app.py

import os
import datetime

import toml
import gradio as gr
from pnginfo import read_info_from_image, send_paras
from images_history import img_history_ui

from utils import set_token, generate_novelai_image, image_from_bytes
from PIL import PngImagePlugin


client_config = toml.load("config.toml")['client']
today_count = 0
today = datetime.date.today().strftime('%Y-%m-%d')

def get_count():
    global today_count, today
    now = datetime.date.today().strftime('%Y-%m-%d')
    if now != today:
        today = now
        today_count = 0
    return "Total number of today's image generation: " + str(today_count)

def control_ui():
    prompt = gr.TextArea(label="Prompt", lines=3)
    quality_tags = gr.TextArea(
        label="Quality Tags", lines=1,
        value=client_config['default_quality'],
    )
    neg_prompt = gr.TextArea(
        label="Negative Prompt", lines=1,
        value=client_config['default_neg'],
    )
    with gr.Row():
        sampler = gr.Dropdown(
            choices=[
                "k_euler", "k_euler_ancestral", "k_dpmpp_2s_ancestral", 
                "k_dpmpp_2m", "k_dpmpp_sde", "ddim_v3"
            ],
            value="k_euler",
            label="Sampler",
            interactive=True
        )
        scale = gr.Slider(label="Scale", value=5.0, minimum=1, maximum=10, step=0.1)
        steps = gr.Slider(label="Steps", value=28, minimum=1, maximum=28, step=1)
    with gr.Row():
        seed = gr.Number(label="Seed", value=-1, step=1, maximum=2**32-1, minimum=-1, scale=3)
        rand_seed = gr.Button('🎲️', scale=1)
        reuse_seed = gr.Button('♻️', scale=1)
    with gr.Row():
        width = gr.Slider(label="Width", value=1024, minimum=64, maximum=2048, step=64)
        height = gr.Slider(label="Height", value=1024, minimum=64, maximum=2048, step=64)
    with gr.Row():
        with gr.Column():
            with gr.Accordion('Advanced Gen Setting', open=False):
                scheduler = gr.Dropdown(
                    choices=[
                        "native", "karras", "exponential", "polyexponential"
                    ],
                    value="native",
                    label="Scheduler",
                    interactive=True
                )
                with gr.Row():
                    smea = gr.Checkbox(False, label="SMEA")
                    dyn = gr.Checkbox(False, label="SMEA DYN")
                with gr.Row():
                    dyn_threshold = gr.Checkbox(False, label="Dynamic Thresholding")
                    cfg_rescale = gr.Slider(0, 1, 0, step=0.01, label="CFG rescale")
        
        with gr.Column():
            gr.Textbox(value=get_count, label='Usage count', every=10)
            save = gr.Checkbox(value=True, label='Always save all generated images')
    
    gen_btn = gr.Button(value="Generate", variant="primary")
    rand_seed.click(fn=lambda: -1, inputs=None, outputs=seed)
    width.change(lambda w, h: h if w*h<=1024*1024 else (1024*1024//w//64)*64, [width, height], height)
    height.change(lambda w, h: w if w*h<=1024*1024 else (1024*1024//h//64)*64, [width, height], width)
    return gen_btn,[prompt, quality_tags, neg_prompt, seed, scale, width, height, steps, sampler, scheduler, smea, dyn, dyn_threshold, cfg_rescale], [save, rand_seed, reuse_seed]


def generate(prompt, quality_tags, neg_prompt, seed, scale, width, height, steps, sampler, scheduler, smea, dyn, dyn_threshold, cfg_rescale, save):
    global today_count
    set_token(client_config['token'])
    img_data, payload = generate_novelai_image(
        f"{prompt}, {quality_tags}", neg_prompt, seed, scale, 
        width, height, steps, sampler, scheduler, 
        smea, dyn, dyn_threshold, cfg_rescale
    )
    if not isinstance(img_data, bytes):
        return None
    today_count += 1
    img = image_from_bytes(img_data)
    
    if save:
        save_path = client_config['save_path']
        today = datetime.date.today().strftime('%Y-%m-%d')
        today_path = os.path.join(save_path, today)
        if not os.path.exists(today_path):
            os.makedirs(today_path, mode=777, exist_ok=True)
        filename = str(today_count).rjust(5, '0') + '-' + str(payload['parameters']['seed']) + '.png'
        pnginfo_data = PngImagePlugin.PngInfo()
        for k, v in img.info.items():
            pnginfo_data.add_text(k, str(v))
        img.save(os.path.join(today_path, filename), pnginfo=pnginfo_data)
    
    return img, payload


def preview_ui():
    with gr.Blocks(css='#preview_image { height: 100%;}') as page:
        h_slider = gr.Slider(label="Height", value=500, minimum=100, maximum=1200, step=10)
        image = gr.Image(elem_id='preview_image', interactive=False, height=500)
        info = gr.JSON(value={}, label="Submitted Payload")
    h_slider.change(lambda h: gr.Image(height=h), h_slider, image)
    return image, info


def main_ui():
    with gr.Blocks() as page:
        with gr.Row(variant="panel"):
            with gr.Column():
                gen_btn, paras, others = control_ui()
            with gr.Column():
                image, info = preview_ui()
    gen_btn.click(generate, paras + [others[0]], [image, info])
    others[2].click(lambda o, s: o if len(s) == 0 else s['parameters']['seed'], inputs=[paras[3], info], outputs=paras[3])
    return page, paras


def util_ui():
    with gr.Blocks(analytics_enabled=False) as page:
        with gr.Row(equal_height=False):
            with gr.Column(variant='panel'):
                image = gr.Image(label="Source", sources=["upload"], interactive=True, type="pil")
            with gr.Column(variant='panel'):
                info = gr.HTML()
                items = gr.JSON(value=None, visible=False)
                png2main = gr.Button('Send to txt2img')
    return page, png2main, items, info, image

def ui():
    with gr.Blocks(title="NAI Client") as website:
        with gr.Tabs():
            with gr.TabItem("Main", elem_id="client_ui_main"):
                _, paras = main_ui()
            with gr.TabItem("PNG Info"):
                _, png2main, png_items, info, image = util_ui()
            with gr.TabItem("Image Browser") as tab:
                gal2main, gal_items = img_history_ui(tab)
            png2main.click(fn=send_paras,
                           inputs=[png_items] + paras,
                           outputs=paras)
            png2main.click(fn=None,
                           js="(x) => { if (x !== null) document.getElementById('client_ui_main-button').click(); "
                              "return null; }",
                           inputs=image)
            gal2main.click(fn=send_paras,
                           inputs=[gal_items] + paras,
                           outputs=paras)
            gal2main.click(fn=None,
                           js="(x) => { if (x !== null) document.getElementById('client_ui_main-button').click(); "
                              "return null; }",
                           inputs=gal_items)
            image.change(read_info_from_image, inputs=image, outputs=[info, png_items])
    return website


if __name__ == '__main__':
    website = ui()
    website.queue()
    website.launch()