let's deploy ninj classifier to huggingface spaces

app.py

@@ -0,0 +1,26 @@
+import gradio as gr
+from fastai.vision.all import *
+import skimage
+
+learn = load_learner('export_ninjago_classifier.pkl')
+
+labels = ['Acidicus_Serpentine', 'Acronix_Vermillion', 'Akita_Never-Realm inhabitants', 'Antonia_Recurring allies', 'Ash_Elemental Masters', 'Aspheera_Pyro Vipers', 'Bansha_Ghosts', 'Benthomaar_Merlopians', 'Blunck_Vermillion', 'Bolobo_Elemental Masters', 'Bucko_Sky Pirates', 'Captain Soto_Citizens of Ninjago City', 'Chamille_Elemental Masters', 'Char_Pyro Vipers', 'Chew Toy_Dragon Hunters', 'Chief Mammatus_The Island inhabitants', 'Chope_Anacondrai Cultists', 'Clancee_Sky Pirates', 'Clouse_Anacondrai Cultists', 'Clutch Powers_Recurring allies', 'Cole_Main Characters', 'Cyren_Sky Pirates', 'Cyrus Borg_Recurring allies', 'Daddy No Legs_Dragon Hunters', 'Dareth_Recurring allies', 'Dogshank_Sky Pirates', 'Doubloon_Sky Pirates', 'Dr. Julien_Family members', 'Edna Walker_Family members', 'Ed Walker_Family members', 'Eyezor_Anacondrai Cultists', 'Faith_Dragon Hunters', 'Fangtom_Serpentine', 'Flintlocke_Sky Pirates', 'Fred Finely_Citizens of Ninjago City', 'Fuchsia Ninja_New Ninja', 'Fugi-Dove_Citizens of Ninjago City', 'General Arcturus_Serpentine', 'General Cryptor_Nindroids', 'General Kozu_Stone Army', 'General Vex_Never-Realm inhabitants', 'Ghoultar_Ghosts', 'Gleck_Shintaro Kingdom inhabitants', 'Glutinous_Merlopians', 'Gravis _Elemental Masters', 'Griffin Turner_Elemental Masters', 'Hounddog McBrag_Citizens of Ninjago City', 'Jacob Pevsner_Elemental Masters', 'Jay_Main Characters', 'Jet Jack_Dragon Hunters', 'Kai_Main Characters', 'Kapau_Anacondrai Cultists', 'Karlof_Elemental Masters', 'Khanjikhan_Sky Pirates', 'Killow_Sons of Garmadon', 'King Trimaar_Merlopians', 'King Vangelis_The Skull Sorcerer_Shintaro Kingdom inhabitants', 'Kruncha_Skulkin', 'Krux_Vermillion', 'lables.txt', 'Lloyd Garmadon_Main Characters', 'Lord Garmadon_Main Characters', 'Luke Cunningham_Sons of Garmadon', 'Machia_Vermillion', 'Master Chen_Anacondrai Cultists', 'Master Wu_Main Characters', 'Maya_Family members', 'Milton Dyer_Prime Empire inhabitants', 'Min-Droid_Nindroids', 'Misako_Family members', 'Mistaké_Recurring allies', 'Mister F_Council of the Crystal King', 'Monkey Wretch_Sky Pirates', 'Morro_Ghosts', 'Mr. E_Sons of Garmadon', 'Murt_Shintaro Kingdom inhabitants', 'Muzzle_Dragon Hunters', 'Nadakhan_Sky Pirates', 'Nelson_Recurring allies', 'Neuro_Elemental Masters', 'Nuckal_Skulkin', 'Nya_Main Characters', 'Officer Toque_Recurring allies', 'Okino_Prime Empire inhabitants', 'Orange Ninja_New Ninja', 'Paleman_Elemental Masters', 'Patty Keys_Citizens of Ninjago City', 'Pink Ninja_New Ninja', 'P.I.X.A.L._Main Characters', 'Police Commissioner_Recurring allies', 'Postman_Citizens of Ninjago City', 'Prince Kalmaar_Merlopians', 'Princess Harumi_Sons of Garmadon', 'Princess Vania_Shintaro Kingdom inhabitants', 'Pythor P. Chumsworth_Serpentine', 'Raggmunk_Vermillion', 'Ray_Family members', 'Ronin_Recurring allies', 'Rufus MacAllister_Citizens of Ninjago City', 'Samukai_Skulkin', 'Scott_Prime Empire inhabitants', 'Sensei_Master Kodokuna Yang_Ghosts', 'Shade_Elemental Masters', 'Skales_Serpentine', 'Skalidor_Serpentine', 'Skylor Chen_Elemental Masters', 'Slithraa_Serpentine', 'Soul Archer_Ghosts', 'Squiffy_Sky Pirates', 'Sushimi_Prime Empire inhabitants', 'The First Spinjitzu Master_Family members', 'The Great Devourer_Serpentine', 'The Ice Emperor_Never-Realm inhabitants', 'The Iron Baron_Dragon Hunters', 'The Mechanic_Prime Empire inhabitants', 'The Omega_Oni', 'The Overlord_Stone Army', 'The Preeminent_Ghosts', 'Timothy "Twitchy Tim" Batterson_The Island inhabitants', 'Tox_Elemental Masters', 'Ultra Violet_Sons of Garmadon', 'Unagami_Prime Empire inhabitants', 'Wrayth_Ghosts', 'Wyplash_Skulkin', 'Zane_Main Characters', 'Zugu_Anacondrai Cultists']
+
+
+
+
+def predict(img):
+    img = PILImage.create(img)
+    pred, pred_idx, probs = learn.predict(img)
+    return {labels[i]: float(probs[i]) for i in range(len(labels))}
+
+
+title = "Ninjago Character Classifier"
+description = "Guesses the name of the Ninjago characters. Created from the fastai demo for Gradio and HuggingFace Spaces."
+#article = "<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Blog post</a></p>"
+examples = ['Lloyd.jpg', 'Cole.png']
+interpretation = 'default'
+enable_queue = True
+
+gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(192, 192)), outputs=gr.outputs.Label(num_top_classes=3), title=title,
+             description=description, examples=examples, interpretation=interpretation, enable_queue=enable_queue).launch()

export_ninjago_classifier.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4d78ea52c1297901033abd563d9fbfc808fd4fb08e3894a01edf59a931804d7
+size 87772321

labels.txt

@@ -0,0 +1,126 @@
+Acidicus_Serpentine
+Acronix_Vermillion
+Akita_Never-Realm inhabitants
+Antonia_Recurring allies
+Ash_Elemental Masters
+Aspheera_Pyro Vipers
+Bansha_Ghosts
+Benthomaar_Merlopians
+Blunck_Vermillion
+Bolobo_Elemental Masters
+Bucko_Sky Pirates
+Captain Soto_Citizens of Ninjago City
+Chamille_Elemental Masters
+Char_Pyro Vipers
+Chew Toy_Dragon Hunters
+Chief Mammatus_The Island inhabitants
+Chope_Anacondrai Cultists
+Clancee_Sky Pirates
+Clouse_Anacondrai Cultists
+Clutch Powers_Recurring allies
+Cole_Main Characters
+Cyren_Sky Pirates
+Cyrus Borg_Recurring allies
+Daddy No Legs_Dragon Hunters
+Dareth_Recurring allies
+Dogshank_Sky Pirates
+Doubloon_Sky Pirates
+Dr. Julien_Family members
+Edna Walker_Family members
+Ed Walker_Family members
+Eyezor_Anacondrai Cultists
+Faith_Dragon Hunters
+Fangtom_Serpentine
+Flintlocke_Sky Pirates
+Fred Finely_Citizens of Ninjago City
+Fuchsia Ninja_New Ninja
+Fugi-Dove_Citizens of Ninjago City
+General Arcturus_Serpentine
+General Cryptor_Nindroids
+General Kozu_Stone Army
+General Vex_Never-Realm inhabitants
+Ghoultar_Ghosts
+Gleck_Shintaro Kingdom inhabitants
+Glutinous_Merlopians
+Gravis _Elemental Masters
+Griffin Turner_Elemental Masters
+Hounddog McBrag_Citizens of Ninjago City
+Jacob Pevsner_Elemental Masters
+Jay_Main Characters
+Jet Jack_Dragon Hunters
+Kai_Main Characters
+Kapau_Anacondrai Cultists
+Karlof_Elemental Masters
+Khanjikhan_Sky Pirates
+Killow_Sons of Garmadon
+King Trimaar_Merlopians
+King Vangelis_The Skull Sorcerer_Shintaro Kingdom inhabitants
+Kruncha_Skulkin
+Krux_Vermillion
+lables.txt
+Lloyd Garmadon_Main Characters
+Lord Garmadon_Main Characters
+Luke Cunningham_Sons of Garmadon
+Machia_Vermillion
+Master Chen_Anacondrai Cultists
+Master Wu_Main Characters
+Maya_Family members
+Milton Dyer_Prime Empire inhabitants
+Min-Droid_Nindroids
+Misako_Family members
+Mistaké_Recurring allies
+Mister F_Council of the Crystal King
+Monkey Wretch_Sky Pirates
+Morro_Ghosts
+Mr. E_Sons of Garmadon
+Murt_Shintaro Kingdom inhabitants
+Muzzle_Dragon Hunters
+Nadakhan_Sky Pirates
+Nelson_Recurring allies
+Neuro_Elemental Masters
+Nuckal_Skulkin
+Nya_Main Characters
+Officer Toque_Recurring allies
+Okino_Prime Empire inhabitants
+Orange Ninja_New Ninja
+Paleman_Elemental Masters
+Patty Keys_Citizens of Ninjago City
+Pink Ninja_New Ninja
+P.I.X.A.L._Main Characters
+Police Commissioner_Recurring allies
+Postman_Citizens of Ninjago City
+Prince Kalmaar_Merlopians
+Princess Harumi_Sons of Garmadon
+Princess Vania_Shintaro Kingdom inhabitants
+Pythor P. Chumsworth_Serpentine
+Raggmunk_Vermillion
+Ray_Family members
+Ronin_Recurring allies
+Rufus MacAllister_Citizens of Ninjago City
+Samukai_Skulkin
+Scott_Prime Empire inhabitants
+Sensei_Master Kodokuna Yang_Ghosts
+Shade_Elemental Masters
+Skales_Serpentine
+Skalidor_Serpentine
+Skylor Chen_Elemental Masters
+Slithraa_Serpentine
+Soul Archer_Ghosts
+Squiffy_Sky Pirates
+Sushimi_Prime Empire inhabitants
+The First Spinjitzu Master_Family members
+The Great Devourer_Serpentine
+The Ice Emperor_Never-Realm inhabitants
+The Iron Baron_Dragon Hunters
+The Mechanic_Prime Empire inhabitants
+The Omega_Oni
+The Overlord_Stone Army
+The Preeminent_Ghosts
+Timothy "Twitchy Tim" Batterson_The Island inhabitants
+Tox_Elemental Masters
+Ultra Violet_Sons of Garmadon
+Unagami_Prime Empire inhabitants
+Wrayth_Ghosts
+Wyplash_Skulkin
+Zane_Main Characters
+Zugu_Anacondrai Cultists