom.',
    '{} operates a forklift in a warehouse.',
    '{} leads a yoga retreat in a mountain setting.',
    '{} analyzes data on multiple computer screens.',
    '{} paints a picket fence on a sunny day.',
    '{} trains for gymnastics at the gym.',
    '{} teaches a pottery class, guiding students.',
    '{} cares for animals at a wildlife sanctuary.',
    '{} crafts origami creations from colorful paper.',
    '{} deejays a lively dance party.',
    '{} writes code for a new software application.',
    '{} grows an array of herbs in a window garden.',
    '{} instructs a spin class with high energy.',
    '{} navigates rapids in a whitewater raft.',
    'Quietly, {} sets the table for dinner.',
    'Suddenly, {} stops to pick up a fallen object.',
    'Calmly, {} navigates through the crowd.',
    'Gently, {} soothes a crying child.',
    'Quickly, {} dashes out in the rain.',
    'Joyfully, {} embraces a long-lost friend.',
    'Firmly, {} stands their ground in debate.',
    'Loudly, {} cheers on their favorite team.',
    'Patiently, {} waits for their turn.',
    'Anxiously, {} fidgets during an interview.',
    'Easily, {} solves a complex puzzle.',
    'Sadly, {} waves farewell at the departure gates.',
    'Meticulously, {} organizes their collection.',
    'Slyly, {} sneaks a cookie from the jar.',
    'Defiantly, {} marches for change.',
    'Warmly, {} greets newcomers.',
    'Hungrily, {} eyes the banquet table.',
    'Enthusiastically, {} starts their first day of work.',
    'Stealthily, {} moves in the game of hide and seek.',
    'Expertly, {} navigates the rapid waters.',
    'Seamlessly, {} transitions between tasks.',
    'Vigorously, {} cleans the cluttered garage.',
    'Devotedly, {} tends to their garden.',
    'Silently, {} admires the sunrise.',
    'Righteously, {} advocates for justice.',
    'Keenly, {} observes the wildlife.',
    'Desperately, {} searches for their lost item.',
    'Reverently, {} visits a historic monument.',
    'Wistfully, {} looks back on fond memories.',
    'Ambitiously, {} sets their career goals.',
    'Rapidly, {} types up an urgent report.',
    'Generously, {} shares their lunch.',
    'Skillfully, {} crafts a beautiful piece of pottery.',
    'Cautiously, {} approaches the unfamiliar dog.',
    'Inquisitively, {} examines the ancient artifact.',
    'Effortlessly, {} completes the challenging workout.',
    'Frantically, {} looks for the exit.',
    'Discreetly, {} passes a note during class.',
    'Pensively, {} contemplates their next move.',
    'Optimistically, {} plans for the future.',
    'Sorrowfully, {} attends a memorial service.',
    'Methodically, {} assembles the model airplane.',
    'Lazily, {} lounges on the hammock.',
    'Unsuccessfully, {} tries to hail a taxi.',
    'Faithfully, {} follows the recipe.',
    'Dramatically, {} reacts to the plot twist.',
    'Adventurously, {} explores the dense forest.',
    'Gracefully, {} accepts the award.',
    'Theatrically, {} recites lines on stage.',
    'Ardently, {} defends their thesis.',
    'Abstractedly, {} doodles during the meeting.',
    'Vivaciously, {} engages in the lively party.',
    'Stoically, {} endures the challenging ordeal.',
    'Resolutely, {} decides to change their life.',
    'Triumphantly, {} crosses the finish line.',
    'Suspiciously, {} glances over their shoulder.',
    'Fervently, {} prays for good news.',
    'Ruefully, {} acknowledges their mistake.',
    'Industriously, {} works on the project till dusk.',
    'Compassionately, {} comforts a stranger.',
    'Sheepishly, {} admits they forgot the appointment.',
    'Irately, {} disputes the incorrect charge.',
    'Protectively, {} shields the puppy from the rain.',
    'Serenely, {} meditates in the morning light.',
    'Comically, {} slips on the banana peel.',
    'Impressively, {} juggles multiple objects with ease.',
    'Apprehensively, {} approaches the spooky house.',
    'Unwaveringly, {} supports their friend.',
    'Blissfully, {} soaks in the hot spring.',
    'Compulsively, {} checks their notifications.',
    'Tactfully, {} navigates the awkward situation.',
    'Convincingly, {} sells their innovative idea.',
    'Dutifully, {} fulfills their obligations.',
    'Ingeniously, {} solves the critical problem.',
    'Haphazardly, {} packs their suitcase.',
    'Deftly, {} maneuvers the playing pieces.',
    'Intriguedly, {} listens to the mysterious tale.',
    'Ceremoniously, {} unveils the new sculpture.',
    'Sterily, {} organizes the lab equipment.',
    'Unintentionally, {} overhears a private conversation.',
    'Forever, {} holds dear the cherished memories.',
    'Nostalgically, {} revisits their old neighborhood.',
    'Predictably, {} always laughs at the same joke.',
    'Politely, {} inquires about the meeting agenda.',
    'Securely, {} fastens their seatbelt before takeoff.',
    'Casually, {} strolls through the park.',
    'Spontaneously, {} decides to go on a road trip.',
    'Clearly, {} expresses their feelings.',
    'Merrily, {} decorates for the festive season.',
    'Valiantly, {} stands up against injustice.',
    'Diligently, {} studies for the upcoming exam.',
    'Nonchalantly, {} brushes off the slight mishap.',
    'Intensely, {} focuses on the target.',
    'Subtly, {} hints at the surprise party.',
    'Mysteriously, {} vanishes into the foggy night.',
    'Decisively, {} makes their final choice.',
    'Lovingly, {} prepares a home-cooked meal.',
    'Immaculately, {} arranges the storefront display.',
    'Vibrantly, {} adds color to the canvas.',
    'The silhouette of {} casts a long shadow.',
    'Through the fog, {} emerges slowly.',
    'Over the hill, {} rides a bicycle.',
    'After the storm, {} surveys the damage.',
    'Around the bend, {} sails a boat.',
    'Under the tree, {} reads a book.',
    'Beside the fire, {} warms their hands.',
    'Below the surface, {} discovers coral reefs.',
    'Beyond the fence, {} tends to horses.',
    'Above the crowd, {} waves a flag.',
    'Among the flowers, {} finds peace.',
    'Across the field, {} flies a kite.',
    'Near the water, {} sketches the view.',
    'By the road, {} waits patiently.',
    'With careful precision, {} repairs a clock.',
    'In the spotlight, {} performs a solo.',
    'To the beat, {} dances joyfully.',
    'On the stage, {} delivers a monologue.',
    'Underneath the stars, {} makes a wish.',
    'Beside the window, {} sips morning tea.',
    'At the corner, {} hails a cab.',
    'Against the odds, {} triumphs victoriously.',
    'Beneath the waves, {} finds tranquility.',
    'Before the race, {} stretches carefully.',
    'Through the lens, {} captures the moment.',
    'From the bridge, {} observes the river.',
    'Since the dawn, {} has been fishing.',
    'Like a statue, {} stands immovable.',
    'Inside the house, {} feels safe.',
    'The smile of {} brightens the room.',
    'Upon the mountaintop, {} feels awe.',
    'Without a doubt, {} commits to the goal.',
    'Reflecting on life, {} contemplates deeply.',
    'Amidst the chaos, {} remains calm.',
    'Throughout the day, {} maintains focus.',
    'During the performance, {} takes the stage.',
    'Considering all options, {} makes a choice.',
    'Alongside the path, {} picks wildflowers.',
    'Toward the horizon, {} gazes expectantly.',
    'Wrapped in thought, {} ponders life’s mysteries.',
    'Accompanied by music, {} feels uplifted.',
    'Surrounded by books, {} indulges in knowledge.',
    'Guided by intuition, {} chooses a path.',
    'Entertaining guests, {} tells a tale.',
    'Admiring the artwork, {} gains inspiration.',
    'Standing at the crossroads, {} hesitates slightly.',
    'Lost in music, {} enjoys the concert.',
    'Besieged by deadlines, {} works diligently.',
    'Empowered by support, {} achieves greatness.',
    'Gazing into space, {} dreams of stars.',
    'Facing the challenge, {} exudes confidence.',
    'Approaching the podium, {} clears their throat.',
    'Enclosed in glass, {} admires the terrarium.',
    'The reflection of {} shimmers on water.',
    'Clutching the ticket, {} rushes to the gate.',
    'Heeding the warning, {} takes precaution.',
    'Observing the traditions, {} learns respect.',
    'At the museum, {} admires ancient artifacts.',
    'Following the recipe, {} bakes a cake.',
    'Adjusting the telescope, {} explores the heavens.',
    'In the garden, {} relaxes with nature.',
    'Clinging to hope, {} perseveres through trials.',
    'The laughter of {} fills the room.',
    'During the lecture, {} takes diligent notes.',
    'Sitting by the piano, {} composes a melody.',
    'The hands of {} shape the clay.',
    'The courage of {} inspires many others.',
    'Laid on the canvas, {} begins to paint.',
    'Carried by wind, {}’s kite ascends higher.',
    'In the workshop, {} builds a dream.',
    'Mingled with others, {} shares a story.',
    'Learning the ropes, {} adapts quickly.',
    'Fuelled by passion, {} pursues their dreams.',
    'In the office, {} meets a deadline.',
    'With each stride, {} closes the distance.',
    'Mastering the craft, {} excels in their art.',
    'The vision of {} leads to success.',
    'Striving for wellness, {} embraces a change.',
    'Buffeted by wind, {} adjusts their hat.',
    'Engulfed in aroma, {} enjoys the spices.',
    'Surrounded by laughter, {} feels joy.',
    'Avoiding the puddle, {} steps carefully.',
    'Reacting quickly, {} catches the falling vase.',
    'Marked by time, {}’s diary tells tales.',
    'Supported by friends, {} overcomes fear.',
    'Puzzled by clues, {} solves the riddle.',
    'Driving through night, {} reaches their destination.',
    'Splashed by waves, {} laughs heartily.',
    'Confronted with choices, {} deliberates wisely.',
    'Hidden by shadows, {} watches the scene.',
    'Inspired by nature, {} writes poetry.',
    'Guarded by mystery, {}’s past intrigues.',
    'Detouring the path, {} discovers new sights.',
    'Greeted by dawn, {} feels renewed.',
    'Warmed by sunlight, {} enjoys the afternoon.',
    'Answering the call, {} takes action.',
    'Sheltered by canopy, {} escapes the rain.',
    'Bound by duty, {} fulfills their role.',
    'Pulled by curiosity, {} enters the store.',
    'Motivated by change, {} advocates for causes.',
    'In silence, {} stares into space.',
    'Lost in thought, {} stands still.',
    'With excitement, {} opens a gift.',
    'Amid laughter, {} shares a joke.',
    'Surrounded by nature, {} takes a deep breath.',
    'Under the sun, {} stretches out.',
    'Against a backdrop of mountains, {} gazes afar.',
    'Among friends, {} enjoys a conversation.',
    'Before dinner, {} sets the table.',
    'Behind the counter, {} makes coffee.',
    'Below the surface, {} snorkels in clear water.',
    'Beneath the stars, {} lights a campfire.',
    'Beside a bicycle, {} takes a break.',
    'By the seaside, {} collects seashells.',
    'Near the horizon, {} sketches the view.',
    'On the bridge, {} watches the water flow.',
    'Through the window, {} waves goodbye.',
    'To the music, {} taps their feet.',
    'With a book, {} finds escape.',
    'Without a care, {} listens to music.',
    'Around the table, {} shares a story.',
    'Outside the house, {} does some gardening.',
    'From the stage, {} delivers a speech.',
    'After the rain, {} jumps in puddles.',
    'During the party, {} blows up balloons.',
    'Following the path, {} takes a stroll.',
    'Along the river, {} is fishing.',
    'Inside the room, {} practices yoga.',
    'Throughout the day, {} takes photos.',
    'Across the field, {} flies a kite.',
    'Between the lines, {} reads quietly.',
    'Behind the lens, {} captures the moment.',
    'Along the alley, {} walks their dog.',
    'Before the sunrise, {} enjoys the calm.',
    'Over the fence, {} talks to a neighbor.',
    'Under the tree, {} has a picnic.',
    'Beyond the gate, {} starts their journey.',
    'Around the fire, {} tells ghost stories.',
    'Above the clouds, {} skydives.',
    'Among the crowd, {} cheers loudly.',
    'Near the pond, {} feeds the ducks.',
    'On the couch, {} takes a nap.',
    'Before the show, {} checks their ticket.',
    'Under the sky, {} flies a drone.',
    'Behind the wheel, {} sings loudly.',
    'Above the waves, {} surfs with skill.',
    'Within the walls, {} paints their dream.',
    'Beyond the road, {} hikes up the hill.',
    'Beneath the quilt, {} reads at night.',
    'Against the odds, {} tries a new trick.',
    'During the trip, {} savors local cuisine.',
    'Amid the shelves, {} finds an old book.',
    'Across the room, {} waves to a friend.',
    'By the pool, {} basks in the sun.',
    'Beneath the lights, {} takes center stage.',
    'Above the city, {} marvels at the view.',
    'Behind the scenes, {} prepares diligently.',
    'Over the moon, {} celebrates good news.',
    'Under the arch, {} takes memorable photos.',
    'Before the dawn, {} prepares for the day.',
    'Throughout the match, {} cheers enthusiastically.',
    'Between workouts, {} hydrates and rests.',
    'Around the campfire, {} roasts marshmallows.',
    'By the window, {} enjoys the morning light.',
    'After the lecture, {} asks thoughtful questions.',
    'Within the garden, {} admires the flowers.',
    'Beneath the blanket, {} watches a movie.',
    'Beyond the wall, {} hears echoes of laughter.',
    'Behind the book, {} hides a surprise gift.',
    'Under the bridge, {} sketches the river scene.',
    'During the concert, {} loses themselves in the music.',
    'On the terrace, {} sips on iced tea.',
    'Before the alarm, {} wakes up naturally.',
    'Above the rooftops, {} spots a passing balloon.',
    'Across the street, {} helps an elderly neighbor.',
    'Beside the lamp, {} finishes their novel.',
    'With the crowd, {} dances to the festival music.',
    'By the lakeside, {} sets up a fishing rod.',
    'Before the exercise, {} stretches thoroughly.',
    'Near the finish line, {} sprints with determination.',
    'On the balcony, {} tends to potted plants.',
    'After the storm, {} clears the fallen branches.',
    'Under the covers, {} snoozes the alarm clock.',
    'Between the curtains, {} peeks at the sunrise.',
    'Around the corner, {} discovers a quaint café.',
    'By the artwork, {} contemplates the message of the painter.',
    'After the game, {} congratulates the players.',
    'Within the studio, {} edits a documentary film.',
    'Beneath the hat, {} grins at a private joke.',
    'Beyond the dunes, {} takes in the beach view.',
    'Behind the microphone, {} records a podcast.',
    'Under the eaves, {} shelters from the rain.',
    'During the hike, {} spots a rare bird.',
    'On the platform, {} awaits the next train.',
    'Before the meal, {} gives thanks.',
    'Above the fray, {} keeps a level head.',
    'Across the canvas, {} strokes colors with a brush.',
    'Beside the hearth, {} warms their hands.',
    'With affection, {} pets their sleepy cat.',
    'By the harbor, {} watches boats come and go.',
    'In a room, {} reads quietly.',
    'Near the shore, {} fishes calmly.',
    'Behind the counter, {} smiles warmly.',
    'Among the trees, {} jogs daily.',
    'On the bench, {} sits silently.',
    'With a pen, {} writes diligently.',
    'At dawn, {} stretches readily.',
    'Under the stars, {} dreams peacefully.',
    'With the dog, {} walks leisurely.',
    'Against the backdrop, {} stands proudly.',
    'On stage, {} speaks clearly.',
    'In the garden, {} works happily.',
    'At the table, {} eats slowly.',
    'Beside the window, {} gazes thoughtfully.',
    'Within the crowd, {} laughs loudly.',
    'By the painting, {} ponders intently.',
    'On the bridge, {} pauses reflectively.',
    'Under the umbrella, {} waits patiently.',
    'Before the game, {} practices routinely.',
    'Behind the lens, {} captures moments.',
    'In the cafe, {} sips coffee.',
    'With a map, {} explores curiously.',
    'On the couch, {} naps briefly.',
    'At the wheel, {} drives safely.',
    'Beside the fire, {} warms up.',
    'During the concert, {} claps excitedly.',
    'By the bookshelf, {} selects a novel.',
    'On the path, {} bikes steadily.',
    'Under the quilt, {} snoozes comfortably.',
    'Before the screen, {} types consistently.',
    'Within the room, {} dances joyfully.',
    'At the market, {} shops carefully.',
    'Beside the pool, {} sunbathes lazily.',
    'On the road, {} hitches northward.',
    'Against the clock, {} races swiftly.',
    'By the door, {} knocks promptly.',
    'In the silence, {} meditates profoundly.',
    'With a brush, {} paints a canvas.',
    'On a horse, {} rides boldly.',
    'At the concert, {} listens attentively.',
    'Beside the lamp, {} reads a letter.',
    'On the field, {} throws a ball.',
    'Under the sun, {} basks leisurely.',
    'Before the microphone, {} sings softly.',
    'Within the frame, {} looks stern.',
    'In the studio, {} records a podcast.',
    'By the seaside, {} collects shells.',
    'On the mattress, {} lies awake.',
    'Behind the bar, {} mixes drinks.',
    'During the meeting, {} takes notes.',
    'At the podium, {} delivers a speech.',
    'Beside the pond, {} feeds ducks.',
    'On the swing, {} rocks gently.',
    'Under the sky, {} dreams freely.',
    'Before the class, {} sets up.',
    'Within the pages, {} finds adventure.',
    'At the corner, {} waves hello.',
    'By the stove, {} cooks breakfast.',
    'On the terrace, {} breathes deeply.',
    'Against the wall, {} rests momentarily.',
    'In the lineup, {} waits calmly.',
    'With a joystick, {} plays a game.',
    'On the floor, {} stretches out.',
    'At the crossroads, {} chooses a path.',
    'Beside the bag, {} finds keys.',
    'On the track, {} runs laps.',
    'Under the tree, {} enjoys shade.',
    'Before the journey, {} packs essentials.',
    'Within the box, {} discovers treasures.',
    'In the mirror, {} sees reflection.',
    'By the lake, {} skips stones.',
    'On the steps, {} sits waiting.',
    'Against the flow, {} stands firm.',
    'Before the event, {} feels nervous.',
    'Within the heart, {} holds love.',
    'At the keyboard, {} composes music.',
    'By the fence, {} watches sunset.',
    'On the ledge, {} takes in views.',
    'Under the moon, {} makes wishes.',
    'Before the crowd, {} shows courage.',
    'Within the house, {} calls family.',
    'At the desk, {} solves puzzles.',
    'Beside the car, {} checks tires.',
    'On the peak, {} celebrates triumph.',
    'Against the odds, {} perseveres always.',
    'In the foyer, {} welcomes guests.',
    'With the team, {} collaborates effectively.',
    'On the grass, {} rolls playfully.',
    'At the junction, {} signals left.',
    'Beside the easel, {} studies the painting.',
    'On the quilt, {} patches holes.',
    'Under the coat, {} hides a gift.',
    'Before the dawn, {} dreams of success.',
    'Within the shadows, {} moves silently.',
    'At the beach, {} builds castles.',
    'By the gate, {} waits anxiously.',
    'On the island, {} finds peace.',
    'Against the breeze, {} flies a kite.',
    'Before the altar, {} takes a vow.',
    'Within the orchestra, {} tunes their instrument.',
    'An exciting magic trick is being performed by {}.',
    'A quiet library is being enjoyed by {}.',
    'A delicious meal is being cooked in the kitchen by {}.',
    'A challenging rock wall is being climbed by {}.',
    'A fast-paced basketball game is being played by {}.',
    'A beautiful melody is being played on a violin by {}.',
    'A serene lake is being fished by {}.',
    'An intense workout is being completed in the gym by {}.',
    'A mysterious book is being read under the tree by {}.',
    'A spirited dance is being performed on stage by {}.',
    'A serene afternoon picnic is being enjoyed by {}.',
    'A thrilling skateboarding trick is being attempted by {}.',
    'An intricate jigsaw puzzle is being solved by {}.',
    'A high note is being sung in a rehearsal room by {}.',
    'A new recipe is being tried out in the kitchen by {}.',
    'A bookshelf is being organized in the study by {}.',
    'A large canvas is being painted with bold colors by {}.',
    'An ancient ruin is being carefully explored by {}.',
    'A lengthy novel is being written at the desk by {}.',
    'A pottery wheel is being used to shape clay by {}.',
    'A soft melody is being played on a guitar by {}.',
    'A new language is being learned with enthusiasm by {}.',
    'An early morning jog is being taken along the beach by {}.',
    'A handmade quilt is being stitched with care by {}.',
    'A tropical fruit stand is being set up at the market by {}.',
    'A hot beverage is being brewed in a cozy cafe by {}.',
    'A winter bonfire is being lit to warm up the night by {}.',
    'A peaceful kayak trip is being embarked upon by {}.',
    'Bold graffiti is being sprayed on an urban wall by {}.',
    'A lively story is being told around the campfire by {}.',
    'A crafty sculpture is being created from recycled materials by {}.',
    'A vibrant mural is being painted on a downtown alley by {}.',
    'A dusty trail is being hiked at dawn by {}.',
    'A tricky crossword puzzle is being filled out by {}.',
    'A homemade pie is being baked for a special occasion by {}.',
    'An elaborate garden is being tended to by {}.',
    'A suspenseful movie is being watched with excitement by {}.',
    'A difficult yoga pose is being mastered in the studio by {}.',
    'A new skateboard is being ridden down a hill by {}.',
    'A savory soup is being stirred in a pot by {}.',
    'Cheerful holiday decorations are being hung around the house by {}.',
    'A thrilling novel is being devoured on a rainy afternoon by {}.',
    'A chess game is being thoughtfully played in the park by {}.',
    'A burst of laughter is being shared with friends by {}.',
    'Bright city lights are being admired from a rooftop by {}.',
    'An old family recipe is being followed in the kitchen by {}.',
    'A marshmallow is being roasted over a campfire by {}.',
    'Careful brush strokes are being applied to a model figurine by {}.',
    'A challenging video game is being played with focus by {}.',
    'An evening class is being attended with interest by {}.',
    'A delicate pastry is being decorated with icing by {}.',
    'An excited puppy is being trained in the backyard by {}.',
    'A basketball is being shot into a hoop by {}.',
    'A lively drumbeat is being played at a concert by {}.',
    'Colorful fall leaves are being photographed in the woods by {}.',
    'A new song is being composed on the piano by {}.',
    'A long-lost friend is being hugged in a warm embrace by {}.',
    'Bright fireworks are being watched in awe by {}.',
    'A favorite TV show is being binge-watched by {}.',
    'A new trail is being biked through the forest by {}.',
    'Freshly baked cookies are being taken out of the oven by {}.',
    'A difficult problem is being solved with satisfaction by {}.',
    'Colorful balloons are being blown up for a party by {}.',
    'A joyful tune is being whistled while walking by {}.',
    'An old film camera is being loaded with film by {}.',
    'An empty canvas is being gazed upon before painting by {}.',
    'An exciting soccer match is being watched with friends by {}.',
    'A warm cup of tea is being sipped quietly by {}.',
    'A good book is being enjoyed in a comfy armchair by {}.',
    'A gentle horse is being groomed in the stable by {}.',
    'A tense board game is being strategized over by {}.',
    'Fresh laundry is being folded neatly by {}.',
    'A thrilling roller coaster ride is being braved by {}.',
    'A favorite song is being sung in the shower by {}.',
    'A rainy day is being spent baking cookies by {}.',
    'Classic tunes are being listened to on vinyl by {}.',
    'An interesting documentary is being watched intently by {}.',
    'A busy day is being relaxed from with a bubble bath by {}.',
    'A sunflower field is being walked through by {}.',
    'A new plant is being potted with care by {}.',
    'A sunny terrace is being enjoyed with a cold drink by {}.',
    'Morning birds are being listened to at dawn by {}.',
    'A quiet museum hall is being wandered through by {}.',
    'An experimental recipe is being tested in the kitchen by {}.',
    'A homemade kite is being flown on a breezy day by {}.',
    'A colorful aquarium is being cleaned by {}.',
    'A new blog post is being composed on a laptop by {}.',
    'A wild trail is being trekked with enthusiasm by {}.',
    'An ice cream cone is being savored on a warm day by {}.',
    'A peaceful sunrise is being watched from a hilltop by {}.',
    'Freshly ground coffee is being brewed in the morning by {}.',
    'A comfortable hammock is being swayed in gently by {}.',
    'A nostalgic video game is being revisited with joy by {}.',
    'A challenging Sudoku puzzle is being completed by {}.',
    'A dusty attic is being explored for treasures by {}.',
    'A hefty stack of pancakes is being devoured for breakfast by {}.',
    'Delicate origami is being folded by {}.',
    'A peaceful moment is being cherished on a quiet porch by {}.',
    'On a quiet street, {} is jogging.',
    'With a gentle smile, {} offers help.',
    'Behind the old bookstore, {} reads quietly.',
    'Near a calm lake, {} sketches the scenery.',
    'By the bright window, {} sips coffee.',
    'Under the warm sun, {} relaxes.',
    'Around the bustling square, {} dances.',
    'Beside the campfire, {} tells stories.',
    'Above the city noise, {} daydreams.',
    'Through the crowded fair, {} navigates.',
    'Against the evening sky, {} takes photos.',
    'Among the tall trees, {} hikes.',
    'Before the morning rush, {} stretches.',
    'Amid the garden blooms, {} seeks peace.',
    'Across the open field, {} runs freely.',
    'During the lively party, {} laughs.',
    'Following the winding path, {} explores.',
    'Outside the cozy cottage, {} gazes at stars.',
    'Within the silent walls, {} contemplates.',
    'Beneath the ancient arch, {} pauses reflectively.',
    'Along the riverbank, {} fishes.',
    'Beside a bubbling brook, {} writes poetry.',
    'Underneath the vibrant mural, {} admires art.',
    'Beyond the bustling streets, {} finds quiet.',
    'Behind the heavy curtain, {} rehearses lines.',
    'Upon the windswept hill, {} flies a kite.',
    'Throughout the sunny day, {} tends the shop.',
    'Despite the hectic pace, {} stays calm.',
    'Behind the lens of a camera, {} captures moments.',
    'Inside the warm bakery, {} savors aromas.',
    'Beneath the star-filled sky, {} makes a wish.',
    'Beyond the garden gate, {} enters serenity.',
    'Between the bookshelves, {} finds adventure.',
    'Across the dance floor, {} moves gracefully.',
    'Around the festive decorations, {} feels joy.',
    'Amidst the quiet sanctuary, {} prays.',
    'Near the bustling café, {} watches the world.',
    'Under the shade of a tree, {} enjoys a picnic.',
    'By the glow of the fireplace, {} reads.',
    'After the long journey, {} rests.',
    'Outside the lively market, {} samples flavors.',
    'Upon the old wooden bench, {} sits.',
    'Around the warm campfire, {} sings.',
    'Through the busy terminal, {} travels.',
    'Within the walls of home, {} feels safe.',
    'Beside the flowing river, {} reflects.',
    'Against the cool breeze, {} wraps up warm.',
    'Across the silent library, {} seeks knowledge.',
    'Beneath the towering cliff, {} gazes up.',
    'Beyond the colorful horizon, {} dreams.',
    'Between the office cubicles, {} takes a breath.',
    'Behind the vibrant easel, {} paints.',
    'Upon the peaceful shore, {} collects shells.',
    'Throughout the old village, {} discovers history.',
    'Despite the falling rain, {} smiles.',
    'Inside the bustling diner, {} enjoys breakfast.',
    'By the edge of the fountain, {} tosses a coin.',
    'Outside the charming bookstore, {} chooses a novel.',
    'Upon the rooftop terrace, {} views the skyline.',
    'Through the frosty window, {} longs for spring.',
    'Within the hushed auditorium, {} listens intently.',
    'Beside the crackling bonfire, {} cozies up.',
    'Against the morning chill, {} jogs.',
    'Across the golden meadow, {} strolls.',
    'Amidst the echo of laughter, {} joins in.',
    'Beyond the realm of the city, {} seeks nature.',
    'Between the lush vines, {} harvests grapes.',
    'Behind the frosted glass, {} sips tea.',
    'Upon the creaky floorboards, {} tip-toes.',
    'Throughout the silent movie, {} is mesmerized.',
    'Despite the room’s clutter, {} finds order.',
    'Beneath the bright marquee, {} awaits the opening.',
    'By the light of the lanterns, {} feels warmth.',
    'After the rain has passed, {} splashes in puddles.',
    'Outside the local theater, {} buys a ticket.',
    'Upon the green expanse, {} practices yoga.',
    'Through the historic district, {} admires architecture.',
    'Within the quiet of dawn, {} takes a moment.',
    'Beside the ice-covered pond, {} feeds the ducks.',
    'Against the setting sun, {} cherishes the moment.',
    'Across the crowded room, {} finds a friend.',
    'Amidst the morning calm, {} sows seeds.',
    'Beneath the overcast sky, {} contemplates change.',
    'Beyond the busy crosswalk, {} finds solitude.',
    'Between two towering pines, {} hangs a hammock.',
    'Behind the cool shade, {} enjoys an ice cream.',
    'Upon the deserted path, {} embraces stillness.',
    'Throughout the lively tune, {} taps their foot.',
    'Despite the distance apart, {} feels connected.',
    'Inside the crowded bus, {} daydreams.',
    'Beneath the vast universe, {} feels wonder.',
    'By the vibrant mural, {} appreciates art.',
    'After the final curtain call, {} feels inspired.',
    'Outside the quaint café, {} inhales the fresh morning air.',
    'Sitting calmly with a book in their lap is {}.',
    'Holding the reins of a horse stands {}.',
    'Laughing at a joke just heard is {}.',
    'Taking a deep breath of fresh air on a hike is {}.',
    'Reaching for an apple on a tree is {}.',
    'Playing a violin with focused attention is {}.',
    'Taking a photo of the sunset is {}.',
    'Lying on the grass and looking at the clouds is {}.',
    'Standing with an umbrella in the rain is {}.',
    'Throwing a frisbee in the park is {}.',
    'Riding a skateboard down the sidewalk is {}.',
    'Juggling three balls skillfully is {}.',
    'Swinging on a swing with a smile is {}.',
    'Pulling a suitcase in an airport is {}.',
    'Dipping a paintbrush into paint before a canvas is {}.',
    'Stretching before a run along the track is {}.',
    'Pouring a cup of coffee in the morning is {}.',
    'Bouncing a basketball on the court is {}.',
    'Holding an ice cream cone upside down is {}.',
    'Standing at the podium about to speak is {}.',
    'Waiting for a train at the station is {}.',
    'Typing rapidly on a keyboard is {}.',
    'Riding a bicycle along the river path is {}.',
    'Blowing out candles on a birthday cake is {}.',
    'Feeding ducks by the pond is {}.',
    'Hiking with a backpack up a mountain trail is {}.',
    'Lifting weights in the gym is {}.',
    'Contemplating a piece of art in a gallery is {}.',
    'Sipping a milkshake through a straw is {}.',
    'Planting seedlings in a garden bed is {}.',
    'Wading through a stream with a fishing pole is {}.',
    'Assembling a model airplane with focus is {}.',
    'Whipping up a smoothie in a blender is {}.',
    'Rolling out dough for a pie is {}.',
    'Peering through a telescope at night is {}.',
    'Flying a kite in the open field is {}.',
    'Playing chess and contemplating the next move is {}.',
    'Brushing a horse in the stable is {}.',
    'Sitting on the pier with feet dangling over water is {}.',
    'Tuning a guitar before a performance is {}.',
    'Practicing yoga in a peaceful room is {}.',
    'Sculpting clay on a pottery wheel is {}.',
    'Skimming a stone across a lake is {}.',
    'Building a sandcastle at the beach is {}.',
    'Fishing at the crack of dawn on a boat is {}.',
    'Roasting marshmallows over a campfire is {}.',
    'Watching the horizon from the deck of a ship is {}.',
    'Admiring the view from the top of a ferris wheel is {}.',
    'Reading a map under the streetlight is {}.',
    'Twirling a pen thoughtfully while studying is {}.',
    'Writing in a journal quietly is {}.',
    'Inspecting a gadget with curiosity is {}.',
    'Balancing on a slackline between two trees is {}.',
    'Mixing ingredients for a recipe is {}.',
    'Waiting patiently for the crosswalk signal is {}.',
    'Riding an escalator up to the next floor is {}.',
    'Sitting on a bench feeding pigeons is {}.',
    'Standing at the edge of the diving board is {}.',
    'Looking at merchandise in a shop window is {}.',
    'Sitting on the floor wrapping gifts is {}.',
    'Climbing up a ladder to reach a high shelf is {}.',
    'Waiting for the bus at the bus stop is {}.',
    'Sipping tea while gazing out the window is {}.',
    'Swinging a tennis racquet on the court is {}.',
    'Watching a movie with 3D glasses on is {}.',
    'Carving a piece of wood into a sculpture is {}.',
    'Hula hooping in the backyard is {}.',
    'Rowing a boat down the river is {}.',
    'Bending down to tie a shoelace is {}.',
    'Playing the drums with enthusiasm is {}.',
    'Waiting in line at the grocery store checkout is {}.',
    'Blowing bubbles with gum is {}.',
    'Sketching a landscape on a notepad is {}.',
    'Jumping into a pile of autumn leaves is {}.',
    'Standing with hands on hips after a workout is {}.',
    'Conducting an orchestra with intensity is {}.',
    'Leaning against a fence watching the sunrise is {}.',
    'Tossing a salad in a bowl for dinner is {}.',
    'Crossing a footbridge over a stream is {}.',
    'Bobbing their head to music on headphones is {}.',
    'Attaching a lock to a bridge railing as a symbol of love is {}.',
    'Pumping air into a bicycle tire is {}.',
    'Repairing a computer with various tools is {}.',
    'Doodling in a notebook during a lecture is {}.',
    'Lining up a shot with a camera is {}.',
    'Kneading dough on a floured surface is {}.',
    'Waving goodbye at the train station is {}.',
    'Lying on the beach soaking up the sun is {}.',
    'Reading street signs in an unfamiliar city is {}.',
    'Casting a fishing line from the shore is {}.',
    'Blowing on a dandelion with seeds dispersing is {}.',
    'Dancing alone in the living room is {}.',
    'Watching the stars with a blanket wrapped around is {}.',
    'Peeling an orange in one long spiral is {}.',
    'Picking flowers from a field is {}.',
    'Studying a museum exhibit with interest is {}.',
    'Hanging laundry out to dry on a sunny day is {}.',
    'Cuddling a pet cat on the couch is {}.',
    'Arranging books on a shelf by color is {}.',
    'Standing silent in a moment of gratitude is {}.'
]


random.shuffle(imagenet_templates_small)

per_img_token_list = ['*']


class FaceIdDataset(Dataset):
    def __init__(self, experiment_name, **kwargs):
        super(FaceIdDataset, self).__init__()
        
        self.experiment_name = experiment_name
        if self.experiment_name == "normal_GAN":
            name_path = "datasets_face/good_names.txt"
        elif self.experiment_name == "man_GAN":
            name_path = "datasets_face/good_names_man.txt" 
        elif self.experiment_name == "woman_GAN":            
            name_path = "datasets_face/good_names_woman.txt"
        else:
            print("Hello, please notice this ^_^")
            assert 0
        print("now experiment_name:", self.experiment_name)
        
        with open(name_path, "r") as f:
            self.names = f.read().splitlines()
            
        if self.experiment_name == "normal_GAN":
            with open("datasets_face/good_names_man.txt", "r") as f_man, open("datasets_face/good_names_woman.txt", "r") as f_woman:
                self.man_names = f_man.read().splitlines()
                self.woman_names = f_woman.read().splitlines()  
                 
        self._length = len(self.names)



    def __len__(self):
        return self._length

    def __getitem__(self, i):   
        example = {}
        
        name = self.names[i]
        
        # if normal_GAN, this trick will be used for gender balance.
        if self.experiment_name == "normal_GAN":
            if random.random() < 0.5:
                name = random.choice(self.man_names)
            else:
                name = random.choice(self.woman_names)      

        ''' text '''
        placeholder_string = per_img_token_list[0]
        text = random.choice(imagenet_templates_small).format('%s person' % placeholder_string)

        example["caption"] = text
        example["name"] = name
        
        return example