jonluj commited on
Commit
dfe7ef7
1 Parent(s): e0cc5de
.DS_Store ADDED
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app.py ADDED
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+ import gradio as gr
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+ import torch
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+ import torchvision
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+ import numpy as np
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+ import json
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+ import re
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+ from PIL import Image
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+
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+ with open('imagenet_labels.json') as labels_file:
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+ labels = json.load(labels_file)
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+
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+ from torchvision import transforms as T
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+ device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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+ squeezenet = torchvision.models.squeezenet1_0(pretrained=True).to(device)
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+ transform = T.Compose([T.Resize(256),
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+ T.CenterCrop(224),
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+ T.ToTensor(),
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+ T.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])])
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+
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+ def image_classifier(img_arr):
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+ squeezenet.eval()
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+ img = Image.fromarray(img_arr)
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+ img = transform(img).float().to(device)
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+ img = torch.autograd.Variable(img, requires_grad=True)
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+ img = img.unsqueeze(0)
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+ preds = squeezenet(img).cpu()
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+ pred_label_index = preds.argmax(1).cpu()
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+ label = labels[pred_label_index]
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+ if bool(re.search('whale', label)):
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+ return "whale"
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+ return "not whale"
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+
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+ images = [
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+ 'breach_hump.jpeg',
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+ 'bull_shark.jpeg',
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+ 'dolphin.jpeg',
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+ 'fish.jpeg',
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+ 'hotdog.jpeg',
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+ 'humpback.jpeg',
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+ 'killer_whale.jpeg',
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+ 'tuna.jpeg'
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+ ]
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+
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+ app = gr.Interface(
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+ image_classifier,
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+ gr.inputs.Image(shape=(224, 224)),
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+ "text",
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+ capture_session=True,
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+ interpretation='default',
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+ examples=[f'images/{image}' for image in images])
imagenet_labels.json ADDED
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+ ["tench",
2
+ "goldfish",
3
+ "great white shark",
4
+ "tiger shark",
5
+ "hammerhead shark",
6
+ "electric ray",
7
+ "stingray",
8
+ "cock",
9
+ "hen",
10
+ "ostrich",
11
+ "brambling",
12
+ "goldfinch",
13
+ "house finch",
14
+ "junco",
15
+ "indigo bunting",
16
+ "American robin",
17
+ "bulbul",
18
+ "jay",
19
+ "magpie",
20
+ "chickadee",
21
+ "American dipper",
22
+ "kite",
23
+ "bald eagle",
24
+ "vulture",
25
+ "great grey owl",
26
+ "fire salamander",
27
+ "smooth newt",
28
+ "newt",
29
+ "spotted salamander",
30
+ "axolotl",
31
+ "American bullfrog",
32
+ "tree frog",
33
+ "tailed frog",
34
+ "loggerhead sea turtle",
35
+ "leatherback sea turtle",
36
+ "mud turtle",
37
+ "terrapin",
38
+ "box turtle",
39
+ "banded gecko",
40
+ "green iguana",
41
+ "Carolina anole",
42
+ "desert grassland whiptail lizard",
43
+ "agama",
44
+ "frilled-necked lizard",
45
+ "alligator lizard",
46
+ "Gila monster",
47
+ "European green lizard",
48
+ "chameleon",
49
+ "Komodo dragon",
50
+ "Nile crocodile",
51
+ "American alligator",
52
+ "triceratops",
53
+ "worm snake",
54
+ "ring-necked snake",
55
+ "eastern hog-nosed snake",
56
+ "smooth green snake",
57
+ "kingsnake",
58
+ "garter snake",
59
+ "water snake",
60
+ "vine snake",
61
+ "night snake",
62
+ "boa constrictor",
63
+ "African rock python",
64
+ "Indian cobra",
65
+ "green mamba",
66
+ "sea snake",
67
+ "Saharan horned viper",
68
+ "eastern diamondback rattlesnake",
69
+ "sidewinder",
70
+ "trilobite",
71
+ "harvestman",
72
+ "scorpion",
73
+ "yellow garden spider",
74
+ "barn spider",
75
+ "European garden spider",
76
+ "southern black widow",
77
+ "tarantula",
78
+ "wolf spider",
79
+ "tick",
80
+ "centipede",
81
+ "black grouse",
82
+ "ptarmigan",
83
+ "ruffed grouse",
84
+ "prairie grouse",
85
+ "peacock",
86
+ "quail",
87
+ "partridge",
88
+ "grey parrot",
89
+ "macaw",
90
+ "sulphur-crested cockatoo",
91
+ "lorikeet",
92
+ "coucal",
93
+ "bee eater",
94
+ "hornbill",
95
+ "hummingbird",
96
+ "jacamar",
97
+ "toucan",
98
+ "duck",
99
+ "red-breasted merganser",
100
+ "goose",
101
+ "black swan",
102
+ "tusker",
103
+ "echidna",
104
+ "platypus",
105
+ "wallaby",
106
+ "koala",
107
+ "wombat",
108
+ "jellyfish",
109
+ "sea anemone",
110
+ "brain coral",
111
+ "flatworm",
112
+ "nematode",
113
+ "conch",
114
+ "snail",
115
+ "slug",
116
+ "sea slug",
117
+ "chiton",
118
+ "chambered nautilus",
119
+ "Dungeness crab",
120
+ "rock crab",
121
+ "fiddler crab",
122
+ "red king crab",
123
+ "American lobster",
124
+ "spiny lobster",
125
+ "crayfish",
126
+ "hermit crab",
127
+ "isopod",
128
+ "white stork",
129
+ "black stork",
130
+ "spoonbill",
131
+ "flamingo",
132
+ "little blue heron",
133
+ "great egret",
134
+ "bittern",
135
+ "crane (bird)",
136
+ "limpkin",
137
+ "common gallinule",
138
+ "American coot",
139
+ "bustard",
140
+ "ruddy turnstone",
141
+ "dunlin",
142
+ "common redshank",
143
+ "dowitcher",
144
+ "oystercatcher",
145
+ "pelican",
146
+ "king penguin",
147
+ "albatross",
148
+ "grey whale",
149
+ "killer whale",
150
+ "dugong",
151
+ "sea lion",
152
+ "Chihuahua",
153
+ "Japanese Chin",
154
+ "Maltese",
155
+ "Pekingese",
156
+ "Shih Tzu",
157
+ "King Charles Spaniel",
158
+ "Papillon",
159
+ "toy terrier",
160
+ "Rhodesian Ridgeback",
161
+ "Afghan Hound",
162
+ "Basset Hound",
163
+ "Beagle",
164
+ "Bloodhound",
165
+ "Bluetick Coonhound",
166
+ "Black and Tan Coonhound",
167
+ "Treeing Walker Coonhound",
168
+ "English foxhound",
169
+ "Redbone Coonhound",
170
+ "borzoi",
171
+ "Irish Wolfhound",
172
+ "Italian Greyhound",
173
+ "Whippet",
174
+ "Ibizan Hound",
175
+ "Norwegian Elkhound",
176
+ "Otterhound",
177
+ "Saluki",
178
+ "Scottish Deerhound",
179
+ "Weimaraner",
180
+ "Staffordshire Bull Terrier",
181
+ "American Staffordshire Terrier",
182
+ "Bedlington Terrier",
183
+ "Border Terrier",
184
+ "Kerry Blue Terrier",
185
+ "Irish Terrier",
186
+ "Norfolk Terrier",
187
+ "Norwich Terrier",
188
+ "Yorkshire Terrier",
189
+ "Wire Fox Terrier",
190
+ "Lakeland Terrier",
191
+ "Sealyham Terrier",
192
+ "Airedale Terrier",
193
+ "Cairn Terrier",
194
+ "Australian Terrier",
195
+ "Dandie Dinmont Terrier",
196
+ "Boston Terrier",
197
+ "Miniature Schnauzer",
198
+ "Giant Schnauzer",
199
+ "Standard Schnauzer",
200
+ "Scottish Terrier",
201
+ "Tibetan Terrier",
202
+ "Australian Silky Terrier",
203
+ "Soft-coated Wheaten Terrier",
204
+ "West Highland White Terrier",
205
+ "Lhasa Apso",
206
+ "Flat-Coated Retriever",
207
+ "Curly-coated Retriever",
208
+ "Golden Retriever",
209
+ "Labrador Retriever",
210
+ "Chesapeake Bay Retriever",
211
+ "German Shorthaired Pointer",
212
+ "Vizsla",
213
+ "English Setter",
214
+ "Irish Setter",
215
+ "Gordon Setter",
216
+ "Brittany",
217
+ "Clumber Spaniel",
218
+ "English Springer Spaniel",
219
+ "Welsh Springer Spaniel",
220
+ "Cocker Spaniels",
221
+ "Sussex Spaniel",
222
+ "Irish Water Spaniel",
223
+ "Kuvasz",
224
+ "Schipperke",
225
+ "Groenendael",
226
+ "Malinois",
227
+ "Briard",
228
+ "Australian Kelpie",
229
+ "Komondor",
230
+ "Old English Sheepdog",
231
+ "Shetland Sheepdog",
232
+ "collie",
233
+ "Border Collie",
234
+ "Bouvier des Flandres",
235
+ "Rottweiler",
236
+ "German Shepherd Dog",
237
+ "Dobermann",
238
+ "Miniature Pinscher",
239
+ "Greater Swiss Mountain Dog",
240
+ "Bernese Mountain Dog",
241
+ "Appenzeller Sennenhund",
242
+ "Entlebucher Sennenhund",
243
+ "Boxer",
244
+ "Bullmastiff",
245
+ "Tibetan Mastiff",
246
+ "French Bulldog",
247
+ "Great Dane",
248
+ "St. Bernard",
249
+ "husky",
250
+ "Alaskan Malamute",
251
+ "Siberian Husky",
252
+ "Dalmatian",
253
+ "Affenpinscher",
254
+ "Basenji",
255
+ "pug",
256
+ "Leonberger",
257
+ "Newfoundland",
258
+ "Pyrenean Mountain Dog",
259
+ "Samoyed",
260
+ "Pomeranian",
261
+ "Chow Chow",
262
+ "Keeshond",
263
+ "Griffon Bruxellois",
264
+ "Pembroke Welsh Corgi",
265
+ "Cardigan Welsh Corgi",
266
+ "Toy Poodle",
267
+ "Miniature Poodle",
268
+ "Standard Poodle",
269
+ "Mexican hairless dog",
270
+ "grey wolf",
271
+ "Alaskan tundra wolf",
272
+ "red wolf",
273
+ "coyote",
274
+ "dingo",
275
+ "dhole",
276
+ "African wild dog",
277
+ "hyena",
278
+ "red fox",
279
+ "kit fox",
280
+ "Arctic fox",
281
+ "grey fox",
282
+ "tabby cat",
283
+ "tiger cat",
284
+ "Persian cat",
285
+ "Siamese cat",
286
+ "Egyptian Mau",
287
+ "cougar",
288
+ "lynx",
289
+ "leopard",
290
+ "snow leopard",
291
+ "jaguar",
292
+ "lion",
293
+ "tiger",
294
+ "cheetah",
295
+ "brown bear",
296
+ "American black bear",
297
+ "polar bear",
298
+ "sloth bear",
299
+ "mongoose",
300
+ "meerkat",
301
+ "tiger beetle",
302
+ "ladybug",
303
+ "ground beetle",
304
+ "longhorn beetle",
305
+ "leaf beetle",
306
+ "dung beetle",
307
+ "rhinoceros beetle",
308
+ "weevil",
309
+ "fly",
310
+ "bee",
311
+ "ant",
312
+ "grasshopper",
313
+ "cricket",
314
+ "stick insect",
315
+ "cockroach",
316
+ "mantis",
317
+ "cicada",
318
+ "leafhopper",
319
+ "lacewing",
320
+ "dragonfly",
321
+ "damselfly",
322
+ "red admiral",
323
+ "ringlet",
324
+ "monarch butterfly",
325
+ "small white",
326
+ "sulphur butterfly",
327
+ "gossamer-winged butterfly",
328
+ "starfish",
329
+ "sea urchin",
330
+ "sea cucumber",
331
+ "cottontail rabbit",
332
+ "hare",
333
+ "Angora rabbit",
334
+ "hamster",
335
+ "porcupine",
336
+ "fox squirrel",
337
+ "marmot",
338
+ "beaver",
339
+ "guinea pig",
340
+ "common sorrel",
341
+ "zebra",
342
+ "pig",
343
+ "wild boar",
344
+ "warthog",
345
+ "hippopotamus",
346
+ "ox",
347
+ "water buffalo",
348
+ "bison",
349
+ "ram",
350
+ "bighorn sheep",
351
+ "Alpine ibex",
352
+ "hartebeest",
353
+ "impala",
354
+ "gazelle",
355
+ "dromedary",
356
+ "llama",
357
+ "weasel",
358
+ "mink",
359
+ "European polecat",
360
+ "black-footed ferret",
361
+ "otter",
362
+ "skunk",
363
+ "badger",
364
+ "armadillo",
365
+ "three-toed sloth",
366
+ "orangutan",
367
+ "gorilla",
368
+ "chimpanzee",
369
+ "gibbon",
370
+ "siamang",
371
+ "guenon",
372
+ "patas monkey",
373
+ "baboon",
374
+ "macaque",
375
+ "langur",
376
+ "black-and-white colobus",
377
+ "proboscis monkey",
378
+ "marmoset",
379
+ "white-headed capuchin",
380
+ "howler monkey",
381
+ "titi",
382
+ "Geoffroy's spider monkey",
383
+ "common squirrel monkey",
384
+ "ring-tailed lemur",
385
+ "indri",
386
+ "Asian elephant",
387
+ "African bush elephant",
388
+ "red panda",
389
+ "giant panda",
390
+ "snoek",
391
+ "eel",
392
+ "coho salmon",
393
+ "rock beauty",
394
+ "clownfish",
395
+ "sturgeon",
396
+ "garfish",
397
+ "lionfish",
398
+ "pufferfish",
399
+ "abacus",
400
+ "abaya",
401
+ "academic gown",
402
+ "accordion",
403
+ "acoustic guitar",
404
+ "aircraft carrier",
405
+ "airliner",
406
+ "airship",
407
+ "altar",
408
+ "ambulance",
409
+ "amphibious vehicle",
410
+ "analog clock",
411
+ "apiary",
412
+ "apron",
413
+ "waste container",
414
+ "assault rifle",
415
+ "backpack",
416
+ "bakery",
417
+ "balance beam",
418
+ "balloon",
419
+ "ballpoint pen",
420
+ "Band-Aid",
421
+ "banjo",
422
+ "baluster",
423
+ "barbell",
424
+ "barber chair",
425
+ "barbershop",
426
+ "barn",
427
+ "barometer",
428
+ "barrel",
429
+ "wheelbarrow",
430
+ "baseball",
431
+ "basketball",
432
+ "bassinet",
433
+ "bassoon",
434
+ "swimming cap",
435
+ "bath towel",
436
+ "bathtub",
437
+ "station wagon",
438
+ "lighthouse",
439
+ "beaker",
440
+ "military cap",
441
+ "beer bottle",
442
+ "beer glass",
443
+ "bell-cot",
444
+ "bib",
445
+ "tandem bicycle",
446
+ "bikini",
447
+ "ring binder",
448
+ "binoculars",
449
+ "birdhouse",
450
+ "boathouse",
451
+ "bobsleigh",
452
+ "bolo tie",
453
+ "poke bonnet",
454
+ "bookcase",
455
+ "bookstore",
456
+ "bottle cap",
457
+ "bow",
458
+ "bow tie",
459
+ "brass",
460
+ "bra",
461
+ "breakwater",
462
+ "breastplate",
463
+ "broom",
464
+ "bucket",
465
+ "buckle",
466
+ "bulletproof vest",
467
+ "high-speed train",
468
+ "butcher shop",
469
+ "taxicab",
470
+ "cauldron",
471
+ "candle",
472
+ "cannon",
473
+ "canoe",
474
+ "can opener",
475
+ "cardigan",
476
+ "car mirror",
477
+ "carousel",
478
+ "tool kit",
479
+ "carton",
480
+ "car wheel",
481
+ "automated teller machine",
482
+ "cassette",
483
+ "cassette player",
484
+ "castle",
485
+ "catamaran",
486
+ "CD player",
487
+ "cello",
488
+ "mobile phone",
489
+ "chain",
490
+ "chain-link fence",
491
+ "chain mail",
492
+ "chainsaw",
493
+ "chest",
494
+ "chiffonier",
495
+ "chime",
496
+ "china cabinet",
497
+ "Christmas stocking",
498
+ "church",
499
+ "movie theater",
500
+ "cleaver",
501
+ "cliff dwelling",
502
+ "cloak",
503
+ "clogs",
504
+ "cocktail shaker",
505
+ "coffee mug",
506
+ "coffeemaker",
507
+ "coil",
508
+ "combination lock",
509
+ "computer keyboard",
510
+ "confectionery store",
511
+ "container ship",
512
+ "convertible",
513
+ "corkscrew",
514
+ "cornet",
515
+ "cowboy boot",
516
+ "cowboy hat",
517
+ "cradle",
518
+ "crane (machine)",
519
+ "crash helmet",
520
+ "crate",
521
+ "infant bed",
522
+ "Crock Pot",
523
+ "croquet ball",
524
+ "crutch",
525
+ "cuirass",
526
+ "dam",
527
+ "desk",
528
+ "desktop computer",
529
+ "rotary dial telephone",
530
+ "diaper",
531
+ "digital clock",
532
+ "digital watch",
533
+ "dining table",
534
+ "dishcloth",
535
+ "dishwasher",
536
+ "disc brake",
537
+ "dock",
538
+ "dog sled",
539
+ "dome",
540
+ "doormat",
541
+ "drilling rig",
542
+ "drum",
543
+ "drumstick",
544
+ "dumbbell",
545
+ "Dutch oven",
546
+ "electric fan",
547
+ "electric guitar",
548
+ "electric locomotive",
549
+ "entertainment center",
550
+ "envelope",
551
+ "espresso machine",
552
+ "face powder",
553
+ "feather boa",
554
+ "filing cabinet",
555
+ "fireboat",
556
+ "fire engine",
557
+ "fire screen sheet",
558
+ "flagpole",
559
+ "flute",
560
+ "folding chair",
561
+ "football helmet",
562
+ "forklift",
563
+ "fountain",
564
+ "fountain pen",
565
+ "four-poster bed",
566
+ "freight car",
567
+ "French horn",
568
+ "frying pan",
569
+ "fur coat",
570
+ "garbage truck",
571
+ "gas mask",
572
+ "gas pump",
573
+ "goblet",
574
+ "go-kart",
575
+ "golf ball",
576
+ "golf cart",
577
+ "gondola",
578
+ "gong",
579
+ "gown",
580
+ "grand piano",
581
+ "greenhouse",
582
+ "grille",
583
+ "grocery store",
584
+ "guillotine",
585
+ "barrette",
586
+ "hair spray",
587
+ "half-track",
588
+ "hammer",
589
+ "hamper",
590
+ "hair dryer",
591
+ "hand-held computer",
592
+ "handkerchief",
593
+ "hard disk drive",
594
+ "harmonica",
595
+ "harp",
596
+ "harvester",
597
+ "hatchet",
598
+ "holster",
599
+ "home theater",
600
+ "honeycomb",
601
+ "hook",
602
+ "hoop skirt",
603
+ "horizontal bar",
604
+ "horse-drawn vehicle",
605
+ "hourglass",
606
+ "iPod",
607
+ "clothes iron",
608
+ "jack-o'-lantern",
609
+ "jeans",
610
+ "jeep",
611
+ "T-shirt",
612
+ "jigsaw puzzle",
613
+ "pulled rickshaw",
614
+ "joystick",
615
+ "kimono",
616
+ "knee pad",
617
+ "knot",
618
+ "lab coat",
619
+ "ladle",
620
+ "lampshade",
621
+ "laptop computer",
622
+ "lawn mower",
623
+ "lens cap",
624
+ "paper knife",
625
+ "library",
626
+ "lifeboat",
627
+ "lighter",
628
+ "limousine",
629
+ "ocean liner",
630
+ "lipstick",
631
+ "slip-on shoe",
632
+ "lotion",
633
+ "speaker",
634
+ "loupe",
635
+ "sawmill",
636
+ "magnetic compass",
637
+ "mail bag",
638
+ "mailbox",
639
+ "tights",
640
+ "tank suit",
641
+ "manhole cover",
642
+ "maraca",
643
+ "marimba",
644
+ "mask",
645
+ "match",
646
+ "maypole",
647
+ "maze",
648
+ "measuring cup",
649
+ "medicine chest",
650
+ "megalith",
651
+ "microphone",
652
+ "microwave oven",
653
+ "military uniform",
654
+ "milk can",
655
+ "minibus",
656
+ "miniskirt",
657
+ "minivan",
658
+ "missile",
659
+ "mitten",
660
+ "mixing bowl",
661
+ "mobile home",
662
+ "Model T",
663
+ "modem",
664
+ "monastery",
665
+ "monitor",
666
+ "moped",
667
+ "mortar",
668
+ "square academic cap",
669
+ "mosque",
670
+ "mosquito net",
671
+ "scooter",
672
+ "mountain bike",
673
+ "tent",
674
+ "computer mouse",
675
+ "mousetrap",
676
+ "moving van",
677
+ "muzzle",
678
+ "nail",
679
+ "neck brace",
680
+ "necklace",
681
+ "nipple",
682
+ "notebook computer",
683
+ "obelisk",
684
+ "oboe",
685
+ "ocarina",
686
+ "odometer",
687
+ "oil filter",
688
+ "organ",
689
+ "oscilloscope",
690
+ "overskirt",
691
+ "bullock cart",
692
+ "oxygen mask",
693
+ "packet",
694
+ "paddle",
695
+ "paddle wheel",
696
+ "padlock",
697
+ "paintbrush",
698
+ "pajamas",
699
+ "palace",
700
+ "pan flute",
701
+ "paper towel",
702
+ "parachute",
703
+ "parallel bars",
704
+ "park bench",
705
+ "parking meter",
706
+ "passenger car",
707
+ "patio",
708
+ "payphone",
709
+ "pedestal",
710
+ "pencil case",
711
+ "pencil sharpener",
712
+ "perfume",
713
+ "Petri dish",
714
+ "photocopier",
715
+ "plectrum",
716
+ "Pickelhaube",
717
+ "picket fence",
718
+ "pickup truck",
719
+ "pier",
720
+ "piggy bank",
721
+ "pill bottle",
722
+ "pillow",
723
+ "ping-pong ball",
724
+ "pinwheel",
725
+ "pirate ship",
726
+ "pitcher",
727
+ "hand plane",
728
+ "planetarium",
729
+ "plastic bag",
730
+ "plate rack",
731
+ "plow",
732
+ "plunger",
733
+ "Polaroid camera",
734
+ "pole",
735
+ "police van",
736
+ "poncho",
737
+ "billiard table",
738
+ "soda bottle",
739
+ "pot",
740
+ "potter's wheel",
741
+ "power drill",
742
+ "prayer rug",
743
+ "printer",
744
+ "prison",
745
+ "projectile",
746
+ "projector",
747
+ "hockey puck",
748
+ "punching bag",
749
+ "purse",
750
+ "quill",
751
+ "quilt",
752
+ "race car",
753
+ "racket",
754
+ "radiator",
755
+ "radio",
756
+ "radio telescope",
757
+ "rain barrel",
758
+ "recreational vehicle",
759
+ "reel",
760
+ "reflex camera",
761
+ "refrigerator",
762
+ "remote control",
763
+ "restaurant",
764
+ "revolver",
765
+ "rifle",
766
+ "rocking chair",
767
+ "rotisserie",
768
+ "eraser",
769
+ "rugby ball",
770
+ "ruler",
771
+ "running shoe",
772
+ "safe",
773
+ "safety pin",
774
+ "salt shaker",
775
+ "sandal",
776
+ "sarong",
777
+ "saxophone",
778
+ "scabbard",
779
+ "weighing scale",
780
+ "school bus",
781
+ "schooner",
782
+ "scoreboard",
783
+ "CRT screen",
784
+ "screw",
785
+ "screwdriver",
786
+ "seat belt",
787
+ "sewing machine",
788
+ "shield",
789
+ "shoe store",
790
+ "shoji",
791
+ "shopping basket",
792
+ "shopping cart",
793
+ "shovel",
794
+ "shower cap",
795
+ "shower curtain",
796
+ "ski",
797
+ "ski mask",
798
+ "sleeping bag",
799
+ "slide rule",
800
+ "sliding door",
801
+ "slot machine",
802
+ "snorkel",
803
+ "snowmobile",
804
+ "snowplow",
805
+ "soap dispenser",
806
+ "soccer ball",
807
+ "sock",
808
+ "solar thermal collector",
809
+ "sombrero",
810
+ "soup bowl",
811
+ "space bar",
812
+ "space heater",
813
+ "space shuttle",
814
+ "spatula",
815
+ "motorboat",
816
+ "spider web",
817
+ "spindle",
818
+ "sports car",
819
+ "spotlight",
820
+ "stage",
821
+ "steam locomotive",
822
+ "through arch bridge",
823
+ "steel drum",
824
+ "stethoscope",
825
+ "scarf",
826
+ "stone wall",
827
+ "stopwatch",
828
+ "stove",
829
+ "strainer",
830
+ "tram",
831
+ "stretcher",
832
+ "couch",
833
+ "stupa",
834
+ "submarine",
835
+ "suit",
836
+ "sundial",
837
+ "sunglass",
838
+ "sunglasses",
839
+ "sunscreen",
840
+ "suspension bridge",
841
+ "mop",
842
+ "sweatshirt",
843
+ "swimsuit",
844
+ "swing",
845
+ "switch",
846
+ "syringe",
847
+ "table lamp",
848
+ "tank",
849
+ "tape player",
850
+ "teapot",
851
+ "teddy bear",
852
+ "television",
853
+ "tennis ball",
854
+ "thatched roof",
855
+ "front curtain",
856
+ "thimble",
857
+ "threshing machine",
858
+ "throne",
859
+ "tile roof",
860
+ "toaster",
861
+ "tobacco shop",
862
+ "toilet seat",
863
+ "torch",
864
+ "totem pole",
865
+ "tow truck",
866
+ "toy store",
867
+ "tractor",
868
+ "semi-trailer truck",
869
+ "tray",
870
+ "trench coat",
871
+ "tricycle",
872
+ "trimaran",
873
+ "tripod",
874
+ "triumphal arch",
875
+ "trolleybus",
876
+ "trombone",
877
+ "tub",
878
+ "turnstile",
879
+ "typewriter keyboard",
880
+ "umbrella",
881
+ "unicycle",
882
+ "upright piano",
883
+ "vacuum cleaner",
884
+ "vase",
885
+ "vault",
886
+ "velvet",
887
+ "vending machine",
888
+ "vestment",
889
+ "viaduct",
890
+ "violin",
891
+ "volleyball",
892
+ "waffle iron",
893
+ "wall clock",
894
+ "wallet",
895
+ "wardrobe",
896
+ "military aircraft",
897
+ "sink",
898
+ "washing machine",
899
+ "water bottle",
900
+ "water jug",
901
+ "water tower",
902
+ "whiskey jug",
903
+ "whistle",
904
+ "wig",
905
+ "window screen",
906
+ "window shade",
907
+ "Windsor tie",
908
+ "wine bottle",
909
+ "wing",
910
+ "wok",
911
+ "wooden spoon",
912
+ "wool",
913
+ "split-rail fence",
914
+ "shipwreck",
915
+ "yawl",
916
+ "yurt",
917
+ "website",
918
+ "comic book",
919
+ "crossword",
920
+ "traffic sign",
921
+ "traffic light",
922
+ "dust jacket",
923
+ "menu",
924
+ "plate",
925
+ "guacamole",
926
+ "consomme",
927
+ "hot pot",
928
+ "trifle",
929
+ "ice cream",
930
+ "ice pop",
931
+ "baguette",
932
+ "bagel",
933
+ "pretzel",
934
+ "cheeseburger",
935
+ "hot dog",
936
+ "mashed potato",
937
+ "cabbage",
938
+ "broccoli",
939
+ "cauliflower",
940
+ "zucchini",
941
+ "spaghetti squash",
942
+ "acorn squash",
943
+ "butternut squash",
944
+ "cucumber",
945
+ "artichoke",
946
+ "bell pepper",
947
+ "cardoon",
948
+ "mushroom",
949
+ "Granny Smith",
950
+ "strawberry",
951
+ "orange",
952
+ "lemon",
953
+ "fig",
954
+ "pineapple",
955
+ "banana",
956
+ "jackfruit",
957
+ "custard apple",
958
+ "pomegranate",
959
+ "hay",
960
+ "carbonara",
961
+ "chocolate syrup",
962
+ "dough",
963
+ "meatloaf",
964
+ "pizza",
965
+ "pot pie",
966
+ "burrito",
967
+ "red wine",
968
+ "espresso",
969
+ "cup",
970
+ "eggnog",
971
+ "alp",
972
+ "bubble",
973
+ "cliff",
974
+ "coral reef",
975
+ "geyser",
976
+ "lakeshore",
977
+ "promontory",
978
+ "shoal",
979
+ "seashore",
980
+ "valley",
981
+ "volcano",
982
+ "baseball player",
983
+ "bridegroom",
984
+ "scuba diver",
985
+ "rapeseed",
986
+ "daisy",
987
+ "yellow lady's slipper",
988
+ "corn",
989
+ "acorn",
990
+ "rose hip",
991
+ "horse chestnut seed",
992
+ "coral fungus",
993
+ "agaric",
994
+ "gyromitra",
995
+ "stinkhorn mushroom",
996
+ "earth star",
997
+ "hen-of-the-woods",
998
+ "bolete",
999
+ "ear",
1000
+ "toilet paper"]
images/breach_hump.jpeg ADDED
images/bull_shark.jpeg ADDED
images/dolphin.jpeg ADDED
images/fish.jpeg ADDED
images/hotdog.jpeg ADDED
images/humpback.jpeg ADDED
images/killer_whale.jpeg ADDED
images/tuna.jpeg ADDED
requirements.txt ADDED
@@ -0,0 +1,432 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ absl-py==1.0.0
2
+ aiohttp==3.8.1
3
+ aiosignal==1.2.0
4
+ alabaster==0.7.12
5
+ albumentations==0.1.12
6
+ altair==4.2.0
7
+ analytics-python==1.4.0
8
+ anyio==3.5.0
9
+ appdirs==1.4.4
10
+ argon2-cffi==21.3.0
11
+ argon2-cffi-bindings==21.2.0
12
+ arviz==0.12.0
13
+ asgiref==3.5.0
14
+ astor==0.8.1
15
+ astropy==4.3.1
16
+ astunparse==1.6.3
17
+ async-timeout==4.0.2
18
+ asynctest==0.13.0
19
+ atari-py==0.2.9
20
+ atomicwrites==1.4.0
21
+ attrs==21.4.0
22
+ audioread==2.1.9
23
+ autograd==1.4
24
+ Babel==2.9.1
25
+ backcall==0.2.0
26
+ backoff==1.10.0
27
+ bcrypt==3.2.0
28
+ beautifulsoup4==4.6.3
29
+ bleach==5.0.0
30
+ blinker==1.4
31
+ blis==0.4.1
32
+ bokeh==2.3.3
33
+ Bottleneck==1.3.4
34
+ branca==0.4.2
35
+ bs4==0.0.1
36
+ CacheControl==0.12.10
37
+ cached-property==1.5.2
38
+ cachetools==4.2.4
39
+ catalogue==1.0.0
40
+ certifi==2021.10.8
41
+ cffi==1.15.0
42
+ cftime==1.6.0
43
+ chardet==3.0.4
44
+ charset-normalizer==2.0.12
45
+ click==7.1.2
46
+ cloudpickle==1.3.0
47
+ cmake==3.12.0
48
+ cmdstanpy==0.9.5
49
+ colorcet==3.0.0
50
+ colorlover==0.3.0
51
+ community==1.0.0b1
52
+ contextlib2==0.5.5
53
+ convertdate==2.4.0
54
+ coverage==3.7.1
55
+ coveralls==0.5
56
+ crcmod==1.7
57
+ cryptography==36.0.2
58
+ cufflinks==0.17.3
59
+ cupy-cuda111==9.4.0
60
+ cvxopt==1.2.7
61
+ cvxpy==1.0.31
62
+ cycler==0.11.0
63
+ cymem==2.0.6
64
+ Cython==0.29.28
65
+ daft==0.0.4
66
+ dask==2.12.0
67
+ datascience==0.10.6
68
+ debugpy==1.0.0
69
+ decorator==4.4.2
70
+ defusedxml==0.7.1
71
+ descartes==1.1.0
72
+ dill==0.3.4
73
+ distributed==1.25.3
74
+ dlib @ file:///dlib-19.18.0-cp37-cp37m-linux_x86_64.whl
75
+ dm-tree==0.1.7
76
+ docopt==0.6.2
77
+ docutils==0.17.1
78
+ dopamine-rl==1.0.5
79
+ earthengine-api==0.1.306
80
+ easydict==1.9
81
+ ecos==2.0.10
82
+ editdistance==0.5.3
83
+ en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.5/en_core_web_sm-2.2.5.tar.gz
84
+ entrypoints==0.4
85
+ ephem==4.1.3
86
+ et-xmlfile==1.1.0
87
+ fa2==0.3.5
88
+ fastai==1.0.61
89
+ fastapi==0.75.2
90
+ fastdtw==0.3.4
91
+ fastjsonschema==2.15.3
92
+ fastprogress==1.0.2
93
+ fastrlock==0.8
94
+ fbprophet==0.7.1
95
+ feather-format==0.4.1
96
+ ffmpy==0.3.0
97
+ filelock==3.6.0
98
+ firebase-admin==4.4.0
99
+ fix-yahoo-finance==0.0.22
100
+ Flask==1.1.4
101
+ flatbuffers==2.0
102
+ folium==0.8.3
103
+ frozenlist==1.3.0
104
+ future==0.16.0
105
+ gast==0.5.3
106
+ GDAL==2.2.2
107
+ gdown==4.4.0
108
+ gensim==3.6.0
109
+ geographiclib==1.52
110
+ geopy==1.17.0
111
+ gin-config==0.5.0
112
+ gitdb==4.0.9
113
+ GitPython==3.1.27
114
+ glob2==0.7
115
+ google==2.0.3
116
+ google-api-core==1.31.5
117
+ google-api-python-client==1.12.11
118
+ google-auth==1.35.0
119
+ google-auth-httplib2==0.0.4
120
+ google-auth-oauthlib==0.4.6
121
+ google-cloud-bigquery==1.21.0
122
+ google-cloud-bigquery-storage==1.1.1
123
+ google-cloud-core==1.0.3
124
+ google-cloud-datastore==1.8.0
125
+ google-cloud-firestore==1.7.0
126
+ google-cloud-language==1.2.0
127
+ google-cloud-storage==1.18.1
128
+ google-cloud-translate==1.5.0
129
+ google-colab @ file:///colabtools/dist/google-colab-1.0.0.tar.gz
130
+ google-pasta==0.2.0
131
+ google-resumable-media==0.4.1
132
+ googleapis-common-protos==1.56.0
133
+ googledrivedownloader==0.4
134
+ gradio==2.9.4
135
+ graphviz==0.10.1
136
+ greenlet==1.1.2
137
+ grpcio==1.44.0
138
+ gspread==3.4.2
139
+ gspread-dataframe==3.0.8
140
+ gym==0.17.3
141
+ h11==0.13.0
142
+ h5py==3.1.0
143
+ HeapDict==1.0.1
144
+ hijri-converter==2.2.3
145
+ holidays==0.10.5.2
146
+ holoviews==1.14.8
147
+ html5lib==1.0.1
148
+ httpimport==0.5.18
149
+ httplib2==0.17.4
150
+ httplib2shim==0.0.3
151
+ humanize==0.5.1
152
+ hyperopt==0.1.2
153
+ ideep4py==2.0.0.post3
154
+ idna==2.10
155
+ imageio==2.4.1
156
+ imagesize==1.3.0
157
+ imbalanced-learn==0.8.1
158
+ imblearn==0.0
159
+ imgaug==0.2.9
160
+ importlib-metadata==4.11.3
161
+ importlib-resources==5.7.0
162
+ imutils==0.5.4
163
+ inflect==2.1.0
164
+ iniconfig==1.1.1
165
+ intel-openmp==2022.0.2
166
+ intervaltree==2.1.0
167
+ ipykernel==6.13.0
168
+ ipython==7.32.0
169
+ ipython-genutils==0.2.0
170
+ ipython-sql==0.3.9
171
+ ipywidgets==7.7.0
172
+ itsdangerous==1.1.0
173
+ jax==0.3.4
174
+ jaxlib @ https://storage.googleapis.com/jax-releases/cuda11/jaxlib-0.3.2+cuda11.cudnn805-cp37-none-manylinux2010_x86_64.whl
175
+ jedi==0.18.1
176
+ jieba==0.42.1
177
+ Jinja2==2.11.3
178
+ joblib==1.1.0
179
+ jpeg4py==0.1.4
180
+ jsonschema==4.3.3
181
+ jupyter==1.0.0
182
+ jupyter-client==7.2.2
183
+ jupyter-console==5.2.0
184
+ jupyter-core==4.9.2
185
+ jupyterlab-pygments==0.2.2
186
+ jupyterlab-widgets==1.1.0
187
+ kaggle==1.5.12
188
+ kapre==0.3.7
189
+ keras==2.8.0
190
+ Keras-Preprocessing==1.1.2
191
+ keras-vis==0.4.1
192
+ kiwisolver==1.4.2
193
+ korean-lunar-calendar==0.2.1
194
+ libclang==13.0.0
195
+ librosa==0.8.1
196
+ lightgbm==2.2.3
197
+ linkify-it-py==1.0.3
198
+ llvmlite==0.34.0
199
+ lmdb==0.99
200
+ LunarCalendar==0.0.9
201
+ lxml==4.2.6
202
+ Markdown==3.3.6
203
+ markdown-it-py==2.1.0
204
+ MarkupSafe==2.0.1
205
+ matplotlib==3.2.2
206
+ matplotlib-inline==0.1.3
207
+ matplotlib-venn==0.11.7
208
+ mdit-py-plugins==0.3.0
209
+ mdurl==0.1.1
210
+ missingno==0.5.1
211
+ mistune==0.8.4
212
+ mizani==0.6.0
213
+ mkl==2019.0
214
+ mlxtend==0.14.0
215
+ monotonic==1.6
216
+ more-itertools==8.12.0
217
+ moviepy==0.2.3.5
218
+ mpmath==1.2.1
219
+ msgpack==1.0.3
220
+ multidict==6.0.2
221
+ multiprocess==0.70.12.2
222
+ multitasking==0.0.10
223
+ murmurhash==1.0.6
224
+ music21==5.5.0
225
+ natsort==5.5.0
226
+ nbclient==0.6.0
227
+ nbconvert==5.6.1
228
+ nbformat==5.3.0
229
+ nest-asyncio==1.5.5
230
+ netCDF4==1.5.8
231
+ networkx==2.6.3
232
+ nibabel==3.0.2
233
+ nltk==3.2.5
234
+ notebook==5.3.1
235
+ numba==0.51.2
236
+ numexpr==2.8.1
237
+ numpy==1.21.6
238
+ nvidia-ml-py3==7.352.0
239
+ oauth2client==4.1.3
240
+ oauthlib==3.2.0
241
+ okgrade==0.4.3
242
+ opencv-contrib-python==4.1.2.30
243
+ opencv-python==4.1.2.30
244
+ openpyxl==3.0.9
245
+ opt-einsum==3.3.0
246
+ orjson==3.6.8
247
+ osqp==0.6.2.post0
248
+ packaging==21.3
249
+ palettable==3.3.0
250
+ pandas==1.3.5
251
+ pandas-datareader==0.9.0
252
+ pandas-gbq==0.13.3
253
+ pandas-profiling==1.4.1
254
+ pandocfilters==1.5.0
255
+ panel==0.12.1
256
+ param==1.12.1
257
+ paramiko==2.10.3
258
+ parso==0.8.3
259
+ pathlib==1.0.1
260
+ patsy==0.5.2
261
+ pep517==0.12.0
262
+ pexpect==4.8.0
263
+ pickleshare==0.7.5
264
+ Pillow==7.1.2
265
+ pip-tools==6.2.0
266
+ plac==1.1.3
267
+ plotly==5.5.0
268
+ plotnine==0.6.0
269
+ pluggy==0.7.1
270
+ pooch==1.6.0
271
+ portpicker==1.3.9
272
+ prefetch-generator==1.0.1
273
+ preshed==3.0.6
274
+ prettytable==3.2.0
275
+ progressbar2==3.38.0
276
+ prometheus-client==0.14.1
277
+ promise==2.3
278
+ prompt-toolkit==3.0.29
279
+ protobuf==3.17.3
280
+ psutil==5.4.8
281
+ psycopg2==2.7.6.1
282
+ ptyprocess==0.7.0
283
+ py==1.11.0
284
+ pyarrow==6.0.1
285
+ pyasn1==0.4.8
286
+ pyasn1-modules==0.2.8
287
+ pycocotools==2.0.4
288
+ pycparser==2.21
289
+ pycryptodome==3.14.1
290
+ pyct==0.4.8
291
+ pydantic==1.9.0
292
+ pydata-google-auth==1.4.0
293
+ pydeck==0.7.1
294
+ pydot==1.3.0
295
+ pydot-ng==2.0.0
296
+ pydotplus==2.0.2
297
+ PyDrive==1.3.1
298
+ pydub==0.25.1
299
+ pyemd==0.5.1
300
+ pyerfa==2.0.0.1
301
+ pyglet==1.5.0
302
+ Pygments==2.6.1
303
+ pygobject==3.26.1
304
+ pymc3==3.11.4
305
+ PyMeeus==0.5.11
306
+ pymongo==4.1.1
307
+ Pympler==1.0.1
308
+ pymystem3==0.2.0
309
+ PyNaCl==1.5.0
310
+ PyOpenGL==3.1.6
311
+ pyparsing==3.0.8
312
+ pyrsistent==0.18.1
313
+ pysndfile==1.3.8
314
+ PySocks==1.7.1
315
+ pystan==2.19.1.1
316
+ pytest==3.6.4
317
+ python-apt==0.0.0
318
+ python-chess==0.23.11
319
+ python-dateutil==2.8.2
320
+ python-louvain==0.16
321
+ python-multipart==0.0.5
322
+ python-slugify==6.1.1
323
+ python-utils==3.1.0
324
+ pytz==2022.1
325
+ pyviz-comms==2.2.0
326
+ PyWavelets==1.3.0
327
+ PyYAML==3.13
328
+ pyzmq==22.3.0
329
+ qdldl==0.1.5.post2
330
+ qtconsole==5.3.0
331
+ QtPy==2.0.1
332
+ regex==2019.12.20
333
+ requests==2.23.0
334
+ requests-oauthlib==1.3.1
335
+ resampy==0.2.2
336
+ rpy2==3.4.5
337
+ rsa==4.8
338
+ scikit-image==0.18.3
339
+ scikit-learn==1.0.2
340
+ scipy==1.4.1
341
+ screen-resolution-extra==0.0.0
342
+ scs==3.2.0
343
+ seaborn==0.11.2
344
+ semver==2.13.0
345
+ Send2Trash==1.8.0
346
+ setuptools-git==1.2
347
+ Shapely==1.8.1.post1
348
+ simplegeneric==0.8.1
349
+ six==1.15.0
350
+ sklearn==0.0
351
+ sklearn-pandas==1.8.0
352
+ smart-open==5.2.1
353
+ smmap==5.0.0
354
+ sniffio==1.2.0
355
+ snowballstemmer==2.2.0
356
+ sortedcontainers==2.4.0
357
+ SoundFile==0.10.3.post1
358
+ soupsieve==2.3.2.post1
359
+ spacy==2.2.4
360
+ Sphinx==1.8.6
361
+ sphinxcontrib-serializinghtml==1.1.5
362
+ sphinxcontrib-websupport==1.2.4
363
+ SQLAlchemy==1.4.35
364
+ sqlparse==0.4.2
365
+ srsly==1.0.5
366
+ starlette==0.17.1
367
+ statsmodels==0.10.2
368
+ streamlit==1.8.1
369
+ sympy==1.7.1
370
+ tables==3.7.0
371
+ tabulate==0.8.9
372
+ tblib==1.7.0
373
+ tenacity==8.0.1
374
+ tensorboard==2.8.0
375
+ tensorboard-data-server==0.6.1
376
+ tensorboard-plugin-wit==1.8.1
377
+ tensorflow @ file:///tensorflow-2.8.0-cp37-cp37m-linux_x86_64.whl
378
+ tensorflow-datasets==4.0.1
379
+ tensorflow-estimator==2.8.0
380
+ tensorflow-gcs-config==2.8.0
381
+ tensorflow-hub==0.12.0
382
+ tensorflow-io-gcs-filesystem==0.24.0
383
+ tensorflow-metadata==1.7.0
384
+ tensorflow-probability==0.16.0
385
+ termcolor==1.1.0
386
+ terminado==0.13.3
387
+ testpath==0.6.0
388
+ text-unidecode==1.3
389
+ textblob==0.15.3
390
+ Theano-PyMC==1.1.2
391
+ thinc==7.4.0
392
+ threadpoolctl==3.1.0
393
+ tifffile==2021.11.2
394
+ tinycss2==1.1.1
395
+ toml==0.10.2
396
+ tomli==2.0.1
397
+ toolz==0.11.2
398
+ torch @ https://download.pytorch.org/whl/cu111/torch-1.10.0%2Bcu111-cp37-cp37m-linux_x86_64.whl
399
+ torchaudio @ https://download.pytorch.org/whl/cu111/torchaudio-0.10.0%2Bcu111-cp37-cp37m-linux_x86_64.whl
400
+ torchsummary==1.5.1
401
+ torchtext==0.11.0
402
+ torchvision @ https://download.pytorch.org/whl/cu111/torchvision-0.11.1%2Bcu111-cp37-cp37m-linux_x86_64.whl
403
+ tornado==6.1
404
+ tqdm==4.64.0
405
+ traitlets==5.1.1
406
+ tweepy==3.10.0
407
+ typeguard==2.7.1
408
+ typing-extensions==4.1.1
409
+ tzlocal==1.5.1
410
+ uc-micro-py==1.0.1
411
+ uritemplate==3.0.1
412
+ urllib3==1.24.3
413
+ uvicorn==0.17.6
414
+ validators==0.18.2
415
+ vega-datasets==0.9.0
416
+ wasabi==0.9.1
417
+ watchdog==2.1.7
418
+ wcwidth==0.2.5
419
+ webencodings==0.5.1
420
+ Werkzeug==1.0.1
421
+ widgetsnbextension==3.6.0
422
+ wordcloud==1.5.0
423
+ wrapt==1.14.0
424
+ xarray==0.18.2
425
+ xgboost==0.90
426
+ xkit==0.0.0
427
+ xlrd==1.1.0
428
+ xlwt==1.3.0
429
+ yarl==1.7.2
430
+ yellowbrick==1.4
431
+ zict==2.1.0
432
+ zipp==3.8.0