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HTTP/1.1 200 OKDate: Sat, 27 Sep 2025 05:24:18 GMTContent-Type: text/html; charsetutf-8Content-Length: 23197Connection: keep-aliveserver: uvicornx-proxied-host: http://10.29.182.139x-proxied-replica: 50zv9ndq-lrm06x-proxied-path: /link: https://huggingface.co/spaces/hf-accelerate/accelerate_examples>;relcanonicalx-request-id: f5yNbcvary: origin, access-control-request-method, access-control-request-headersaccess-control-allow-credentials: true !doctype html>html langen style margin: 0; padding: 0; min-height: 100%; display: flex; flex-direction: column; > head> meta charsetutf-8 /> meta nameviewport contentwidthdevice-width, initial-scale1, shrink-to-fitno /> style> :root { --bg: white; --col: #1f2937; --bg-dark: #0b0f19; --col-dark: #f3f4f6; } body { background: var(--bg); color: var(--col); font-family: Arial, Helvetica, sans-serif; } @media (prefers-color-scheme: dark) { body { background: var(--bg-dark); color: var(--col-dark); } } /style> meta propertyog:url contenthttps://gradio.app/ /> meta propertyog:type contentwebsite /> meta propertyog:image content /> meta propertyog:title contentGradio /> meta propertyog:description content /> meta nametwitter:card contentsummary_large_image /> meta nametwitter:creator content@teamGradio /> meta nametwitter:title contentGradio /> meta nametwitter:description content /> meta nametwitter:image content /> script data-gradio-mode> window.__gradio_mode__ app; window.iFrameResizer { heightCalculationMethod: taggedElement }; window.parent?.postMessage( { type: SET_SCROLLING, enabled: false }, * ); /script> script>window.gradio_config {version:4.36.0,mode:blocks,app_id:10219423207918062869,dev_mode:false,analytics_enabled:true,components:{id:1,type:tabs,props:{visible:true,name:tabs},skip_api:true,component_class_id:3e4202431baca71099b95e73fb9d900c,key:null},{id:2,type:tabitem,props:{label:Basic Training Integration,visible:true,interactive:true,name:tab},skip_api:true,component_class_id:18f46968e2b273dc5dbda0fe78433d7e,key:null},{id:3,type:textbox,props:{value:base,lines:1,max_lines:20,label:tab_name,show_label:true,container:true,min_width:160,visible:false,autofocus:false,autoscroll:true,elem_classes:,type:text,rtl:false,show_copy_button:false,name:textbox,_selectable:false},skip_api:false,component_class_id:d0491bb0fbd427bdb2a4549c4d1ac869,key:null,api_info:{type:string},example_inputs:Hello!!},{id:4,type:radio,props:{choices:Basic,Basic,Calculating Metrics,Calculating Metrics,Checkpointing,Checkpointing,Experiment Tracking,Experiment Tracking,Gradient Accumulation,Gradient Accumulation,value:Basic,type:value,label:Select a feature you would like to integrate,show_label:true,container:true,min_width:160,visible:true,elem_classes:,name:radio,_selectable:false},skip_api:false,component_class_id:f5aead314f9cd4ed6fa88ab959271083,key:null,api_info:{enum:Basic,Calculating Metrics,Checkpointing,Experiment Tracking,Gradient Accumulation,title:Radio,type:string},example_inputs:Basic},{id:5,type:row,props:{variant:default,visible:true,equal_height:true,show_progress:false,name:row},skip_api:true,component_class_id:b5cf3d15e2293fb5ccc071d7b8d69f64,key:null},{id:6,type:column,props:{scale:1,min_width:320,variant:default,visible:true,show_progress:false,name:column},skip_api:true,component_class_id:214e3d6261b9edacc5d34ea4e8655821,key:null},{id:7,type:markdown,props:{value:## Accelerate Code,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:8,type:markdown,props:{value:\u003cpre\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ from accelerate import Accelerator\u003c/mark\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ accelerator Accelerator()\u003c/mark\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ dataloader, model, optimizer, scheduler accelerator.prepare(\u003c/mark\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ dataloader, model, optimizer, scheduler\u003c/mark\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ )\u003c/mark\u003e\n \n for batch in dataloader:\n inputs, targets batch\n\u003cmark style\background-color:rgb(103,6,12)!important;color:white!important\\u003e- inputs inputs.to(device)\u003c/mark\u003e\n\u003cmark style\background-color:rgb(103,6,12)!important;color:white!important\\u003e- targets targets.to(device)\u003c/mark\u003e\n outputs model(inputs)\n loss loss_function(outputs, targets)\n\u003cmark style\background-color:rgb(103,6,12)!important;color:white!important\\u003e- loss.backward()\u003c/mark\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ accelerator.backward(loss)\u003c/mark\u003e\n optimizer.step()\n scheduler.step()\n optimizer.zero_grad()\u003c/pre\u003e,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:9,type:row,props:{variant:default,visible:true,equal_height:true,show_progress:false,name:row},skip_api:true,component_class_id:b5cf3d15e2293fb5ccc071d7b8d69f64,key:null},{id:10,type:column,props:{scale:1,min_width:320,variant:default,visible:true,show_progress:false,name:column},skip_api:true,component_class_id:214e3d6261b9edacc5d34ea4e8655821,key:null},{id:11,type:markdown,props:{value:## Explanation,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:12,type:markdown,props:{value:Everything around `accelerate` occurs with the `Accelerator` class. To use it, first make an object.\nThen call `.prepare` passing in the PyTorch objects that you would normally train with. This will\nreturn the same objects, but they will be on the correct device and distributed if needed. Then\nyou can train as normal, but instead of calling `loss.backward()` you call `accelerator.backward(loss)`.\nAlso note that you don\u0027t need to call `model.to(device)` or `inputs.to(device)` anymore, as this\nis done automatically by `accelerator.prepare()`.,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:13,type:row,props:{variant:default,visible:true,equal_height:true,show_progress:false,name:row},skip_api:true,component_class_id:b5cf3d15e2293fb5ccc071d7b8d69f64,key:null},{id:14,type:column,props:{scale:1,min_width:320,variant:default,visible:true,show_progress:false,name:column},skip_api:true,component_class_id:214e3d6261b9edacc5d34ea4e8655821,key:null},{id:15,type:markdown,props:{value:## Documentation Links,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:16,type:markdown,props:{value:To learn more checkout the related documentation:\n- \u003ca href\https://huggingface.co/docs/accelerate/basic_tutorials/migration\ target\_blank\\u003eMigrating to 🤗 Accelerate\u003c/a\u003e\n- \u003ca href\https://huggingface.co/docs/accelerate/package_reference/accelerator\ target\_blank\\u003eThe Accelerator\u003c/a\u003e,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:17,type:form,props:{scale:0,min_width:0,name:form},skip_api:true,component_class_id:43cda85c6ff7a5dd8f83d29496b014ee,key:null},{id:18,type:tabitem,props:{label:Launch Configuration,visible:true,interactive:true,name:tab},skip_api:true,component_class_id:18f46968e2b273dc5dbda0fe78433d7e,key:null},{id:19,type:textbox,props:{value:training_configuration,lines:1,max_lines:20,label:tab_name,show_label:true,container:true,min_width:160,visible:false,autofocus:false,autoscroll:true,elem_classes:,type:text,rtl:false,show_copy_button:false,name:textbox,_selectable:false},skip_api:false,component_class_id:d0491bb0fbd427bdb2a4549c4d1ac869,key:null,api_info:{type:string},example_inputs:Hello!!},{id:20,type:radio,props:{choices:AWS SageMaker,AWS SageMaker,DeepSpeed,DeepSpeed,Megatron-LM,Megatron-LM,Multi GPU,Multi GPU,Multi Node Multi GPU,Multi Node Multi GPU,PyTorch FSDP,PyTorch FSDP,value:Multi GPU,type:value,label:Select a distributed YAML configuration you would like to view.,show_label:true,container:true,min_width:160,visible:true,elem_classes:,name:radio,_selectable:false},skip_api:false,component_class_id:f5aead314f9cd4ed6fa88ab959271083,key:null,api_info:{enum:AWS SageMaker,DeepSpeed,Megatron-LM,Multi GPU,Multi Node Multi GPU,PyTorch FSDP,title:Radio,type:string},example_inputs:AWS SageMaker},{id:21,type:row,props:{variant:default,visible:true,equal_height:true,show_progress:false,name:row},skip_api:true,component_class_id:b5cf3d15e2293fb5ccc071d7b8d69f64,key:null},{id:22,type:column,props:{scale:1,min_width:320,variant:default,visible:true,show_progress:false,name:column},skip_api:true,component_class_id:214e3d6261b9edacc5d34ea4e8655821,key:null},{id:23,type:markdown,props:{value:## Example YAML Configuration,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:24,type:markdown,props:{value:\u003cpre\u003e\n compute_environment: LOCAL_MACHINE\n deepspeed_config: {}\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ distributed_type: MULTI_GPU\u003c/mark\u003e\n downcast_bf16: \u0027no\u0027\n dynamo_backend: \u0027NO\u0027\n fsdp_config: {}\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ gpu_ids: all\u003c/mark\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ machine_rank: 0\u003c/mark\u003e\n main_training_function: main\n megatron_lm_config: {}\n mixed_precision: \u0027no\u0027\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ num_machines: 1\u003c/mark\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ num_processes: 4\u003c/mark\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ rdzv_backend: static\u003c/mark\u003e\n\u003cmark style\background-color:rgb(6,103,12)!important;color:white!important\\u003e+ same_network: true\u003c/mark\u003e\n use_cpu: false\u003c/pre\u003e,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:25,type:row,props:{variant:default,visible:true,equal_height:true,show_progress:false,name:row},skip_api:true,component_class_id:b5cf3d15e2293fb5ccc071d7b8d69f64,key:null},{id:26,type:column,props:{scale:1,min_width:320,variant:default,visible:true,show_progress:false,name:column},skip_api:true,component_class_id:214e3d6261b9edacc5d34ea4e8655821,key:null},{id:27,type:markdown,props:{value:## Changes to Training Script,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:28,type:markdown,props:{value:None,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:29,type:row,props:{variant:default,visible:true,equal_height:true,show_progress:false,name:row},skip_api:true,component_class_id:b5cf3d15e2293fb5ccc071d7b8d69f64,key:null},{id:30,type:column,props:{scale:1,min_width:320,variant:default,visible:true,show_progress:false,name:column},skip_api:true,component_class_id:214e3d6261b9edacc5d34ea4e8655821,key:null},{id:31,type:markdown,props:{value:## Command to Run Training,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:32,type:markdown,props:{value:If the YAML was generated through the `accelerate config` command:\n```\naccelerate launch {script_name.py} {--arg1} {--arg2} ...\n```\n\nIf the YAML is saved to a `~/config.yaml` file:\n```\naccelerate launch --config_file ~/config.yaml {script_name.py} {--arg1} {--arg2} ...\n```\n\nOr you can use `accelerate launch` with right configuration parameters and have no `config.yaml` file:\n```\naccelerate launch --multi_gpu --num_processes4 {script_name.py} {--arg1} {--arg2} ...\n```,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:33,type:row,props:{variant:default,visible:true,equal_height:true,show_progress:false,name:row},skip_api:true,component_class_id:b5cf3d15e2293fb5ccc071d7b8d69f64,key:null},{id:34,type:column,props:{scale:1,min_width:320,variant:default,visible:true,show_progress:false,name:column},skip_api:true,component_class_id:214e3d6261b9edacc5d34ea4e8655821,key:null},{id:35,type:markdown,props:{value:## Explanation,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:36,type:markdown,props:{value:Launching on multi-GPU instances requires a different launch command than just `python myscript.py`. Accelerate will wrap around the proper launching script to delegate and call, reading in how to set their configuration based on the parameters passed in. It is a passthrough to the `torchrun` command.\n\n**Remember that you can always use the `accelerate launch` functionality, even if the code in your script does not use the `Accelerator`**,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:37,type:row,props:{variant:default,visible:true,equal_height:true,show_progress:false,name:row},skip_api:true,component_class_id:b5cf3d15e2293fb5ccc071d7b8d69f64,key:null},{id:38,type:column,props:{scale:1,min_width:320,variant:default,visible:true,show_progress:false,name:column},skip_api:true,component_class_id:214e3d6261b9edacc5d34ea4e8655821,key:null},{id:39,type:markdown,props:{value:## Documentation Links,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:40,type:markdown,props:{value:To learn more checkout the related documentation:\n- \u003ca href\https://huggingface.co/docs/accelerate/main/en/basic_tutorials/launch\ target\_blank\\u003eLaunching distributed code\u003c/a\u003e\n- \u003ca href\https://huggingface.co/docs/accelerate/main/en/package_reference/cli\ target\_blank\\u003eThe Command Line\u003c/a\u003e,show_label:true,rtl:false,latex_delimiters:{left:$$,right:$$,display:true},visible:true,elem_classes:,sanitize_html:true,line_breaks:false,header_links:false,name:markdown,_selectable:false},skip_api:false,component_class_id:0f35515b9a3362b42bb6721c836157a0,key:null,api_info:{type:string},example_inputs:# Hello!},{id:41,type:form,props:{scale:0,min_width:0,name:form},skip_api:true,component_class_id:43cda85c6ff7a5dd8f83d29496b014ee,key:null},css:null,connect_heartbeat:false,js:null,head:null,title:Gradio,space_id:hf-accelerate/accelerate_examples,enable_queue:true,show_error:false,show_api:true,is_colab:false,max_file_size:null,stylesheets:https://fonts.googleapis.com/css2?familySource+Sans+Pro:wght@400;600\u0026displayswap,https://fonts.googleapis.com/css2?familyIBM+Plex+Mono:wght@400;600\u0026displayswap,theme:default,protocol:sse_v3,body_css:{body_background_fill:white,body_text_color:#1f2937,body_background_fill_dark:#0b0f19,body_text_color_dark:#f3f4f6},fill_height:false,layout:{id:0,children:{id:1,children:{id:2,children:{id:17,children:{id:3},{id:4}},{id:5,children:{id:6,children:{id:7},{id:8}}},{id:9,children:{id:10,children:{id:11},{id:12}}},{id:13,children:{id:14,children:{id:15},{id:16}}}},{id:18,children:{id:41,children:{id:19},{id:20}},{id:21,children:{id:22,children:{id:23},{id:24}}},{id:25,children:{id:26,children:{id:27},{id:28}}},{id:29,children:{id:30,children:{id:31},{id:32}}},{id:33,children:{id:34,children:{id:35},{id:36}}},{id:37,children:{id:38,children:{id:39},{id:40}}}}}},dependencies:{id:0,targets:4,change,inputs:4,3,outputs:8,7,12,16,backend_fn:true,js:null,queue:true,api_name:change,scroll_to_output:false,show_progress:full,every:null,batch:false,max_batch_size:4,cancels:,types:{continuous:false,generator:false,cancel:false},collects_event_data:false,trigger_after:null,trigger_only_on_success:false,trigger_mode:always_last,show_api:true,zerogpu:false,rendered_in:null},{id:1,targets:20,change,inputs:20,19,outputs:24,28,32,36,40,backend_fn:true,js:null,queue:true,api_name:change_1,scroll_to_output:false,show_progress:full,every:null,batch:false,max_batch_size:4,cancels:,types:{continuous:false,generator:false,cancel:false},collects_event_data:false,trigger_after:null,trigger_only_on_success:false,trigger_mode:always_last,show_api:true,zerogpu:false,rendered_in:null},root:https://hf-accelerate-accelerate-examples.hf.space};/script> link relpreconnect hrefhttps://fonts.googleapis.com /> link relpreconnect hrefhttps://fonts.gstatic.com crossoriginanonymous /> script srchttps://cdnjs.cloudflare.com/ajax/libs/iframe-resizer/4.3.1/iframeResizer.contentWindow.min.js async >/script> script typemodule crossorigin src./assets/index-COY1HN2y.js>/script> link relstylesheet crossorigin href./assets/index-luc1OtuK.css> /head> body style width: 100%; margin: 0; padding: 0; display: flex; flex-direction: column; flex-grow: 1; > gradio-app control_page_titletrue embedfalse eagertrue styledisplay: flex; flex-direction: column; flex-grow: 1 > /gradio-app> script> const ce document.getElementsByTagName(gradio-app); if (ce0) { ce0.addEventListener(domchange, () > { document.body.style.padding 0; }); document.body.style.padding 0; } /script> /body>/html>
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