Buckets:
hf-doc-build/doc / diffusers /v0.10.2 /en /_app /pages /using-diffusers /configuration.mdx-hf-doc-builder.js
| import{S as At,i as jt,s as Nt,e as r,k as f,w as C,t,M as Ot,c as a,d as o,m as g,a as i,x as P,h as n,b as m,G as e,g as E,y as k,q as S,o as I,B as L,v as Tt,L as qt}from"../../chunks/vendor-hf-doc-builder.js";import{T as Lt}from"../../chunks/Tip-hf-doc-builder.js";import{D as _e}from"../../chunks/Docstring-hf-doc-builder.js";import{C as Ut}from"../../chunks/CodeBlock-hf-doc-builder.js";import{I as Ft}from"../../chunks/IconCopyLink-hf-doc-builder.js";import{E as Jt}from"../../chunks/ExampleCodeBlock-hf-doc-builder.js";function Wt(U){let c,$,d,u,v;return u=new Ut({props:{code:`from diffusers import DDPMScheduler, DDIMScheduler, PNDMScheduler | |
| # Download scheduler from huggingface.co and cache. | |
| scheduler = DDPMScheduler.from_pretrained("google/ddpm-cifar10-32") | |
| # Instantiate DDIM scheduler class with same config as DDPM | |
| scheduler = DDIMScheduler.from_config(scheduler.config) | |
| # Instantiate PNDM scheduler class with same config as DDPM | |
| scheduler = PNDMScheduler.from_config(scheduler.config)`,highlighted:`<span class="hljs-meta">>>> </span><span class="hljs-keyword">from</span> diffusers <span class="hljs-keyword">import</span> DDPMScheduler, DDIMScheduler, PNDMScheduler | |
| <span class="hljs-meta">>>> </span><span class="hljs-comment"># Download scheduler from huggingface.co and cache.</span> | |
| <span class="hljs-meta">>>> </span>scheduler = DDPMScheduler.from_pretrained(<span class="hljs-string">"google/ddpm-cifar10-32"</span>) | |
| <span class="hljs-meta">>>> </span><span class="hljs-comment"># Instantiate DDIM scheduler class with same config as DDPM</span> | |
| <span class="hljs-meta">>>> </span>scheduler = DDIMScheduler.from_config(scheduler.config) | |
| <span class="hljs-meta">>>> </span><span class="hljs-comment"># Instantiate PNDM scheduler class with same config as DDPM</span> | |
| <span class="hljs-meta">>>> </span>scheduler = PNDMScheduler.from_config(scheduler.config)`}}),{c(){c=r("p"),$=t("Examples:"),d=f(),C(u.$$.fragment)},l(l){c=a(l,"P",{});var p=i(c);$=n(p,"Examples:"),p.forEach(o),d=g(l),P(u.$$.fragment,l)},m(l,p){E(l,c,p),e(c,$),E(l,d,p),k(u,l,p),v=!0},p:qt,i(l){v||(S(u.$$.fragment,l),v=!0)},o(l){I(u.$$.fragment,l),v=!1},d(l){l&&o(c),l&&o(d),L(u,l)}}}function Rt(U){let c,$,d,u,v,l,p,y;return{c(){c=r("p"),$=t("It is required to be logged in ("),d=r("code"),u=t("huggingface-cli login"),v=t(") when you want to use private or "),l=r("a"),p=t(`gated | |
| models`),y=t("."),this.h()},l(O){c=a(O,"P",{});var w=i(c);$=n(w,"It is required to be logged in ("),d=a(w,"CODE",{});var D=i(d);u=n(D,"huggingface-cli login"),D.forEach(o),v=n(w,") when you want to use private or "),l=a(w,"A",{href:!0,rel:!0});var le=i(l);p=n(le,`gated | |
| models`),le.forEach(o),y=n(w,"."),w.forEach(o),this.h()},h(){m(l,"href","https://huggingface.co/docs/hub/models-gated#gated-models"),m(l,"rel","nofollow")},m(O,w){E(O,c,w),e(c,$),e(c,d),e(d,u),e(c,v),e(c,l),e(l,p),e(c,y)},d(O){O&&o(c)}}}function Vt(U){let c,$,d,u,v;return{c(){c=r("p"),$=t("Activate the special "),d=r("a"),u=t("\u201Coffline-mode\u201D"),v=t(` to | |
| use this method in a firewalled environment.`),this.h()},l(l){c=a(l,"P",{});var p=i(c);$=n(p,"Activate the special "),d=a(p,"A",{href:!0,rel:!0});var y=i(d);u=n(y,"\u201Coffline-mode\u201D"),y.forEach(o),v=n(p,` to | |
| use this method in a firewalled environment.`),p.forEach(o),this.h()},h(){m(d,"href","https://huggingface.co/transformers/installation.html#offline-mode"),m(d,"rel","nofollow")},m(l,p){E(l,c,p),e(c,$),e(c,d),e(d,u),e(c,v)},d(l){l&&o(c)}}}function zt(U){let c,$,d,u,v,l,p,y,O,w,D,le,ve,Qe,Xe,Je,h,X,Ye,T,Ze,be,eo,oo,ce,to,no,so,Y,$e,de,ro,ao,we,fe,io,lo,ye,co,fo,M,A,xe,go,ho,Ee,uo,mo,ge,po,_o,vo,F,De,bo,$o,Me,wo,yo,xo,J,Ce,Eo,Do,Pe,Mo,Co,Po,j,ke,ko,So,Se,Io,Lo,Ie,Ao,jo,No,N,Z,Oo,Le,To,qo,W,Uo,x,ee,Fo,Ae,Jo,Wo,R,Ro,V,Vo,z,oe,zo,q,Bo,je,Go,Ho,he,Ko,Qo,Xo,B,te,Yo,Ne,Zo,et,G,ne,ot,Oe,tt,We,H,nt,se,st,rt,Re;return l=new Ft({}),X=new _e({props:{name:"class diffusers.ConfigMixin",anchor:"diffusers.ConfigMixin",parameters:[],source:"https://github.com/huggingface/diffusers/blob/v0.10.2/src/diffusers/configuration_utils.py#L74"}}),Z=new _e({props:{name:"from_config",anchor:"diffusers.ConfigMixin.from_config",parameters:[{name:"config",val:": typing.Union[diffusers.configuration_utils.FrozenDict, typing.Dict[str, typing.Any]] = None"},{name:"return_unused_kwargs",val:" = False"},{name:"**kwargs",val:""}],parametersDescription:[{anchor:"diffusers.ConfigMixin.from_config.config",description:`<strong>config</strong> (<code>Dict[str, Any]</code>) — | |
| A config dictionary from which the Python class will be instantiated. Make sure to only load | |
| configuration files of compatible classes.`,name:"config"},{anchor:"diffusers.ConfigMixin.from_config.return_unused_kwargs",description:`<strong>return_unused_kwargs</strong> (<code>bool</code>, <em>optional</em>, defaults to <code>False</code>) — | |
| Whether kwargs that are not consumed by the Python class should be returned or not.`,name:"return_unused_kwargs"},{anchor:"diffusers.ConfigMixin.from_config.kwargs",description:`<strong>kwargs</strong> (remaining dictionary of keyword arguments, <em>optional</em>) — | |
| Can be used to update the configuration object (after it being loaded) and initiate the Python class. | |
| <code>**kwargs</code> will be directly passed to the underlying scheduler/model’s <code>__init__</code> method and eventually | |
| overwrite same named arguments of <code>config</code>.`,name:"kwargs"}],source:"https://github.com/huggingface/diffusers/blob/v0.10.2/src/diffusers/configuration_utils.py#L140"}}),W=new Jt({props:{anchor:"diffusers.ConfigMixin.from_config.example",$$slots:{default:[Wt]},$$scope:{ctx:U}}}),ee=new _e({props:{name:"load_config",anchor:"diffusers.ConfigMixin.load_config",parameters:[{name:"pretrained_model_name_or_path",val:": typing.Union[str, os.PathLike]"},{name:"return_unused_kwargs",val:" = False"},{name:"**kwargs",val:""}],parametersDescription:[{anchor:"diffusers.ConfigMixin.load_config.pretrained_model_name_or_path",description:`<strong>pretrained_model_name_or_path</strong> (<code>str</code> or <code>os.PathLike</code>, <em>optional</em>) — | |
| Can be either:</p> | |
| <ul> | |
| <li>A string, the <em>model id</em> of a model repo on huggingface.co. Valid model ids should have an | |
| organization name, like <code>google/ddpm-celebahq-256</code>.</li> | |
| <li>A path to a <em>directory</em> containing model weights saved using <a href="/docs/diffusers/v0.10.2/en/using-diffusers/configuration#diffusers.ConfigMixin.save_config">save_config()</a>, e.g., | |
| <code>./my_model_directory/</code>.</li> | |
| </ul>`,name:"pretrained_model_name_or_path"},{anchor:"diffusers.ConfigMixin.load_config.cache_dir",description:`<strong>cache_dir</strong> (<code>Union[str, os.PathLike]</code>, <em>optional</em>) — | |
| Path to a directory in which a downloaded pretrained model configuration should be cached if the | |
| standard cache should not be used.`,name:"cache_dir"},{anchor:"diffusers.ConfigMixin.load_config.force_download",description:`<strong>force_download</strong> (<code>bool</code>, <em>optional</em>, defaults to <code>False</code>) — | |
| Whether or not to force the (re-)download of the model weights and configuration files, overriding the | |
| cached versions if they exist.`,name:"force_download"},{anchor:"diffusers.ConfigMixin.load_config.resume_download",description:`<strong>resume_download</strong> (<code>bool</code>, <em>optional</em>, defaults to <code>False</code>) — | |
| Whether or not to delete incompletely received files. Will attempt to resume the download if such a | |
| file exists.`,name:"resume_download"},{anchor:"diffusers.ConfigMixin.load_config.proxies",description:`<strong>proxies</strong> (<code>Dict[str, str]</code>, <em>optional</em>) — | |
| A dictionary of proxy servers to use by protocol or endpoint, e.g., <code>{'http': 'foo.bar:3128', 'http://hostname': 'foo.bar:4012'}</code>. The proxies are used on each request.`,name:"proxies"},{anchor:"diffusers.ConfigMixin.load_config.output_loading_info(bool,",description:`<strong>output_loading_info(<code>bool</code>,</strong> <em>optional</em>, defaults to <code>False</code>) — | |
| Whether or not to also return a dictionary containing missing keys, unexpected keys and error messages.`,name:"output_loading_info(bool,"},{anchor:"diffusers.ConfigMixin.load_config.local_files_only(bool,",description:`<strong>local_files_only(<code>bool</code>,</strong> <em>optional</em>, defaults to <code>False</code>) — | |
| Whether or not to only look at local files (i.e., do not try to download the model).`,name:"local_files_only(bool,"},{anchor:"diffusers.ConfigMixin.load_config.use_auth_token",description:`<strong>use_auth_token</strong> (<code>str</code> or <em>bool</em>, <em>optional</em>) — | |
| The token to use as HTTP bearer authorization for remote files. If <code>True</code>, will use the token generated | |
| when running <code>transformers-cli login</code> (stored in <code>~/.huggingface</code>).`,name:"use_auth_token"},{anchor:"diffusers.ConfigMixin.load_config.revision",description:`<strong>revision</strong> (<code>str</code>, <em>optional</em>, defaults to <code>"main"</code>) — | |
| The specific model version to use. It can be a branch name, a tag name, or a commit id, since we use a | |
| git-based system for storing models and other artifacts on huggingface.co, so <code>revision</code> can be any | |
| identifier allowed by git.`,name:"revision"},{anchor:"diffusers.ConfigMixin.load_config.subfolder",description:`<strong>subfolder</strong> (<code>str</code>, <em>optional</em>, defaults to <code>""</code>) — | |
| In case the relevant files are located inside a subfolder of the model repo (either remote in | |
| huggingface.co or downloaded locally), you can specify the folder name here.`,name:"subfolder"}],source:"https://github.com/huggingface/diffusers/blob/v0.10.2/src/diffusers/configuration_utils.py#L232"}}),R=new Lt({props:{$$slots:{default:[Rt]},$$scope:{ctx:U}}}),V=new Lt({props:{$$slots:{default:[Vt]},$$scope:{ctx:U}}}),oe=new _e({props:{name:"save_config",anchor:"diffusers.ConfigMixin.save_config",parameters:[{name:"save_directory",val:": typing.Union[str, os.PathLike]"},{name:"push_to_hub",val:": bool = False"},{name:"**kwargs",val:""}],parametersDescription:[{anchor:"diffusers.ConfigMixin.save_config.save_directory",description:`<strong>save_directory</strong> (<code>str</code> or <code>os.PathLike</code>) — | |
| Directory where the configuration JSON file will be saved (will be created if it does not exist).`,name:"save_directory"}],source:"https://github.com/huggingface/diffusers/blob/v0.10.2/src/diffusers/configuration_utils.py#L120"}}),te=new _e({props:{name:"to_json_file",anchor:"diffusers.ConfigMixin.to_json_file",parameters:[{name:"json_file_path",val:": typing.Union[str, os.PathLike]"}],parametersDescription:[{anchor:"diffusers.ConfigMixin.to_json_file.json_file_path",description:`<strong>json_file_path</strong> (<code>str</code> or <code>os.PathLike</code>) — | |
| Path to the JSON file in which this configuration instance’s parameters will be saved.`,name:"json_file_path"}],source:"https://github.com/huggingface/diffusers/blob/v0.10.2/src/diffusers/configuration_utils.py#L515"}}),ne=new _e({props:{name:"to_json_string",anchor:"diffusers.ConfigMixin.to_json_string",parameters:[],source:"https://github.com/huggingface/diffusers/blob/v0.10.2/src/diffusers/configuration_utils.py#L496",returnDescription:` | |
| <p>String containing all the attributes that make up this configuration instance in JSON format.</p> | |
| `,returnType:` | |
| <p><code>str</code></p> | |
| `}}),{c(){c=r("meta"),$=f(),d=r("h1"),u=r("a"),v=r("span"),C(l.$$.fragment),p=f(),y=r("span"),O=t("Configuration"),w=f(),D=r("p"),le=t("The handling of configurations in Diffusers is with the "),ve=r("code"),Qe=t("ConfigMixin"),Xe=t(" class."),Je=f(),h=r("div"),C(X.$$.fragment),Ye=f(),T=r("p"),Ze=t("Base class for all configuration classes. Stores all configuration parameters under "),be=r("code"),eo=t("self.config"),oo=t(` Also handles all | |
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| `),he=r("a"),Ko=t("from_config()"),Qo=t(" class method."),Xo=f(),B=r("div"),C(te.$$.fragment),Yo=f(),Ne=r("p"),Zo=t("Save this instance to a JSON file."),et=f(),G=r("div"),C(ne.$$.fragment),ot=f(),Oe=r("p"),tt=t("Serializes this instance to a JSON string."),We=f(),H=r("p"),nt=t("Under further construction \u{1F6A7}, open a "),se=r("a"),st=t("PR"),rt=t(" if you want to contribute!"),this.h()},l(s){const b=Ot('[data-svelte="svelte-1phssyn"]',document.head);c=a(b,"META",{name:!0,content:!0}),b.forEach(o),$=g(s),d=a(s,"H1",{class:!0});var re=i(d);u=a(re,"A",{id:!0,class:!0,href:!0});var Te=i(u);v=a(Te,"SPAN",{});var qe=i(v);P(l.$$.fragment,qe),qe.forEach(o),Te.forEach(o),p=g(re),y=a(re,"SPAN",{});var at=i(y);O=n(at,"Configuration"),at.forEach(o),re.forEach(o),w=g(s),D=a(s,"P",{});var Ve=i(D);le=n(Ve,"The handling of configurations in Diffusers is with the "),ve=a(Ve,"CODE",{});var it=i(ve);Qe=n(it,"ConfigMixin"),it.forEach(o),Xe=n(Ve," class."),Ve.forEach(o),Je=g(s),h=a(s,"DIV",{class:!0});var _=i(h);P(X.$$.fragment,_),Ye=g(_),T=a(_,"P",{});var ue=i(T);Ze=n(ue,"Base class for all configuration classes. Stores all configuration parameters under "),be=a(ue,"CODE",{});var lt=i(be);eo=n(lt,"self.config"),lt.forEach(o),oo=n(ue,` Also handles all | |
| methods for loading/downloading/saving classes inheriting from `),ce=a(ue,"A",{href:!0});var ct=i(ce);to=n(ct,"ConfigMixin"),ct.forEach(o),no=n(ue," with"),ue.forEach(o),so=g(_),Y=a(_,"UL",{});var ze=i(Y);$e=a(ze,"LI",{});var dt=i($e);de=a(dt,"A",{href:!0});var ft=i(de);ro=n(ft,"from_config()"),ft.forEach(o),dt.forEach(o),ao=g(ze),we=a(ze,"LI",{});var gt=i(we);fe=a(gt,"A",{href:!0});var ht=i(fe);io=n(ht,"save_config()"),ht.forEach(o),gt.forEach(o),ze.forEach(o),lo=g(_),ye=a(_,"P",{});var ut=i(ye);co=n(ut,"Class attributes:"),ut.forEach(o),fo=g(_),M=a(_,"UL",{});var K=i(M);A=a(K,"LI",{});var ae=i(A);xe=a(ae,"STRONG",{});var mt=i(xe);go=n(mt,"config_name"),mt.forEach(o),ho=n(ae," ("),Ee=a(ae,"CODE",{});var pt=i(Ee);uo=n(pt,"str"),pt.forEach(o),mo=n(ae,`) \u2014 A filename under which the config should stored when calling | |
| `),ge=a(ae,"A",{href:!0});var _t=i(ge);po=n(_t,"save_config()"),_t.forEach(o),_o=n(ae," (should be overridden by parent class)."),ae.forEach(o),vo=g(K),F=a(K,"LI",{});var Ue=i(F);De=a(Ue,"STRONG",{});var vt=i(De);bo=n(vt,"ignore_for_config"),vt.forEach(o),$o=n(Ue," ("),Me=a(Ue,"CODE",{});var bt=i(Me);wo=n(bt,"List[str]"),bt.forEach(o),yo=n(Ue,`) \u2014 A list of attributes that should not be saved in the config (should be | |
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