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MonsterMMORPG commited on Nov 18, 2023

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2c5d2ff

1 Parent(s): 0b93869

Upload kohya_gui.py

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kohya_gui.py +145 -0

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+import gradio as gr
+import os
+import argparse
+from dreambooth_gui import dreambooth_tab
+from finetune_gui import finetune_tab
+from textual_inversion_gui import ti_tab
+from library.utilities import utilities_tab
+from lora_gui import lora_tab
+from library.class_lora_tab import LoRATools
+import os
+from library.custom_logging import setup_logging
+from library.localization_ext import add_javascript
+# Set up logging
+log = setup_logging()
+def UI(**kwargs):
+    add_javascript(kwargs.get("language"))
+    css = ""
+    headless = kwargs.get("headless", False)
+    log.info(f"headless: {headless}")
+    if os.path.exists("./style.css"):
+        with open(os.path.join("./style.css"), "r", encoding="utf8") as file:
+            log.info("Load CSS...")
+            css += file.read() + "\n"
+    if os.path.exists("./.release"):
+        with open(os.path.join("./.release"), "r", encoding="utf8") as file:
+            release = file.read()
+    if os.path.exists("./README.md"):
+        with open(os.path.join("./README.md"), "r", encoding="utf8") as file:
+            README = file.read()
+    interface = gr.Blocks(
+        css=css, title=f"Kohya_ss GUI {release}", theme=gr.themes.Default()
+    )
+    with interface:
+        with gr.Tab("Dreambooth"):
+            (
+                train_data_dir_input,
+                reg_data_dir_input,
+                output_dir_input,
+                logging_dir_input,
+            ) = dreambooth_tab(headless=headless)
+        with gr.Tab("LoRA"):
+            lora_tab(headless=headless)
+        with gr.Tab("Textual Inversion"):
+            ti_tab(headless=headless)
+        with gr.Tab("Finetuning"):
+            finetune_tab(headless=headless)
+        with gr.Tab("Utilities"):
+            utilities_tab(
+                train_data_dir_input=train_data_dir_input,
+                reg_data_dir_input=reg_data_dir_input,
+                output_dir_input=output_dir_input,
+                logging_dir_input=logging_dir_input,
+                enable_copy_info_button=True,
+                headless=headless,
+            )
+            with gr.Tab("LoRA"):
+                _ = LoRATools(headless=headless)
+        with gr.Tab("About"):
+            gr.Markdown(f"kohya_ss GUI release {release}")
+            with gr.Tab("README"):
+                gr.Markdown(README)
+        htmlStr = f"""
+        <html>
+            <body>
+                <div class="ver-class">{release}</div>
+            </body>
+        </html>
+        """
+        gr.HTML(htmlStr)
+    # Show the interface
+    launch_kwargs = {}
+    username = kwargs.get("username")
+    password = kwargs.get("password")
+    server_port = kwargs.get("server_port", 0)
+    inbrowser = kwargs.get("inbrowser", False)
+    share = False
+    server_name = kwargs.get("listen")
+    launch_kwargs["server_name"] = server_name
+    if username and password:
+        launch_kwargs["auth"] = (username, password)
+    if server_port > 0:
+        launch_kwargs["server_port"] = server_port
+    if inbrowser:
+        launch_kwargs["inbrowser"] = inbrowser
+    if share:
+        launch_kwargs["share"] = False
+    interface.launch(**launch_kwargs, share=False)
+if __name__ == "__main__":
+    # torch.cuda.set_per_process_memory_fraction(0.48)
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "--listen",
+        type=str,
+        default="127.0.0.1",
+        help="IP to listen on for connections to Gradio",
+    )
+    parser.add_argument(
+        "--username", type=str, default="", help="Username for authentication"
+    )
+    parser.add_argument(
+        "--password", type=str, default="", help="Password for authentication"
+    )
+    parser.add_argument(
+        "--server_port",
+        type=int,
+        default=0,
+        help="Port to run the server listener on",
+    )
+    parser.add_argument("--inbrowser", action="store_true", help="Open in browser")
+    parser.add_argument("--share", action="store_true", help="Share the gradio UI")
+    parser.add_argument(
+        "--headless", action="store_true", help="Is the server headless"
+    )
+    parser.add_argument(
+        "--language", type=str, default=None, help="Set custom language"
+    )
+    parser.add_argument("--use-ipex", action="store_true", help="Use IPEX environment")
+    args = parser.parse_args()
+    UI(
+        username=args.username,
+        password=args.password,
+        inbrowser=args.inbrowser,
+        server_port=args.server_port,
+        share=False,
+        listen=args.listen,
+        headless=args.headless,
+        language=args.language,
+    )