diffusers/pr_7930/en/_app/immutable/nodes/10.ea70dd6d.js

import{s as Je,o as Ke,n as Qe}from"../chunks/scheduler.8c3d61f6.js";import{S as We,i as Xe,g as n,s as a,r as _,A as Ye,h as s,f as i,c as r,j as y,u as b,x as p,k as E,y as t,a as m,v as x,d as P,t as T,w}from"../chunks/index.589a98e8.js";import{T as Ze}from"../chunks/Tip.42aa8582.js";import{D as ne}from"../chunks/Docstring.27406313.js";import{H as Be,E as et}from"../chunks/EditOnGithub.e5a8d9cb.js";function tt(oe){let f,L='Refer to the <a href="../../tutorials/using_peft_for_inference.md">Inference with PEFT</a> tutorial for an overview of how to use PEFT in Diffusers for inference.';return{c(){f=n("p"),f.innerHTML=L},l(u){f=s(u,"P",{"data-svelte-h":!0}),p(f)!=="svelte-1yhqcl5"&&(f.innerHTML=L)},m(u,q){m(u,f,q)},p:Qe,d(u){u&&i(f)}}}function at(oe){let f,L,u,q,C,ie,A,Fe='Diffusers supports loading adapters such as <a href="../../using-diffusers/loading_adapters">LoRA</a> with the <a href="https://huggingface.co/docs/peft/index" rel="nofollow">PEFT</a> library with the <a href="/docs/diffusers/pr_7930/en/api/loaders/peft#diffusers.loaders.PeftAdapterMixin">PeftAdapterMixin</a> class. This allows modeling classes in Diffusers like <a href="/docs/diffusers/pr_7930/en/api/models/unet2d-cond#diffusers.UNet2DConditionModel">UNet2DConditionModel</a> to load an adapter.',de,M,le,H,fe,o,F,ce,S,De=`A class containing all functions for loading and using adapters weights that are supported in PEFT library. For
more details about adapters and injecting them in a transformer-based model, check out the PEFT
<a href="https://huggingface.co/docs/peft/index" rel="nofollow">documentation</a>.`,he,G,Ie="Install the latest version of PEFT, and use this mixin to:",ge,R,je="<li>Attach new adapters in the model.</li> <li>Attach multiple adapters and iteratively activate/deactivate them.</li> <li>Activate/deactivate all adapters from the model.</li> <li>Get a list of the active adapters.</li>",$e,c,D,ve,z,Ue="Gets the current list of active adapters of the model.",_e,N,Ve=`If you are not familiar with adapters and PEFT methods, we invite you to read more about them on the PEFT
<a href="https://huggingface.co/docs/peft" rel="nofollow">documentation</a>.`,be,h,I,xe,O,ke=`Adds a new adapter to the current model for training. If no adapter name is passed, a default name is assigned
to the adapter to follow the convention of the PEFT library.`,Pe,B,qe=`If you are not familiar with adapters and PEFT methods, we invite you to read more about them in the PEFT
<a href="https://huggingface.co/docs/peft" rel="nofollow">documentation</a>.`,Te,g,j,we,J,Se="Disable all adapters attached to the model and fallback to inference with the base model only.",Me,K,Ge=`If you are not familiar with adapters and PEFT methods, we invite you to read more about them on the PEFT
<a href="https://huggingface.co/docs/peft" rel="nofollow">documentation</a>.`,ye,$,U,Ee,Q,Re=`Enable adapters that are attached to the model. The model uses <code>self.active_adapters()</code> to retrieve the list of
adapters to enable.`,Le,W,ze=`If you are not familiar with adapters and PEFT methods, we invite you to read more about them on the PEFT
<a href="https://huggingface.co/docs/peft" rel="nofollow">documentation</a>.`,Ce,v,V,Ae,X,Ne="Sets a specific adapter by forcing the model to only use that adapter and disables the other adapters.",He,Y,Oe=`If you are not familiar with adapters and PEFT methods, we invite you to read more about them on the PEFT
<a href="https://huggingface.co/docs/peft" rel="nofollow">documentation</a>.`,pe,k,me,se,ue;return C=new Be({props:{title:"PEFT",local:"peft",headingTag:"h1"}}),M=new Ze({props:{$$slots:{default:[tt]},$$scope:{ctx:oe}}}),H=new Be({props:{title:"PeftAdapterMixin",local:"diffusers.loaders.PeftAdapterMixin",headingTag:"h2"}}),F=new ne({props:{name:"class diffusers.loaders.PeftAdapterMixin",anchor:"diffusers.loaders.PeftAdapterMixin",parameters:[],source:"https://github.com/huggingface/diffusers/blob/vr_7930/src/diffusers/loaders/peft.py#L20"}}),D=new ne({props:{name:"active_adapters",anchor:"diffusers.loaders.PeftAdapterMixin.active_adapters",parameters:[],source:"https://github.com/huggingface/diffusers/blob/vr_7930/src/diffusers/loaders/peft.py#L168"}}),I=new ne({props:{name:"add_adapter",anchor:"diffusers.loaders.PeftAdapterMixin.add_adapter",parameters:[{name:"adapter_config",val:""},{name:"adapter_name",val:": str = 'default'"}],parametersDescription:[{anchor:"diffusers.loaders.PeftAdapterMixin.add_adapter.adapter_config",description:`<strong>adapter_config</strong> (<code>[~peft.PeftConfig]</code>) &#x2014;
The configuration of the adapter to add; supported adapters are non-prefix tuning and adaption prompt
methods.`,name:"adapter_config"},{anchor:"diffusers.loaders.PeftAdapterMixin.add_adapter.adapter_name",description:`<strong>adapter_name</strong> (<code>str</code>, <em>optional</em>, defaults to <code>&quot;default&quot;</code>) &#x2014;
The name of the adapter to add. If no name is passed, a default name is assigned to the adapter.`,name:"adapter_name"}],source:"https://github.com/huggingface/diffusers/blob/vr_7930/src/diffusers/loaders/peft.py#L36"}}),j=new ne({props:{name:"disable_adapters",anchor:"diffusers.loaders.PeftAdapterMixin.disable_adapters",parameters:[],source:"https://github.com/huggingface/diffusers/blob/vr_7930/src/diffusers/loaders/peft.py#L123"}}),U=new ne({props:{name:"enable_adapters",anchor:"diffusers.loaders.PeftAdapterMixin.enable_adapters",parameters:[],source:"https://github.com/huggingface/diffusers/blob/vr_7930/src/diffusers/loaders/peft.py#L145"}}),V=new ne({props:{name:"set_adapter",anchor:"diffusers.loaders.PeftAdapterMixin.set_adapter",parameters:[{name:"adapter_name",val:": Union"}],parametersDescription:[{anchor:"diffusers.loaders.PeftAdapterMixin.set_adapter.adapter_name",description:`<strong>adapter_name</strong> (Union[str, List[str]])) &#x2014;
The list of adapters to set or the adapter name in the case of a single adapter.`,name:"adapter_name"}],source:"https://github.com/huggingface/diffusers/blob/vr_7930/src/diffusers/loaders/peft.py#L74"}}),k=new 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