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Update simple_app.py
Browse files- simple_app.py +149 -22
simple_app.py
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import gradio as gr
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from Lex import *
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'''
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lex = Lexica(query="man woman fire snow").images()
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'''
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lex = Lexica(query=prompt).images()
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return lex
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import gradio as gr
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from Lex import *
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'''
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lex = Lexica(query="man woman fire snow").images()
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'''
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from PIL import Image
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import imagehash
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import requests
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from time import sleep
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sleep_time = 0.5
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hash_func_name = list(filter(lambda x: x.endswith("hash") and
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"hex" not in x ,dir(imagehash)))
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hash_func_name = ['average_hash', 'colorhash', 'dhash', 'phash', 'whash', 'crop_resistant_hash',]
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def min_dim_to_size(img, size = 512):
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h, w = img.size
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ratio = size / max(h, w)
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h, w = map(lambda x: int(x * ratio), [h, w])
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return ( ratio ,img.resize((h, w)) )
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#ratio_size = 512
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#ratio, img_rs = min_dim_to_size(img, ratio_size)
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def image_click(images, evt: gr.SelectData):
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img_selected = images[evt.index]
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return images[evt.index]['name']
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def swap_gallery(im, images, func_name):
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#### name data is_file
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#print(images[0].keys())
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if im is None:
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return list(map(lambda x: x["name"], images))
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hash_func = getattr(imagehash, func_name)
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im_hash = hash_func(Image.fromarray(im))
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t2_list = sorted(images, key = lambda imm:
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hash_func(Image.open(imm["name"])) - im_hash, reverse = False)
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return list(map(lambda x: x["name"], t2_list))
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def lexica(prompt, limit_size = 128, ratio_size = 256 + 128):
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lex = Lexica(query=prompt).images()
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lex = lex[:limit_size]
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lex = list(map(lambda x: x.replace("full_jpg", "sm2"), lex))
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lex_ = []
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for ele in lex:
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try:
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im = Image.open(
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requests.get(ele, stream = True).raw
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)
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lex_.append(im)
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except:
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print("err")
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sleep(sleep_time)
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assert lex_
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lex = list(map(lambda x: min_dim_to_size(x, ratio_size)[1], lex_))
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return lex
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def enterpix(prompt, limit_size = 100, ratio_size = 256 + 128, use_key = "bigThumbnailUrl"):
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resp = requests.post(
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url = "https://www.enterpix.app/enterpix/v1/image/prompt-search",
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data= {
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"length": limit_size,
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"platform": "stable-diffusion,midjourney",
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"prompt": prompt,
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"start": 0
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}
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)
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resp = resp.json()
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resp = list(map(lambda x: x[use_key], resp["images"]))
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lex_ = []
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for ele in resp:
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try:
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im = Image.open(
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requests.get(ele, stream = True).raw
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)
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lex_.append(im)
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except:
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print("err")
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sleep(sleep_time)
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assert lex_
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resp = list(map(lambda x: min_dim_to_size(x, ratio_size)[1], lex_))
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return resp
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def search(prompt, search_name):
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if search_name == "lexica":
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return lexica(prompt)
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else:
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return enterpix(prompt)
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with gr.Blocks(css="custom.css") as demo:
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title = gr.HTML(
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"""<h1><img src="https://i.imgur.com/52VJ8vS.png" alt="SD"> StableDiffusion Image Search </h1>""",
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elem_id="title",
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)
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with gr.Row():
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with gr.Column():
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with gr.Row():
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search_func_name = gr.Radio(choices=["lexica", "enterpix"],
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value="lexica", label="Search by", elem_id="search_radio")
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with gr.Row():
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#inputs = gr.Textbox(label = 'Enter prompt to search Lexica.art')
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inputs = gr.Textbox(label="Prompt", show_label=False, lines=1, max_lines=20, min_width = 256,
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placeholder="Enter prompt to search", elem_id="prompt")
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#gr.Slider(label='Number of images ', minimum = 4, maximum = 20, step = 1, value = 4)]
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text_button = gr.Button("Retrieve Images", elem_id="run_button")
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i = gr.Image(elem_id="result-image")
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gr.Examples(
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[
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["Chinese Traditional Culture", "lexica", "images/AbsoluteReality.png"],
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["trending digital art", "lexica", "images/waifu.png"],
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["beautiful home", "enterpix", "images/Cyberpunk_Anime.png"],
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["interior design of living room", "enterpix", "images/DreamShaper.png"],
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],
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inputs = [inputs, search_func_name, i],
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label = "Examples"
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)
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with gr.Column():
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title = gr.Markdown(
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value="### Click on a Image in the gallery to select it, and the grid order will change",
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visible=True,
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elem_id="selected_model",
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)
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order_func_name = gr.Radio(choices=hash_func_name,
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value=hash_func_name[0], label="Order by", elem_id="order_radio")
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outputs = gr.Gallery(lable='Output gallery', elem_id="gallery",).style(grid=5,height=768 - 128,
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allow_preview=False, label = "retrieve Images")
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#gr.Dataframe(label='prompts for corresponding images')]
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#outputs.select(image_click, outputs, i, _js="(x) => x.splice(0,x.length)")
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outputs.select(image_click, outputs, i,)
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i.change(
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fn=swap_gallery,
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inputs=[i, outputs, order_func_name],
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outputs=outputs,
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queue=False
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)
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order_func_name.change(
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fn=swap_gallery,
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inputs=[i, outputs, order_func_name],
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outputs=outputs,
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queue=False
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)
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#### gr.Textbox().submit().success()
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### lexica
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#text_button.click(lexica, inputs=inputs, outputs=outputs)
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### enterpix
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#text_button.click(enterpix, inputs=inputs, outputs=outputs)
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text_button.click(search, inputs=[inputs, search_func_name], outputs=outputs)
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demo.launch("0.0.0.0")
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