2023-05-11 12:40:03 +00:00
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from diffusers import DDIMScheduler, DPMSolverMultistepScheduler, KDPM2DiscreteScheduler, \
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KDPM2AncestralDiscreteScheduler, EulerDiscreteScheduler, EulerAncestralDiscreteScheduler, \
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2023-05-11 14:23:33 +00:00
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HeunDiscreteScheduler, LMSDiscreteScheduler, PNDMScheduler, UniPCMultistepScheduler, \
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2023-06-18 20:38:15 +00:00
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DPMSolverSinglestepScheduler, DEISMultistepScheduler, DDPMScheduler, DPMSolverSDEScheduler
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2023-05-11 12:40:03 +00:00
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SCHEDULER_MAP = dict(
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2023-05-11 14:23:33 +00:00
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ddim=(DDIMScheduler, dict()),
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2023-05-11 15:18:34 +00:00
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ddpm=(DDPMScheduler, dict()),
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2023-05-11 15:10:30 +00:00
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deis=(DEISMultistepScheduler, dict()),
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2023-06-17 18:00:16 +00:00
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lms=(LMSDiscreteScheduler, dict(use_karras_sigmas=False)),
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lms_k=(LMSDiscreteScheduler, dict(use_karras_sigmas=True)),
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2023-05-11 14:59:43 +00:00
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pndm=(PNDMScheduler, dict()),
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2023-05-12 14:43:32 +00:00
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heun=(HeunDiscreteScheduler, dict(use_karras_sigmas=False)),
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heun_k=(HeunDiscreteScheduler, dict(use_karras_sigmas=True)),
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2023-05-11 14:59:43 +00:00
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euler=(EulerDiscreteScheduler, dict(use_karras_sigmas=False)),
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euler_k=(EulerDiscreteScheduler, dict(use_karras_sigmas=True)),
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euler_a=(EulerAncestralDiscreteScheduler, dict()),
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kdpm_2=(KDPM2DiscreteScheduler, dict()),
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kdpm_2_a=(KDPM2AncestralDiscreteScheduler, dict()),
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2023-06-17 18:00:16 +00:00
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dpmpp_2s=(DPMSolverSinglestepScheduler, dict(use_karras_sigmas=False)),
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dpmpp_2s_k=(DPMSolverSinglestepScheduler, dict(use_karras_sigmas=True)),
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2023-05-11 14:59:43 +00:00
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dpmpp_2m=(DPMSolverMultistepScheduler, dict(use_karras_sigmas=False)),
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dpmpp_2m_k=(DPMSolverMultistepScheduler, dict(use_karras_sigmas=True)),
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2023-06-18 20:38:15 +00:00
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dpmpp_2m_sde=(DPMSolverMultistepScheduler, dict(use_karras_sigmas=False, algorithm_type='sde-dpmsolver++')),
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dpmpp_2m_sde_k=(DPMSolverMultistepScheduler, dict(use_karras_sigmas=True, algorithm_type='sde-dpmsolver++')),
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dpmpp_sde=(DPMSolverSDEScheduler, dict(use_karras_sigmas=False, noise_sampler_seed=0)),
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dpmpp_sde_k=(DPMSolverSDEScheduler, dict(use_karras_sigmas=True, noise_sampler_seed=0)),
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2023-05-11 12:40:03 +00:00
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unipc=(UniPCMultistepScheduler, dict(cpu_only=True))
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)
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