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CLIP-Interrogator

Running on A10G

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pharmapsychotic commited on Feb 5, 2023

Commit

69a2249

1 Parent(s): 810b784

Update to clip-interrogator 0.4.1, negative prompts, analyze tab

Browse files

Files changed (6) hide show

app.py +73 -25
data/artists.txt +0 -5271
data/flavors.txt +0 -0
data/mediums.txt +0 -95
data/movements.txt +0 -200
requirements.txt +2 -1

app.py CHANGED Viewed

@@ -38,8 +38,36 @@ ci_vith = Interrogator(config)
 ci_vith.clip_model = ci_vith.clip_model.to("cpu")
-def inference(image, clip_model_name, mode):
     # move selected model to GPU and other model to CPU
     if clip_model_name == MODELS[0]:
         ci_vith.clip_model = ci_vith.clip_model.to("cpu")
@@ -59,8 +87,10 @@ def inference(image, clip_model_name, mode):
         prompt = ci.interrogate(image)
     elif mode == 'classic':
         prompt = ci.interrogate_classic(image)
-    else:
         prompt = ci.interrogate_fast(image)
     return prompt, gr.update(visible=True), gr.update(visible=True), gr.update(visible=True)
@@ -135,39 +165,57 @@ a {text-decoration-line: underline; font-weight: 600;}
 }
 '''
 with gr.Blocks(css=CSS) as block:
     with gr.Column(elem_id="col-container"):
         gr.HTML(TITLE)
-        input_image = gr.Image(type='pil', elem_id="input-img")
-        input_model = gr.Dropdown(MODELS, value=MODELS[0], label='CLIP Model')
-        input_mode = gr.Radio(['best', 'fast'], value='best', label='Mode')
-        submit_btn = gr.Button("Submit")
-        output_text = gr.Textbox(label="Output", elem_id="output-txt")
-        with gr.Group(elem_id="share-btn-container"):
-            community_icon = gr.HTML(community_icon_html, visible=False)
-            loading_icon = gr.HTML(loading_icon_html, visible=False)
-            share_button = gr.Button("Share to community", elem_id="share-btn", visible=False)
-        examples=[['example01.jpg', MODELS[0], 'best'], ['example02.jpg', MODELS[0], 'best']]
-        ex = gr.Examples(
-            examples=examples,
-            fn=inference,
-            inputs=[input_image, input_model, input_mode],
-            outputs=[output_text, share_button, community_icon, loading_icon],
-            cache_examples=True,
-            run_on_click=True
-        )
-        ex.dataset.headers = [""]
         gr.HTML(ARTICLE)
     submit_btn.click(
-        fn=inference,
         inputs=[input_image, input_model, input_mode],
         outputs=[output_text, share_button, community_icon, loading_icon]
     )
     share_button.click(None, [], [], _js=share_js)
-block.queue(max_size=32).launch(show_api=False)

 ci_vith.clip_model = ci_vith.clip_model.to("cpu")
+def image_analysis(image, clip_model_name):
+    # move selected model to GPU and other model to CPU
+    if clip_model_name == MODELS[0]:
+        ci_vith.clip_model = ci_vith.clip_model.to("cpu")
+        ci_vitl.clip_model = ci_vitl.clip_model.to(ci_vitl.device)
+        ci = ci_vitl
+    else:
+        ci_vitl.clip_model = ci_vitl.clip_model.to("cpu")
+        ci_vith.clip_model = ci_vith.clip_model.to(ci_vith.device)
+        ci = ci_vith
+    image = image.convert('RGB')
+    image_features = ci.image_to_features(image)
+    top_mediums = ci.mediums.rank(image_features, 5)
+    top_artists = ci.artists.rank(image_features, 5)
+    top_movements = ci.movements.rank(image_features, 5)
+    top_trendings = ci.trendings.rank(image_features, 5)
+    top_flavors = ci.flavors.rank(image_features, 5)
+    medium_ranks = {medium: sim for medium, sim in zip(top_mediums, ci.similarities(image_features, top_mediums))}
+    artist_ranks = {artist: sim for artist, sim in zip(top_artists, ci.similarities(image_features, top_artists))}
+    movement_ranks = {movement: sim for movement, sim in zip(top_movements, ci.similarities(image_features, top_movements))}
+    trending_ranks = {trending: sim for trending, sim in zip(top_trendings, ci.similarities(image_features, top_trendings))}
+    flavor_ranks = {flavor: sim for flavor, sim in zip(top_flavors, ci.similarities(image_features, top_flavors))}
+    return medium_ranks, artist_ranks, movement_ranks, trending_ranks, flavor_ranks
+def image_to_prompt(image, clip_model_name, mode):
     # move selected model to GPU and other model to CPU
     if clip_model_name == MODELS[0]:
         ci_vith.clip_model = ci_vith.clip_model.to("cpu")
         prompt = ci.interrogate(image)
     elif mode == 'classic':
         prompt = ci.interrogate_classic(image)
+    elif mode == 'fast':
         prompt = ci.interrogate_fast(image)
+    elif mode == 'negative':
+        prompt = ci.interrogate_negative(image)
     return prompt, gr.update(visible=True), gr.update(visible=True), gr.update(visible=True)
 }
 '''
+def analyze_tab():
+    with gr.Column():
+        with gr.Row():
+            image = gr.Image(type='pil', label="Image")
+            model = gr.Dropdown(MODELS, value=MODELS[0], label='CLIP Model')
+        with gr.Row():
+            medium = gr.Label(label="Medium", num_top_classes=5)
+            artist = gr.Label(label="Artist", num_top_classes=5)
+            movement = gr.Label(label="Movement", num_top_classes=5)
+            trending = gr.Label(label="Trending", num_top_classes=5)
+            flavor = gr.Label(label="Flavor", num_top_classes=5)
+    button = gr.Button("Analyze")
+    button.click(image_analysis, inputs=[image, model], outputs=[medium, artist, movement, trending, flavor])
 with gr.Blocks(css=CSS) as block:
     with gr.Column(elem_id="col-container"):
         gr.HTML(TITLE)
+        with gr.Tab("Prompt"):
+            input_image = gr.Image(type='pil', elem_id="input-img")
+            input_model = gr.Dropdown(MODELS, value=MODELS[0], label='CLIP Model')
+            input_mode = gr.Radio(['best', 'fast', 'classic', 'negative'], value='best', label='Mode')
+            submit_btn = gr.Button("Submit")
+            output_text = gr.Textbox(label="Output", elem_id="output-txt")
+            with gr.Group(elem_id="share-btn-container"):
+                community_icon = gr.HTML(community_icon_html, visible=False)
+                loading_icon = gr.HTML(loading_icon_html, visible=False)
+                share_button = gr.Button("Share to community", elem_id="share-btn", visible=False)
+            examples=[['example01.jpg', MODELS[0], 'best'], ['example02.jpg', MODELS[0], 'best']]
+            ex = gr.Examples(
+                examples=examples,
+                fn=image_to_prompt,
+                inputs=[input_image, input_model, input_mode],
+                outputs=[output_text, share_button, community_icon, loading_icon],
+                cache_examples=True,
+                run_on_click=True
+            )
+            ex.dataset.headers = [""]
+        with gr.Tab("Analyze"):
+            analyze_tab()
         gr.HTML(ARTICLE)
     submit_btn.click(
+        fn=image_to_prompt,
         inputs=[input_image, input_model, input_mode],
         outputs=[output_text, share_button, community_icon, loading_icon]
     )
     share_button.click(None, [], [], _js=share_js)
+block.queue(max_size=64).launch(show_api=False)

data/artists.txt DELETED Viewed

@@ -1,5271 +0,0 @@
-A. B. Jackson
-A. J. Casson
-A. R. Middleton Todd
-A.B. Frost
-A.D.M. Cooper
-Aaron Bohrod
-Aaron Douglas
-Aaron Jasinski
-Aaron Miller
-Aaron Nagel
-Abbott Handerson Thayer
-Abdullah Gërguri
-Abdur Rahman Chughtai
-Abidin Dino
-Abraham Begeyn
-Abraham Bloemaert
-Abraham Bosschaert
-Abraham de Vries
-Abraham Hondius
-Abraham Mignon
-Abraham Storck
-Abraham van Beijeren
-Abraham van Calraet
-Abraham van den Tempel
-Abraham Willaerts
-Abram Arkhipov
-Achille Leonardi
-Ada Gladys Killins
-Ada Hill Walker
-Adam Bruce Thomson
-Adam Chmielowski
-Adam Dario Keel
-Adam Elsheimer
-Adam Manyoki
-Adam Marczyński
-Adam Paquette
-Adam Pijnacker
-Adam Rex
-Adam Saks
-Adam Szentpétery
-Adam Willaerts
-Adélaïde Labille-Guiard
-Adélaïde Victoire Hall
-Adolf Bierbrauer
-Adolf Born
-Adolf Dietrich
-Adolf Fényes
-Adolf Hirémy-Hirschl
-Adolf Hölzel
-Adolf Schrödter
-Adolf Ulric Wertmüller
-Adolf Wölfli
-Adolfo Müller-Ury
-Adolph Gottlieb
-Adolph Menzel
-Adolphe Willette
-Adriaen Brouwer
-Adriaen Coorte
-Adriaen Hanneman
-Adriaen Isenbrant
-Adriaen van de Velde
-Adriaen van de Venne
-Adriaen van der Werff
-Adriaen van Ostade
-adrian ghenie
-Adrian Zingg
-Adrienn Henczné Deák
-Aelbert Cuyp
-Aert de Gelder
-Aert van der Neer
-Aertgen van Leyden
-Afewerk Tekle
-Affandi
-Agnes Lawrence Pelton
-Agnes Martin
-Agnolo Bronzino
-Agnolo Gaddi
-Agostino Carracci
-Aguri Uchida
-Agustín Fernández
-Ahmed Karahisari
-Ahmed Yacoubi
-Ai Weiwei
-Ai Xuan
-Ai-Mitsu
-Aileen Eagleton
-Aimé Barraud
-Akihiko Yoshida
-Akira Toriyama
-Akseli Gallen-Kallela
-Al Feldstein
-Al Williamson
-Aladár Körösfői-Kriesch
-Alain Tasso
-Alan Bean
-Alan Davis
-Alan Lee
-Alan Pollack
-Alan Sutherland
-Alasdair Grant Taylor
-Alasdair Gray
-Albert Anker
-albert aublet
-Albert Bertelsen
-Albert Bierstadt
-Albert Dorne
-Albert Dubois-Pillet
-Albert Edelfelt
-Albert Gleizes
-Albert Guillaume
-Albert Henry Krehbiel
-Albert Irvin
-Albert J. Welti
-Albert Joseph Moore
-Albert Joseph Pénot
-Albert Keller
-Albert Kotin
-Albert Marquet
-Albert Namatjira
-Albert Nemethy
-Albert Paris Gütersloh
-Albert Swinden
-Albert Welti
-Alberto Burri
-Alberto Giacometti
-Alberto Morrocco
-Alberto Seveso
-Alberto Sughi
-Alberto Vargas
-Albin Egger-Lienz
-Albrecht Altdorfer
-Albrecht Dürer
-Aldus Manutius
-Alejandro Burdisio
-Alejandro Obregón
-Aleksander Gierymski
-Aleksander Gine
-Aleksander Kobzdej
-Aleksander Kotsis
-Aleksander Orłowski
-Aleksandr Gerasimov
-Aleksandr Ivanovich Laktionov
-Aleksi Briclot
-Alén Diviš
-Alena Aenami
-Alessandro Allori
-Alessandro Galli Bibiena
-Alesso Baldovinetti
-Alex Grey
-Alex Horley
-Alex Horley-Orlandelli
-Alex Katz
-Alex Petruk APe
-Alex Ross
-Alex Toth
-Alexander Archipenko
-Alexander Bogen
-Alexander Brook
-Alexander Calder
-Alexander Carse
-Alexander Deyneka
-Alexander Fedosav
-Alexander Ivanov
-Alexander Jansson
-Alexander Johnston
-Alexander Kanoldt
-Alexander Kucharsky
-Alexander Litovchenko
-Alexander Mann
-Alexander McQueen
-Alexander Milne Calder
-Alexander Nasmyth
-Alexander Robertson
-Alexander Rodchenko
-Alexander Roslin
-Alexander Runciman
-Alexander Scott
-Alexander Sharpe Ross
-Alexander Stirling Calder
-Alexander V. Kuprin
-Alexandre Benois
-Alexandre Cabanel
-Alexandre Falguière
-Alexandre-Évariste Fragonard
-Alexei Kondratyevich Savrasov
-Alexej von Jawlensky
-Alexey Merinov
-Alexey Venetsianov
-Alexis Grimou
-Alexis Simon Belle
-Alfons Karpiński
-Alfons von Czibulka
-Alfons Walde
-Alfonse Mucha
-Alfred Charles Parker
-Alfred East
-Alfred Edward Chalon
-Alfred Eisenstaedt
-Alfred Freddy Krupa
-Alfred Janes
-Alfred Jensen
-Alfred Krupa
-Alfred Kubin
-Alfred Leslie
-Alfred Leyman
-Alfred Manessier
-Alfred Richard Gurrey
-Alfred Sisley
-Alfred Thompson Bricher
-Alfred Wallis
-Alfredo Volpi
-Algernon Talmage
-Alice Bailly
-Alice Mason
-Alice Neel
-Alice Prin
-Alice Rahon
-Alison Debenham
-Alison Geissler
-Alison Kinnaird
-Alison Watt
-Allaert van Everdingen
-Allan Brooks
-Allan Linder
-Allan Ramsay
-Allen Butler Talcott
-Allen Jones
-Allen Tupper True
-Alma Thomas
-Almada Negreiros
-Almeida Júnior
-Alonso Vázquez
-Aloysius O'Kelly
-Alphonse Legros
-Alphonse Mucha
-Alson S. Clark
-Altichiero
-Alton Tobey
-Altoon Sultan
-Alvan Fisher
-Amadeo de Souza Cardoso
-Amalia Lindegren
-Amanda Sage
-amano
-Ambreen Butt
-Ambrose McCarthy Patterson
-Ambrosius Benson
-Ambrosius Bosschaert
-Ambrosius Bosschaert II
-Ambrosius Holbein
-Amédée Ozenfant
-Amedeo Modigliani
-Amelia Peláez
-Amelia Robertson Hill
-Americo Makk
-Amir Zand
-Ammi Phillips
-Amos Ferguson
-Amos Sewell
-amy sol
-Amy Weber
-An Gyeon
-An Zhengwen
-Anato Finnstark
-Ancell Stronach
-Anders Zorn
-Andor Basch
-André Bauchant
-André Beauneveu
-André Castro
-André Charles Biéler
-Andre de Krayewski
-Andre Derain
-André Derain
-André François
-André Kertész
-André Lhote
-André Masson
-André Pijet
-André Thomkins
-Andrea del Sarto
-Andrea del Verrocchio
-Andrea Kowch
-Andrea Mantegna
-Andrea Orcagna
-Andrea Pozzo
-Andreas Achenbach
-Andreas Gursky
-Andreas Rocha
-Andrée Ruellan
-Andrei Kolkoutine
-andrei riabovitchev
-Andrei Rublev
-Andrei Ryabushkin
-Andrew Allan
-Andrew Bell
-Andrew Boog Faithfull
-Andrew Domachowski
-Andrew Ferez
-Andrew Geddes
-Andrew Henderson
-Andrew Law
-Andrew Loomis
-Andrew Robertson
-Andrew Robinson
-Andrew Stevovich
-Andrew Wyeth
-Andrey Esionov
-andrey ryabovichev
-Andrey Yefimovich Martynov
-Andries Both
-Andries Stock
-Android Jones
-Andrzej Pronaszko
-Andrzej Wróblewski
-Andy Goldsworthy
-Andy Warhol
-Aneurin Jones
-Ángel Botello
-Angelica Kauffman
-Aníbal Villacís
-Aniello Falcone
-Anish Kapoor
-Anita Kunz
-Anita Malfatti
-Anka Zhuravleva
-Ann Thetis Blacker
-Anna Ancher
-Anna and Elena Balbusso
-Anna Boch
-Anna Dittmann
-Anna Findlay
-Anna Füssli
-Anna Haifisch
-Anna Hotchkis
-Anna Katharina Block
-Anna Maria Barbara Abesch
-Anna Mary Robertson Moses
-Annabel Eyres
-Annabel Kidston
-Anne Dunn
-Anne Geddes
-Anne Nasmyth
-Anne Redpath
-Anne Rigney
-Anne Ryan
-Anne Said
-Anne Savage
-Anne Stokes
-Anni Albers
-Annibale Carracci
-Annie Abernethie Pirie Quibell
-Annie Leibovitz
-Annie Rose Laing
-Ansel Adams
-Anselm Kiefer
-Anson Maddocks
-Antanas Sutkus
-Anthony Angarola
-Anthony Devas
-Anthony Palumbo
-Anthony S Waters
-Anthony van Dyck
-Antoine Blanchard
-Antoine Ignace Melling
-Antoine Le Nain
-Antoine Verney-Carron
-Antoine Wiertz
-Anton Ažbe
-Anton Fadeev
-Anton Graff
-Anton Lehmden
-Anton Mauve
-Anton Möller
-Anton Otto Fischer
-Anton Pieck
-Anton Räderscheidt
-Anton Solomoukha
-Antonello da Messina
-Antoni Brodowski
-Antoni Pitxot
-Antoni Tàpies
-Antonie Palamedesz
-Antonin Artaud
-Antonín Chittussi
-Antonín Slavíček
-Antonio Canova
-Antonio Cavallucci
-Antonio Ciseri
-Antonio de la Gandara
-Antonio Donghi
-Antonio Galli Bibiena
-Antonio Mancini
-Antônio Parreiras
-Antonio Rotta
-Antonio Saura
-Apelles
-Apollinary Vasnetsov
-Apollonia Saintclair
-Aquirax Uno
-Arabella Rankin
-Araceli Gilbert
-Aramenta Dianthe Vail
-Archibald Motley
-Archibald Robertson
-Archibald Skirving
-Archibald Standish Hartrick
-Arcimboldo
-Arent Arentsz
-Arie Smit
-Arik Brauer
-Aristide Maillol
-Arkhip Kuindzhi
-Arlington Nelson Lindenmuth
-Armand Guillaumin
-Armin Baumgarten
-Armin Hansen
-Arnie Swekel
-Arnold Blanch
-Arnold Böcklin
-Arnold Bronckhorst
-Arnold Brügger
-Arnold Franz Brasz
-Arnold Mesches
-Arnold Newman
-Arshile Gorky
-Art & Language
-Art Brenner
-Art Fitzpatrick
-Art Frahm
-Art Green
-Art of Brom
-Art Spiegelman
-Artemisia Gentileschi
-Artgerm
-Arthur Adams
-Arthur B. Carles
-Arthur Boyd
-Arthur Burdett Frost
-Arthur Dove
-Arthur Garfield Dove
-Arthur Hughes
-Arthur Lismer
-Arthur Melville
-Arthur Merric Boyd
-Arthur Pan
-Arthur Quartley
-Arthur Rackham
-Arthur Sarkissian
-Arthur Streeton
-Arthur Webster Emerson
-artist
-Artur Grottger
-Artur Tarnowski
-Arturo Rivera
-Arvid Nyholm
-Asaf Hanuka
-Asai Chū
-Asger Jorn
-Ásgrímur Jónsson
-Asher Brown Durand
-ashley wood
-Atey Ghailan
-Attila Meszlenyi
-Aubrey Beardsley
-Audrey Kawasaki
-August Friedrich Schenck
-August Lemmer
-August Macke
-August Querfurt
-August Sander
-Auguste Baud-Bovy
-Auguste Herbin
-Augustin Meinrad Bächtiger
-Augustus Dunbier
-Augustus Earle
-Augustus John
-Augustus Vincent Tack
-Augustyn Mirys
-Aurél Bernáth
-Auseklis Ozols
-Austin Briggs
-Austin English
-Austin Osman Spare
-Avgust Černigoj
-Avigdor Arikha
-Awataguchi Takamitsu
-Ay-O
-Aya Goda
-Ayako Rokkaku
-Ayami Kojima
-Ayshia Taşkın
-Baiōken Eishun
-Balázs Diószegi
-Balcomb Greene
-Bálint Kiss
-Balthasar van der Ast
-Balthus
-Banksy
-Bapu
-Barbara Balmer
-Barbara Greg
-Barbara Longhi
-Barbara Nasmyth
-Barbara Nessim
-Barclay Shaw
-Barent Fabritius
-Barkley Hendricks
-Barnett Newman
-Barron Storey
-Barthel Bruyn the Elder
-Barthel Bruyn the Younger
-Barthélemy d'Eyck
-Barthélemy Menn
-Bartholomeus Breenbergh
-Bartholomeus Strobel
-Bartholomeus van Bassen
-Bartholomeus van der Helst
-Bartolomé Esteban Murillo
-Bartolomeo Cesi
-Bartolomeo Vivarini
-Bascove
-Basil Blackshaw
-Bastien L. Deharme
-Bastien Lecouffe-Deharme
-Basuki Abdullah
-Bauhaus
-Bayard Wu
-Beatrice Ethel Lithiby
-Beatrice Huntington
-Beatrix Potter
-Beauford Delaney
-Bedwyr Williams
-Beeple
-Beksinski
-Béla Apáti Abkarovics
-Bela Čikoš Sesija
-Béla Czóbel
-Béla Iványi-Grünwald
-Béla Kondor
-Béla Nagy Abodi
-Béla Pállik
-Ben Enwonwu
-Ben Nicholson
-Ben Shahn
-Ben Stahl
-Ben Templesmith
-Ben Thompson
-Ben Zoeller
-Bencho Obreshkov
-Béni Ferenczy
-Benito Quinquela Martín
-Benjamin Block
-Benjamin Franklin
-Benjamin Gerritsz Cuyp
-Benjamin Marra
-Benjamin West
-Benjamin Williams Leader
-Benoit B. Mandelbrot
-Bernard Accama
-Bernard Buffet
-Bernard D’Andrea
-Bernard Fleetwood-Walker
-Bernard Meninsky
-Bernard van Orley
-Bernardino Mei
-Bernardo Bellotto
-Bernardo Cavallino
-Bernardo Daddi
-Bernardo Strozzi
-Bernat Sanjuan
-Bernd Fasching
-Bernie D’Andrea
-Bernie Wrightson
-Bernt Tunold
-Bert Hardy
-Bert Stern
-Bertalan Karlovszky
-Bertalan Pór
-Bertalan Székely
-Berthe Morisot
-Bertram Brooker
-Bessie Wheeler
-Beta Vukanović
-Bettina Heinen-Ayech
-Betty Churcher
-Betty Merken
-Betye Saar
-Bholekar Srihari
-Bhupen Khakhar
-Bian Jingzhao
-Bian Shoumin
-Bikash Bhattacharjee
-Bill Lewis
-Bill Sienkiewicz
-Bill Traylor
-Bill Ward
-Bill Watterson
-Billie Waters
-Billy Childish
-Bjørn Wiinblad
-Blanche Hoschedé Monet
-Bob Byerley
-Bob Eggleton
-Bob Ringwood
-Bob Ross
-Bob Singer
-Bob Thompson
-Boetius Adamsz Bolswert
-Bogi Fabian
-Bohumil Kubista
-Boleslaw Cybis
-Bonnard Pierre
-Boris Kustodiev
-Boris Vallejo
-Boris Vladimirski
-Bouchta El Hayani
-Bourgeois
-Božidar Jakac
-Bracha L. Ettinger
-Brad Holland
-Brad Kunkle
-Bradley Walker Tomlin
-Brassaï
-Brenda Chamberlain
-Brett Whiteley
-Breyten Breytenbach
-Brian 'Chippy' Dugan
-Brian Alfred
-Brian and Wendy Froud
-Brian Bolland
-Brian Despain
-Brian Dunlop
-Brian Fies
-Brian Froud
-Brian Snøddy
-Brian Thomas
-Briana Mora
-Brice Marden
-Bridget Bate Tichenor
-Bridget Riley
-Brigette Barrager
-Brigid Derham
-Brom
-Brooke Shaden
-Brothers Hildebrandt
-Bruce Davidson
-Bruce Gilden
-Bruce McLean
-Bruce Munro
-Bruce Nauman
-Bruce Onobrakpeya
-Bruce Pennington
-Bruce Timm
-Bruno Liljefors
-Bryan Organ
-Buckminster Fuller
-Bunny Yeager
-Byeon Sang-byeok
-Byron Galvez
-Caesar Andrade Faini
-Caesar van Everdingen
-Cafer Bater
-Cagnaccio di San Pietro
-Cam Sykes
-Camille Bombois
-Camille Bouvagne
-Camille Corot
-Camille Pissarro
-Camille Souter
-Camille-Pierre Pambu Bodo
-Camilo Egas
-Camilo Mori
-Canaletto
-Candido Bido
-Cándido López
-Candido Portinari
-Cao Buxing
-Cao Zhibai
-Caravaggio
-Carel Fabritius
-Carel Weight
-Carel Willink
-Carey Morris
-Carl Arnold Gonzenbach
-Carl Barks
-Carl Critchlow
-Carl Eugen Keel
-Carl Eytel
-Carl Frederik von Breda
-Carl Gustaf Pilo
-Carl Heinrich Bloch
-Carl Hoppe
-Carl Larsson
-Carl Morris
-Carl Rahl
-Carl Spitzweg
-Carl Walter Liner
-Carl-Henning Pedersen
-Carla Wyzgala
-Carle Hessay
-Carles Delclaux Is
-Carlo Carlone
-Carlo Carrà
-Carlo Crivelli
-Carlo Galli Bibiena
-Carlo Maderna
-Carlo Martini
-Carlo Mense
-Carlo Randanini
-Carlos Berlanga
-Carlos Catasse
-Carlos Enríquez Gómez
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-Vincent Pepi
-Vincent Proce
-Vincent van Gogh
-Vincent Van Gogh
-Vincenzo Cabianca
-Vincenzo Irolli
-Vint Lawrence
-Viola Paterson
-Violet Fuller
-Violet Oakley
-Virgil Finlay
-Virginia Lee Burton
-Vito D'Ancona
-Vittore Carpaccio
-Vivian Maier
-Vivien Blackett
-Vladimir Baranov-Rossine
-Vladimir Borovikovsky
-Vladimir Kush
-Vladimir Makovsky
-Vladimir Novak
-Vladimir Tatlin
-Vladimir Tretchikoff
-Vladimír Vašíček
-Vlady Kibalchich Russakov
-Vlaho Bukovac
-Volkan Baga
-Vytautas Kasiulis
-W. Lindsay Cable
-Wadim Kashin
-Walasse Ting
-Waldo Peirce
-Walenty Wańkowicz
-Wally Wood
-Walt Disney
-Walt Reed
-Walter Bayes
-Walter Beach Humphrey
-Walter Crane
-Walter Emerson Baum
-Walter Haskell Hinton
-Walter Humphrey
-Walter Leighton Clark
-Walter Osborne
-Walter Percy Day
-Walter Sickert
-Walter Stuempfig
-Walther Jervolino
-Wang Duo
-Wang E
-Wang Fu
-Wang Guxiang
-Wang Hui
-Wang Jian
-Wang Lü
-Wang Meng
-Wang Mian
-Wang Shimin
-Wang Shishen
-Wang Wei
-Wang Wu
-Wang Ximeng
-Wang Yi
-Wang Yuan
-Wang Yuanqi
-Wang Zhenpeng
-Wang Zhongyu
-Warhol
-Warren Eugene Brandon
-Warren Mahy
-Warwick Goble
-Washington Allston
-Wassily Kandinsky
-Watanabe Kazan
-Watanabe Shōtei
-Wayne Barlowe
-Wayne England
-Wayne Reynolds
-Wayne Thiebaud
-Weiwei
-Wen Boren
-Wen Jia
-Wen Tong
-Wen Zhengming
-Wen Zhenheng
-Wenceslas Hollar
-Wendell Minor
-Wendy Froud
-Wenzel Lorenz Reiner
-Werner Andermatt
-Werner Gutzeit
-Werner Tübke
-Wes Anderson
-Wes Wilson
-Wesley Burt
-Whitney Darrow
-Whitney Sherman
-Wifredo Lam
-Wilfredo Lam
-Wilhelm Bendz
-Wilhelm Freddie
-Wilhelm Hammershøi
-Wilhelm Heise
-Wilhelm Leibl
-Wilhelm Marstrand
-Wilhelm Sasnal
-Wilhelm Schnarrenberger
-Wilhelm Trübner
-Wilhelmina Weber Furlong
-Will Barnet
-Will Eisner
-Will Ellis
-Willard Metcalf
-Willard Mullin
-Willem Claeszoon Heda
-Willem Cornelisz Duyster
-Willem de Kooning
-Willem de Poorter
-Willem Drost
-Willem Hondius
-Willem Jacobsz Delff
-Willem Kalf
-Willem Labeij
-Willem Maris
-Willem Pieterszoon Buytewech
-Willem van Aelst
-Willem van de Velde the Elder
-Willem van de Velde the Younger
-Willem van der Vliet
-Willem van Haecht
-Willem van Mieris
-William Berra
-William Birnie Rhind
-William Blake
-William Blake Richmond
-William Bliss Baker
-William Bonnar
-William Brodie
-William Coldstream
-William Congdon
-William Conor
-William Crosbie
-William Crozier
-William Dargie
-William Didier-Pouget
-William Dobell
-William Dobson
-William Dring
-William Edouard Scott
-William Edward West
-William Etty
-William Fettes Douglas
-William Forsyth
-William Gear
-William Geissler
-William George Gillies
-William Glackens
-William Gouw Ferguson
-William Grant Stevenson
-William Gropper
-William H. Mosby
-William Harnett
-William Hoare
-William Hogarth
-William Holman Hunt
-William Holmes Sullivan
-William Home Lizars
-William Jacob Baer
-William Jennys
-William John Thomson
-William Kentridge
-William Langson Lathrop
-William MacTaggart
-William McGregor Paxton
-William McTaggart
-William Merritt Chase
-William Michael Harnett
-William Miller
-William Morris
-William Mossman
-William Mustart Lockhart
-William Nicholson
-William Powhida
-William Quiller Orchardson
-William Simpson
-William Steig
-William Stott
-William Stout
-William Thon
-William Trost Richards
-William Turner
-William Turner of Oxford
-William Twigg-Smith
-William Woodward
-William Yellowlees
-William York Macgregor
-William Zorach
-William-Adolphe Bouguereau
-Willian Murai
-Willie Ito
-Willy Bo Richardson
-Willy Finch
-Wilson Irvine
-Winona Nelson
-Winslow Homer
-Winsor McCay
-Winston Churchill
-Witold Pruszkówski
-Witold Wojtkiewicz
-Władysław Czachórski
-Władysław Malecki
-Władysław Podkowiński
-Władysław Ślewiński
-Wladyslaw Strzeminski
-Wlastimil Hofman
-Wlodzimierz Tetmajer
-wlop
-WLOP
-Wojciech Gerson
-Wojciech Korneli Stattler
-Wojciech Kossak
-Wojciech Siudmak
-Wojciech Weiss
-Wolf Huber
-Wolf Kahn
-Wolf Vostell
-Wolfgang Letti
-wolfgang lettl
-Wolfgang Zelmer
-Wouter Pietersz Crabeth
-Wu Bin
-Wu Changshuo
-Wu Daozi
-Wu Guanzhong
-Wu Hong
-Wu Li
-Wu Shixian
-Wu Wei
-Wu Zhen
-Wu Zuoren
-Wuzhun Shifan
-Wyke Bayliss
-Wylie Beckert
-Wyndham Lewis
-Xanthus Russell Smith
-Xavier Blum Pinto
-Xi Gang
-Xia Chang
-Xia Gui
-Xia Shuwen
-Xia Yong
-Xiang Shengmo
-Xiao Yuncong
-Xie He
-Xie Huan
-Xie Shichen
-Xie Sun
-Xu Beihong
-Xu Wei
-Xu Xi
-Xuande Emperor
-Xul Solar
-Yaacov Agam
-Yahoo Kusama
-Yamagata Hiro
-Yamaguchi Kayo
-Yamamoto Shōun
-Yan Hui
-Yan Liben
-Yanagawa Nobusada
-Yanagawa Shigenobu
-Yang Borun
-Yang Buzhi
-Yang J
-Yang Jin
-Yang Weizhen
-Yanjun Cheng
-Yao Tingmei
-Yasar Vurdem
-Yasuo Kuniyoshi
-Yasushi Sugiyama
-Yasutomo Oka
-Yayoi Kusama
-Yayou Kusama
-Ye Xin
-Yehia Dessouki
-Yeong-Hao Han
-Yerkaland
-Yi Inmun
-Yi Insang
-Yi Jaegwan
-Yi Yuanji
-Yoann Lossel
-yoji shinkawa
-Yokoyama Taikan
-Yosa Buson
-Yoshida Hanbei
-Yoshihiko Wada
-Yoshio Markino
-Yoshitaka Amano
-Yoshitoshi ABe
-Yoshitoshi Mori
-Yoshiyuki Tomino
-Youri Messen-Jaschin
-Youssef Howayek
-Yousuf Karsh
-Yu Zhiding
-Yuan Jiang
-Yuan Yao
-Yue Minjun
-Yuki Ogura
-Yukihiko Yasuda
-Yukimasa Ida
-Yuko Shimizu
-Yuko Tatsushima
-Yumihiko Amano
-Yun Du-seo
-Yun Shouping
-Yun-Fei Ji
-Yuri Ivanovich Pimenov
-Yuumei
-Yves Klein
-Yves Tanguay
-Yves Tanguy
-Yvonne Jacquette
-Zacharias Martin Aagaard
-Zack Snyder
-Zack Stella
-Zaha Hadid
-Zahari Zograf
-Zao Wou-Ki
-Zbigniew Nowosadzki
-Zdeněk Burian
-Zdzislaw Beksinski
-zdzisław beksinski
-Zdzisław Beksiński
-Zeen Chin
-Zelma Blakely
-Zeng Jing
-Zha Shibiao
-Zhan Ziqian
-Zhang Han
-Zhang Kechun
-Zhang Lu
-Zhang Sengyao
-Zhang Shengwen
-Zhang Shunzi
-Zhang Shuqi
-Zhang Wo
-Zhang Xiaogang
-Zhang Xuan
-Zhang Yan
-Zhang Yin
-Zhang Zeduan
-Zhang Zongcang
-Zhao Mengfu
-Zhao Yong
-Zhao Yuan
-Zhao Zhiqian
-Zhao Zuo
-Zheng Xie
-Zhichao Cai
-Zhou Chen
-Zhou Fang
-Zhou Jichang
-Zhou Shuxi
-Zhou Wenjing
-Zhu Da
-Zhu Derun
-Zinaida Serebriakova
-Zlatyu Boyadzhiev
-Zoë Mozert
-Zofia Stryjenska
-Zoltan Boros
-Zoltán Joó
-Zoltán Nuridsány
-Zoran Mušič
-Zou Yigui
-Zou Zhe
-Zsolt Bodoni
-Zsuzsa Máthé
-Zvest Apollonio
-Zygmunt Vogel
-Zygmunt Waliszewski
-Þórarinn B. Þorláksson

data/flavors.txt DELETED Viewed

The diff for this file is too large to render. See raw diff

data/mediums.txt DELETED Viewed

@@ -1,95 +0,0 @@
-a 3D render
-a black and white photo
-a bronze sculpture
-a cartoon
-a cave painting
-a character portrait
-a charcoal drawing
-a child's drawing
-a color pencil sketch
-a colorized photo
-a comic book panel
-a computer rendering
-a cross stitch
-a cubist painting
-a detailed drawing
-a detailed matte painting
-a detailed painting
-a diagram
-a digital painting
-a digital rendering
-a drawing
-a fine art painting
-a flemish Baroque
-a gouache
-a hologram
-a hyperrealistic painting
-a jigsaw puzzle
-a low poly render
-a macro photograph
-a manga drawing
-a marble sculpture
-a matte painting
-a microscopic photo
-a mid-nineteenth century engraving
-a minimalist painting
-a mosaic
-a painting
-a pastel
-a pencil sketch
-a photo
-a photocopy
-a photorealistic painting
-a picture
-a pointillism painting
-a polaroid photo
-a pop art painting
-a portrait
-a poster
-a raytraced image
-a renaissance painting
-a screenprint
-a screenshot
-a silk screen
-a sketch
-a statue
-a still life
-a stipple
-a stock photo
-a storybook illustration
-a surrealist painting
-a surrealist sculpture
-a tattoo
-a tilt shift photo
-a watercolor painting
-a wireframe diagram
-a woodcut
-an abstract drawing
-an abstract painting
-an abstract sculpture
-an acrylic painting
-an airbrush painting
-an album cover
-an ambient occlusion render
-an anime drawing
-an art deco painting
-an art deco sculpture
-an engraving
-an etching
-an illustration of
-an impressionist painting
-an ink drawing
-an oil on canvas painting
-an oil painting
-an ultrafine detailed painting
-chalk art
-computer graphics
-concept art
-cyberpunk art
-digital art
-egyptian art
-graffiti art
-lineart
-pixel art
-poster art
-vector art

data/movements.txt DELETED Viewed

@@ -1,200 +0,0 @@
-abstract art
-abstract expressionism
-abstract illusionism
-academic art
-action painting
-aestheticism
-afrofuturism
-altermodern
-american barbizon school
-american impressionism
-american realism
-american romanticism
-american scene painting
-analytical art
-antipodeans
-arabesque
-arbeitsrat für kunst
-art & language
-art brut
-art deco
-art informel
-art nouveau
-art photography
-arte povera
-arts and crafts movement
-ascii art
-ashcan school
-assemblage
-australian tonalism
-auto-destructive art
-barbizon school
-baroque
-bauhaus
-bengal school of art
-berlin secession
-black arts movement
-brutalism
-classical realism
-cloisonnism
-cobra
-color field
-computer art
-conceptual art
-concrete art
-constructivism
-context art
-crayon art
-crystal cubism
-cubism
-cubo-futurism
-cynical realism
-dada
-danube school
-dau-al-set
-de stijl
-deconstructivism
-digital art
-ecological art
-environmental art
-excessivism
-expressionism
-fantastic realism
-fantasy art
-fauvism
-feminist art
-figuration libre
-figurative art
-figurativism
-fine art
-fluxus
-folk art
-funk art
-furry art
-futurism
-generative art
-geometric abstract art
-german romanticism
-gothic art
-graffiti
-gutai group
-happening
-harlem renaissance
-heidelberg school
-holography
-hudson river school
-hurufiyya
-hypermodernism
-hyperrealism
-impressionism
-incoherents
-institutional critique
-interactive art
-international gothic
-international typographic style
-kinetic art
-kinetic pointillism
-kitsch movement
-land art
-les automatistes
-les nabis
-letterism
-light and space
-lowbrow
-lyco art
-lyrical abstraction
-magic realism
-magical realism
-mail art
-mannerism
-massurrealism
-maximalism
-metaphysical painting
-mingei
-minimalism
-modern european ink painting
-modernism
-modular constructivism
-naive art
-naturalism
-neo-dada
-neo-expressionism
-neo-fauvism
-neo-figurative
-neo-primitivism
-neo-romanticism
-neoclassicism
-neogeo
-neoism
-neoplasticism
-net art
-new objectivity
-new sculpture
-northwest school
-nuclear art
-objective abstraction
-op art
-optical illusion
-orphism
-panfuturism
-paris school
-photorealism
-pixel art
-plasticien
-plein air
-pointillism
-pop art
-pop surrealism
-post-impressionism
-postminimalism
-pre-raphaelitism
-precisionism
-primitivism
-private press
-process art
-psychedelic art
-purism
-qajar art
-quito school
-rasquache
-rayonism
-realism
-regionalism
-remodernism
-renaissance
-retrofuturism
-rococo
-romanesque
-romanticism
-samikshavad
-serial art
-shin hanga
-shock art
-socialist realism
-sots art
-space art
-street art
-stuckism
-sumatraism
-superflat
-suprematism
-surrealism
-symbolism
-synchromism
-synthetism
-sōsaku hanga
-tachisme
-temporary art
-tonalism
-toyism
-transgressive art
-ukiyo-e
-underground comix
-unilalianism
-vancouver school
-vanitas
-verdadism
-video art
-viennese actionism
-visual art
-vorticism

requirements.txt CHANGED Viewed

@@ -9,5 +9,6 @@ Pillow
 timm
 transformers==4.15.0
 open_clip_torch
-clip-interrogator==0.3.1
 -e git+https://github.com/pharmapsychotic/BLIP.git@lib#egg=blip

 timm
 transformers==4.15.0
 open_clip_torch
+requests
+clip-interrogator==0.4.1
 -e git+https://github.com/pharmapsychotic/BLIP.git@lib#egg=blip