Files
blepping 38fe739a7e Add gradient estimation, pingpong and res_multistep samplers.
Add pingpong group merge method.
Remove model call caching stuff.
Allow defining pre_cfg and post_cfg filters.
Handle filters changing the latent shape better.
Allow disabling detecting out of order sigmas as restart sampling.
2025-05-25 10:27:53 -06:00

30 lines
930 B
Python

from .base import SingleStepSampler, registry
# Referenced from https://github.com/ace-step/ACE-Step/
class PingPongStep(SingleStepSampler):
name = "pingpong"
default_eta = 0.0
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
pingpong_options = self.options.pop("pingpong", {})
self.pingpong_start_step = pingpong_options.get("start_step", 0)
self.pingpong_end_step = pingpong_options.get("end_step", 0)
def step(self, x):
ss = self.ss
use_pingpong = self.pingpong_start_step <= ss.step <= self.pingpong_end_step
if not use_pingpong:
return (yield from self.euler_step(x, eta=0.0))
sn = ss.sigma_next
denoised = (
ss.denoised * (1.0 - sn) if ss.model.is_rectified_flow else ss.denoised
)
yield from self.result(denoised, sn, sigma_down=sn)
registry.add(
PingPongStep,
)