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Running
on
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Running
on
Zero
File size: 4,192 Bytes
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import subprocess
import os
import gradio as gr
import torch
from PIL import Image, ImageEnhance
import spaces
if torch.cuda.is_available():
device = "cuda"
print("Using GPU")
else:
device = "cpu"
print("Using CPU")
subprocess.run(["git", "clone", "https://github.com/Nick088Official/Stable_Diffusion_Finetuned_Minecraft_Skin_Generator.git"])
os.chdir("Stable_Diffusion_Finetuned_Minecraft_Skin_Generator")
@spaces.GPU()
def run_inference(prompt, stable_diffusion_model, num_inference_steps, guidance_scale, model_precision_type, seed, filename, model_3d, verbose):
# inference
if stable_diffusion_model == '2':
sd_model = "minecraft-skins"
elif stable_diffusion_model == 'xl':
sd_model = "minecraft-skins-sdxl"
inference_command = f"python Scripts/{sd_model}.py '{prompt}' {num_inference_steps} {guidance_scale} {model_precision_type} {seed} {filename} {'--model_3d' if model_3d else ''} {'--verbose' if verbose else ''}"
os.system(inference_command)
# view it also as 3d model or not output
if model_3d:
image_path = os.path.join(f"output_minecraft_skins/{filename}")
image = Image.open(image_path)
image = image.resize(resample=Image.NEAREST) # Use nearest neighbor interpolation
image.save(image_path)
return image_path, os.path.join(f"output_minecraft_skins/{filename}_3d_model.glb")
else:
image_path = os.path.join(f"output_minecraft_skins/{filename}")
image = Image.open(image_path)
image = image.resize(resample=Image.NEAREST) # Use nearest neighbor interpolation
image.save(image_path)
return image_path, None
# Define Gradio UI components
prompt = gr.Textbox(label="Your Prompt", info="What the Minecraft Skin should look like")
stable_diffusion_model = gr.Dropdown(['2', 'xl'], value="xl", label="Stable Diffusion Model", info="Choose which Stable Diffusion Model to use, xl understands prompts better")
num_inference_steps = gr.Number(label="Number of Inference Steps", precision=0, value=25)
guidance_scale = gr.Number(minimum=0.1, value=7.5, label="Guidance Scale", info="The number of denoising steps of the image. More denoising steps usually lead to a higher quality image at the cost of slower inference")
model_precision_type = gr.Dropdown(["fp16", "fp32"], value="fp16", label="Model Precision Type", info="The precision type to load the model, like fp16 which is faster, or fp32 which gives better results")
seed = gr.Number(value=42, label="Seed", info="A starting point to initiate generation, put 0 for a random one")
filename = gr.Textbox(label="Output Image Name", info="The name of the file of the output image skin, keep the.png", value="output-skin.png")
model_3d = gr.Checkbox(label="See as 3D Model too", info="View the generated skin as a 3D Model too", value=True)
verbose = gr.Checkbox(label="Verbose Output", info="Produce more detailed output while running", value=False)
# Create the Gradio interface
gr.Interface(
fn=run_inference,
inputs=[
prompt,
stable_diffusion_model,
num_inference_steps,
guidance_scale,
model_precision_type,
seed,
filename,
model_3d,
verbose
],
outputs=[
gr.Image(label="Generated Minecraft Skin Image Asset"),
gr.Model3D(clear_color=[0.0, 0.0, 0.0, 0.0], label="3D Model View of the Skin")
],
title="Minecraft Skin Generator",
description="Make AI generated Minecraft Skins by a Finetuned Stable Diffusion Version!<br>Model used: https://github.com/Nick088Official/Stable_Diffusion_Finetuned_Minecraft_Skin_Generator<br>Credits: [Monadical-SAS](https://github.com/Monadical-SAS/minecraft_skin_generator) (Creators of the model), [Nick088](https://linktr.ee/Nick088) (Improving usage of the model), daroche (helping me fix the 3d model texture isue), [Brottweiler](https://gist.github.com/Brottweiler/483d0856c6692ef70cf90bf1a85ce364)(script to fix the 3d model texture, [meew](https://huggingface.co/spaces/meeww/Minecraft_Skin_Generator/blob/main/models/player_model.glb) (Minecraft Player 3d model)",
).launch(show_api=False, share=True) |