InvokeAI/invokeai/backend/stable_diffusion/schedulers/schedulers.py

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from diffusers import (
DDIMScheduler,
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DDPMScheduler,
DEISMultistepScheduler,
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DPMSolverMultistepScheduler,
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DPMSolverSDEScheduler,
DPMSolverSinglestepScheduler,
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EulerAncestralDiscreteScheduler,
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EulerDiscreteScheduler,
HeunDiscreteScheduler,
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KDPM2AncestralDiscreteScheduler,
KDPM2DiscreteScheduler,
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LCMScheduler,
LMSDiscreteScheduler,
PNDMScheduler,
UniPCMultistepScheduler,
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)
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SCHEDULER_MAP = {
"ddim": (DDIMScheduler, {}),
"ddpm": (DDPMScheduler, {}),
"deis": (DEISMultistepScheduler, {}),
"lms": (LMSDiscreteScheduler, {"use_karras_sigmas": False}),
"lms_k": (LMSDiscreteScheduler, {"use_karras_sigmas": True}),
"pndm": (PNDMScheduler, {}),
"heun": (HeunDiscreteScheduler, {"use_karras_sigmas": False}),
"heun_k": (HeunDiscreteScheduler, {"use_karras_sigmas": True}),
"euler": (EulerDiscreteScheduler, {"use_karras_sigmas": False}),
"euler_k": (EulerDiscreteScheduler, {"use_karras_sigmas": True}),
"euler_a": (EulerAncestralDiscreteScheduler, {}),
"kdpm_2": (KDPM2DiscreteScheduler, {}),
"kdpm_2_a": (KDPM2AncestralDiscreteScheduler, {}),
"dpmpp_2s": (DPMSolverSinglestepScheduler, {"use_karras_sigmas": False}),
"dpmpp_2s_k": (DPMSolverSinglestepScheduler, {"use_karras_sigmas": True}),
"dpmpp_2m": (DPMSolverMultistepScheduler, {"use_karras_sigmas": False}),
"dpmpp_2m_k": (DPMSolverMultistepScheduler, {"use_karras_sigmas": True}),
"dpmpp_2m_sde": (DPMSolverMultistepScheduler, {"use_karras_sigmas": False, "algorithm_type": "sde-dpmsolver++"}),
"dpmpp_2m_sde_k": (DPMSolverMultistepScheduler, {"use_karras_sigmas": True, "algorithm_type": "sde-dpmsolver++"}),
"dpmpp_sde": (DPMSolverSDEScheduler, {"use_karras_sigmas": False, "noise_sampler_seed": 0}),
"dpmpp_sde_k": (DPMSolverSDEScheduler, {"use_karras_sigmas": True, "noise_sampler_seed": 0}),
"unipc": (UniPCMultistepScheduler, {"cpu_only": True}),
"lcm": (LCMScheduler, {}),
}