import os from io import BytesIO import gradio as gr import grpc from PIL import Image import pandas as pd import numpy as np import time from io import BytesIO from inference_pb2 import LoraRequest, LoraResponse from inference_pb2_grpc import LoraServiceStub import grpc PREFIX = "./" info = { 'image': PREFIX + 'preview/{0}.jpg', 'weights_path': PREFIX + 'demo_results/flux-lora-{0}_aug-rank16', 'caption': PREFIX + 'demo/{0}_aug/data.csv', 'aug_path': PREFIX + 'demo/{0}_aug_filter/' } params = { 'cup': {'switch_t' : 7, 'aug_image' : None, 'checkpoint' : 1000}, 'face_lifting': {'switch_t' : 7, 'aug_image' : None, 'checkpoint' : 1000}, 'coffe_machine': {'switch_t' : 7, 'aug_image' : None, 'checkpoint' : 1000}, 'kettle': {'switch_t' : 3, 'aug_image' : None, 'checkpoint' : 1000}, 'body_lotion': {'switch_t' : 7, 'aug_image' : None, 'checkpoint' : 1000}, 'toy': {'switch_t' : 3, 'aug_image' : None, 'checkpoint' : 1000}, 'bag': {'switch_t' : 3, 'aug_image' : None, 'checkpoint' : 1000}, 'armchair': {'switch_t' : 3, 'aug_image' : None, 'checkpoint' : 600}, 'pendant': {'switch_t' : -1, 'aug_image' : None, 'checkpoint' : 1000}, 'car': {'switch_t' : 7, 'aug_image' : 'car_aug_2.jpg', 'checkpoint' : 600}, } table = pd.read_csv("./data.csv") CAPTIONS = {} for line in table.values: print(line) CAPTIONS[line[0]] = line[1] def bytes_to_image(image: bytes) -> Image.Image: image = Image.open(BytesIO(image)) return image def generate_image(concept, prompt, progress=gr.Progress(track_tqdm=True)): with grpc.insecure_channel(os.environ["SERVER"]) as channel: stub = LoraServiceStub(channel) output = stub.generate( LoraRequest(prompt=prompt, concept=concept, use_cache=False) ) return gr.update(value=bytes_to_image(output.res1)), gr.update(), gr.update(), gr.update() temaplte = """
Product description: {}
""" def action1(): concept = "kettle" ############# img = Image.open(info["image"].format(concept)) description = temaplte.format(CAPTIONS[concept]) return gr.update(value=img, visible=True), gr.update(value=description, visible=True), gr.update(visible=False), gr.update(visible=True, placeholder="in a cozy kitchen"), gr.update(visible=True), gr.update(value=concept) def action2(): concept = "face_lifting" ################### img = Image.open(info["image"].format(concept)) description = temaplte.format(CAPTIONS[concept]) return gr.update(value=img, visible=True), gr.update(value=description, visible=True), gr.update(visible=False), gr.update(visible=True, placeholder="in a sunny bathroom with green plants"), gr.update(visible=True), gr.update(value=concept) def action3(): concept = "pendant" ############# img = Image.open(info["image"].format(concept)) description = temaplte.format(CAPTIONS[concept]) return gr.update(value=img, visible=True), gr.update(value=description, visible=True), gr.update(visible=False), gr.update(visible=True, placeholder="on a beautiful blonde woman"), gr.update(visible=True), gr.update(value=concept) def action4(): concept = "car" img = Image.open(info["image"].format(concept)) description = temaplte.format(CAPTIONS[concept]) return gr.update(value=img, visible=True), gr.update(value=description, visible=True), gr.update(visible=False), gr.update(visible=True, placeholder="driving in a desert"), gr.update(visible=True), gr.update(value=concept) def action5(): concept = "body_lotion" ################# img = Image.open(info["image"].format(concept)) description = temaplte.format(CAPTIONS[concept]) return gr.update(value=img, visible=True), gr.update(value=description, visible=True), gr.update(visible=False), gr.update(visible=True, placeholder="in a cozy bathroom"), gr.update(visible=True), gr.update(value=concept) def action6(): concept = "toy" ############ img = Image.open(info["image"].format(concept)) description = temaplte.format(CAPTIONS[concept]) return gr.update(value=img, visible=True), gr.update(value=description, visible=True), gr.update(visible=False), gr.update(visible=True, placeholder="in a cozy living room"), gr.update(visible=True), gr.update(value=concept) def action7(): concept = "bag" ############## img = Image.open(info["image"].format(concept)) description = temaplte.format(CAPTIONS[concept]) return gr.update(value=img, visible=True), gr.update(value=description, visible=True), gr.update(visible=False), gr.update(visible=True, placeholder="in a cozy living room"), gr.update(visible=True), gr.update(value=concept) def action8(): concept = "armchair" ############ img = Image.open(info["image"].format(concept)) description = temaplte.format(CAPTIONS[concept]) return gr.update(value=img, visible=True), gr.update(value=description, visible=True), gr.update(visible=False), gr.update(visible=True, placeholder="in a cozy living room"), gr.update(visible=True), gr.update(value=concept) css2 = """ .my-custom-button { width: 100px; /* Button size */ height: 130px; padding: 0; /* Remove default padding */ margin: 0px; /* Optional spacing between buttons */ display: flex; align-items: center; justify-content: center; background-color: transparent; border: none; overflow: hidden; /* Ensures the image doesn't overflow */ --text-xl: 150px } .my-custom-button img { max-width: 100%; max-height: 100%; object-fit: contain; /* Ensure icon scales properly */ } .input_image_container { width: 350px !important; height: 350px !important; overflow: hidden; display: flex; align-items: center; justify-content: center; background-color: #f0f0f0; } .input_image_container img { max-width: 100%; max-height: 100%; width: 350px; height: 350px; object-fit: contain; display: block; margin: 0 auto; } .prompt input { font-size: 20px; } .prompt input::placeholder { font-size: 20px; } .prompt label { font-size: 20px !important; } .hint { font-size: 20px !important; text-align: center; --text-md: 20px; } .airi-content { display: inline-flex; align-items: center; gap: 10px; white-space: nowrap; } .airi { font-size: 20px; text-align: center; --text-md: 20px; width: 100%; padding: 10px 0; } .airi img { vertical-align: middle; max-height: 1.2em; margin-left: 5px; } """ def get_demo(): with gr.Blocks(css=""" .centered { display: flex; justify-content: center; align-items: center; height: 100%; } .centered img { margin: auto; object-fit: contain; } """ + css2) as demo: gr.Markdown("## Showcase Commercial Products with Stunning Natural Backgrounds") with gr.Row(): with gr.Column(elem_classes=["centered"]): with gr.Row(): btn1 = gr.Button("", icon=info["image"].format("kettle"), elem_classes=["my-custom-button"]) btn2 = gr.Button("", icon=info["image"].format("face_lifting"), elem_classes=["my-custom-button"]) btn3 = gr.Button("", icon=info["image"].format("pendant"), elem_classes=["my-custom-button"]) btn4 = gr.Button("", icon=info["image"].format("car"), elem_classes=["my-custom-button"]) with gr.Row(): btn5 = gr.Button("", icon=info["image"].format("body_lotion"), elem_classes=["my-custom-button"]) btn6 = gr.Button("", icon=info["image"].format("toy"), elem_classes=["my-custom-button"]) btn7 = gr.Button("", icon=info["image"].format("bag"), elem_classes=["my-custom-button"]) btn8 = gr.Button("", icon=info["image"].format("armchair"), elem_classes=["my-custom-button"]) # prod_desc = gr.Markdown(value="""
Choose the product you want to showcase 🠕""", visible=True) # prod_desc = gr.Markdown( # '
' # 'Choose the product you want to showcase 🠕' # '
' # ) prod_desc = gr.Markdown("Choose the product you want to showcase 🠕", elem_classes=["hint"]) input_image = gr.Image(label="Chosen product", type="pil", height=300, width=300, visible=False, interactive=False, container=True, elem_classes=["input_image_container"]) descr = gr.Markdown(value=temaplte.format(""), visible=False) concept = gr.Textbox("", visible=False) prompt = gr.Textbox("", placeholder="is in the cozy kitchen", label="Describe the enviroment for your product", submit_btn=False, max_lines=1, visible=False, elem_classes=["prompt"]) btn_generate = gr.Button("Generate images", visible=False) btn1.click(fn=action1, outputs=[input_image, descr, prod_desc, prompt, btn_generate, concept]) btn2.click(fn=action2, outputs=[input_image, descr, prod_desc, prompt, btn_generate, concept]) btn3.click(fn=action3, outputs=[input_image, descr, prod_desc, prompt, btn_generate, concept]) btn4.click(fn=action4, outputs=[input_image, descr, prod_desc, prompt, btn_generate, concept]) btn5.click(fn=action5, outputs=[input_image, descr, prod_desc, prompt, btn_generate, concept]) btn6.click(fn=action6, outputs=[input_image, descr, prod_desc, prompt, btn_generate, concept]) btn7.click(fn=action7, outputs=[input_image, descr, prod_desc, prompt, btn_generate, concept]) btn8.click(fn=action8, outputs=[input_image, descr, prod_desc, prompt, btn_generate, concept]) with gr.Column(): with gr.Row(): res1 = gr.Image(label="Result", visible=True)#, height=450, width=450) res2 = gr.Image(label="Result 2", visible=False) with gr.Row(): res3 = gr.Image(label="Result 2", visible=False, height=450, width=450) res4 = gr.Image(label="Result 4", visible=False) #
# gr.Markdown(''' #
#
Made by FusionBrainLab, AIRI
#
# ''') # gr.Markdown( # '
' # 'Made by FusionBrainLab, AIRI' # '' # '
' # ) gr.Markdown( 'Made by FusionBrainLab, AIRI ', elem_classes=["airi"] ) btn_generate.click( fn=generate_image, inputs=[concept, prompt], outputs=[res1, res2, res3, res4] # font-family: Arial, sans-serif; ) return demo if __name__ == '__main__': demo = get_demo() demo.launch(server_name="0.0.0.0", server_port=7860)