From 5df78b0ea6ba56c95819500e2151e12b035dfa33 Mon Sep 17 00:00:00 2001 From: LutingWang <2457348692@qq.com> Date: Thu, 12 Sep 2024 22:51:58 +0800 Subject: [PATCH] feat: ram --- .gitattributes | 1 + .pre-commit-config.yaml | 4 +- .vscode/settings.json | 3 + docs/source/data/conceptnet.py | 6 + docs/source/data/conceptnet.rst | 25 + docs/source/pretrained/clip.py | 2 + docs/source/pretrained/dino.py | 2 + docs/source/pretrained/ram.csv | 4585 ++++++++++++++++++++++ docs/source/pretrained/ram.py | 390 ++ docs/source/pretrained/ram.rst | 16 + pyproject.toml | 2 + todd/models/modules/clip.py | 6 - todd/models/modules/transformer.py | 24 +- todd/models/modules/vit.py | 21 +- todd/tasks/knowledge_graph/__init__.py | 1 + todd/tasks/knowledge_graph/conceptnet.py | 26 + todd/utils/networks.py | 1 + 17 files changed, 5064 insertions(+), 51 deletions(-) create mode 100644 docs/source/data/conceptnet.py create mode 100644 docs/source/data/conceptnet.rst create mode 100644 docs/source/pretrained/ram.csv create mode 100644 docs/source/pretrained/ram.py create mode 100644 docs/source/pretrained/ram.rst create mode 100644 todd/tasks/knowledge_graph/__init__.py create mode 100644 todd/tasks/knowledge_graph/conceptnet.py diff --git a/.gitattributes b/.gitattributes index aacf0ee..610ccd4 100644 --- a/.gitattributes +++ b/.gitattributes @@ -1,3 +1,4 @@ *.pth filter=lfs diff=lfs merge=lfs -text tutorials/visuals.ipynb filter=lfs diff=lfs merge=lfs -text todd/tasks/natural_language_processing/tokenizers/clip_bpe.txt.gz filter=lfs diff=lfs merge=lfs -text +*.jpg filter=lfs diff=lfs merge=lfs -text diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 8347314..37536f3 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -75,9 +75,7 @@ repos: - id: codespell exclude_types: - jupyter - args: - - tests - - todd + exclude: ^docs/source/pretrained/ram.csv$ - repo: https://github.com/commitizen-tools/commitizen rev: v3.14.1 hooks: diff --git a/.vscode/settings.json b/.vscode/settings.json index 2aeaeb6..0ffcc6a 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -4,6 +4,7 @@ "BBoxes", "codebook", "codebooks", + "ConceptNet", "ConvNeXt", "cxcy", "cxcywh", @@ -20,6 +21,7 @@ "IoUs", "LAION", "LLAVA", + "logit", "LVIS", "multihead", "ODKD", @@ -28,6 +30,7 @@ "SGFI", "shorthair", "Sintel", + "Swin", "synset", "synsets", "unicodes", diff --git a/docs/source/data/conceptnet.py b/docs/source/data/conceptnet.py new file mode 100644 index 0000000..cc36420 --- /dev/null +++ b/docs/source/data/conceptnet.py @@ -0,0 +1,6 @@ +import todd.tasks.knowledge_graph as kg + +conceptnet = kg.ConceptNet() +print(conceptnet.similarity('/c/en/cat', '/c/en/cats')) +print(conceptnet.similarity('/c/en/cat', '/c/en/dog')) +print(conceptnet.similarity('/c/en/cat', '/c/en/computer')) diff --git a/docs/source/data/conceptnet.rst b/docs/source/data/conceptnet.rst new file mode 100644 index 0000000..088c0a1 --- /dev/null +++ b/docs/source/data/conceptnet.rst @@ -0,0 +1,25 @@ +ConceptNet +========== + +https://github.com/commonsense/conceptnet5 + +.. code-block:: bash + + root=data/conceptnet + mkdir -p ${root} + +ConceptNet 5.7.0 +---------------- + +.. code-block:: bash + + wget https://s3.amazonaws.com/conceptnet/downloads/2019/edges/conceptnet-assertions-5.7.0.csv.gz -P ${root} + +Numberbatch +----------- + +https://github.com/commonsense/conceptnet-numberbatch + +.. code-block:: bash + + wget http://conceptnet.s3.amazonaws.com/precomputed-data/2016/numberbatch/19.08/mini.h5 -P ${root} diff --git a/docs/source/pretrained/clip.py b/docs/source/pretrained/clip.py index 650a3aa..b315b7a 100644 --- a/docs/source/pretrained/clip.py +++ b/docs/source/pretrained/clip.py @@ -1,3 +1,5 @@ +# pylint: disable=duplicate-code + import torch import torchvision.transforms.v2 as tf_v2 from einops.layers.torch import Rearrange diff --git a/docs/source/pretrained/dino.py b/docs/source/pretrained/dino.py index 56a62c5..0b1f75d 100644 --- a/docs/source/pretrained/dino.py +++ b/docs/source/pretrained/dino.py @@ -1,3 +1,5 @@ +# pylint: disable=duplicate-code + import torch import torchvision.transforms.v2 as tf_v2 from einops.layers.torch import Rearrange diff --git a/docs/source/pretrained/ram.csv b/docs/source/pretrained/ram.csv new file mode 100644 index 0000000..5452125 --- /dev/null +++ b/docs/source/pretrained/ram.csv @@ -0,0 +1,4585 @@ +3D CG rendering,三维CG渲染,0.65 +3D glasses,3d眼镜,0.65 +abacus,算盘,0.65 +abalone,鲍鱼,0.65 +monastery,修道院,0.65 +belly,肚子,0.65 +academy,学院,0.65 +accessory,附件,0.8 +accident,事故,0.71 +accordion,手风琴,0.75 +acorn,橡子,0.65 +acrylic paint,丙烯颜料,0.65 +act,表演,0.65 +action,行动,0.8 +action film,动作电影,0.65 +activity,活动,0.8 +actor,演员,0.8 +adaptation,改编本,0.65 +add,添加,0.65 +adhesive tape,胶带,0.65 +adjust,调整,0.65 +adult,成人,0.8 +adventure,冒险,0.65 +advertisement,广告,0.8 +antenna,天线,0.8 +aerobics,有氧运动,0.65 +spray can,喷雾罐,0.65 +afro,爆炸头,0.65 +agriculture,农业,0.65 +aid,帮助,0.65 +air conditioner,空调,0.65 +air conditioning,空调系统,0.65 +air sock,风向标,0.65 +aircraft cabin,飞机客舱,0.65 +aircraft model,飞机模型,0.65 +air field,机场,0.65 +air line,航线,0.8 +airliner,客机,0.65 +airman,飞行员,0.65 +plane,飞机,0.9 +airplane window,飞机窗口,0.65 +airport,机场,0.9 +airport runway,机场跑道,0.65 +airport terminal,航站楼,0.65 +airship,飞艇,0.65 +airshow,航展,0.65 +aisle,过道,0.8 +alarm,警报,0.65 +alarm clock,闹钟,0.65 +mollymawk,信天翁,0.65 +album,唱片,0.65 +album cover,唱片封面,0.65 +alcohol,酒精,0.61 +alcove,壁龛,0.65 +algae,水藻,0.65 +alley,胡同/球道,0.65 +almond,杏仁,0.65 +aloe vera,芦荟,0.65 +alp,高山,0.8 +alpaca,羊驼,0.65 +alphabet,字母表,0.65 +german shepherd,德国牧羊犬,0.65 +altar,圣坛,0.65 +amber,琥珀,0.65 +ambulance,救护车,0.65 +bald eagle,秃鹰,0.65 +American shorthair,美国短毛猫,0.65 +amethyst,紫水晶,0.65 +amphitheater,圆形剧场,0.65 +amplifier,扩音器,0.65 +amusement park,游乐园,0.65 +amusement ride,游乐设施,0.65 +anchor,锚,0.65 +ancient,古老的,0.8 +anemone,海葵,0.65 +angel,天使,0.8 +angle,角,0.8 +animal,动物,0.7 +animal sculpture,动物雕塑,0.65 +animal shelter,动物收容所,0.65 +animation,动画片,0.8 +animation film,动画电影,0.65 +animator,动画师,0.65 +anime,动漫,0.8 +ankle,脚踝,0.65 +anklet,短袜,0.65 +anniversary,周年庆,0.65 +trench coat,风衣,0.65 +ant,蚂蚁,0.65 +antelope,羚羊,0.82 +antique,古董,0.8 +antler,鹿角,0.65 +anvil,铁砧,0.65 +apartment,公寓,0.8 +ape,猿,0.65 +app,应用程序,0.8 +app icon,应用图标,0.65 +appear,出现,0.65 +appearance,外观,0.65 +appetizer,开胃菜,0.65 +applause,掌声,0.65 +apple,苹果,0.9 +apple juice,苹果汁,0.65 +apple pie,苹果派,0.65 +apple tree,苹果树,0.65 +applesauce,苹果酱,0.65 +appliance,设备,0.65 +appointment,约定,0.65 +approach,通道,0.65 +apricot,杏子,0.65 +apron,围裙,0.65 +aqua,浅绿色,0.65 +aquarium,水族馆,0.8 +aquarium fish,观赏鱼,0.65 +aqueduct,渡槽,0.65 +arcade,游乐中心,0.65 +arcade machine,商场游戏机,0.65 +arch,拱门,0.8 +arch bridge,拱桥,0.65 +archaelogical excavation,考古现场,0.65 +archery,射箭,0.65 +archipelago,群岛,0.65 +architect,建筑师,0.65 +architecture,建筑设计,0.8 +archive,档案,0.65 +archway,拱门,0.65 +area,地区,0.8 +arena,竞技场,0.65 +argument,争论,0.65 +arm,手臂,0.8 +armadillo,穿山甲,0.65 +armband,臂章,0.65 +armchair,扶手椅,0.65 +armoire,衣柜,0.65 +armor,盔甲,0.65 +army,军队,0.8 +army base,军事基地,0.65 +army tank,坦克,0.65 +array,阵列,0.65 +arrest,逮捕,0.65 +arrow,箭头,0.8 +art,艺术,0.8 +art exhibition,艺术展,0.65 +art gallery,美术馆,0.85 +art print,艺术印刷品,0.8 +art school,艺术学校,0.65 +art studio,艺术工作室,0.65 +art vector illustration,艺术矢量插图,0.65 +artichoke,洋蓟,0.65 +article,文章,0.8 +artifact,手工艺品,0.65 +artist,艺术家,0.8 +artists loft,艺术阁楼,0.65 +ash,灰,0.65 +ashtray,烟灰缸,0.65 +asia temple,亚洲寺庙,0.65 +asparagus,芦笋,0.65 +asphalt road,沥青道路,0.65 +assemble,组装,0.65 +assembly,集会,0.65 +assembly line,生产流水线,0.65 +association,协会,0.65 +astronaut,宇航员,0.65 +astronomer,天文学家,0.65 +athlete,运动员,0.8 +athletic,运动,0.65 +atlas,地图集,0.65 +atm,自助取款机,0.65 +atmosphere,大气层,0.65 +atrium,中庭,0.65 +attach,连接,0.65 +fighter jet,战斗机,0.65 +attend,参加,0.8 +attraction,吸引力,0.65 +atv,全地形车,0.65 +eggplant,茄子,0.77 +auction,拍卖,0.65 +audi,奥迪汽车,0.65 +audio,音频,0.65 +auditorium,礼堂,0.9 +aurora,极光,0.65 +author,作者,0.65 +auto factory,汽车厂,0.65 +auto mechanic,汽车修理工,0.65 +auto part,汽车零件,0.65 +auto show,车展,0.65 +auto showroom,汽车展厅,0.65 +car battery,汽车电池,0.65 +automobile make,汽车制造,0.65 +automobile model,汽车模型,0.8 +motor vehicle,汽车,0.65 +autumn,秋天,0.89 +autumn forest,秋天的森林,0.65 +autumn leave,秋天的叶子,0.8 +autumn park,秋天的公园,0.65 +autumn tree,秋天的树,0.65 +avatar,阿凡达,0.65 +avenue,林荫大道,0.65 +aviator sunglasses,飞行员太阳镜,0.65 +avocado,牛油果,0.65 +award,奖品,0.8 +award ceremony,颁奖典礼,0.65 +award winner,获奖者,0.65 +shed,棚,0.65 +ax,斧头,0.65 +azalea,杜鹃花,0.65 +baboon,狒狒,0.78 +baby,婴儿,0.8 +baby bottle,奶瓶,0.65 +baby carriage,婴儿车,0.65 +baby clothe,婴儿衣服,0.65 +baby elephant,小象,0.65 +baby food,婴儿食品,0.65 +baby seat,婴儿座椅,0.65 +baby shower,迎婴派对,0.65 +back,背后/后面,0.8 +backdrop,背景,0.65 +backlight,背光,0.65 +backpack,背包,0.9 +backyard,后院,0.8 +bacon,培根,0.65 +badge,徽章,0.65 +badger,獾,0.65 +badlands,荒地,0.65 +badminton,羽毛球运动,0.65 +badminton racket,羽毛球拍,0.65 +bag,袋子,0.8 +bagel,面包圈,0.65 +bagpipe,风笛,0.65 +baguette,法棍,0.65 +bait,诱饵,0.65 +baked goods,焙烤食品,0.65 +baker,面包师,0.65 +bakery,面包店,0.65 +baking,烘焙,0.65 +baking sheet,烤盘,0.65 +balance,平衡,0.65 +balance car,平衡车,0.65 +balcony,阳台,0.8 +ball,球,0.8 +ball pit,球池,0.65 +ballerina,芭蕾舞女演员,0.65 +ballet,芭蕾舞,0.65 +ballet dancer,芭蕾舞演员,0.65 +ballet skirt,芭蕾舞裙,0.65 +balloon,气球,0.8 +balloon arch,气球拱门,0.65 +baseball player,棒球手,0.8 +ballroom,舞厅,0.65 +bamboo,竹子,0.9 +bamboo forest,竹林,0.65 +banana,香蕉,0.83 +banana bread,香蕉面包,0.65 +banana leaf,香蕉叶子,0.65 +banana tree,香蕉树,0.65 +band,乐队,0.8 +band aid,创可贴,0.65 +bandage,绷带,0.65 +headscarf,头巾,0.8 +bandeau,束发带,0.65 +bangs,刘海,0.65 +bracelet,手镯,0.79 +balustrade,栏杆,0.65 +banjo,五弦琴,0.65 +bank,银行,0.8 +bank card,银行卡,0.65 +bank vault,银行金库,0.65 +banknote,纸币,0.65 +banner,横幅/旗帜,0.89 +banquet,宴会,0.65 +banquet hall,宴会厅,0.65 +banyan tree,榕树,0.65 +baozi,包子,0.65 +baptism,洗礼,0.65 +bar,酒吧,0.9 +bar code,条形码,0.65 +bar stool,高脚凳,0.65 +barbecue,烧烤,0.86 +barbecue grill,烧烤架,0.65 +barbell,杠铃,0.65 +barber,理发师,0.65 +barber shop,理发店,0.65 +barbie,芭比娃娃,0.65 +barge,驳船,0.65 +barista,咖啡师,0.65 +bark,树皮,0.65 +barley,大麦,0.65 +barn,谷仓,0.8 +barn owl,仓鸮,0.65 +barn door,挡光板,0.65 +barrel,桶,0.8 +barricade,路障,0.65 +barrier,屏障,0.65 +handcart,手推车,0.65 +bartender,酒保,0.65 +baseball,棒球,0.79 +baseball base,棒球基地,0.65 +baseball bat,棒球棒,0.63 +baseball hat,棒球帽,0.65 +baseball stadium,棒球场,0.87 +baseball game,棒球比赛,0.8 +baseball glove,棒球手套,0.46 +baseball pitcher,棒球投手,0.65 +baseball team,棒球队,0.65 +baseball uniform,棒球制服,0.65 +basement,地下室,0.65 +basil,罗勒,0.65 +basin,水盆,0.65 +basket,篮子,0.8 +basket container,篮子,0.65 +basketball,篮球,0.9 +basketball backboard,篮球篮板,0.65 +basketball coach,篮球教练,0.65 +basketball court,篮球场,0.9 +basketball game,篮球比赛,0.65 +basketball hoop,篮球框,0.65 +basketball player,篮球运动员,0.8 +basketball stadium,篮球馆,0.65 +basketball team,篮球队,0.65 +bass,贝斯,0.65 +bass guitar,低音吉他,0.65 +bass horn,低音喇叭,0.65 +bassist,贝斯手,0.65 +bat,球棒/球拍,0.65 +bath,浴室,0.8 +bath heater,水浴加热器,0.65 +bath mat,浴垫,0.65 +bath towel,浴巾,0.65 +swimwear,泳装,0.65 +bathrobe,浴袍,0.65 +bathroom,浴室,0.8 +bathroom accessory,浴室配件,0.65 +bathroom cabinet,浴室柜,0.65 +bathroom door,浴室门,0.65 +bathroom mirror,浴室镜子,0.65 +bathroom sink,浴室水槽,0.65 +toilet paper,卫生纸,0.65 +bathroom window,浴室窗户,0.65 +batman,蝙蝠侠,0.8 +wand,棒子,0.65 +batter,接连猛打/击球员,0.65 +battery,电池,0.65 +battle,战斗,0.8 +battle rope,战绳,0.65 +battleship,战舰,0.65 +bay,海湾,0.8 +bay bridge,海湾大桥,0.65 +bay window,凸窗,0.65 +bayberry,杨梅,0.65 +bazaar,集市,0.65 +beach,海滩,0.9 +beach ball,沙滩球,0.65 +beach chair,沙滩椅,0.65 +beach house,海滨别墅,0.65 +beach hut,海滩小屋,0.65 +beach towel,沙滩毛巾,0.65 +beach volleyball,沙滩排球,0.65 +lighthouse,灯塔,0.65 +bead,珠子,0.8 +beagle,比格犬,0.65 +beak,鸟嘴,0.65 +beaker,烧杯,0.65 +beam,横梁,0.65 +bean,豆子,0.65 +bean bag chair,豆袋椅,0.65 +beanbag,豆袋,0.65 +bear,熊,0.9 +bear cub,幼熊,0.65 +beard,胡子,0.8 +beast,野兽,0.65 +beat,击打/击败,0.8 +beautiful,美丽的,0.8 +beauty,美丽,0.8 +beauty salon,美容院,0.65 +beaver,海狸,0.65 +bed,床,0.84 +bedcover,床单,0.65 +bed frame,床架,0.65 +bedroom,卧室,0.79 +bedding,床上用品,0.65 +bedpan,便盆,0.65 +bedroom window,卧室窗户,0.65 +bedside lamp,床头灯,0.65 +bee,蜜蜂,0.8 +beech tree,山毛榉,0.65 +beef,牛肉,0.65 +beekeeper,养蜂人,0.65 +beeper,蜂鸣器,0.65 +beer,啤酒,0.8 +beer bottle,啤酒瓶,0.65 +beer can,啤酒罐,0.65 +beer garden,啤酒花园,0.65 +beer glass,啤酒杯,0.65 +beer hall,啤酒馆,0.65 +beet,甜菜,0.65 +beetle,甲虫,0.65 +beige,米色,0.8 +clock,时钟,0.81 +bell pepper,甜椒,0.65 +bell tower,钟楼,0.8 +belt,皮带,0.65 +belt buckle,皮带扣,0.65 +bench,长凳,0.9 +bend,弯曲,0.65 +bengal tiger,孟加拉虎,0.65 +bento,盒饭,0.65 +beret,贝雷帽,0.65 +berry,浆果,0.8 +berth,停泊位,0.65 +beverage,饮料,0.65 +bib,围嘴,0.65 +bibimbap,拌饭,0.65 +bible,圣经,0.65 +bichon,比熊,0.65 +bicycle,自行车,0.9 +bicycle helmet,自行车头盔,0.65 +bicycle wheel,自行车车轮,0.65 +biker,自行车骑士,0.8 +bidet,坐浴盆,0.65 +big ben,大本钟,0.65 +bike lane,自行车道,0.65 +bike path,自行车道,0.65 +bike racing,自行车赛,0.65 +bike ride,骑车,0.65 +bikini,比基尼,0.9 +bikini top,比基尼上衣,0.65 +bill,账单,0.65 +billard,台球,0.65 +billboard,广告牌,0.87 +billiard table,台球台,0.65 +bin,垃圾箱,0.65 +binder,活页夹,0.65 +binocular,双筒望远镜,0.65 +biology laboratory,生物学实验室,0.65 +biplane,双翼飞机,0.65 +birch,桦木,0.65 +birch tree,桦树,0.65 +bird,鸟,0.83 +bird bath,鸟池,0.65 +bird feeder,喂鸟器,0.65 +bird house,鸟舍,0.65 +bird nest,鸟巢,0.65 +birdbath,鸟池,0.65 +bird cage,鸟笼,0.65 +birth,出生,0.65 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tree,圣诞树,0.9 +chrysanthemum,菊花,0.65 +church,教堂,0.9 +church tower,教堂塔,0.65 +cider,苹果酒,0.65 +cigar,雪茄,0.65 +cigar box,雪茄盒,0.65 +cigarette,香烟,0.65 +cigarette case,烟盒,0.65 +waistband,腰带,0.65 +cinema,电影院,0.8 +photographer,摄影师,0.8 +cinnamon,肉桂,0.65 +circle,圆,0.8 +circuit,电路,0.65 +circuit board,电路板,0.65 +circus,马戏团,0.65 +water tank,水箱,0.65 +citrus fruit,柑橘类水果,0.65 +city,城市,0.8 +city bus,城市公交,0.65 +city hall,市政厅,0.65 +city nightview,城市夜景,0.65 +city park,城市公园,0.65 +city skyline,城市天际线,0.65 +city square,城市广场,0.65 +city street,城市街道,0.82 +city wall,城墙,0.65 +city view,城市景观,0.65 +clam,蛤蜊,0.65 +clarinet,单簧管,0.65 +clasp,扣子,0.65 +class,班级,0.8 +classic,经典,0.8 +classroom,教室,0.9 +clavicle,锁骨,0.65 +claw,爪子,0.65 +clay,黏土,0.65 +pottery,陶器,0.65 +clean,清洁,0.8 +clean room,洁净室,0.65 +cleaner,清洁工人,0.65 +cleaning product,清洁用品,0.65 +clear,清晰的,0.8 +cleat,栓,0.65 +clementine,克莱门氏小柑橘,0.65 +client,客户端,0.65 +cliff,悬崖,0.8 +climb,爬,0.8 +climb mountain,爬山,0.65 +climber,登山者,0.65 +clinic,诊所,0.65 +clip,夹子,0.65 +clip art,剪贴画,0.65 +clipboard,剪贴板,0.65 +clipper,快速帆船,0.65 +clivia,君子兰,0.65 +cloak,斗篷,0.65 +clogs,木底鞋,0.65 +close-up,特写,0.8 +closet,壁橱,0.8 +cloth,布,0.65 +clothe,穿衣,0.8 +clothing,衣服,0.8 +clothespin,晒衣夹,0.65 +clothesline,晒衣绳,0.65 +clothing store,服装店,0.65 +cloud,云,0.75 +cloud forest,云雾森林,0.65 +cloudy,多云,0.7 +clover,三叶草,0.9 +joker,小丑,0.8 +clown fish,小丑鱼,0.65 +club,俱乐部,0.65 +clutch,离合器,0.65 +clutch bag,手拿包,0.65 +coal,煤炭,0.65 +coast,海岸,0.8 +coat,外套,0.8 +coatrack,衣帽架,0.65 +cob,玉米,0.65 +cock,公鸡,0.65 +cockatoo,凤头鹦鹉,0.65 +cocker,可卡犬,0.65 +cockpit,驾驶,0.65 +roach,蟑螂,0.65 +cocktail,鸡尾酒,0.88 +cocktail dress,小礼服,0.65 +cocktail shaker,鸡尾酒调制器,0.65 +cocktail table,鸡尾酒桌,1 +cocoa,可可,0.65 +coconut,椰子,0.65 +coconut tree,椰子树,0.65 +coffee,咖啡,0.8 +coffee bean,咖啡豆,0.65 +coffee cup,咖啡杯,0.8 +coffee machine,咖啡机,0.65 +coffee shop,咖啡店,0.65 +coffeepot,咖啡壶,0.65 +coffin,棺材,0.65 +cognac,法国白兰地,0.65 +spiral,螺旋,0.8 +coin,硬币,0.8 +coke,可口可乐,0.65 +colander,滤器,0.65 +cold,冷的,0.8 +slaw,卷心菜沙拉,0.65 +collaboration,合作,0.65 +collage,拼贴画,0.8 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jacket,牛仔夹克,0.65 +dentist,牙医,0.65 +department store,百货商店,0.65 +depression,抑郁症,0.65 +derby,德比,0.65 +dermopathy,皮肤病,0.65 +desert,沙漠,0.9 +desert road,沙漠公路,0.65 +design,设计,0.8 +designer,设计师,0.65 +table,桌子/表格,0.85 +table lamp,台灯,0.65 +desktop,桌面,0.65 +desktop computer,台式电脑,0.65 +dessert,甜点,0.9 +destruction,破坏,0.65 +detective,侦探,0.65 +detergent,洗涤剂,0.65 +dew,露水,0.65 +dial,仪表盘,0.65 +diamond,钻石,0.8 +diaper,尿布,0.65 +diaper bag,尿布包,0.65 +journal,杂志,0.65 +die,死,0.73 +diet,饮食,0.65 +excavator,挖掘机,0.65 +number,数字,0.8 +digital clock,数字时钟,0.65 +dill,莳萝,0.65 +dinner,晚餐,0.8 +rowboat,小船,0.65 +dining room,餐厅,0.8 +dinner party,晚宴,0.65 +dinning table,餐桌,0.65 +dinosaur,恐龙,0.86 +dip,浸,0.65 +diploma,文凭,0.65 +direct,指引,0.65 +director,导演,0.65 +dirt,尘埃,0.87 +dirt bike,越野摩托车,0.65 +dirt field,泥土地,0.65 +dirt road,泥土路,0.8 +dirt track,泥路/土路,0.65 +disaster,灾难,0.65 +disciple,信徒,0.65 +disco,迪斯科舞厅,0.65 +disco ball,迪斯科灯秋,0.65 +discotheque,迪斯科舞厅,0.65 +disease,疾病,0.65 +plate,盘子,0.8 +dish antenna,碟形天线,0.65 +dish washer,洗碗机,0.65 +dishrag,抹布,0.65 +dishes,菜肴,0.65 +dishsoap,洗碗液,0.65 +Disneyland,迪斯尼乐园,0.65 +dispenser,自动售货机,0.65 +display,展示,0.8 +display window,陈列窗,0.65 +trench,壕沟,0.65 +dive,潜水,0.8 +diver,潜水员,0.65 +diving board,跳水板,0.65 +paper cup,纸杯,0.65 +dj,流行音乐播音员,0.65 +doberman,杜宾犬,0.65 +dock,码头,0.8 +doctor,医生,0.8 +document,文件,0.8 +documentary,纪录片,0.65 +dog,狗,0.9 +dog bed,狗窝,0.65 +dog breed,犬种,0.65 +dog collar,狗项圈,0.65 +dog food,狗粮,0.65 +dog house,狗窝,0.65 +doll,洋娃娃,0.65 +dollar,美元,0.8 +dollhouse,玩偶之家,0.65 +dolly,洋娃娃,0.65 +dolphin,海豚,0.82 +dome,穹顶,0.8 +domicile,住宅,0.65 +domino,多米诺骨牌,0.65 +donkey,驴,0.65 +donut,甜甜圈,0.84 +doodle,涂鸦,0.9 +door,门,0.9 +door handle,门把手,0.65 +doormat,受气包,0.65 +doorplate,门牌,0.65 +doorway,门口,0.65 +dormitory,宿舍,0.65 +dough,面团,0.65 +downtown,市中心,0.65 +dozer,推土机,0.65 +drag,拖,0.65 +dragon,龙,0.8 +dragonfly,蜻蜓,0.64 +drain,排水沟,0.65 +drama,剧本,0.65 +drama film,戏剧电影,0.65 +draw,画,0.8 +drawer,抽屉里,0.8 +drawing,图画/画画,0.87 +drawing pin,图钉,0.65 +pigtail,辫子,0.65 +dress,连衣裙/特定场合的服装,0.78 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+eat,吃,0.89 +restaurant,餐厅,0.89 +eclair,泡芙,0.65 +eclipse,日食,0.65 +ecosystem,生态系统,0.65 +edit,编辑,0.65 +education,教育,0.65 +educator,教育家,0.65 +eel,鳗鱼,0.65 +egg,蛋,0.9 +egg roll,蛋卷,0.65 +egg tart,蛋挞,0.65 +eggbeater,打蛋器,0.65 +egret,白鹭,0.65 +Eiffel tower,埃菲尔铁塔,0.65 +elastic band,橡皮筋,0.65 +senior,上级,0.8 +electric chair,电椅,0.65 +electric drill,电钻,0.65 +electrician,电工,0.65 +electricity,电,0.65 +electron,电子,0.65 +electronic,电子器件,0.65 +elephant,大象,0.86 +elevation map,高度图,0.65 +elevator,电梯,0.65 +elevator car,电梯轿厢,0.65 +elevator door,电梯门,0.65 +elevator lobby,电梯大堂,0.65 +elevator shaft,电梯井,0.65 +embankment,路堤,0.65 +embassy,大使馆,0.65 +embellishment,装饰,0.65 +ember,灰烬,0.65 +emblem,会徽,0.8 +embroidery,刺绣,0.65 +emerald,翡翠,0.65 +emergency,紧急,0.65 +emergency service,紧急服务,0.65 +emergency vehicle,紧急车辆,0.65 +emotion,情感,0.65 +Empire State Building,帝国大厦,0.65 +enamel,搪瓷,0.65 +enclosure,外壳/围墙,0.65 +side table,茶几,0.65 +energy,能源,0.65 +engagement,订婚,0.65 +engagement ring,订婚戒指,0.8 +engine,引擎,0.8 +engine room,机舱,0.65 +engineer,工程师,0.65 +engineering,工程,0.65 +english shorthair,英国短毛猫,0.65 +ensemble,乐团,0.65 +enter,回车键,0.65 +entertainer,演艺人员,0.65 +entertainment,娱乐,0.65 +entertainment center,娱乐中心,0.65 +entrance,入口,0.8 +entrance hall,入口大厅,0.65 +envelope,信封,0.65 +equestrian,马术,0.65 +equipment,设备,0.65 +eraser,橡皮擦,0.65 +erhu,二胡,0.65 +erosion,侵蚀,0.65 +escalator,自动扶梯,0.65 +escargot,食用蜗牛,0.65 +espresso,浓缩咖啡,0.65 +estate,房地产,0.8 +estuary,河口,0.65 +eucalyptus tree,桉树,0.65 +evening,晚上,0.8 +evening dress,晚礼服,0.65 +evening light,夜光,0.65 +evening sky,傍晚天空,0.65 +evening sun,晚上的太阳,0.65 +event,事件,0.8 +evergreen,常绿的,0.65 +ewe,母羊,0.65 +excavation,挖掘,0.65 +exercise,运动,0.8 +exhaust hood,排气罩,0.65 +exhibition,展览,0.8 +exit,出口,0.65 +explorer,探险者,0.65 +explosion,爆炸,0.65 +extension cord,延长线,0.65 +extinguisher,灭火器,0.65 +extractor,排气扇,0.65 +extrude,挤压,0.65 +eye,眼睛,0.8 +eye shadow,眼影,0.65 +eyebrow,眉,0.65 +eyeliner,眼线笔,0.65 +fabric,布料,0.8 +fabric store,纺织品商店,0.65 +facade,外观,0.8 +face,脸,0.8 +face close-up,脸部特写,0.65 +face powder,蜜粉,0.65 +face towel,毛巾,0.65 +facial tissue holder,面巾纸架,0.65 +facility,设施,0.65 +factory,工厂,0.8 +factory workshop,工厂车间,0.65 +fair,集市,0.65 +fairground,露天市场,0.65 +fairy,仙女,0.65 +falcon,猎鹰,0.65 +fall,秋天,0.8 +family,家庭,0.8 +family car,家庭轿车,0.65 +family photo,全家福,0.65 +family room,家庭房,0.65 +fan,风扇/扇子,0.8 +fang,尖牙,0.65 +farm,农场,0.8 +farmer,农民,0.8 +farmer market,农民市场,0.65 +farmhouse,农舍,0.65 +fashion,时尚,0.8 +fashion accessory,时尚配饰,0.65 +fashion designer,时装设计师,0.65 +fashion girl,时尚的女孩,0.65 +fashion illustration,时装插图,0.65 +fashion look,时装大片,0.65 +fashion model,时装模特,0.65 +fashion show,时装表演,0.8 +fast food,快餐,0.65 +fastfood restaurant,西式快餐,0.65 +father,父亲,0.8 +faucet,水龙头,0.85 +fault,故障,0.65 +fauna,动物,0.65 +fawn,小鹿,0.65 +fax,传真,0.65 +feast,宴会,0.65 +feather,羽毛,0.8 +fedora,软呢帽,0.65 +feed,饲料,0.8 +feedbag,一餐,0.65 +feeding,饲养,0.65 +feeding chair,喂养的椅子,0.65 +feline,猫科,0.65 +mountain lion,美洲狮,0.65 +fence,栅栏,0.8 +fender,芬达,0.65 +fern,蕨类植物,0.65 +ferret,雪貂,0.65 +ferris wheel,摩天轮,0.9 +ferry,渡船,0.65 +fertilizer,肥料,0.65 +festival,节日,0.9 +fiber,纤维,0.65 +fiction,小说,0.65 +fiction book,小说书,0.65 +field,田野/场地/野外,0.9 +field road,田间道路,0.65 +fig,无花果,0.65 +fight,打架,0.8 +figure skater,花样滑冰运动员,0.65 +figurine,小雕像,0.65 +file,文件,0.65 +file photo,档案照片,0.65 +file cabinet,文件柜,0.65 +fill,填满,0.8 +film camera,胶片相机,0.65 +film director,电影导演,0.8 +film format,电影格式,0.65 +film premiere,电影首映礼,0.65 +film producer,电影制片人,0.65 +filming,拍摄,0.65 +filter,过滤器,0.65 +fin,鳍,0.65 +hand,手,0.8 +finish line,终点线,0.65 +fir,冷杉,0.65 +fir tree,冷杉树,0.65 +fire,火,0.86 +fire alarm,火灾报警,0.65 +fire department,消防部门,0.65 +fire truck,消防车,0.65 +fire escape,消防通道,0.65 +fire hose,消防水带,0.65 +fire pit,火坑,0.65 +fire station,消防站,0.65 +firecracker,爆竹,0.65 +fireman,消防队员,0.87 +fireplace,壁炉,0.8 +firework,烟花,0.84 +firework display,烟花表演,0.65 +first-aid kit,急救箱,0.65 +fish,鱼,0.8 +fish boat,鱼船,0.65 +fish market,海鲜市场,0.65 +fish pond,鱼塘,0.65 +fishbowl,鱼缸,0.65 +fisherman,渔夫,0.8 +fishing,钓鱼,0.65 +fishing boat,渔船,0.8 +fishing net,渔网,0.65 +fishing pole,钓鱼,0.65 +fishing village,渔村,0.65 +fitness,健身,0.65 +fitness course,健身课程,0.65 +five,五个,0.8 +fixture,固定装置,0.65 +fjord,峡湾,0.65 +flag,国旗,0.8 +flag pole,旗杆,0.65 +flake,小薄片,0.65 +flame,火焰,0.8 +flamingo,火烈鸟,0.81 +flannel,法兰绒,0.65 +flap,拍打,0.65 +flare,耀斑,0.65 +flash,闪光,0.8 +flask,烧瓶,0.65 +flat,平,0.8 +flatfish,比目鱼,0.65 +flavor,风味,0.65 +flea,跳蚤,0.65 +flea market,跳蚤市场,0.65 +fleet,舰队,0.65 +flight,飞行,0.8 +flight attendant,空中乘务员,0.65 +flip,翻转,0.65 +flip-flop,触发器,0.65 +flipchart,翻转图,0.65 +float,浮动,0.8 +flock,群,0.8 +flood,洪水,0.65 +floor,地板/地面,0.7 +floor fan,落地扇,0.65 +floor mat,脚垫,0.65 +floor plan,楼层平面图,0.8 +floor window,落地窗,0.65 +floral arrangement,插花艺术,0.65 +florist,花店,0.65 +floss,牙线,0.65 +flour,面粉,0.65 +flow,流动,0.8 +flower,花,0.82 +flower basket,花篮,0.65 +flower bed,花坛,0.65 +flower box,花箱,0.65 +flower field,花田,0.65 +flower girl,花童,0.65 +flower market,花卉市场,0.65 +fluid,流体,0.65 +flush,冲洗,0.65 +flute,长笛,0.65 +fly,飞,0.8 +fly fishing,飞行钓鱼,0.65 +flyer,传单,0.65 +horse,马,0.87 +foam,泡沫,0.65 +fog,雾,0.9 +foggy,多雾的,0.8 +foie gra,鹅肝酱,0.65 +foil,箔纸,0.65 +folding chair,折椅,0.65 +leaf,树叶,0.9 +folk artist,民间艺术家,0.65 +folk dance,民间舞蹈,0.65 +folk rock artist,民间摇滚艺术家,0.65 +fondant,方旦糖,0.65 +hotpot,火锅,0.65 +font,圣洗池,0.8 +food,食物,0.7 +food coloring,食用色素,0.65 +food court,美食广场,0.65 +food processor,食品加工机,0.65 +food stand,小吃摊,0.65 +food truck,快餐车,0.65 +foosball,桌上足球,0.65 +foot,脚,0.8 +foot bridge,人行桥,0.65 +football,足球,0.9 +football coach,足球教练,0.65 +football college game,大学橄榄球赛,0.65 +football match,足球比赛,0.65 +football field,足球场,0.65 +football game,足球比赛,0.65 +football helmet,橄榄球头盔,0.65 +football player,足球运动员,0.8 +football stadium,足球场,0.65 +football team,足球队,0.8 +path,小路,0.8 +footprint,脚印,0.65 +footrest,脚踏板,0.65 +footstall,台座,0.65 +footwear,鞋子,0.65 +forbidden city,故宫,0.65 +ford,浅滩,0.65 +forehead,额头,0.65 +forest,森林,0.85 +forest fire,森林大火,0.65 +forest floor,森林地面,0.65 +forest path,森林小路,0.65 +forest road,森林公路,0.65 +forge,锻造,0.65 +fork,餐叉,0.73 +forklift,叉车,0.65 +form,表格,0.8 +formal garden,园林,0.65 +formation,队列/形成物,0.65 +formula 1,F1方程式赛车,0.65 +fort,堡垒,0.65 +fortification,碉堡,0.65 +forward,追逐,0.65 +fossil,化石,0.65 +foundation,粉底,0.65 +fountain,喷泉,0.9 +fountain pen,钢笔,0.65 +fox,狐狸,0.89 +frame,框架,0.8 +freckle,雀斑,0.65 +highway,高速公路,0.9 +lorry,卡车,0.65 +French,法国,1 +French bulldog,法国斗牛犬,0.65 +French fries,薯条,0.65 +French toast,法式吐司,0.65 +freshener,化妆水,0.65 +fridge,冰箱,0.9 +fried chicken,炸鸡,0.65 +fried egg,煎蛋,0.65 +fried rice,炒饭,0.65 +friendship,友谊,0.65 +frisbee,飞盘,0.89 +frog,青蛙,0.89 +frost,霜,0.65 +frosting,结霜,0.65 +frosty,严寒,0.65 +frozen,结冰,0.8 +fruit,水果,0.75 +fruit cake,水果蛋糕,0.65 +fruit dish,水果盘,0.65 +fruit market,水果市场,0.65 +fruit salad,水果沙拉,0.65 +fruit stand,水果摊,0.65 +fruit tree,果树,0.65 +fruits shop,水果商店,0.65 +fry,油炸食品,0.8 +frying pan,煎锅,0.65 +fudge,软糖,0.65 +fuel,燃料,0.65 +fume hood,吸烟罩,0.65 +fun,有趣的,0.8 +funeral,葬礼,0.65 +fungi,真菌,0.65 +funnel,漏斗,0.65 +fur,毛皮衣服,0.65 +fur coat,毛皮大衣,0.65 +furniture,家具,0.8 +futon,蒲团,0.65 +gadget,小工具,0.65 +muzzle,枪口,0.65 +galaxy,星云/星系,0.8 +gallery,美术馆,0.8 +game,游戏,0.8 +game board,游戏棋盘,0.65 +game controller,游戏手柄,0.65 +ham,火腿,0.88 +gang,团伙,0.65 +garage,车库,0.8 +garage door,车库门,0.65 +garage kit,手工模型,0.65 +garbage,垃圾,0.8 +garden,花园,0.85 +garden asparagus,花园芦笋,0.65 +garden hose,橡胶软管,0.65 +garden spider,花园蜘蛛,0.65 +gardener,园丁,0.65 +gardening,园艺,0.65 +garfield,加菲猫,0.65 +gargoyle,滴水嘴,0.65 +wreath,花环,0.8 +garlic,大蒜,0.65 +garment,衣服,0.65 +gas,气体,0.8 +gas station,加油站,0.9 +gas stove,煤气炉,0.57 +gasmask,防毒面具,0.65 +collect,收集,0.8 +gathering,聚集,0.65 +gauge,测量仪器,0.65 +gazebo,露台,0.65 +gear,齿轮,0.8 +gecko,壁虎,0.65 +geisha,艺妓,0.65 +gel,凝胶,0.65 +general store,百货商店,0.65 +generator,发电机,0.65 +geranium,天竺葵,0.65 +ghost,幽灵,0.65 +gift,礼物,0.8 +gift bag,礼品袋,0.65 +gift basket,礼品篮,0.65 +gift box,礼物盒,0.8 +gift card,礼品卡,0.65 +gift shop,礼品商店,0.65 +gift wrap,礼物包装,0.65 +gig,演唱会,0.65 +gin,杜松子酒,0.65 +ginger,姜,0.65 +gingerbread,姜饼,0.65 +gingerbread house,姜饼屋,0.65 +ginkgo tree,银杏树,0.65 +giraffe,长颈鹿,0.9 +girl,女孩,0.8 +give,给,0.8 +glacier,冰川,0.79 +gladiator,角斗士,0.65 +glass bead,玻璃珠,0.65 +glass bottle,玻璃瓶,0.8 +glass bowl,玻璃碗,0.65 +glass box,玻璃箱,0.65 +glass building,玻璃建筑,0.65 +glass door,玻璃门,0.65 +glass floor,玻璃地板,0.65 +glass house,玻璃屋,0.65 +glass jar,玻璃罐,0.65 +glass plate,玻璃板,0.65 +glass table,玻璃桌子,0.65 +glass vase,玻璃花瓶,0.65 +glass wall,玻璃墙,0.65 +glass window,玻璃窗,0.8 +glasses,眼镜,0.65 +glaze,光滑面,0.65 +glider,滑翔机,0.65 +earth,地球,0.8 +glove,手套,0.89 +glow,发光,0.8 +glue pudding,汤圆,0.65 +go,去,0.8 +go for,袭击,0.65 +goal,球门,0.8 +goalkeeper,守门员,0.65 +goat,山羊,0.81 +goat cheese,羊奶酪,0.65 +gobi,戈壁,0.65 +goggles,护目镜/墨镜,0.65 +gold,黄金,0.8 +gold medal,金牌,0.65 +Golden Gate Bridge,金门大桥,0.65 +golden retriever,金毛猎犬,0.65 +goldfish,金鱼,0.65 +golf,高尔夫运动,0.89 +golf cap,高尔夫球帽,0.65 +golf cart,高尔夫球车,0.65 +golf club,高尔夫球杆,0.65 +golf course,高尔夫球场,0.65 +golfer,高尔夫球手,0.65 +goose,鹅,0.89 +gorilla,大猩猩,0.84 +gothic,哥特式,0.65 +gourd,葫芦,0.65 +government,政府,0.65 +government agency,政府机构,0.65 +gown,礼服,0.8 +graduate,毕业生,0.65 +graduation,毕业典礼,0.9 +grain,谷物,0.65 +grampus,逆戟鲸,0.65 +grand prix,大奖赛,0.65 +grandfather,祖父,0.65 +grandmother,祖母,0.65 +grandparent,祖父母,0.65 +granite,花岗岩,0.65 +granola,格兰诺拉麦片,0.65 +grape,葡萄,0.89 +grapefruit,西柚,0.65 +wine,葡萄酒,0.8 +grass,草,0.83 +grasshopper,蚱蜢,0.65 +grassland,草原,0.65 +grassy,长满草的,0.8 +grater,擦菜器,0.65 +grave,坟墓,0.65 +gravel,碎石,0.72 +gravestone,墓碑,0.65 +gravy,肉汁,0.65 +gravy boat,调味汁瓶,0.65 +gray,灰色,0.8 +graze,吃草,0.8 +grazing,放牧,0.65 +green,绿色,0.8 +greenery,绿色植物,0.65 +greet,欢迎,0.65 +greeting,问候,0.65 +greeting card,贺卡,0.8 +greyhound,灰狗,0.65 +grid,网格,0.65 +griddle,筛子,0.65 +grill,烧烤架,0.8 +grille,格栅,0.65 +grilled eel,烤鳗鱼,0.65 +grind,磨,0.65 +grinder,研磨机,0.65 +grits,粗燕麦粉,0.65 +grocery bag,杂货袋,0.65 +grotto,洞穴,0.65 +ground squirrel,地松鼠,0.65 +group,群体,1 +group photo,合影,0.65 +grove,小树林,0.65 +grow,生长,0.8 +guacamole,牛油果酱,0.65 +guard,警卫,0.65 +guard dog,看门狗,0.65 +guest house,宾馆,0.65 +guest room,客房,0.65 +guide,指南,0.8 +guinea pig,豚鼠,0.65 +guitar,吉他,0.9 +guitarist,吉他手,0.65 +gulf,海湾,0.65 +gull,海鸥,0.89 +gun,枪,0.65 +gundam,高达,0.65 +gurdwara,谒师所,0.65 +guzheng,古筝,0.65 +gym,健身房,0.9 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floor,硬木地板,0.65 +mouth organ,口琴,0.65 +pipe organ,管风琴,0.65 +harpsichord,羽管键琴,0.65 +harvest,收获,0.65 +harvester,收割机,0.65 +hassock,坐垫/搁脚凳/草丛,0.65 +hat,帽子,0.87 +hatbox,帽盒,0.65 +hautboy,双簧管,0.65 +hawthorn,山楂,0.65 +hay,干草,0.65 +hayfield,干草地,0.65 +hazelnut,榛子,0.65 +head,头,0.8 +head coach,主教练,0.65 +headlight,大灯,0.65 +headboard,床头板,0.65 +headdress,头饰,0.65 +headland,海岬,0.65 +headquarter,总部,0.65 +hearing,听力,0.65 +heart,心脏,0.8 +heart shape,心形,0.65 +heat,热能,0.65 +heater,加热器,0.65 +heather,帚石楠,0.65 +hedge,树篱,0.65 +hedgehog,刺猬,0.9 +heel,脚后跟,0.8 +helicopter,直升机,0.9 +heliport,直升机机场,0.65 +helmet,头盔,0.8 +help,帮助,0.8 +hen,母鸡,0.65 +henna,指甲花,0.65 +herb,药草,0.8 +herd,兽群,0.8 +hermit crab,寄居蟹,0.65 +hero,英雄,0.8 +heron,苍鹭,0.65 +hibiscus,芙蓉花,0.65 +hibiscus flower,芙蓉花,0.65 +hide,隐藏/隐蔽处,0.65 +high bar,高杠,0.65 +high heel,高跟鞋,0.65 +highland,高地,0.65 +highlight,突出,0.65 +hike,徒步旅行,0.8 +hiker,徒步旅行者,0.8 +hiking boot,徒步靴,0.65 +hiking equipment,登山设备,0.65 +hill,山丘,0.8 +hill country,丘陵地,0.65 +hill station,别墅,0.65 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system,灌溉系统,0.65 +island,岛,0.89 +islet,小岛,0.65 +isopod,等足类动物,0.65 +ivory,象牙,0.65 +ivy,常青藤,0.65 +izakaya,居酒屋,0.65 +jack,千斤顶,0.65 +jackcrab,帝王蟹/蟹,0.65 +jacket,夹克衫,0.8 +jacuzzi,按摩浴缸,0.65 +jade,玉,0.65 +jaguar,美洲虎,0.65 +jail cell,监狱牢房,0.65 +jam,果酱,0.65 +japanese garden,日式花园,0.65 +jasmine,茉莉花,0.65 +jaw,下巴,0.65 +jay,松鸦,0.65 +jazz,爵士乐,0.65 +jazz artist,爵士乐艺术家,0.65 +jazz fusion artist,爵士融合艺术家,0.65 +jeans,牛仔裤,0.8 +jeep,吉普车,0.65 +jelly,果冻,0.65 +jelly bean,果冻豆,0.65 +jellyfish,水母,0.75 +jet,喷气式飞机,0.8 +motorboat,摩托艇,0.65 +jewel,珠宝,0.8 +jewellery,珠宝,0.88 +jewelry shop,珠宝店,0.65 +jigsaw puzzle,拼图游戏,0.65 +rickshaw,人力车,0.65 +jockey,赛马骑师,0.65 +jockey cap,赛马帽,0.65 +jog,慢跑,0.65 +joint,联合的,0.65 +journalist,记者,0.65 +joystick,操纵杆,0.65 +judge,法官,0.65 +jug,水壶,0.65 +juggle,玩杂耍,0.65 +juice,果汁,0.65 +juicer,榨汁器,0.65 +jujube,枣子,0.65 +jump rope,跳绳,0.65 +jumpsuit,连身裤,0.65 +jungle,丛林,0.8 +junkyard,废品堆放场,0.65 +kale,羽衣甘蓝,0.65 +kaleidoscope,万花筒,0.65 +kangaroo,袋鼠,0.88 +karaoke,卡拉ok,0.65 +karate,空手道,0.65 +karting,卡丁车运动,0.65 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+lakeshore,湖岸,0.65 +lamb,羊肉,0.65 +lamb chop,羊排,0.65 +lamp post,灯柱,0.65 +lamp shade,灯罩,0.65 +spear,矛,0.65 +land,土地,0.8 +land vehicle,陆地车辆,0.65 +landfill,废物填埋,0.65 +landing,着陆,0.65 +landing deck,降落甲板,0.65 +landmark,地标,0.65 +landscape,风景,0.8 +landslide,山崩,0.65 +lanyard,挂带,0.65 +lantern,灯笼,0.87 +lap,腿/大腿,0.65 +laptop,笔记本电脑,0.79 +laptop keyboard,笔记本键盘,0.65 +larva,幼体,0.65 +lasagne,烤宽面条,0.65 +laser,激光,0.65 +lash,睫毛,0.65 +lasso,套索,0.65 +latch,门闩,0.65 +latex,乳胶,0.65 +latte,拿铁咖啡,0.65 +laugh,笑,0.65 +launch,发射,0.8 +launch event,发布会,0.65 +launch party,举办会议,0.65 +laundromat,自助洗衣店,0.65 +laundry,洗衣房,0.65 +laundry basket,洗衣篮,0.65 +laundry room,洗衣房,0.65 +lava,熔岩,0.65 +lavender,薰衣草,0.83 +lawn,草坪,0.8 +lawn wedding,草坪婚礼,0.65 +lawyer,律师,0.65 +lay,躺,0.8 +lead,引领,0.8 +lead singer,主唱,0.65 +lead to,通向,0.7 +leader,领袖,0.65 +leak,泄漏,0.65 +lean,倾斜/倚靠,0.8 +learn,学习,0.65 +leash,皮带,0.65 +leather,皮革,0.8 +leather jacket,皮夹克,0.8 +leather shoe,皮鞋,0.65 +speech,演讲,0.8 +lecture hall,演讲厅,0.65 +lecture room,教学室,0.65 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+lipstick,口红,0.65 +liquid,液体,0.65 +liquor store,酒类商店,0.65 +list,列表,0.8 +litchi,荔枝,0.65 +live,生活,0.8 +livestock,家畜,0.65 +living room,客厅,0.8 +living space,生活空间,0.65 +lizard,蜥蜴,0.75 +load,负载,0.65 +loading dock,装卸码头,0.65 +loafer,游手好闲的人,0.65 +hallway,走廊,0.8 +locate,定位,0.65 +lock,锁,0.65 +lock chamber,闸室,0.65 +locker,储物柜,0.65 +loft,阁楼,0.8 +log,原木,0.65 +log cabin,小木屋,0.65 +logo,标志,0.8 +loki,洛基,0.65 +long hair,长头发,0.65 +longboard,冲浪板,0.65 +loom,隐约显现/织布机,0.65 +loop,环状,0.65 +lose,遗失,0.65 +lottery,彩票,0.65 +lotus,莲花,0.65 +love,爱,0.8 +loveseat,双人沙发,0.65 +luggage,行李,0.87 +lumber,木材,0.65 +lumberjack,伐木工人,0.65 +lunch,午餐,0.8 +lunch box,午餐盒,0.65 +lush,郁郁葱葱的,0.65 +luxury,奢侈品,0.65 +luxury yacht,豪华游艇,0.65 +mac,雨衣,0.65 +macadamia,澳洲胡桃,0.65 +macaque,短尾猿,0.65 +macaroni,通心粉,0.65 +macaw,金刚鹦鹉,0.65 +machete,弯刀,0.65 +machine,机器,0.8 +machine gun,机枪,0.65 +magazine,杂志,0.8 +magic,魔法,0.65 +magician,魔术师,0.65 +magnet,磁铁,0.65 +magnifying glass,放大镜,0.65 +magnolia,木兰花,0.65 +magpie,喜鹊,0.65 +mahjong,麻将,0.65 +mahout,象夫,0.65 +maid,女仆,0.65 +chain mail,邮件,0.65 +mail slot,邮件槽,0.65 +make,制作,0.8 +makeover,改造,0.65 +makeup artist,化妆师,0.65 +makeup tool,化妆工具,0.65 +mallard,野鸭,0.65 +mallard duck,野鸭,0.65 +mallet,槌棒,0.65 +mammal,哺乳动物,0.65 +mammoth,猛犸象,0.65 +man,男人,0.8 +management,管理,0.65 +manager,经理,0.8 +manatee,海牛,0.65 +mandala,曼荼罗,0.65 +mandarin orange,橘子,0.65 +mandarine,普通话,0.65 +mane,鬃毛,0.65 +manga,漫画,0.8 +manger,食槽,0.65 +mango,芒果,0.82 +mangosteen,山竹果,0.65 +mangrove,红树林,0.65 +manhattan,曼哈顿,0.65 +manhole,检修孔,0.65 +manhole cover,井盖,0.65 +manicure,修指甲,0.8 +mannequin,人体模型,0.89 +manor house,庄园主宅,0.65 +mansion,大厦,0.8 +mantid,螳螂,0.65 +mantle,地幔,0.65 +manufactured home,活动房层,0.65 +manufacturing,制造业,0.65 +manuscript,手稿,0.65 +map,地图,0.9 +maple,枫木,0.65 +maple leaf,枫叶,0.65 +maple syrup,枫糖浆,0.65 +maraca,沙球,0.65 +marathon,马拉松,0.65 +marble,大理石,0.65 +march,行进,0.8 +marching band,行进乐队,0.65 +mare,母马,0.65 +marigold,金盏花,0.65 +marine,水兵,0.65 +marine invertebrate,海洋无脊椎动物,0.65 +marine mammal,海洋哺乳动物,0.65 +puppet,木偶,0.65 +mark,标志,0.65 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+mouth,嘴,0.8 +mouthwash,漱口水,0.65 +move,移动,0.8 +movie poster,电影海报,0.8 +movie ticket,电影票,0.65 +mower,割草机,0.65 +mp3 player,mp3播放器,0.65 +mr,先生,0.65 +mud,泥,0.65 +muffin,松饼,0.65 +mug,马克杯,0.9 +mulberry,桑树,0.65 +mulch,覆盖物,0.65 +mule,骡子,0.65 +municipality,直辖市,0.65 +mural,壁画,0.8 +muscle,肌肉,0.65 +muscle car,肌肉车,0.65 +museum,博物馆,0.9 +mushroom,蘑菇,0.9 +music,音乐,0.8 +music festival,音乐节,0.8 +music stool,音乐凳子,0.65 +music studio,音乐工作室,0.65 +music video performer,音乐录影带表演者,0.65 +musical keyboard,音乐键盘,0.65 +musician,音乐家,0.8 +mussel,贻贝,0.65 +mustard,芥末,0.65 +mythology,神话,0.65 +nacho,烤干酪辣味玉米片,0.65 +nail polish,指甲油,0.8 +nailfile,指甲锉,0.65 +nanny,保姆,0.65 +napkin,餐巾,0.65 +narrow,狭窄的,0.8 +national flag,国旗,0.65 +nativity scene,基督诞生的场景,0.65 +natural history museum,自然历史博物馆,0.65 +nature,自然,0.8 +nature reserve,自然保护区,0.65 +navigation,导航,0.65 +navratri,九夜节,0.65 +navy,海军,0.65 +nebula,星云,0.45 +neck,脖子,0.8 +neckband,围颈带/领口,0.65 +necklace,项链,0.88 +neckline,领口,0.65 +nectar,花蜜,0.65 +nectarine,油桃,0.65 +needle,针状物,0.65 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supply,办公用品,0.65 +office window,办公室的窗户,0.65 +officer,军官,0.65 +official,行政官员,0.8 +oil,石油,0.8 +oil lamp,油灯,0.65 +oil painting,油画,0.8 +oilrig,石油钻台,0.65 +okra,秋葵,0.65 +old photo,老照片,0.65 +olive,橄榄,0.65 +olive oil,橄榄油,0.65 +olive tree,橄榄树,0.65 +omelet,煎蛋卷,0.65 +onion,洋葱,0.65 +onion ring,洋葱圈,0.65 +opal,蛋白石,0.65 +open,开阔的/张开,0.8 +opening,开始,0.8 +opening ceremony,开幕式,0.65 +opera,歌剧,0.65 +opera house,歌剧院,0.65 +operate,操作,0.65 +operating room,手术室,0.65 +operation,操作,0.65 +optical shop,眼镜店,0.65 +orangutan,猩猩,0.65 +orange,橙子/橙色,0.81 +orange juice,橙汁,0.65 +orange tree,橙树,0.65 +orangery,橘园,0.65 +orbit,轨道,0.65 +orchard,果园,0.65 +orchestra pit,乐池,0.65 +orchid,兰花,0.65 +order,订单,0.8 +organization,组织,0.65 +origami,折纸,0.65 +ornament,点缀,0.8 +osprey,鱼鹰,0.65 +ostrich,鸵鸟,0.75 +otter,水獭,0.65 +out,外面的,0.65 +outcrop,露头,0.65 +outdoor,户外,0.8 +outhouse,厕所,0.65 +electric outlet,电源插头,0.65 +outline,大纲,0.8 +oval,椭圆形,0.65 +oven,烤箱,0.66 +overall,整体,0.65 +overcoat,大衣,0.65 +overpass,天桥,0.65 +owl,猫头鹰,0.65 +oyster,牡蛎,0.65 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light,尾灯,0.65 +rear view,后视图,0.65 +rearview mirror,后视镜,0.65 +receipt,收据,0.7 +receive,收到,0.65 +reception,接待,0.65 +recipe,配方,0.8 +record,记录,0.65 +record producer,唱片制作人,0.65 +recorder,记录器/竖笛,0.75 +recording studio,录音室,0.65 +recreation room,娱乐室,0.65 +recreational vehicle,休闲车,0.65 +rectangle,矩形,0.65 +recycling,回收,0.65 +recycling bin,回收站,0.65 +red,红色,0.85 +red carpet,红地毯,0.8 +red flag,红旗,0.65 +red panda,红熊猫,0.65 +red wine,红酒,0.65 +redwood,红木,0.65 +reed,芦苇,0.65 +reef,礁石,0.65 +reel,卷轴,0.65 +referee,裁判,0.65 +reflect,倒影,0.8 +reflection,倒影,0.8 +reflector,反射器,0.65 +register,注册,0.65 +rein,控制,0.65 +reindeer,驯鹿,0.65 +relax,放松,0.65 +release,释放,0.65 +relief,救援,0.65 +religion,宗教,0.65 +religious,宗教的,0.8 +relish,享受,0.65 +remain,保持,0.65 +remodel,改造,0.65 +remote,遥控器,0.71 +remove,移除,0.65 +repair,修复,0.65 +repair shop,维修店,0.65 +reptile,爬行动物,0.65 +rescue,救援,0.65 +rescuer,救助者,0.65 +research,研究,0.65 +researcher,研究员,0.65 +reservoir,储层,0.65 +residence,住宅,0.65 +residential neighborhood,居民区,0.65 +resin,树脂,0.65 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monkey,松鼠猴,0.65 +sake,缘故,0.65 +salad,沙拉,0.7 +salad bowl,沙拉碗,0.65 +salamander,火蜥蜴,0.65 +salami,意大利蒜味腊肠,0.65 +sale,出售,0.8 +salmon,三文鱼,0.65 +salon,沙龙,0.65 +salsa,萨尔萨舞,0.65 +salt,盐,0.65 +salt and pepper shakers,盐和胡椒瓶,0.65 +salt lake,盐湖,0.65 +salt marsh,盐沼,0.65 +salt shaker,盐瓶,0.65 +salute,敬礼,0.65 +samoyed,萨莫耶德人,0.65 +samurai,武士,0.65 +sand,沙子,0.77 +sand bar,沙洲,0.65 +sand box,砂箱,0.65 +sand castle,沙堡,0.65 +sand sculpture,沙雕,0.65 +sandal,凉鞋,0.65 +sandwich,三明治,0.85 +sanitary napkin,卫生巾,0.65 +santa claus,圣诞老人,0.65 +sapphire,蓝宝石,0.65 +sardine,沙丁鱼,0.65 +sari,莎丽,0.65 +sashimi,生鱼片,0.65 +satay,沙爹,0.65 +satchel,书包,0.65 +satellite,卫星,0.65 +satin,缎,0.65 +sauce,酱汁,0.8 +saucer,碟子,0.65 +sauna,桑拿,0.65 +sausage,香肠,0.87 +savanna,稀树大草原,0.65 +saw,锯,0.65 +sawbuck,锯木架,0.65 +sax,萨克斯管,0.65 +saxophonist,萨克斯手,0.65 +scaffold,脚手架,0.65 +scale,秤/标尺,0.65 +scale model,比例模型,0.65 +scallop,扇贝,0.65 +scar,疤痕,0.65 +strawman,稻草人,0.65 +scarf,围巾,0.8 +scene,场景,0.8 +scenery,风景,0.65 +schnauzer,雪纳瑞犬,0.65 +school,学校,0.8 +school bus,校车,0.65 +school uniform,校服,0.65 +schoolhouse,校舍,0.65 +schooner,纵帆船,0.65 +science,科学,0.65 +science fiction film,科幻电影,0.65 +science museum,科学博物馆,0.65 +scientist,科学家,0.65 +scissors,剪刀,0.9 +wall lamp,壁灯,0.65 +scone,司康饼,0.65 +scoop,勺子,0.65 +scooter,踏板车/摩托车,0.65 +score,分数,0.8 +scoreboard,记分板,0.65 +scorpion,蝎子,0.65 +scout,童子军,0.65 +scrambled egg,炒蛋,0.65 +scrap,废弃,0.65 +scraper,刮板,0.65 +scratch,刮伤,0.65 +screen,屏幕,0.8 +screen door,纱门,0.65 +screenshot,截图,0.8 +screw,螺杆,0.65 +screwdriver,螺丝刀,0.65 +scroll,长卷纸/卷轴,0.65 +scrub,擦洗,0.65 +scrubbing brush,硬毛刷,0.65 +sculptor,雕塑家,0.65 +sculpture,雕塑,0.8 +sea cave,海洞穴,0.65 +sea ice,海冰,0.65 +sea lion,海狮,0.65 +sea turtle,海龟,0.65 +sea urchin,海胆,0.65 +seabass,尖吻鲈,0.65 +seabed,海底,0.65 +seabird,海鸟,0.65 +seafood,海鲜,0.57 +seahorse,海马,0.65 +seal,海豹,0.65 +sea view,海景,0.8 +seashell,海贝,0.65 +seaside resort,海滨度假胜地,0.65 +season,季节,0.8 +seat,座位,0.8 +seat belt,安全带,0.65 +seaweed,海藻,0.65 +secretary,秘书,0.65 +security,安全,0.65 +sedan,小轿车,0.76 +see,看到,1 +seed,种子,0.8 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+wrinkle,皱纹,0.65 +wristband,腕带,0.65 +write,写,0.8 +writer,作家,0.65 +writing,手写/字迹,0.65 +writing brush,毛笔,0.65 +writing desk,写字桌,0.65 +yacht,游艇,0.8 +yak,牦牛,0.65 +yard,院子,0.8 +yellow,黄色,0.8 +yoga,瑜伽,0.86 +yoga mat,瑜伽垫,0.65 +yoghurt,酸奶,0.65 +yoke,轭,0.65 +yolk,蛋黄,0.65 +youth,青年,0.65 +youth hostel,青年旅馆,0.65 +yurt,蒙古包,0.65 +zebra,斑马,0.89 +zebra crossing,斑马线,0.65 +zen garden,禅意花园,0.65 +zip,拉链,0.65 +zipper,拉链,0.65 +zombie,僵尸,0.65 +zongzi,粽子,0.65 +zoo,动物园,0.76 diff --git a/docs/source/pretrained/ram.py b/docs/source/pretrained/ram.py new file mode 100644 index 0000000..c725b0a --- /dev/null +++ b/docs/source/pretrained/ram.py @@ -0,0 +1,390 @@ +import re +from collections import UserList +from typing import Any, NamedTuple, Never, cast +from typing_extensions import Self + +import einops +import pandas as pd +import torch +import torch.nn.functional as F +import torchvision.transforms.v2 as tf_v2 +from einops.layers.torch import Rearrange +from torch import nn +from torchvision.models import SwinTransformer +from torchvision.models.swin_transformer import ShiftedWindowAttention +from transformers.models.bert import BertConfig, BertLayer, BertModel +from transformers.models.bert.modeling_bert import BertSelfAttention + +from todd.datasets import IMAGENET_MEAN, IMAGENET_STD +from todd.models.modules import PretrainedMixin +from todd.utils import StateDict, StateDictConverter, get_image + + +class RAMStateDictConverterMixin(StateDictConverter): + + def load(self, *args, **kwargs) -> StateDict: + checkpoint = super().load(*args, **kwargs) + return cast(StateDict, checkpoint['model']) + + +class RAMplusStateDictConverterMixin(RAMStateDictConverterMixin): + + def _pre_convert(self, state_dict: StateDict) -> StateDict: + state_dict = super()._pre_convert(state_dict) + + pattern = re.compile( + r'visual_encoder\.layers\.\d+\.blocks\.\d+\.attn\.' + r'relative_position_index', + ) + for k in list(filter(pattern.match, state_dict)): + state_dict.pop(k) + + pattern = re.compile( + r'visual_encoder\.layers\.\d+\.blocks\.\d+\.attn_mask', + ) + for k in list(filter(pattern.match, state_dict)): + state_dict.pop(k) + + state_dict['label_embed'] = einops.rearrange( + state_dict['label_embed'], + '(k n) c -> k n c', + n=RAMplus.NUM_DESCRIPTIONS, + ) + + return state_dict + + def _convert_visual_encoder_patch_embed(self, key: str) -> str: + if key.startswith('proj.'): + key = key.removeprefix('proj.') + return 'features.0.0.' + key + if key.startswith('norm.'): + key = key.removeprefix('norm.') + return 'features.0.2.' + key + raise ValueError(f"Unknown key: {key}") + + def _convert_visual_encoder_layer_block_mlp(self, key: str) -> str: + if key.startswith('fc1.'): + key = key.removeprefix('fc1.') + key = '0.' + key + elif key.startswith('fc2.'): + key = key.removeprefix('fc2.') + key = '3.' + key + else: + raise ValueError(f"Unknown key: {key}") + return f'mlp.{key}' + + def _convert_visual_encoder_layer_block(self, key: str) -> str: + if key.startswith('mlp.'): + key = key.removeprefix('mlp.') + return self._convert_visual_encoder_layer_block_mlp(key) + return key + + def _convert_visual_encoder_layer_blocks(self, key: str) -> str: + index = key.index('.') + 1 + prefix = key[:index] + key = key[index:] + return prefix + self._convert_visual_encoder_layer_block(key) + + def _convert_visual_encoder_layer(self, key: str, i: int) -> str: + if key.startswith('blocks.'): + key = key.removeprefix('blocks.') + return ( + f'{i * 2 + 1}.' + + self._convert_visual_encoder_layer_blocks(key) + ) + if key.startswith('downsample.'): + key = key.removeprefix('downsample.') + return f'{i * 2 + 2}.{key}' + raise ValueError(f"Unknown key: {key}") + + def _convert_visual_encoder_layers(self, key: str) -> str: + index = key.index('.') + prefix = int(key[:index]) + key = key[index + 1:] + return 'features.' + self._convert_visual_encoder_layer(key, prefix) + + def _convert_visual_encoder(self, key: str) -> str: + if key.startswith('patch_embed.'): + key = key.removeprefix('patch_embed.') + key = self._convert_visual_encoder_patch_embed(key) + if key.startswith('layers.'): + key = key.removeprefix('layers.') + key = self._convert_visual_encoder_layers(key) + return '_encoder.' + key + + def _convert(self, key: str) -> str | None: + if key == 'logit_scale': + return None + if key.startswith('visual_encoder.'): + key = key.removeprefix('visual_encoder.') + return self._convert_visual_encoder(key) + if key.startswith('image_proj.'): + key = key.removeprefix('image_proj.') + return f'_encoder.head.{key}' + if key.startswith('wordvec_proj.'): + key = key.removeprefix('wordvec_proj.') + return f'_decoder._in_linear.{key}' + if key.startswith('tagging_head.'): + key = key.removeprefix('tagging_head.') + return f'_decoder.{key}' + if key.startswith('fc.'): + key = key.removeprefix('fc.') + return f'_decoder._out_linear.{key}' + if key == 'label_embed': + return '_category_embedding' + return key + + +class Category(NamedTuple): + name: str + chinese_name: str + threshold: float + + +class Categories(UserList[Category]): + + @classmethod + def load(cls, f: Any) -> Self: + df = pd.read_csv( + f, + header=None, + names=Category._fields, + dtype=Category.__annotations__, + ) + return cls(df.itertuples(False, Category.__name__)) + + @property + def names(self) -> list[str]: + return [category.name for category in self] + + @property + def chinese_names(self) -> list[str]: + return [category.chinese_name for category in self] + + @property + def thresholds(self) -> list[float]: + return [category.threshold for category in self] + + def decode(self, logits: torch.Tensor) -> list[list[str]]: + prob = logits.sigmoid() + preds = prob > prob.new_tensor(self.thresholds) + + outputs: list[list[str]] = [[] for _ in range(logits.shape[0])] + for i, j in preds.nonzero().tolist(): + outputs[i].append(self[j].name) + return outputs + + +class Encoder(SwinTransformer): + + def __init__( + self, + patch_size: int, + window_size: int, + width: int, + depths: tuple[int, ...], + num_heads: tuple[int, ...], + hidden_channels: int, + ) -> None: + super().__init__( + (patch_size, patch_size), + width, + depths, + num_heads, + (window_size, window_size), + num_classes=hidden_channels, + ) + for module in self.modules(): + if isinstance(module, ShiftedWindowAttention): + module._non_persistent_buffers_set.add( + 'relative_position_index', + ) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + x = self.features(x) + x = self.norm(x) + x = self.permute(x) + cls_ = self.avgpool(x) + cls_ = self.flatten(cls_) + x = torch.cat( + [ + einops.rearrange(cls_, 'b c -> b 1 c'), + einops.rearrange(x, 'b c h w -> b (h w) c'), + ], + dim=1, + ) + x = self.head(x) + return x + + +class BertEmbeddings(nn.Module): + + def forward( + self, + *args, + inputs_embeds: torch.Tensor, + **kwargs, + ) -> torch.Tensor: + return inputs_embeds + + +class BertAttention(nn.Module): + + def forward( + self, + hidden_states: torch.Tensor, + *args, + **kwargs, + ) -> tuple[torch.Tensor, tuple[Never, ...]]: + return hidden_states, tuple() + + +class Decoder(BertModel): # pylint: disable=abstract-method + + def __init__( + self, + hidden_channels: int, + depth: int, + num_heads: int, + ) -> None: + config = BertConfig( + num_attention_heads=num_heads, + num_hidden_layers=depth, + add_cross_attention=True, + is_decoder=True, + return_dict=False, + ) + super().__init__(config, False) + + self.embeddings = BertEmbeddings() + + layer: BertLayer + for layer in self.encoder.layer: + layer.attention = BertAttention() + self_attention: BertSelfAttention = layer.crossattention.self + out_channels = self_attention.all_head_size + self_attention.key = nn.Linear(hidden_channels, out_channels) + self_attention.value = nn.Linear(hidden_channels, out_channels) + + self._in_linear = nn.Linear(hidden_channels, config.hidden_size) + self._out_linear = nn.Linear(config.hidden_size, 1) + + def forward( # pylint: disable=arguments-differ + self, + x: torch.Tensor, + category_embedding: torch.Tensor, + ) -> torch.Tensor: + category_embedding = self._in_linear(category_embedding) + category_embedding = category_embedding.relu() + + embedding, *_ = super().forward( + inputs_embeds=category_embedding, + encoder_hidden_states=x, + ) + + logits = self._out_linear(embedding) + logits = einops.rearrange(logits, '... 1 -> ...') + return logits + + +class RAMplus(PretrainedMixin, nn.Module): + STATE_DICT_CONVERTER = RAMplusStateDictConverterMixin + + NUM_DESCRIPTIONS = 51 + + def __init__( + self, + *args, + patch_size: int = 4, + window_size: int = 12, + encoder_width: int = 192, + encoder_depths: tuple[int, ...] = (2, 2, 18, 2), + encoder_num_heads: tuple[int, ...] = (6, 12, 24, 48), + hidden_channels: int = 512, + num_categories: int, + decoder_depth: int = 2, + decoder_num_heads: int = 4, + **kwargs, + ) -> None: + super().__init__(*args, **kwargs) + self._encoder = Encoder( + patch_size, + window_size, + encoder_width, + encoder_depths, + encoder_num_heads, + hidden_channels, + ) + self._category_embedding = nn.Parameter( + torch.empty( + num_categories, + self.NUM_DESCRIPTIONS, + hidden_channels, + ), + ) + self._decoder = Decoder( + hidden_channels, + decoder_depth, + decoder_num_heads, + ) + + def forward(self, image: torch.Tensor) -> torch.Tensor: + x: torch.Tensor = self._encoder(image) + + cls_ = x[:, 0] + weights = torch.einsum( + 'b c, k n c -> b k n', + F.normalize(cls_, dim=-1), + self._category_embedding, + ) + weights = weights / 0.07 + weights = weights.softmax(2) + category_embedding = torch.einsum( + 'b k n, k n c -> b k c', + weights, + self._category_embedding, + ) + + logits = self._decoder(x, category_embedding) + return logits + + +def main() -> None: + image = get_image( + 'https://raw.githubusercontent.com/OPPOMKLab/recognize-anything/main/' + 'images/demo/demo1.jpg', + ) + + categories = Categories.load('docs/source/pretrained/ram.csv') + + model = RAMplus(num_categories=len(categories)) + model.load_pretrained('pretrained/ram/ram_plus_swin_large_14m.pth') + model.requires_grad_(False) + model.eval() + + transforms = tf_v2.Compose([ + torch.from_numpy, + Rearrange('h w c -> 1 c h w'), + tf_v2.Resize((384, 384)), + tf_v2.ToDtype(torch.float32, True), + tf_v2.Normalize(IMAGENET_MEAN, IMAGENET_STD), + ]) + tensor = transforms(image) + + logits = model(tensor) + + preds = categories.decode(logits) + + # yapf: disable + targets = [[ + 'armchair', 'blanket', 'lamp', 'carpet', 'couch', 'dog', 'gray', + 'green', 'hassock', 'home', 'lay', 'living room', 'picture frame', + 'pillow', 'plant', 'room', 'wall lamp', 'sit', 'wood floor' # noqa: C812 E501 pylint: disable=line-too-long + ]] + # yapf: enable + + assert preds == targets + + +if __name__ == '__main__': + main() diff --git a/docs/source/pretrained/ram.rst b/docs/source/pretrained/ram.rst new file mode 100644 index 0000000..69cd261 --- /dev/null +++ b/docs/source/pretrained/ram.rst @@ -0,0 +1,16 @@ +RAM +=== + +https://github.com/OPPOMKLab/recognize-anything/ + +.. code-block:: bash + + root=pretrained/ram + mkdir -p ${root} + +RAM++ +----- + +.. code-block:: bash + + wget https://huggingface.co/xinyu1205/recognize-anything-plus-model/resolve/main/ram_plus_swin_large_14m.pth -P ${root} diff --git a/pyproject.toml b/pyproject.toml index af42f9b..fb03a78 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -53,6 +53,7 @@ optional = [ 'regex', 'scipy', 'sentencepiece', + 'tables', 'tqdm', 'transformers', ] @@ -161,6 +162,7 @@ module = [ 'scipy.*', 'setuptools.*', 'torchvision.*', + 'transformers.*', 'yapf.*', ] ignore_missing_imports = true diff --git a/todd/models/modules/clip.py b/todd/models/modules/clip.py index 6218472..781210d 100644 --- a/todd/models/modules/clip.py +++ b/todd/models/modules/clip.py @@ -12,7 +12,6 @@ import torch.nn.functional as F from torch import nn -from ...bases.configs import Config from ...utils import StateDict, StateDictConverter from .pretrained import PretrainedMixin from .transformer import Block, Transformer @@ -251,11 +250,6 @@ def eos(cls, text: torch.Tensor, x: torch.Tensor) -> torch.Tensor: eos_indices = text.argmax(-1) # has the highest number return x[torch.arange(b), eos_indices] - def init_weights(self, config: Config) -> bool: - if self.with_projector is not None: - nn.init.normal_(self._projector, std=self.width**-0.5) - return super().init_weights(config) - def forward(self, text: torch.Tensor) -> torch.Tensor: x = super().forward(text) x = self._project(x) diff --git a/todd/models/modules/transformer.py b/todd/models/modules/transformer.py index 4cac6ee..a9200d3 100644 --- a/todd/models/modules/transformer.py +++ b/todd/models/modules/transformer.py @@ -2,14 +2,10 @@ 'Transformer', ] -from typing import cast - import torch from torch import nn -from ...bases.configs import Config from ...patches.torch import Sequential -from ...registries import InitWeightsMixin def mlp( @@ -64,7 +60,7 @@ def forward( return x -class Transformer(InitWeightsMixin, nn.Module): +class Transformer(nn.Module): BLOCK_TYPE = Block def __init__( @@ -108,24 +104,6 @@ def attention_mask(self) -> torch.Tensor: def attention_mask(self, value: torch.Tensor) -> None: self.register_buffer('_attention_mask', value, False) - def init_weights(self, config: Config) -> bool: - super().init_weights(config) - nn.init.normal_(self._token_embedding.weight, std=0.02) - nn.init.normal_(self._position_embedding, std=0.01) - - std1 = self.width**-0.5 - std2 = (2 * self.width)**-0.5 - std3 = (2 * self.width * self.depth)**-0.5 - - block: Block - for block in self._blocks: - nn.init.normal_(block._attention.in_proj_weight, std=std1) - nn.init.normal_(block._attention.out_proj.weight, std=std3) - nn.init.normal_(cast(nn.Linear, block._mlp[0]).weight, std=std2) - nn.init.normal_(cast(nn.Linear, block._mlp[2]).weight, std=std3) - - return False - def forward(self, text: torch.Tensor) -> torch.Tensor: length = text.shape[1] diff --git a/todd/models/modules/vit.py b/todd/models/modules/vit.py index e0c515e..c3c92b5 100644 --- a/todd/models/modules/vit.py +++ b/todd/models/modules/vit.py @@ -6,24 +6,14 @@ import torch from torch import nn -from ...bases.configs import Config from ...patches.torch import Sequential -from ...registries import InitWeightsMixin from ..utils import interpolate_position_embedding from .transformer import Block +# TODO: merge with torchvision -def init_weights(module: nn.Module) -> None: - if isinstance(module, nn.Linear): - nn.init.trunc_normal_(module.weight, std=.02) - if isinstance(module, nn.Linear) and module.bias is not None: - nn.init.constant_(module.bias, 0) - elif isinstance(module, nn.LayerNorm): - nn.init.constant_(module.bias, 0) - nn.init.constant_(module.weight, 1.0) - -class ViT(InitWeightsMixin, nn.Module): +class ViT(nn.Module): BLOCK_TYPE = Block def __init__( @@ -67,13 +57,6 @@ def width(self) -> int: def depth(self) -> int: return len(self._blocks) - def init_weights(self, config: Config) -> bool: - super().init_weights(config) - nn.init.trunc_normal_(self._position_embedding, std=.02) - nn.init.trunc_normal_(self._cls_token, std=.02) - self.apply(init_weights) - return False - def _interpolate_position_embedding( self, wh: tuple[int, int], diff --git a/todd/tasks/knowledge_graph/__init__.py b/todd/tasks/knowledge_graph/__init__.py new file mode 100644 index 0000000..c360630 --- /dev/null +++ b/todd/tasks/knowledge_graph/__init__.py @@ -0,0 +1 @@ +from .conceptnet import * diff --git a/todd/tasks/knowledge_graph/conceptnet.py b/todd/tasks/knowledge_graph/conceptnet.py new file mode 100644 index 0000000..724d744 --- /dev/null +++ b/todd/tasks/knowledge_graph/conceptnet.py @@ -0,0 +1,26 @@ +__all__ = [ + 'ConceptNet', +] + +from typing import cast + +import pandas as pd +import torch + + +class ConceptNet: + + def __init__(self) -> None: + df = pd.read_hdf('data/conceptnet/mini.h5') + self._embeddings = torch.from_numpy(df.to_numpy()) + self._embedding_indices = {id_: i for i, id_ in enumerate(df.index)} + + def embedding(self, key: str) -> torch.Tensor: + index = self._embedding_indices[key] + return self._embeddings[index] + + def similarity(self, key1: str, key2: str) -> int: + embedding1 = self.embedding(key1).int() + embedding2 = self.embedding(key2).int() + similarity = torch.einsum('i, i -> ', embedding1, embedding2) + return cast(int, similarity.item()) diff --git a/todd/utils/networks.py b/todd/utils/networks.py index 46d2024..ef33e46 100644 --- a/todd/utils/networks.py +++ b/todd/utils/networks.py @@ -14,4 +14,5 @@ def get_image(url: str) -> npt.NDArray[np.uint8]: response = requests.get(url, timeout=5) response.raise_for_status() with Image.open(BytesIO(response.content)) as image: + image = image.convert('RGB') return np.array(image)