CLIP-Interrogator

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pharmapsychotic commited on Sep 26, 2022

Commit

e900656

1 Parent(s): 6e346ad

CLIP Interrogator 2.0

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Files changed (8) hide show

app.py +197 -11
data/artists.txt +5271 -0
data/flavors.txt +0 -0
data/mediums.txt +95 -0
data/movements.txt +200 -0
example.jpg +0 -0
example01.jpg +0 -0
example02.jpg +0 -0

app.py CHANGED Viewed

@@ -1,14 +1,27 @@
-import gradio as gr
 import sys
-import torch
-import torchvision.transforms as T
-import torchvision.transforms.functional as TF
 sys.path.append('src/blip')
 sys.path.append('src/clip')
 import clip
 from models.blip import blip_decoder
 device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
@@ -24,6 +37,68 @@ clip_model_name = 'ViT-L/14'
 clip_model, clip_preprocess = clip.load(clip_model_name, device=device)
 clip_model.to(device).eval()
 def generate_caption(pil_image):
     gpu_image = T.Compose([
@@ -36,18 +111,129 @@ def generate_caption(pil_image):
         caption = blip_model.generate(gpu_image, sample=False, num_beams=3, max_length=20, min_length=5)
     return caption[0]
 def inference(image):
-    return generate_caption(image)
 inputs = [gr.inputs.Image(type='pil')]
 outputs = gr.outputs.Textbox(label="Output")
 title = "CLIP Interrogator"
-description = "First test of CLIP Interrogator on HuggingSpace"
 article = """
-<p style='text-align: center'>
-    <a href="">Colab Notebook</a> /
-    <a href="">Github repo</a>
 </p>
 """
@@ -57,5 +243,5 @@ gr.Interface(
     outputs,
     title=title, description=description,
     article=article,
-    examples=[['example.jpg']]
 ).launch(enable_queue=True)

 import sys
 sys.path.append('src/blip')
 sys.path.append('src/clip')
 import clip
+import gradio as gr
+import hashlib
+import io
+import IPython
+import ipywidgets as widgets
+import math
+import numpy as np
+import os
+import pickle
+import requests
+import torch
+import torchvision.transforms as T
+import torchvision.transforms.functional as TF
 from models.blip import blip_decoder
+from PIL import Image
+from torch import nn
+from torch.nn import functional as F
+from tqdm import tqdm
 device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
 clip_model, clip_preprocess = clip.load(clip_model_name, device=device)
 clip_model.to(device).eval()
+chunk_size = 2048
+flavor_intermediate_count = 2048
+class LabelTable():
+    def __init__(self, labels, desc):
+        self.labels = labels
+        self.embeds = []
+        hash = hashlib.sha256(",".join(labels).encode()).hexdigest()
+        os.makedirs('./cache', exist_ok=True)
+        cache_filepath = f"./cache/{desc}.pkl"
+        if desc is not None and os.path.exists(cache_filepath):
+            with open(cache_filepath, 'rb') as f:
+                data = pickle.load(f)
+                if data['hash'] == hash:
+                    self.labels = data['labels']
+                    self.embeds = data['embeds']
+        if len(self.labels) != len(self.embeds):
+            self.embeds = []
+            chunks = np.array_split(self.labels, max(1, len(self.labels)/chunk_size))
+            for chunk in tqdm(chunks, desc=f"Preprocessing {desc}" if desc else None):
+                text_tokens = clip.tokenize(chunk).cuda()
+                with torch.no_grad():
+                    text_features = clip_model.encode_text(text_tokens).float()
+                text_features /= text_features.norm(dim=-1, keepdim=True)
+                text_features = text_features.half().cpu().numpy()
+                for i in range(text_features.shape[0]):
+                    self.embeds.append(text_features[i])
+            with open(cache_filepath, 'wb') as f:
+                pickle.dump({"labels":self.labels, "embeds":self.embeds, "hash":hash}, f)
+    def _rank(self, image_features, text_embeds, top_count=1):
+        top_count = min(top_count, len(text_embeds))
+        similarity = torch.zeros((1, len(text_embeds))).to(device)
+        text_embeds = torch.stack([torch.from_numpy(t) for t in text_embeds]).float().to(device)
+        for i in range(image_features.shape[0]):
+            similarity += (image_features[i].unsqueeze(0) @ text_embeds.T).softmax(dim=-1)
+        _, top_labels = similarity.cpu().topk(top_count, dim=-1)
+        return [top_labels[0][i].numpy() for i in range(top_count)]
+    def rank(self, image_features, top_count=1):
+        if len(self.labels) <= chunk_size:
+            tops = self._rank(image_features, self.embeds, top_count=top_count)
+            return [self.labels[i] for i in tops]
+        num_chunks = int(math.ceil(len(self.labels)/chunk_size))
+        keep_per_chunk = int(chunk_size / num_chunks)
+        top_labels, top_embeds = [], []
+        for chunk_idx in tqdm(range(num_chunks)):
+            start = chunk_idx*chunk_size
+            stop = min(start+chunk_size, len(self.embeds))
+            tops = self._rank(image_features, self.embeds[start:stop], top_count=keep_per_chunk)
+            top_labels.extend([self.labels[start+i] for i in tops])
+            top_embeds.extend([self.embeds[start+i] for i in tops])
+        tops = self._rank(image_features, top_embeds, top_count=top_count)
+        return [top_labels[i] for i in tops]
 def generate_caption(pil_image):
     gpu_image = T.Compose([
         caption = blip_model.generate(gpu_image, sample=False, num_beams=3, max_length=20, min_length=5)
     return caption[0]
+def load_list(filename):
+    with open(filename, 'r', encoding='utf-8', errors='replace') as f:
+        items = [line.strip() for line in f.readlines()]
+    return items
+def rank_top(image_features, text_array):
+    text_tokens = clip.tokenize([text for text in text_array]).cuda()
+    with torch.no_grad():
+        text_features = clip_model.encode_text(text_tokens).float()
+    text_features /= text_features.norm(dim=-1, keepdim=True)
+    similarity = torch.zeros((1, len(text_array)), device=device)
+    for i in range(image_features.shape[0]):
+        similarity += (image_features[i].unsqueeze(0) @ text_features.T).softmax(dim=-1)
+    _, top_labels = similarity.cpu().topk(1, dim=-1)
+    return text_array[top_labels[0][0].numpy()]
+def similarity(image_features, text):
+    text_tokens = clip.tokenize([text]).cuda()
+    with torch.no_grad():
+        text_features = clip_model.encode_text(text_tokens).float()
+    text_features /= text_features.norm(dim=-1, keepdim=True)
+    similarity = text_features.cpu().numpy() @ image_features.cpu().numpy().T
+    return similarity[0][0]
+def interrogate(image):
+    caption = generate_caption(image)
+    images = clip_preprocess(image).unsqueeze(0).cuda()
+    with torch.no_grad():
+        image_features = clip_model.encode_image(images).float()
+    image_features /= image_features.norm(dim=-1, keepdim=True)
+    flaves = flavors.rank(image_features, flavor_intermediate_count)
+    best_medium = mediums.rank(image_features, 1)[0]
+    best_artist = artists.rank(image_features, 1)[0]
+    best_trending = trendings.rank(image_features, 1)[0]
+    best_movement = movements.rank(image_features, 1)[0]
+    best_prompt = caption
+    best_sim = similarity(image_features, best_prompt)
+    def check(addition):
+        nonlocal best_prompt, best_sim
+        prompt = best_prompt + ", " + addition
+        sim = similarity(image_features, prompt)
+        if sim > best_sim:
+            best_sim = sim
+            best_prompt = prompt
+            return True
+        return False
+    def check_multi_batch(opts):
+        nonlocal best_prompt, best_sim
+        prompts = []
+        for i in range(2**len(opts)):
+            prompt = best_prompt
+            for bit in range(len(opts)):
+                if i & (1 << bit):
+                    prompt += ", " + opts[bit]
+            prompts.append(prompt)
+        prompt = rank_top(image_features, prompts)
+        sim = similarity(image_features, prompt)
+        if sim > best_sim:
+            best_sim = sim
+            best_prompt = prompt
+    check_multi_batch([best_medium, best_artist, best_trending, best_movement])
+    extended_flavors = set(flaves)
+    for _ in tqdm(range(25), desc="Flavor chain"):
+        try:
+            best = rank_top(image_features, [f"{best_prompt}, {f}" for f in extended_flavors])
+            flave = best[len(best_prompt)+2:]
+            if not check(flave):
+                break
+            extended_flavors.remove(flave)
+        except:
+            # exceeded max prompt length
+            break
+    return best_prompt
+sites = ['Artstation', 'behance', 'cg society', 'cgsociety', 'deviantart', 'dribble', 'flickr', 'instagram', 'pexels', 'pinterest', 'pixabay', 'pixiv', 'polycount', 'reddit', 'shutterstock', 'tumblr', 'unsplash', 'zbrush central']
+trending_list = [site for site in sites]
+trending_list.extend(["trending on "+site for site in sites])
+trending_list.extend(["featured on "+site for site in sites])
+trending_list.extend([site+" contest winner" for site in sites])
+raw_artists = load_list('data/artists.txt')
+artists = [f"by {a}" for a in raw_artists]
+artists.extend([f"inspired by {a}" for a in raw_artists])
+artists = LabelTable(artists, "artists")
+flavors = LabelTable(load_list('data/flavors.txt'), "flavors")
+mediums = LabelTable(load_list('data/mediums.txt'), "mediums")
+movements = LabelTable(load_list('data/movements.txt'), "movements")
+trendings = LabelTable(trending_list, "trendings")
 def inference(image):
+    return interrogate(image)
 inputs = [gr.inputs.Image(type='pil')]
 outputs = gr.outputs.Textbox(label="Output")
 title = "CLIP Interrogator"
+description = "Want to figure out what a good prompt might be to create new images like an existing one? The CLIP Interrogator is here to get you answers!"
 article = """
+<p>
+Example art by <a href="https://pixabay.com/illustrations/watercolour-painting-art-effect-4799014/">Layers</a>
+and <a href="https://pixabay.com/illustrations/animal-painting-cat-feline-pet-7154059/">Lin Tong</a>
+from pixabay.com
+</p>
+<p>
+Has this been helpful to you? Follow me on twitter
+<a href="https://twitter.com/pharmapsychotic">@pharmapsychotic</a>
+and check out more tools at my
+<a href="https://pharmapsychotic.com/tools.html">Ai generative art tools list</a>
 </p>
 """
     outputs,
     title=title, description=description,
     article=article,
+    examples=[['example01.jpg'], ['example02.jpg']]
 ).launch(enable_queue=True)

data/artists.txt ADDED Viewed

	@@ -0,0 +1,5271 @@

+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
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+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
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+Ammi Phillips
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+amy sol
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+An Gyeon
+An Zhengwen
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+Annie Leibovitz
+Annie Rose Laing
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+Anselm Kiefer
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+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
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+Anton Lehmden
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+Antonio de la Gandara
+Antonio Donghi
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+Artur Tarnowski
+Arturo Rivera
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+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
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+Bedwyr Williams
+Beeple
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+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
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data/mediums.txt ADDED Viewed

	@@ -0,0 +1,95 @@

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data/movements.txt ADDED Viewed

	@@ -0,0 +1,200 @@

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