app.py

import torch
from safetensors.torch import save_file, load_file
import gradio as gr
import os

def convert_embedding(uploaded_files):
    if len(uploaded_files) > 5:
        raise ValueError("You can upload a maximum of 5 files at a time.")
    
    output_files = []
    
    for uploaded_file in uploaded_files:
        file_name, file_extension = os.path.splitext(os.path.basename(uploaded_file))
        output_path = f"{file_name}_XL.safetensors"
        
        if file_extension == '.pt':
            sd15_embedding = torch.load(uploaded_file, map_location=torch.device('cpu'))
            sd15_tensor = sd15_embedding.get('string_to_param', {}).get('*')
        elif file_extension == '.safetensors':
            loaded_tensors = load_file(uploaded_file)
            sd15_tensor = loaded_tensors.get('emb_params')
        else:
            raise ValueError(f"Unsupported file format: {file_extension}")
        
        if sd15_tensor is None:
            raise ValueError(f"Invalid embedding structure in file: {uploaded_file}")
        
        num_vectors = sd15_tensor.shape[0]
        clip_g_shape = (num_vectors, 1280)
        clip_l_shape = (num_vectors, 768)
        clip_g = torch.zeros(clip_g_shape, dtype=torch.float16)
        clip_l = torch.zeros(clip_l_shape, dtype=torch.float16)
        clip_l[:sd15_tensor.shape[0], :sd15_tensor.shape[1]] = sd15_tensor.to(dtype=torch.float16)
        
        save_file({"clip_g": clip_g, "clip_l": clip_l}, output_path)
        output_files.append(output_path)
    
    return output_files

custom_css = """
    body {
        background-color: #121212;
        color: #ffffff;
        font-family: Arial, sans-serif;
    }
    .gradio-container {
        max-width: 800px;
        margin: auto;
        padding: 20px;
        border-radius: 10px;
        background: #1e1e1e;
        box-shadow: 0 0 10px rgba(255, 102, 0, 0.5);
    }
    .gradio-container h1 {
        text-align: center;
        font-size: 24px;
        color: #ff6600;
    }
    .gradio-container button {
        background-color: #ff6600;
        color: white;
        padding: 10px 15px;
        border: none;
        border-radius: 5px;
        cursor: pointer;
        font-size: 16px;
    }
    .gradio-container button:hover {
        background-color: #cc5500;
    }
"""

iface = gr.Interface(
    fn=convert_embedding,
    inputs=gr.Files(label="Upload SD-1.5 embeddings (Max 5)", type="filepath"),
    outputs=gr.Files(label="Download converted SDXL safetensors embeddings"),
    title="✨ SD-1.5 to SDXL Embedding Converter | Now supports multiple files ⚡",
    description="Upload up to 5 SD-1.5 embedding files to convert them to SDXL. Stylish and efficient!",
    theme="default",
    css=custom_css,
    live=True
)

iface.launch()