import{s as rs,n as hs,o as Us}from"../chunks/scheduler.d9d004e7.js";import{S as Js,i as ms,e as o,s as t,c,h as Ts,a as u,d as n,b as p,f as ss,g as M,j as e,k as as,l as ds,m as l,n as j,t as y,o as r,p as h}from"../chunks/index.4a2b774c.js";import{C as fs,H as ys,E as ws}from"../chunks/MermaidChart.svelte_svelte_type_style_lang.c93fcd94.js";import{D as gs}from"../chunks/Docstring.783c4744.js";import{C as ns}from"../chunks/CodeBlock.8bd69f21.js";function Is(ls){let i,k,B,X,U,x,J,S,m,ts="To define a configuration for a specific workload you can use <code>GaudiConfig</code> class.",Z,T,ps="Here is a description of each configuration parameter:",W,d,os='<li><code>use_fused_adam</code> controls whether to use the <a href="https://docs.habana.ai/en/latest/PyTorch/Model_Optimization_PyTorch/Custom_Ops_PyTorch.html#custom-optimizers" rel="nofollow">custom fused implementation of the ADAM optimizer provided by Intel® Gaudi® AI Accelerator</a>.</li> <li><code>use_fused_clip_norm</code> controls whether to use the <a href="https://docs.habana.ai/en/latest/PyTorch/Model_Optimization_PyTorch/Custom_Ops_PyTorch.html#other-custom-ops" rel="nofollow">custom fused implementation of gradient norm clipping provided by Intel® Gaudi® AI Accelerator</a>.</li> <li><code>use_torch_autocast</code> controls whether to enable PyTorch autocast; used to define good pre-defined config; users should favor <code>--bf16</code> training argument</li> <li><code>use_dynamic_shapes</code> controls whether to enable dynamic shapes support when processing input dataset</li> <li><code>autocast_bf16_ops</code> list of operations that should be run with bf16 precision under autocast context; using environment flag LOWER_LIST is a preferred way for operator autocast list override</li> <li><code>autocast_fp32_ops</code> list of operations that should be run with fp32 precision under autocast context; using environment flag FP32_LIST is a preferred way for operator autocast list override</li>',G,f,us="Parameter values of this class can be set from an external JSON file.",Y,w,is=`You can find examples of Gaudi configurations in the <a href="https://huggingface.co/habana" rel="nofollow">Intel Gaudi model repository on the Hugging Face Hub</a>.
For instance, <a href="https://huggingface.co/Habana/bert-large-uncased-whole-word-masking/blob/main/gaudi_config.json" rel="nofollow">for BERT Large we have</a>:`,N,g,V,I,cs='More advanced configuration file <a href="https://huggingface.co/Habana/stable-diffusion-2/blob/main/gaudi_config.json" rel="nofollow">for Stable Diffusion 2</a>:',z,C,R,q,Ms="To instantiate yourself a Gaudi configuration in your script, you can do the following",H,b,D,_,es="and pass it to the trainer with the <code>gaudi_config</code> argument.",F,A,L,v,E,P,Q,O,$,K;return U=new fs({props:{containerStyle:"float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"}}),J=new ys({props:{title:"GaudiConfig",local:"gaudiconfig",headingTag:"h1"}}),g=new ns({props:{code:"JTdCJTBBJTIwJTIwJTIydXNlX2Z1c2VkX2FkYW0lMjIlM0ElMjB0cnVlJTJDJTBBJTIwJTIwJTIydXNlX2Z1c2VkX2NsaXBfbm9ybSUyMiUzQSUyMHRydWUlMkMlMEElMjAlMjAlMjJ1c2VfdG9yY2hfYXV0b2Nhc3QlMjIlM0ElMjB0cnVlJTBBJTdE",highlighted:`<span class="hljs-punctuation">{</span>
  <span class="hljs-attr">&quot;use_fused_adam&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">true</span></span><span class="hljs-punctuation">,</span>
  <span class="hljs-attr">&quot;use_fused_clip_norm&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">true</span></span><span class="hljs-punctuation">,</span>
  <span class="hljs-attr">&quot;use_torch_autocast&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">true</span></span>
<span class="hljs-punctuation">}</span>`,wrap:!1}}),C=new ns({props:{code:"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",highlighted:`<span class="hljs-punctuation">{</span>
  <span class="hljs-attr">&quot;use_torch_autocast&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">true</span></span><span class="hljs-punctuation">,</span>
  <span class="hljs-attr">&quot;use_fused_adam&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">true</span></span><span class="hljs-punctuation">,</span>
  <span class="hljs-attr">&quot;use_fused_clip_norm&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-literal"><span class="hljs-keyword">true</span></span><span class="hljs-punctuation">,</span>
  <span class="hljs-attr">&quot;autocast_bf16_ops&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span>
    <span class="hljs-string">&quot;_convolution.deprecated&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;_convolution&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;conv1d&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;conv2d&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;conv3d&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;conv_tbc&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;conv_transpose1d&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;conv_transpose2d.input&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;conv_transpose3d.input&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;convolution&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;prelu&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;addmm&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;addmv&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;addr&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;matmul&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;einsum&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;mm&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;mv&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;silu&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;linear&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;addbmm&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;baddbmm&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;bmm&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;chain_matmul&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;linalg_multi_dot&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;layer_norm&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;group_norm&quot;</span>
  <span class="hljs-punctuation">]</span><span class="hljs-punctuation">,</span>
  <span class="hljs-attr">&quot;autocast_fp32_ops&quot;</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">[</span>
    <span class="hljs-string">&quot;acos&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;asin&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;cosh&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;erfinv&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;exp&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;expm1&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;log&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;log10&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;log2&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;log1p&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;reciprocal&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;rsqrt&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;sinh&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;tan&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;pow.Tensor_Scalar&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;pow.Tensor_Tensor&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;pow.Scalar&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;softplus&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;frobenius_norm&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;frobenius_norm.dim&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;nuclear_norm&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;nuclear_norm.dim&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;cosine_similarity&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;poisson_nll_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;cosine_embedding_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;nll_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;nll_loss2d&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;hinge_embedding_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;kl_div&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;l1_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;smooth_l1_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;huber_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;mse_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;margin_ranking_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;multilabel_margin_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;soft_margin_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;triplet_margin_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;multi_margin_loss&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;binary_cross_entropy_with_logits&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;dist&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;pdist&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;cdist&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;renorm&quot;</span><span class="hljs-punctuation">,</span>
    <span class="hljs-string">&quot;logsumexp&quot;</span>
  <span class="hljs-punctuation">]</span>
<span class="hljs-punctuation">}</span>`,wrap:!1}}),b=new ns({props:{code:"ZnJvbSUyMG9wdGltdW0uaGFiYW5hJTIwaW1wb3J0JTIwR2F1ZGlDb25maWclMEElMEFnYXVkaV9jb25maWclMjAlM0QlMjBHYXVkaUNvbmZpZy5mcm9tX3ByZXRyYWluZWQoJTBBJTIwJTIwJTIwJTIwZ2F1ZGlfY29uZmlnX25hbWUlMkMlMEElMjAlMjAlMjAlMjBjYWNoZV9kaXIlM0Rtb2RlbF9hcmdzLmNhY2hlX2RpciUyQyUwQSUyMCUyMCUyMCUyMHJldmlzaW9uJTNEbW9kZWxfYXJncy5tb2RlbF9yZXZpc2lvbiUyQyUwQSUyMCUyMCUyMCUyMHRva2VuJTNEbW9kZWxfYXJncy50b2tlbiUyQyUwQSk=",highlighted:`<span class="hljs-keyword">from</span> optimum.habana <span class="hljs-keyword">import</span> GaudiConfig

gaudi_config = GaudiConfig.from_pretrained(
    gaudi_config_name,
    cache_dir=model_args.cache_dir,
    revision=model_args.model_revision,
    token=model_args.token,
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