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import requests | |
from PIL import Image | |
import os | |
import io | |
import base64 | |
from pathlib import Path | |
import gradio as gr | |
# parameters which can be customized in settings.json of webui | |
initial_width = 512 | |
initial_height = 512 | |
params = { | |
"enable_SD_api": True, | |
"address": "https://fb9f-2001-d08-e3-41de-e9bf-9904-76d2-5584.ngrok-free.app", | |
"save_img": True, | |
"SD_model": "Unused", # not actually used | |
"prompt_prefix": "4k, 8k, masterpiece, artstation, in dressed", | |
"negative_prompt": "Naked, Nude, EasyNegative, paintings, sketches, (worst quality:2), (low quality:2), (normal quality:2), lowres, normal quality, ((monochrome)), ((grayscale)), skin spots, acnes, skin blemishes, age spot, glans,extra fingers,fewer fingers,strange fingers,bad hand, paintings, sketches, (worst quality:2), (low quality:2), (normal quality:2), lowres, normal quality, ((monochrome)), ((grayscale)), skin spots, acnes, skin blemishes, age spot, (outdoor:1.6), manboobs, backlight,(ugly:1.331), (duplicate:1.331), (morbid:1.21), (mutilated:1.21), (tranny:1.331), mutated hands, (poorly drawn hands:1.331), blurry, (bad anatomy:1.21), (bad proportions:1.331), extra limbs, (disfigured:1.331), (more than 2 nipples:1.331), (missing arms:1.331), (extra legs:1.331), (fused fingers:1.61051), (too many fingers:1.61051), (unclear eyes:1.331), bad hands, missing fingers, extra digit, (futa:1.1), bad body, NG_DeepNegative_V1_75T,pubic hair, glans, paintings, sketches, (worst quality:2), (low quality:2), (normal quality:2), lowres, normal quality, ((monochrome)), ((grayscale)), skin spots, acnes, skin blemishes, age spot, (outdoor:1.6), manboobs, backlight,(ugly:1.331), (duplicate:1.331), (morbid:1.21), (mutilated:1.21), (tranny:1.331), mutated hands, (poorly drawn hands:1.331), blurry, (bad anatomy:1.21), (bad proportions:1.331), extra limbs, (disfigured:1.331), (more than 2 nipples:1.331), (missing arms:1.331), (extra legs:1.331), (fused fingers:1.61051), (too many fingers:1.61051), (unclear eyes:1.331), bad hands, missing fingers, extra digit, (futa:1.1), bad body, NG_DeepNegative_V1_75T,pubic hair, glans", | |
"width": initial_width, | |
"height": initial_height, | |
"restore_faces": False, | |
} | |
pic_id = 0 | |
# Get and save the Stable Diffusion-generated picture | |
def get_SD_pictures(description): | |
global params, pic_id | |
payload = { | |
"prompt": params["prompt_prefix"] + description, | |
"seed": -1, | |
"sampler_name": "Euler a", | |
"steps": 20, | |
"cfg_scale": 7, | |
"width": params["width"], | |
"height": params["height"], | |
"restore_faces": params["restore_faces"], | |
"negative_prompt": params["negative_prompt"], | |
} | |
response = requests.post( | |
url=f'{params["address"]}/sdapi/v1/txt2img', json=payload, timeout=10 | |
) | |
r = response.json() | |
visible_result = "" | |
for img_str in r["images"]: | |
image = Image.open(io.BytesIO(base64.b64decode(img_str.split(",", 1)[0]))) | |
if not os.path.exists("outputs"): | |
os.makedirs("outputs") | |
if params["save_img"]: | |
output_file = Path(f"outputs/{pic_id:06d}.png") | |
image.save(output_file.as_posix()) | |
pic_id += 1 | |
# lower the resolution of received images for the chat | |
# otherwise the log size gets out of control quickly | |
# with all the base64 values in visible history | |
image.thumbnail((512, 512)) | |
buffered = io.BytesIO() | |
image.save(buffered, format="JPEG") | |
buffered.seek(0) | |
image_bytes = buffered.getvalue() | |
img_str = "data:image/jpeg;base64," + base64.b64encode(image_bytes).decode() | |
visible_result = visible_result + f'<img src="{img_str}" alt="{description}">\n' | |
return visible_result | |
def display_image(description: str, kashif: bool, daniel_ho: bool) -> gr.Image: | |
if kashif: | |
description += " <lora:Kashif_v1:0.9>" | |
if daniel_ho: | |
description += " <lora:DanielHo_v1:0.9>" | |
if kashif or daniel_ho: | |
params["width"] = 512 | |
params["height"] = 512 | |
else: | |
params["width"] = initial_width | |
params["height"] = initial_height | |
visible_result = get_SD_pictures(description) | |
print(description) | |
image_data = base64.b64decode(visible_result.split(",", 1)[1]) | |
image = Image.open(io.BytesIO(image_data)) | |
return image | |
inputs = [ | |
gr.inputs.Textbox(lines=2, label="Enter image description"), | |
gr.inputs.Checkbox(label="Kashif"), | |
gr.inputs.Checkbox(label="Daniel Ho"), | |
] | |
outputs = gr.outputs.Image(type="pil", label="Generated Image") | |
interface = gr.Interface( | |
fn=display_image, inputs=inputs, outputs=outputs, title="DC Image Generator" | |
) | |
interface.launch() | |