transformers/pr_33913/hi/tflite.html

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		<link rel="modulepreload" href="/docs/transformers/pr_33913/hi/_app/immutable/chunks/EditOnGithub.65ad9db6.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{&quot;title&quot;:&quot;TFLite में निर्यात करें&quot;,&quot;local&quot;:&quot;tflite-म-नरयत-कर&quot;,&quot;sections&quot;:[],&quot;depth&quot;:1}"><!-- HEAD_svelte-u9bgzb_END -->      <p></p>   <h1 class="relative group"><a id="tflite-म-नरयत-कर" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#tflite-म-नरयत-कर"><span><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg></span></a> <span>TFLite में निर्यात करें</span></h1> <p data-svelte-h="svelte-8k5nqz"><a href="https://www.tensorflow.org/lite/guide" rel="nofollow">TensorFlow Lite</a> एक हल्का ढांचा है जो मशीन लर्निंग मॉडल को संसाधन-सीमित उपकरणों, जैसे मोबाइल फोन, एम्बेडेड सिस्टम और इंटरनेट ऑफ थिंग्स (IoT) उपकरणों पर तैनात करने के लिए है। TFLite को इन उपकरणों पर सीमित गणनात्मक शक्ति, मेमोरी और ऊर्जा खपत के साथ मॉडल को कुशलता से ऑप्टिमाइज़ और चलाने के लिए डिज़ाइन किया गया है। एक TensorFlow Lite मॉडल को एक विशेष कुशल पोर्टेबल प्रारूप में दर्शाया जाता है जिसे <code>.tflite</code> फ़ाइल एक्सटेंशन द्वारा पहचाना जाता है।</p> <p data-svelte-h="svelte-k143mk">🤗 Optimum में <code>exporters.tflite</code> मॉड्यूल के माध्यम से 🤗 Transformers मॉडल को TFLite में निर्यात करने की कार्यक्षमता है। समर्थित मॉडल आर्किटेक्चर की सूची के लिए, कृपया <a href="https://huggingface.co/docs/optimum/exporters/tflite/overview" rel="nofollow">🤗 Optimum दस्तावेज़</a> देखें।</p> <p data-svelte-h="svelte-11lni2w">TFLite में एक मॉडल निर्यात करने के लिए, आवश्यक निर्भरताएँ स्थापित करें:</p> <div class="code-block relative"><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START -->pip install optimum[exporters-tf]<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1cy3dab">सभी उपलब्ध तर्कों की जांच करने के लिए, <a href="https://huggingface.co/docs/optimum/main/en/exporters/tflite/usage_guides/export_a_model" rel="nofollow">🤗 Optimum दस्तावेज़</a> देखें,
या कमांड लाइन में मदद देखें:</p> <div class="code-block relative"><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START -->optimum-cli <span class="hljs-built_in">export</span> tflite --<span class="hljs-built_in">help</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1da3zav">यदि आप 🤗 Hub से एक मॉडल का चेकपॉइंट निर्यात करना चाहते हैं, उदाहरण के लिए, <code>google-bert/bert-base-uncased</code>, निम्नलिखित कमांड चलाएँ:</p> <div class="code-block relative"><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START -->optimum-cli <span class="hljs-built_in">export</span> tflite --model google-bert/bert-base-uncased --sequence_length 128 bert_tflite/<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1401x5p">आपको प्रगति को दर्शाते हुए लॉग दिखाई देंगे और यह दिखाएंगे कि परिणामस्वरूप <code>model.tflite</code> कहाँ सहेजा गया है, जैसे:</p> <div class="code-block relative"><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5   text-gray-600 " title="code excerpt" type="button"><svg class="" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg> <div class="absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0"><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent; "></div> Copied</div></button></div> <pre class=""><!-- HTML_TAG_START -->Validating TFLite model...
	-[✓] TFLite model output names match reference model (logits)
	- Validating TFLite Model output <span class="hljs-string">&quot;logits&quot;</span>:
		-[✓] (1, 128, 30522) matches (1, 128, 30522)
		-[x] values not close enough, max diff: 5.817413330078125e-05 (atol: 1e-05)
The TensorFlow Lite <span class="hljs-built_in">export</span> succeeded with the warning: The maximum absolute difference between the output of the reference model and the TFLite exported model is not within the <span class="hljs-built_in">set</span> tolerance 1e-05:
- logits: max diff = 5.817413330078125e-05.
 The exported model was saved at: bert_tflite<!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-cclv5j">उपरोक्त उदाहरण 🤗 Hub से एक चेकपॉइंट निर्यात करने को दर्शाता है। जब एक स्थानीय मॉडल निर्यात करते हैं, तो पहले सुनिश्चित करें कि आपने मॉडल के वज़न और टोकनाइज़र फ़ाइलों को एक ही निर्देशिका (<code>local_path</code>) में सहेजा है। CLI का उपयोग करते समय, चेकपॉइंट नाम के बजाय <code>model</code> तर्क में <code>local_path</code> पास करें।</p> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/transformers/blob/main/docs/source/hi/tflite.md" target="_blank"><span data-svelte-h="svelte-1kd6by1">&lt;</span> <span data-svelte-h="svelte-x0xyl0">&gt;</span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a>  <p></p> 
			
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