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https://github.com/openvinotoolkit/stable-diffusion-webui.git
synced 2024-12-14 14:45:06 +03:00
Add extra noise callback
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541ef9247c
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@ -28,6 +28,15 @@ class ImageSaveParams:
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"""dictionary with parameters for image's PNG info data; infotext will have the key 'parameters'"""
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class ExtraNoiseParams:
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def __init__(self, noise, x):
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self.noise = noise
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"""Random noise generated by the seed"""
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self.x = x
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"""Latent image representation of the image"""
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class CFGDenoiserParams:
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def __init__(self, x, image_cond, sigma, sampling_step, total_sampling_steps, text_cond, text_uncond):
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self.x = x
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@ -100,6 +109,7 @@ callback_map = dict(
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callbacks_ui_settings=[],
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callbacks_before_image_saved=[],
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callbacks_image_saved=[],
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callbacks_extra_noise=[],
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callbacks_cfg_denoiser=[],
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callbacks_cfg_denoised=[],
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callbacks_cfg_after_cfg=[],
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@ -189,6 +199,14 @@ def image_saved_callback(params: ImageSaveParams):
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report_exception(c, 'image_saved_callback')
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def extra_noise_callback(params: ExtraNoiseParams):
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for c in callback_map['callbacks_extra_noise']:
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try:
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c.callback(params)
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except Exception:
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report_exception(c, 'callbacks_extra_noise')
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def cfg_denoiser_callback(params: CFGDenoiserParams):
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for c in callback_map['callbacks_cfg_denoiser']:
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try:
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@ -367,6 +385,14 @@ def on_image_saved(callback):
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add_callback(callback_map['callbacks_image_saved'], callback)
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def on_extra_noise(callback):
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"""register a function to be called before adding extra noise in img2img or hires fix;
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The callback is called with one argument:
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- params: ExtraNoiseParams - contains noise determined by seed and latent representation of image
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"""
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add_callback(callback_map['callbacks_extra_noise'], callback)
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def on_cfg_denoiser(callback):
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"""register a function to be called in the kdiffussion cfg_denoiser method after building the inner model inputs.
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The callback is called with one argument:
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@ -3,6 +3,7 @@ import inspect
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import k_diffusion.sampling
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from modules import sd_samplers_common, sd_samplers_extra, sd_samplers_cfg_denoiser
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from modules.sd_samplers_cfg_denoiser import CFGDenoiser # noqa: F401
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from modules.script_callbacks import ExtraNoiseParams, extra_noise_callback
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from modules.shared import opts
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import modules.shared as shared
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@ -147,6 +148,9 @@ class KDiffusionSampler(sd_samplers_common.Sampler):
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if opts.img2img_extra_noise > 0:
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p.extra_generation_params["Extra noise"] = opts.img2img_extra_noise
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extra_noise_params = ExtraNoiseParams(noise, x)
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extra_noise_callback(extra_noise_params)
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noise = extra_noise_params.noise
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xi += noise * opts.img2img_extra_noise
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extra_params_kwargs = self.initialize(p)
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@ -3,6 +3,7 @@ import inspect
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import sys
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from modules import devices, sd_samplers_common, sd_samplers_timesteps_impl
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from modules.sd_samplers_cfg_denoiser import CFGDenoiser
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from modules.script_callbacks import ExtraNoiseParams, extra_noise_callback
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from modules.shared import opts
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import modules.shared as shared
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@ -106,6 +107,9 @@ class CompVisSampler(sd_samplers_common.Sampler):
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if opts.img2img_extra_noise > 0:
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p.extra_generation_params["Extra noise"] = opts.img2img_extra_noise
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extra_noise_params = ExtraNoiseParams(noise, x)
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extra_noise_callback(extra_noise_params)
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noise = extra_noise_params.noise
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xi += noise * opts.img2img_extra_noise * sqrt_alpha_cumprod
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extra_params_kwargs = self.initialize(p)
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