+ Lj(^RIHt^RIHtHt^RIHt!RR]4t!RR4t!RR ]4t !R R ]4t !R R ]4t !RR]4t !RR]4t R#))Any) ConfigMixinregister_to_config) CONFIG_NAMEcaa]tRt^toRt]t]R V3Rll4t] V3RlRl4t V3RlRlt V3RlRlt R t VtV;t#) PipelineCallbacka  Base class for all the official callbacks used in a pipeline. This class provides a structure for implementing custom callbacks and ensures that all callbacks have a consistent interface. Please implement the following: `tensor_inputs`: This should return a list of tensor inputs specific to your callback. You will only be able to include variables listed in the `._callback_tensor_inputs` attribute of your pipeline class. `callback_fn`: This method defines the core functionality of your callback. c<\SV`4VfVe VeVe \R4hVe5\V\4'dRTu;8:dR8:gM\R4hR#R#)NzSEither cutoff_step_ratio or cutoff_step_index should be provided, not both or none.?z6cutoff_step_ratio must be a float between 0.0 and 1.0.)super__init__ ValueError isinstancefloat)selfcutoff_step_ratiocutoff_step_index __class__s&&&?/app/.local/lib/python3.14/site-packages/diffusers/callbacks.pyr PipelineCallback.__init__sk   %*;*C  ).?.Krs s  (,e44SDU=\Y\=\UV V>] )c0<V^8dQhRS[S[,/#returnliststr)format __classdict__s"r __annotate__PipelineCallback.__annotate__$siitCyirc2\RVP 24h)z2You need to set the attribute `tensor_inputs` for NotImplementedErrorr)rs&r tensor_inputsPipelineCallback.tensor_inputs#s!$VW[WeWeVf"ghhrc6<V^8dQhRS[S[S[3,/#rdictrr)rr s"rr!r"'s"jjtTWY\T\~jrc2\RVP 24h)z3You need to implement the method `callback_fn` for r$)rpipeline step_index timestepscallback_kwargss&&&&&r callback_fnPipelineCallback.callback_fn's!$WX\XfXfWg"hiirc6<V^8dQhRS[S[S[3,/#rr))rr s"rr!r"*s"QQ4PSUXPX>Qrc&VPWW44#N)r0)rr,r-timestepr/s&&&&&r__call__PipelineCallback.__call__*shPPr)r N)__name__ __module__ __qualname____firstlineno____doc__r config_namerr propertyr&r0r6__static_attributes____classdictcell__ __classcell__)rr s@@rrrsY K W WiijjQQQrrcda]tRt^.toRtV3RlRlt]V3RlRl4tV3RlRltRt Vt R #) MultiPipelineCallbacksz This class is designed to handle multiple pipeline callbacks. It accepts a list of PipelineCallback objects and provides a unified interface for calling all of them. c0<V^8dQhRS[S[,/#)r callbacks)rr)rr s"rr!#MultiPipelineCallbacks.__annotate__4s##$'7"8#rcWnR#r4rF)rrFs&&rr MultiPipelineCallbacks.__init__4s"rc0<V^8dQhRS[S[,/#rr)rr s"rr!rG8sZZtCyZrclVPUUu.uFqPFq"NK K upp#uuppir4)rFr&)rcallbackinputs& rr&$MultiPipelineCallbacks.tensor_inputs7s+&*nnYn(BXBXBXnYYYs0c6<V^8dQhRS[S[S[3,/#rr))rr s"rr!rG;s4PSUXPX>rc >VPF pV!WW44pK V#)zb Calls all the callbacks in order with the given arguments and returns the final callback_kwargs. rI)rr,r-r5r/rMs&&&&& rr6MultiPipelineCallbacks.__call__;s&H&xXWO'rrIN) r9r:r;r<r=r r?r&r6r@rAr s@rrDrD.s4 ##ZZrrDc<a]tRt^EtoRtR.tV3RlRltRtVtR#)SDCFGCutoffCallbacka Callback function for Stable Diffusion Pipelines. After certain number of steps (set by `cutoff_step_ratio` or `cutoff_step_index`), this callback will disable the CFG. Note: This callback mutates the pipeline by changing the `_guidance_scale` attribute to 0.0 after the cutoff step. prompt_embedsc6<V^8dQhRS[S[S[3,/#rr))rr s"rr! SDCFGCutoffCallback.__annotate__OsdSVX[S[nrc"VPPpVPPpVeTM\VPV,4pW'8Xd;W@P ^,,pVRRpRVnWVP ^,&V#Nr configrrint num_timestepsr&_guidance_scale) rr,r-r5r/rr cutoff_steprVs &&&&& rr0SDCFGCutoffCallback.callback_fnOs KK99 KK99"3!> CH^H^arHrDs   $+,>,>q,ABM)"#.M'*H $5BD..q1 2rr8N r9r:r;r<r=r&r0r@rArSs@rrUrUEs%%MrrUc>a]tRt^btoRt.ROtV3RlRltRtVtR#)SDXLCFGCutoffCallbacka* Callback function for the base Stable Diffusion XL Pipelines. After certain number of steps (set by `cutoff_step_ratio` or `cutoff_step_index`), this callback will disable the CFG. Note: This callback mutates the pipeline by changing the `_guidance_scale` attribute to 0.0 after the cutoff step. c6<V^8dQhRS[S[S[3,/#rr))rr s"rr!"SDXLCFGCutoffCallback.__annotate__psdSVX[S[nrcVPPpVPPpVeTM\VPV,4pW'8XdW@P ^,,pVRRpW@P ^,,p V RRp W@P ^,,p V RRp RVnWVP ^,&WVP ^,&WVP ^,&V#rZr\) rr,r-r5r/rrrarVadd_text_embeds add_time_idss &&&&& rr0!SDXLCFGCutoffCallback.callback_fnps KK99 KK99"3!> CH^H^arHrDs   $+,>,>q,ABM)"#.M-.@.@.CDO-bc2O*+=+=a+@AL',L'*H $5BD..q1 25DD..q1 25AD..q1 2rr8N)rVrirjrcrSs@rrerebsM rrec>a]tRt^toRt.ROtV3RlRltRtVtR#)SDXLControlnetCFGCutoffCallbacka0 Callback function for the Controlnet Stable Diffusion XL Pipelines. After certain number of steps (set by `cutoff_step_ratio` or `cutoff_step_index`), this callback will disable the CFG. Note: This callback mutates the pipeline by changing the `_guidance_scale` attribute to 0.0 after the cutoff step. c6<V^8dQhRS[S[S[3,/#rr))rr s"rr!,SDXLControlnetCFGCutoffCallback.__annotate__sdSVX[S[nrcTVPPpVPPpVeTM\VPV,4pW'8XdW@P ^,,pVRRpW@P ^,,p V RRp W@P ^,,p V RRp W@P ^,,p V RRp RVnWVP ^,&WVP ^,&WVP ^,&WVP ^,&V#rZr\) rr,r-r5r/rrrarVrirjimages &&&&& rr0+SDXLControlnetCFGCutoffCallback.callback_fns$ KK99 KK99"3!> CH^H^arHrDs   $+,>,>q,ABM)"#.M-.@.@.CDO-bc2O*+=+=a+@AL',L$$6$6q$9:E"#JE'*H $5BD..q1 25DD..q1 25AD..q1 25:D..q1 2rr8N)rVrirjrqrcrSs@rrmrmsMrrmc:a]tRt^toRt.tV3RlRltRtVtR#)IPAdapterScaleCutoffCallbackaA Callback function for any pipeline that inherits `IPAdapterMixin`. After certain number of steps (set by `cutoff_step_ratio` or `cutoff_step_index`), this callback will set the IP Adapter scale to `0.0`. Note: This callback mutates the IP Adapter attention processors by setting the scale to 0.0 after the cutoff step. c6<V^8dQhRS[S[S[3,/#rr))rr s"rr!)IPAdapterScaleCutoffCallback.__annotate__s  dSVX[S[n rcVPPpVPPpVeTM\VPV,4pW'8XdVP R4V#)Nr )r]rrr^r_set_ip_adapter_scale)rr,r-r5r/rrras&&&&& rr0(IPAdapterScaleCutoffCallback.callback_fnsa KK99 KK99"3!> CH^H^arHrDs   $  ) )# .rr8NrcrSs@rrtrtsM  rrtc>a]tRt^toRtRR.tV3RlRltRtVtR#)SD3CFGCutoffCallbacka  Callback function for Stable Diffusion 3 Pipelines. After certain number of steps (set by `cutoff_step_ratio` or `cutoff_step_index`), this callback will disable the CFG. Note: This callback mutates the pipeline by changing the `_guidance_scale` attribute to 0.0 after the cutoff step. rVpooled_prompt_embedsc6<V^8dQhRS[S[S[3,/#rr))rr s"rr!!SD3CFGCutoffCallback.__annotate__sdSVX[S[nrcVPPpVPPpVeTM\VPV,4pW'8XdnW@P ^,,pVRRpW@P ^,,p V RRp RVnWVP ^,&WVP ^,&V#rZr\) rr,r-r5r/rrrarVr|s &&&&& rr0 SD3CFGCutoffCallback.callback_fns KK99 KK99"3!> CH^H^arHrDs   $+,>,>q,ABM)"#.M#23E3Ea3H#I #7$ (+H $5BD..q1 25ID..q1 2rr8NrcrSs@rr{r{s!%&<=Mrr{N)typingrconfiguration_utilsrrutilsrrrDrUrermrtr{r8rrrsj@$Q{$QN.*:','T-&6-`#30 + r