diffusers/main/en/_app/immutable/nodes/49.b5232a8a.js

import{s as ot,o as ft,n as ut}from"../chunks/scheduler.8c3d61f6.js";import{S as dt,i as mt,g as l,s as n,r as o,A as ct,h as p,f as s,c as a,j as I,u as f,x as h,k as O,y as u,a as i,v as d,d as m,t as c,w as g}from"../chunks/index.da70eac4.js";import{T as pt}from"../chunks/Tip.1d9b8c37.js";import{D as te}from"../chunks/Docstring.ee4b6913.js";import{C as Se}from"../chunks/CodeBlock.00a903b3.js";import{H as fe,E as gt}from"../chunks/EditOnGithub.1e64e623.js";function $t(se){let r,x="To check a specific pipeline or model output, refer to its corresponding API documentation.";return{c(){r=l("p"),r.textContent=x},l($){r=p($,"P",{"data-svelte-h":!0}),h(r)!=="svelte-60gd7d"&&(r.textContent=x)},m($,T){i($,r,T)},p:ut,d($){$&&s(r)}}}function ht(se){let r,x=`You can’t unpack a <code>BaseOutput</code> directly. Use the <a href="/docs/diffusers/main/en/api/outputs#diffusers.utils.BaseOutput.to_tuple">to_tuple()</a> method to convert it to a tuple
first.`;return{c(){r=l("p"),r.innerHTML=x},l($){r=p($,"P",{"data-svelte-h":!0}),h(r)!=="svelte-140uywr"&&(r.innerHTML=x)},m($,T){i($,r,T)},p:ut,d($){$&&s(r)}}}function bt(se){let r,x,$,T,V,me,B,Qe='All model outputs are subclasses of <a href="/docs/diffusers/main/en/api/outputs#diffusers.utils.BaseOutput">BaseOutput</a>, data structures containing all the information returned by the model. The outputs can also be used as tuples or dictionaries.',ce,E,Xe="For example:",ge,k,$e,U,Ye='The <code>outputs</code> object is a <a href="/docs/diffusers/main/en/api/pipelines/latent_diffusion#diffusers.ImagePipelineOutput">ImagePipelineOutput</a> which means it has an image attribute.',he,z,Ke="You can access each attribute as you normally would or with a keyword lookup, and if that attribute is not returned by the model, you will get <code>None</code>:",be,D,_e,j,et=`When considering the <code>outputs</code> object as a tuple, it only considers the attributes that don’t have <code>None</code> values.
For instance, retrieving an image by indexing into it returns the tuple <code>(outputs.images)</code>:`,ve,F,xe,L,Pe,J,ye,b,A,je,ie,tt=`Base class for all model outputs as dataclass. Has a <code>__getitem__</code> that allows indexing by integer or slice (like a
tuple) or strings (like a dictionary) that will ignore the <code>None</code> attributes. Otherwise behaves like a regular
Python dictionary.`,Fe,C,Je,M,N,Ae,ne,st="Convert self to a tuple containing all the attributes/keys that are not <code>None</code>.",we,Z,Ie,P,q,Ne,ae,it="Output class for image pipelines.",Oe,G,Te,_,R,Ze,re,nt="Output class for image pipelines.",qe,H,W,Ge,le,at="“Returns a new object replacing the specified fields with new values.",Le,S,Ce,y,Q,Re,pe,rt="Output class for audio pipelines.",Me,X,He,w,Y,We,ue,lt="Output class for joint image-text pipelines.",Ve,K,Be,de,Ee;return V=new fe({props:{title:"Outputs",local:"outputs",headingTag:"h1"}}),k=new Se({props:{code:"ZnJvbSUyMGRpZmZ1c2VycyUyMGltcG9ydCUyMERESU1QaXBlbGluZSUwQSUwQXBpcGVsaW5lJTIwJTNEJTIwRERJTVBpcGVsaW5lLmZyb21fcHJldHJhaW5lZCglMjJnb29nbGUlMkZkZHBtLWNpZmFyMTAtMzIlMjIpJTBBb3V0cHV0cyUyMCUzRCUyMHBpcGVsaW5lKCk=",highlighted:`<span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DDIMPipeline

pipeline = DDIMPipeline.from_pretrained(<span class="hljs-string">&quot;google/ddpm-cifar10-32&quot;</span>)
outputs = pipeline()`,wrap:!1}}),D=new Se({props:{code:"b3V0cHV0cy5pbWFnZXMlMEFvdXRwdXRzJTVCJTIyaW1hZ2VzJTIyJTVE",highlighted:`outputs.images
outputs[<span class="hljs-string">&quot;images&quot;</span>]`,wrap:!1}}),F=new Se({props:{code:"b3V0cHV0cyU1QiUzQTElNUQ=",highlighted:'outputs[:<span class="hljs-number">1</span>]',wrap:!1}}),L=new pt({props:{$$slots:{default:[$t]},$$scope:{ctx:se}}}),J=new fe({props:{title:"BaseOutput",local:"diffusers.utils.BaseOutput",headingTag:"h2"}}),A=new te({props:{name:"class diffusers.utils.BaseOutput",anchor:"diffusers.utils.BaseOutput",parameters:"",source:"https://github.com/huggingface/diffusers/blob/main/src/diffusers/utils/outputs.py#L40"}}),C=new pt({props:{warning:!0,$$slots:{default:[ht]},$$scope:{ctx:se}}}),N=new te({props:{name:"to_tuple",anchor:"diffusers.utils.BaseOutput.to_tuple",parameters:[],source:"https://github.com/huggingface/diffusers/blob/main/src/diffusers/utils/outputs.py#L133"}}),Z=new fe({props:{title:"ImagePipelineOutput",local:"diffusers.ImagePipelineOutput",headingTag:"h2"}}),q=new te({props:{name:"class diffusers.ImagePipelineOutput",anchor:"diffusers.ImagePipelineOutput",parameters:[{name:"images",val:": Union"}],parametersDescription:[{anchor:"diffusers.ImagePipelineOutput.images",description:`<strong>images</strong> (<code>List[PIL.Image.Image]</code> or <code>np.ndarray</code>) &#x2014;
List of denoised PIL images of length <code>batch_size</code> or NumPy array of shape <code>(batch_size, height, width, num_channels)</code>.`,name:"images"}],source:"https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/pipeline_utils.py#L106"}}),G=new fe({props:{title:"FlaxImagePipelineOutput",local:"diffusers.pipelines.pipeline_flax_utils.FlaxImagePipelineOutput",headingTag:"h2"}}),R=new te({props:{name:"class diffusers.pipelines.pipeline_flax_utils.FlaxImagePipelineOutput",anchor:"diffusers.pipelines.pipeline_flax_utils.FlaxImagePipelineOutput",parameters:[{name:"images",val:": Union"}],parametersDescription:[{anchor:"diffusers.pipelines.pipeline_flax_utils.FlaxImagePipelineOutput.images",description:`<strong>images</strong> (<code>List[PIL.Image.Image]</code> or <code>np.ndarray</code>) &#x2014;
List of denoised PIL images of length <code>batch_size</code> or NumPy array of shape <code>(batch_size, height, width, num_channels)</code>.`,name:"images"}],source:"https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/pipeline_flax_utils.py#L87"}}),W=new te({props:{name:"replace",anchor:"diffusers.pipelines.pipeline_flax_utils.FlaxImagePipelineOutput.replace",parameters:[{name:"**updates",val:""}],source:"https://github.com/huggingface/diffusers/blob/main/src/flax/struct.py#L121"}}),S=new fe({props:{title:"AudioPipelineOutput",local:"diffusers.AudioPipelineOutput",headingTag:"h2"}}),Q=new te({props:{name:"class diffusers.AudioPipelineOutput",anchor:"diffusers.AudioPipelineOutput",parameters:[{name:"audios",val:": ndarray"}],parametersDescription:[{anchor:"diffusers.AudioPipelineOutput.audios",description:`<strong>audios</strong> (<code>np.ndarray</code>) &#x2014;
List of denoised audio samples of a NumPy array of shape <code>(batch_size, num_channels, sample_rate)</code>.`,name:"audios"}],source:"https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/pipeline_utils.py#L120"}}),X=new fe({props:{title:"ImageTextPipelineOutput",local:"diffusers.ImageTextPipelineOutput",headingTag:"h2"}}),Y=new te({props:{name:"class diffusers.ImageTextPipelineOutput",anchor:"diffusers.ImageTextPipelineOutput",parameters:[{name:"images",val:": Union"},{name:"text",val:": Union"}],parametersDescription:[{anchor:"diffusers.ImageTextPipelineOutput.images",description:`<strong>images</strong> (<code>List[PIL.Image.Image]</code> or <code>np.ndarray</code>) &#x2014;
List of denoised PIL images of length <code>batch_size</code> or NumPy array of shape <code>(batch_size, height, width, num_channels)</code>.`,name:"images"},{anchor:"diffusers.ImageTextPipelineOutput.text",description:`<strong>text</strong> (<code>List[str]</code> or <code>List[List[str]]</code>) &#x2014;
List of generated text strings of length <code>batch_size</code> or a list of list of strings whose outer list has
length <code>batch_size</code>.`,name:"text"}],source:"https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/unidiffuser/pipeline_unidiffuser.py#L33"}}),K=new 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