import os import json import requests import gradio as gr with open("mapping.json", "r") as f: mapping = json.load(f) def get_images(text): headers = { "Content-Type": "application/json", "x-api-key": os.environ["API_KEY"], } params = { "return-images": "true", "number-results": "4", } response = requests.post( "https://wjdr33c1id.execute-api.eu-west-1.amazonaws.com/dev/prediction", params=params, headers=headers, json={"data": text}, ) images = [] response_json = response.json() image_data = response_json["image"] image_label = [mapping[str(id_)]for id_ in response_json["id"] ] for image in image_data: # got this from https://huggingface.co/spaces/stabilityai/stable-diffusion/blob/main/app.py image_b64 = (f"data:image/jpeg;base64,{image}") images.append(image_b64) return tuple(zip(images, image_label)) css = """ .gradio-container { font-family: 'IBM Plex Sans', sans-serif; } .gr-button { color: white; border-color: black; background: black; } input[type='range'] { accent-color: black; } .dark input[type='range'] { accent-color: #dfdfdf; } .container { max-width: 730px; margin: auto; padding-top: 1.5rem; } #gallery { min-height: 22rem; margin-bottom: 15px; margin-left: auto; margin-right: auto; border-bottom-right-radius: .5rem !important; border-bottom-left-radius: .5rem !important; } #gallery>div>.h-full { min-height: 20rem; } .details:hover { text-decoration: underline; } .gr-button { white-space: nowrap; } .gr-button:focus { border-color: rgb(147 197 253 / var(--tw-border-opacity)); outline: none; box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000); --tw-border-opacity: 1; --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(3px var(--tw-ring-offset-width)) var(--tw-ring-color); --tw-ring-color: rgb(191 219 254 / var(--tw-ring-opacity)); --tw-ring-opacity: .5; } #advanced-btn { font-size: .7rem !important; line-height: 19px; margin-top: 12px; margin-bottom: 12px; padding: 2px 8px; border-radius: 14px !important; } #advanced-options { display: none; margin-bottom: 20px; } .footer { margin-bottom: 45px; margin-top: 35px; text-align: center; border-bottom: 1px solid #e5e5e5; } .footer>p { font-size: .8rem; display: inline-block; padding: 0 10px; transform: translateY(10px); background: white; } .dark .footer { border-color: #303030; } .dark .footer>p { background: #0b0f19; } .acknowledgments h4{ margin: 1.25em 0 .25em 0; font-weight: bold; font-size: 115%; } .animate-spin { animation: spin 1s linear infinite; } @keyframes spin { from { transform: rotate(0deg); } to { transform: rotate(360deg); } } #share-btn-container { display: flex; padding-left: 0.5rem !important; padding-right: 0.5rem !important; background-color: #000000; justify-content: center; align-items: center; border-radius: 9999px !important; width: 13rem; margin-top: 10px; margin-left: auto; } #share-btn { all: initial; color: #ffffff;font-weight: 600; cursor:pointer; font-family: 'IBM Plex Sans', sans-serif; margin-left: 0.5rem !important; padding-top: 0.25rem !important; padding-bottom: 0.25rem !important;right:0; } #share-btn * { all: unset; } #share-btn-container div:nth-child(-n+2){ width: auto !important; min-height: 0px !important; } #share-btn-container .wrap { display: none !important; } .gr-form{ flex: 1 1 50%; border-top-right-radius: 0; border-bottom-right-radius: 0; } #prompt-container{ gap: 0; } #prompt-text-input, #negative-prompt-text-input{padding: .45rem 0.625rem} #component-16{border-top-width: 1px!important;margin-top: 1em} .image_duplication{position: absolute; width: 100px; left: 50px} """ examples = [ "people standing around a dead person", "a knight on a horse", "a woman in armor", "a father mourning for his child", "van eyck", "cubism", ] block = gr.Blocks(css=css) with block: gr.HTML( """

Art Search Engine

Read the article Searching Art through Deep Learning

""" ) with gr.Group(): with gr.Box(): with gr.Row(elem_id="prompt-container").style(mobile_collapse=False, equal_height=True): with gr.Column(): text = gr.Textbox( label="Describe A Scene.", show_label=False, max_lines=1, placeholder="Describe A Scene.", elem_id="prompt-text-input", ).style( border=(True, False, True, True), rounded=(True, False, False, True), container=False, ) btn = gr.Button("Search Art").style( margin=False, rounded=(False, True, True, False), full_width=False, ) gallery = gr.Gallery( label="Art Pieces", show_label=False, elem_id="gallery" ).style(grid=[2], height="auto", container=True) btn.click(get_images, inputs=text, outputs=gallery, postprocess=False) ex = gr.Examples( examples=examples, fn=get_images, inputs=text, outputs=gallery, cache_examples=False, ) gr.HTML( """ """ ) block.launch()