From 45e10cac19de5c819674ef3df39bd22fe1397ef9 Mon Sep 17 00:00:00 2001 From: Zhenyu Zhou <79033747+zhyzhouu@users.noreply.github.com> Date: Thu, 20 Jun 2024 20:12:15 +0800 Subject: [PATCH] feat: add gits scheduler (#3769) --- comfy_extras/nodes_gits.py | 369 +++++++++++++++++++++++++++++++++++++ nodes.py | 1 + 2 files changed, 370 insertions(+) create mode 100644 comfy_extras/nodes_gits.py diff --git a/comfy_extras/nodes_gits.py b/comfy_extras/nodes_gits.py new file mode 100644 index 00000000..7bfae4ce --- /dev/null +++ b/comfy_extras/nodes_gits.py @@ -0,0 +1,369 @@ +# from https://github.com/zju-pi/diff-sampler/tree/main/gits-main +import numpy as np +import torch + +def loglinear_interp(t_steps, num_steps): + """ + Performs log-linear interpolation of a given array of decreasing numbers. + """ + xs = np.linspace(0, 1, len(t_steps)) + ys = np.log(t_steps[::-1]) + + new_xs = np.linspace(0, 1, num_steps) + new_ys = np.interp(new_xs, xs, ys) + + interped_ys = np.exp(new_ys)[::-1].copy() 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{"required": + {"coeff": ("FLOAT", {"default": 1.20, "min": 0.80, "max": 1.50, "step": 0.05}), + "steps": ("INT", {"default": 10, "min": 2, "max": 1000}), + "denoise": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.01}), + } + } + RETURN_TYPES = ("SIGMAS",) + CATEGORY = "sampling/custom_sampling/schedulers" + + FUNCTION = "get_sigmas" + + def get_sigmas(self, coeff, steps, denoise): + total_steps = steps + if denoise < 1.0: + if denoise <= 0.0: + return (torch.FloatTensor([]),) + total_steps = round(steps * denoise) + + if steps <= 20: + sigmas = NOISE_LEVELS[round(coeff, 2)][steps-2][:] + else: + sigmas = NOISE_LEVELS[round(coeff, 2)][-1][:] + sigmas = loglinear_interp(sigmas, steps + 1) + + sigmas = sigmas[-(total_steps + 1):] + sigmas[-1] = 0 + return (torch.FloatTensor(sigmas), ) + +NODE_CLASS_MAPPINGS = { + "GITSScheduler": GITSScheduler, +} diff --git a/nodes.py b/nodes.py index 06ea4621..99645b81 100644 --- a/nodes.py +++ b/nodes.py @@ -1991,6 +1991,7 @@ def init_custom_nodes(): "nodes_webcam.py", "nodes_audio.py", "nodes_sd3.py", + "nodes_gits.py", ] import_failed = []