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Add more karras schedulers

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This commit is contained in:
Sergey Borisov 2024-07-29 15:14:34 +03:00
parent daa5a88eb2
commit 86a92bb6b5
5 changed files with 29 additions and 9 deletions
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16
invokeai/backend/stable_diffusion/schedulers/schedulers.py
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@ -24,6 +24,7 @@ SCHEDULER_NAME_VALUES = Literal[
"ddim",
"ddpm",
"deis",
"deis_k",
"lms",
"lms_k",
"pndm",
@ -33,7 +34,9 @@ SCHEDULER_NAME_VALUES = Literal[
"euler_k",
"euler_a",
"kdpm_2",
"kdpm_2_k",
"kdpm_2_a",
"kdpm_2_a_k",
"dpmpp_2s",
"dpmpp_2s_k",
"dpmpp_2m",
@ -43,6 +46,7 @@ SCHEDULER_NAME_VALUES = Literal[
"dpmpp_sde",
"dpmpp_sde_k",
"unipc",
"unipc_k",
"lcm",
"tcd",
]
@ -50,7 +54,8 @@ SCHEDULER_NAME_VALUES = Literal[
SCHEDULER_MAP: dict[SCHEDULER_NAME_VALUES, tuple[Type[SchedulerMixin], dict[str, Any]]] = {
"ddim": (DDIMScheduler, {}),
"ddpm": (DDPMScheduler, {}),
"deis": (DEISMultistepScheduler, {}),
"deis": (DEISMultistepScheduler, {"use_karras_sigmas": False}),
"deis_k": (DEISMultistepScheduler, {"use_karras_sigmas": True}),
"lms": (LMSDiscreteScheduler, {"use_karras_sigmas": False}),
"lms_k": (LMSDiscreteScheduler, {"use_karras_sigmas": True}),
"pndm": (PNDMScheduler, {}),
@ -59,8 +64,10 @@ SCHEDULER_MAP: dict[SCHEDULER_NAME_VALUES, tuple[Type[SchedulerMixin], dict[str,
"euler": (EulerDiscreteScheduler, {"use_karras_sigmas": False}),
"euler_k": (EulerDiscreteScheduler, {"use_karras_sigmas": True}),
"euler_a": (EulerAncestralDiscreteScheduler, {}),
"kdpm_2": (KDPM2DiscreteScheduler, {}),
"kdpm_2_a": (KDPM2AncestralDiscreteScheduler, {}),
"kdpm_2": (KDPM2DiscreteScheduler, {"use_karras_sigmas": False}),
"kdpm_2_k": (KDPM2DiscreteScheduler, {"use_karras_sigmas": True}),
"kdpm_2_a": (KDPM2AncestralDiscreteScheduler, {"use_karras_sigmas": False}),
"kdpm_2_a_k": (KDPM2AncestralDiscreteScheduler, {"use_karras_sigmas": True}),
"dpmpp_2s": (DPMSolverSinglestepScheduler, {"use_karras_sigmas": False}),
"dpmpp_2s_k": (DPMSolverSinglestepScheduler, {"use_karras_sigmas": True}),
"dpmpp_2m": (DPMSolverMultistepScheduler, {"use_karras_sigmas": False}),
@ -69,7 +76,8 @@ SCHEDULER_MAP: dict[SCHEDULER_NAME_VALUES, tuple[Type[SchedulerMixin], dict[str,
"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}),
"unipc": (UniPCMultistepScheduler, {"use_karras_sigmas": False, "cpu_only": True}),
"unipc_k": (UniPCMultistepScheduler, {"use_karras_sigmas": True, "cpu_only": True}),
"lcm": (LCMScheduler, {}),
"tcd": (TCDScheduler, {}),
}

4
invokeai/frontend/web/src/features/nodes/types/common.ts
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@ -40,12 +40,16 @@ export const zSchedulerField = z.enum([
'pndm',
'unipc',
'euler_k',
'deis_k',
'dpmpp_2s_k',
'dpmpp_2m_k',
'dpmpp_2m_sde_k',
'dpmpp_sde_k',
'heun_k',
'kdpm_2_k',
'kdpm_2_a_k',
'lms_k',
'unipc_k',
'euler_a',
'kdpm_2_a',
'lcm',

4
invokeai/frontend/web/src/features/nodes/types/v2/common.ts
View File

@ -31,12 +31,16 @@ export const zSchedulerField = z.enum([
'pndm',
'unipc',
'euler_k',
'deis_k',
'dpmpp_2s_k',
'dpmpp_2m_k',
'dpmpp_2m_sde_k',
'dpmpp_sde_k',
'heun_k',
'kdpm_2_k',
'kdpm_2_a_k',
'lms_k',
'unipc_k',
'euler_a',
'kdpm_2_a',
'lcm',

4
invokeai/frontend/web/src/features/parameters/types/constants.ts
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@ -66,12 +66,16 @@ export const SCHEDULER_OPTIONS: ComboboxOption[] = [
{ value: 'pndm', label: 'PNDM' },
{ value: 'unipc', label: 'UniPC' },
{ value: 'euler_k', label: 'Euler Karras' },
{ value: 'deis_k', label: 'DEIS Karras' },
{ value: 'dpmpp_sde_k', label: 'DPM++ SDE Karras' },
{ value: 'dpmpp_2s_k', label: 'DPM++ 2S Karras' },
{ value: 'dpmpp_2m_k', label: 'DPM++ 2M Karras' },
{ value: 'dpmpp_2m_sde_k', label: 'DPM++ 2M SDE Karras' },
{ value: 'heun_k', label: 'Heun Karras' },
{ value: 'kdpm_2_k', label: 'KDPM 2 Karras' },
{ value: 'kdpm_2_a_k', label: 'KDPM 2 Ancestral Karras' },
{ value: 'lms_k', label: 'LMS Karras' },
{ value: 'unipc_k', label: 'UniPC Karras' },
{ value: 'euler_a', label: 'Euler Ancestral' },
{ value: 'kdpm_2_a', label: 'KDPM 2 Ancestral' },
{ value: 'lcm', label: 'LCM' },

10
invokeai/frontend/web/src/services/api/schema.ts
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@ -3553,7 +3553,7 @@ export type components = {
* @default euler
* @enum {string}
*/
scheduler?: "ddim" | "ddpm" | "deis" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_a" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "lcm" | "tcd";
scheduler?: "ddim" | "ddpm" | "deis" | "deis_k" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_k" | "kdpm_2_a" | "kdpm_2_a_k" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "unipc_k" | "lcm" | "tcd";
/**
* UNet
* @description UNet (scheduler, LoRAs)
@ -8553,7 +8553,7 @@ export type components = {
* Scheduler
* @description Default scheduler for this model
*/
scheduler?: ("ddim" | "ddpm" | "deis" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_a" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "lcm" | "tcd") | null;
scheduler?: ("ddim" | "ddpm" | "deis" | "deis_k" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_k" | "kdpm_2_a" | "kdpm_2_a_k" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "unipc_k" | "lcm" | "tcd") | null;
/**
* Steps
* @description Default number of steps for this model
@ -11467,7 +11467,7 @@ export type components = {
* @default euler
* @enum {string}
*/
scheduler?: "ddim" | "ddpm" | "deis" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_a" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "lcm" | "tcd";
scheduler?: "ddim" | "ddpm" | "deis" | "deis_k" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_k" | "kdpm_2_a" | "kdpm_2_a_k" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "unipc_k" | "lcm" | "tcd";
/**
* type
* @default scheduler
@ -11483,7 +11483,7 @@ export type components = {
* @description Scheduler to use during inference
* @enum {string}
*/
scheduler: "ddim" | "ddpm" | "deis" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_a" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "lcm" | "tcd";
scheduler: "ddim" | "ddpm" | "deis" | "deis_k" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_k" | "kdpm_2_a" | "kdpm_2_a_k" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "unipc_k" | "lcm" | "tcd";
/**
* type
* @default scheduler_output
@ -13261,7 +13261,7 @@ export type components = {
* @default euler
* @enum {string}
*/
scheduler?: "ddim" | "ddpm" | "deis" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_a" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "lcm" | "tcd";
scheduler?: "ddim" | "ddpm" | "deis" | "deis_k" | "lms" | "lms_k" | "pndm" | "heun" | "heun_k" | "euler" | "euler_k" | "euler_a" | "kdpm_2" | "kdpm_2_k" | "kdpm_2_a" | "kdpm_2_a_k" | "dpmpp_2s" | "dpmpp_2s_k" | "dpmpp_2m" | "dpmpp_2m_k" | "dpmpp_2m_sde" | "dpmpp_2m_sde_k" | "dpmpp_sde" | "dpmpp_sde_k" | "unipc" | "unipc_k" | "lcm" | "tcd";
/**
* UNet
* @description UNet (scheduler, LoRAs)