import sys import traceback from collections import namedtuple import inspect from typing import Optional from fastapi import FastAPI from gradio import Blocks def report_exception(c, job): print(f"Error executing callback {job} for {c.script}", file=sys.stderr) print(traceback.format_exc(), file=sys.stderr) class ImageSaveParams: def __init__(self, image, p, filename, pnginfo): self.image = image """the PIL image itself""" self.p = p """p object with processing parameters; either StableDiffusionProcessing or an object with same fields""" self.filename = filename """name of file that the image would be saved to""" self.pnginfo = pnginfo """dictionary with parameters for image's PNG info data; infotext will have the key 'parameters'""" class CFGDenoiserParams: def __init__(self, x, image_cond, sigma, sampling_step, total_sampling_steps): self.x = x """Latent image representation in the process of being denoised""" self.image_cond = image_cond """Conditioning image""" self.sigma = sigma """Current sigma noise step value""" self.sampling_step = sampling_step """Current Sampling step number""" self.total_sampling_steps = total_sampling_steps """Total number of sampling steps planned""" ScriptCallback = namedtuple("ScriptCallback", ["script", "callback"]) callbacks_app_started = [] callbacks_model_loaded = [] callbacks_ui_tabs = [] callbacks_ui_settings = [] callbacks_before_image_saved = [] callbacks_image_saved = [] callbacks_cfg_denoiser = [] def clear_callbacks(): callbacks_model_loaded.clear() callbacks_ui_tabs.clear() callbacks_ui_settings.clear() callbacks_before_image_saved.clear() callbacks_image_saved.clear() callbacks_cfg_denoiser.clear() def app_started_callback(demo: Optional[Blocks], app: FastAPI): for c in callbacks_app_started: try: c.callback(demo, app) except Exception: report_exception(c, 'app_started_callback') def model_loaded_callback(sd_model): for c in callbacks_model_loaded: try: c.callback(sd_model) except Exception: report_exception(c, 'model_loaded_callback') def ui_tabs_callback(): res = [] for c in callbacks_ui_tabs: try: res += c.callback() or [] except Exception: report_exception(c, 'ui_tabs_callback') return res def ui_settings_callback(): for c in callbacks_ui_settings: try: c.callback() except Exception: report_exception(c, 'ui_settings_callback') def before_image_saved_callback(params: ImageSaveParams): for c in callbacks_before_image_saved: try: c.callback(params) except Exception: report_exception(c, 'before_image_saved_callback') def image_saved_callback(params: ImageSaveParams): for c in callbacks_image_saved: try: c.callback(params) except Exception: report_exception(c, 'image_saved_callback') def cfg_denoiser_callback(params: CFGDenoiserParams): for c in callbacks_cfg_denoiser: try: c.callback(params) except Exception: report_exception(c, 'cfg_denoiser_callback') def add_callback(callbacks, fun): stack = [x for x in inspect.stack() if x.filename != __file__] filename = stack[0].filename if len(stack) > 0 else 'unknown file' callbacks.append(ScriptCallback(filename, fun)) def on_app_started(callback): """register a function to be called when the webui started, the gradio `Block` component and fastapi `FastAPI` object are passed as the arguments""" add_callback(callbacks_app_started, callback) def on_model_loaded(callback): """register a function to be called when the stable diffusion model is created; the model is passed as an argument""" add_callback(callbacks_model_loaded, callback) def on_ui_tabs(callback): """register a function to be called when the UI is creating new tabs. The function must either return a None, which means no new tabs to be added, or a list, where each element is a tuple: (gradio_component, title, elem_id) gradio_component is a gradio component to be used for contents of the tab (usually gr.Blocks) title is tab text displayed to user in the UI elem_id is HTML id for the tab """ add_callback(callbacks_ui_tabs, callback) def on_ui_settings(callback): """register a function to be called before UI settings are populated; add your settings by using shared.opts.add_option(shared.OptionInfo(...)) """ add_callback(callbacks_ui_settings, callback) def on_before_image_saved(callback): """register a function to be called before an image is saved to a file. The callback is called with one argument: - params: ImageSaveParams - parameters the image is to be saved with. You can change fields in this object. """ add_callback(callbacks_before_image_saved, callback) def on_image_saved(callback): """register a function to be called after an image is saved to a file. The callback is called with one argument: - params: ImageSaveParams - parameters the image was saved with. Changing fields in this object does nothing. """ add_callback(callbacks_image_saved, callback) def on_cfg_denoiser(callback): """register a function to be called in the kdiffussion cfg_denoiser method after building the inner model inputs. The callback is called with one argument: - params: CFGDenoiserParams - parameters to be passed to the inner model and sampling state details. """ add_callback(callbacks_cfg_denoiser, callback)