just drop this into custom_nodes folder root
Browse files- beta_57_standalone.py +52 -0
beta_57_standalone.py
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import sys
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import torch
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import numpy
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import scipy.stats
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from comfy.samplers import SchedulerHandler, SCHEDULER_HANDLERS, SCHEDULER_NAMES
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MIN_FLOAT = -sys.float_info.max
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MAX_FLOAT = sys.float_info.max
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def beta_57_scheduler(model_sampling, steps, alpha=0.5, beta=0.7):
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total_timesteps = (len(model_sampling.sigmas) - 1)
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ts = 1 - numpy.linspace(0, 1, steps, endpoint=False)
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ts = numpy.rint(scipy.stats.beta.ppf(ts, alpha, beta) * total_timesteps)
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sigs = []
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last_t = -1
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for t in ts:
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if t != last_t:
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sigs += [float(model_sampling.sigmas[int(t)])]
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last_t = t
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sigs += [0.0]
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return torch.FloatTensor(sigs)
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scheduler_name = "beta_57"
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if scheduler_name not in SCHEDULER_HANDLERS:
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scheduler_handler = SchedulerHandler(handler=beta_57_scheduler, use_ms=True)
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SCHEDULER_HANDLERS[scheduler_name] = scheduler_handler
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if scheduler_name not in SCHEDULER_NAMES:
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SCHEDULER_NAMES.append(scheduler_name)
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class StaticFloat:
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@classmethod
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def INPUT_TYPES(s):
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return {
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"required": {
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"value": ("FLOAT", {"default": 1.0, "min": MIN_FLOAT, "max": MAX_FLOAT, "step": 0.01}),
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},
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}
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RETURN_TYPES = ("FLOAT",)
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CATEGORY = "utils/primitive"
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FUNCTION = "set_float"
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def set_float(self, value: float):
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return (value,)
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NODE_CLASS_MAPPINGS = {
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"StaticFloat": StaticFloat,
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}
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NODE_DISPLAY_NAME_MAPPINGS = {
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"StaticFloat": "Static Float Primitive",
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}
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