Buckets:

hf-doc-build
/

doc-dev

Files

xet

hf-doc-build/doc-dev / course /pr_1054 /id /chapter4 /4.html

rtrm

about 1 month ago

download

raw

27 kB

	<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{"title":"Membangun Model Card","local":"building-a-model-card","sections":[{"title":"Deskripsi Model","local":"model-description","sections":[],"depth":3},{"title":"Penggunaan yang Dimaksudkan & Keterbatasan","local":"intended-uses-limitations","sections":[],"depth":3},{"title":"Cara Menggunakan","local":"how-to-use","sections":[],"depth":3},{"title":"Data Pelatihan","local":"training-data","sections":[],"depth":3},{"title":"Prosedur Pelatihan","local":"training-procedure","sections":[],"depth":3},{"title":"Variabel dan Metrik","local":"variable-and-metrics","sections":[],"depth":3},{"title":"Hasil Evaluasi","local":"evaluation-results","sections":[],"depth":3},{"title":"Contoh","local":"example","sections":[],"depth":2},{"title":"Catatan","local":"note","sections":[],"depth":2},{"title":"Metadata Model Card","local":"model-card-metadata","sections":[],"depth":2}],"depth":1}">
	<link href="/docs/course/pr_1054/id/_app/immutable/assets/0.e3b0c442.css" rel="modulepreload">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/entry/start.4f92af03.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/chunks/scheduler.36a0863c.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/chunks/singletons.7dc7b9a4.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/chunks/index.733708bb.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/chunks/paths.cf097d06.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/entry/app.19cef1b6.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/chunks/index.156fee99.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/nodes/0.1203e4a0.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/chunks/each.e59479a4.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/nodes/33.a8628e0a.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/chunks/CodeBlock.4cf998e6.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/chunks/CourseFloatingBanner.16bb8bff.js">
	<link rel="modulepreload" href="/docs/course/pr_1054/id/_app/immutable/chunks/getInferenceSnippets.472bc46d.js"><!-- HEAD_svelte-u9bgzb_START --><meta name="hf:doc:metadata" content="{"title":"Membangun Model Card","local":"building-a-model-card","sections":[{"title":"Deskripsi Model","local":"model-description","sections":[],"depth":3},{"title":"Penggunaan yang Dimaksudkan & Keterbatasan","local":"intended-uses-limitations","sections":[],"depth":3},{"title":"Cara Menggunakan","local":"how-to-use","sections":[],"depth":3},{"title":"Data Pelatihan","local":"training-data","sections":[],"depth":3},{"title":"Prosedur Pelatihan","local":"training-procedure","sections":[],"depth":3},{"title":"Variabel dan Metrik","local":"variable-and-metrics","sections":[],"depth":3},{"title":"Hasil Evaluasi","local":"evaluation-results","sections":[],"depth":3},{"title":"Contoh","local":"example","sections":[],"depth":2},{"title":"Catatan","local":"note","sections":[],"depth":2},{"title":"Metadata Model Card","local":"model-card-metadata","sections":[],"depth":2}],"depth":1}"><!-- HEAD_svelte-u9bgzb_END --> <p></p> <h1 class="relative group"><a id="building-a-model-card" 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="#building-a-model-card"><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>Membangun Model Card</span></h1> <div class="flex space-x-1 absolute z-10 right-0 top-0"><a href="https://discuss.huggingface.co/t/chapter-4-questions" target="_blank"><img alt="Ask a Question" class="!m-0" src="https://img.shields.io/badge/Ask%20a%20question-ffcb4c.svg?logo=data:image/svg+xml;base64,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"></a> </div> <p data-svelte-h="svelte-1k94hb1">Model card adalah sebuah berkas yang bisa dibilang sama pentingnya dengan berkas model dan tokenizer dalam repositori model. Ini adalah definisi utama dari model, yang menjamin model dapat digunakan kembali oleh anggota komunitas lain dan hasilnya dapat direproduksi, serta menyediakan platform bagi anggota lain untuk membangun artefak mereka di atasnya.</p> <p data-svelte-h="svelte-1qyh3cx">Mendokumentasikan proses pelatihan dan evaluasi membantu orang lain memahami apa yang bisa diharapkan dari suatu model — dan memberikan informasi yang cukup tentang data yang digunakan serta pra-pemrosesan dan pasca-pemrosesan yang dilakukan memastikan bahwa keterbatasan, bias, dan konteks di mana model ini berguna atau tidak bisa diidentifikasi dan dipahami.</p> <p data-svelte-h="svelte-ovpgn7">Oleh karena itu, membuat model card yang dengan jelas mendefinisikan model Anda adalah langkah yang sangat penting. Di sini, kami menyediakan beberapa tips yang akan membantu Anda. Pembuatan model card dilakukan melalui berkas <em>README.md</em> yang sudah Anda lihat sebelumnya, yang merupakan berkas Markdown.</p> <p data-svelte-h="svelte-1al5tt7">Konsep “model card” berasal dari penelitian Google, pertama kali diperkenalkan dalam makalah <a href="https://arxiv.org/abs/1810.03993" rel="nofollow">“Model Cards for Model Reporting”</a> oleh Margaret Mitchell dkk. Banyak informasi di sini yang berdasarkan makalah tersebut, dan kami menyarankan Anda membacanya untuk memahami mengapa model card sangat penting dalam dunia yang menghargai reproduktibilitas, penggunaan ulang, dan keadilan.</p> <p data-svelte-h="svelte-7g62jd">Model card biasanya dimulai dengan ringkasan singkat tingkat tinggi tentang tujuan model, diikuti dengan detail tambahan pada bagian-bagian berikut:</p> <ul data-svelte-h="svelte-kcuknf"><li>Deskripsi model</li> <li>Penggunaan yang dimaksudkan & keterbatasan</li> <li>Cara menggunakan</li> <li>Keterbatasan dan bias</li> <li>Data pelatihan</li> <li>Prosedur pelatihan</li> <li>Hasil evaluasi</li></ul> <p data-svelte-h="svelte-15yyutn">Mari kita lihat apa saja yang sebaiknya dimasukkan dalam masing-masing bagian ini.</p> <h3 class="relative group"><a id="model-description" 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="#model-description"><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>Deskripsi Model</span></h3> <p data-svelte-h="svelte-1s6566g">Bagian ini memberikan detail dasar tentang model. Ini mencakup arsitektur, versi, apakah model ini diperkenalkan dalam makalah, apakah tersedia implementasi asli, penulisnya, dan informasi umum lainnya. Setiap hak cipta harus dicantumkan di sini. Informasi umum tentang prosedur pelatihan, parameter, dan peringatan penting juga bisa disebutkan di bagian ini.</p> <h3 class="relative group"><a id="intended-uses-limitations" 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="#intended-uses-limitations"><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>Penggunaan yang Dimaksudkan & Keterbatasan</span></h3> <p data-svelte-h="svelte-80ktq9">Di sini Anda menjelaskan kasus penggunaan yang dimaksudkan untuk model ini, termasuk bahasa, bidang, dan domain tempat model ini bisa diterapkan. Bagian ini juga bisa mendokumentasikan area yang diketahui tidak cocok untuk model ini atau area di mana model kemungkinan besar tidak akan bekerja optimal.</p> <h3 class="relative group"><a id="how-to-use" 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="#how-to-use"><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>Cara Menggunakan</span></h3> <p data-svelte-h="svelte-1at4ylm">Bagian ini harus menyertakan beberapa contoh cara menggunakan model. Ini bisa berupa penggunaan fungsi <code>pipeline()</code>, penggunaan kelas model dan tokenizer, atau cuplikan kode lain yang menurut Anda berguna.</p> <h3 class="relative group"><a id="training-data" 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="#training-data"><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>Data Pelatihan</span></h3> <p data-svelte-h="svelte-1srnl5l">Bagian ini harus menunjukkan dataset apa saja yang digunakan untuk melatih model. Deskripsi singkat mengenai dataset tersebut juga sangat membantu.</p> <h3 class="relative group"><a id="training-procedure" 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="#training-procedure"><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>Prosedur Pelatihan</span></h3> <p data-svelte-h="svelte-d58ogk">Di bagian ini Anda perlu mendeskripsikan semua aspek relevan dari pelatihan yang berguna untuk tujuan reproduktibilitas. Ini mencakup setiap pra-pemrosesan dan pasca-pemrosesan yang dilakukan terhadap data, serta detail seperti jumlah epoch, ukuran batch, learning rate, dan sebagainya.</p> <h3 class="relative group"><a id="variable-and-metrics" 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="#variable-and-metrics"><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>Variabel dan Metrik</span></h3> <p data-svelte-h="svelte-kulhty">Di sini Anda perlu menjelaskan metrik yang digunakan untuk evaluasi, dan faktor-faktor apa saja yang diukur. Menyebutkan metrik apa yang digunakan, pada dataset mana dan pada split dataset mana, memudahkan orang lain membandingkan performa model Anda dengan model lain. Informasi ini harus konsisten dengan bagian sebelumnya seperti pengguna dan tujuan yang dimaksudkan.</p> <h3 class="relative group"><a id="evaluation-results" 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="#evaluation-results"><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>Hasil Evaluasi</span></h3> <p data-svelte-h="svelte-13ttyix">Terakhir, berikan informasi tentang seberapa baik performa model pada dataset evaluasi. Jika model menggunakan threshold keputusan, sebutkan nilai threshold yang digunakan saat evaluasi, atau berikan detail evaluasi pada berbagai threshold sesuai penggunaan yang dimaksudkan.</p> <h2 class="relative group"><a id="example" 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="#example"><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>Contoh</span></h2> <p data-svelte-h="svelte-xzu15i">Lihat beberapa contoh model card yang dibuat dengan baik berikut ini:</p> <ul data-svelte-h="svelte-1fs0egh"><li><a href="https://huggingface.co/bert-base-cased" rel="nofollow"><code>bert-base-cased</code></a></li> <li><a href="https://huggingface.co/gpt2" rel="nofollow"><code>gpt2</code></a></li> <li><a href="https://huggingface.co/distilbert-base-uncased" rel="nofollow"><code>distilbert</code></a></li></ul> <p data-svelte-h="svelte-1x5youy">Contoh lain dari berbagai organisasi dan perusahaan tersedia <a href="https://github.com/huggingface/model_card/blob/master/examples.md" rel="nofollow">di sini</a>.</p> <h2 class="relative group"><a id="note" 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="#note"><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>Catatan</span></h2> <p data-svelte-h="svelte-979rfq">Model card bukanlah persyaratan wajib saat mempublikasikan model, dan Anda tidak perlu menyertakan semua bagian yang disebutkan di atas saat membuatnya. Namun, dokumentasi eksplisit dari model hanya akan memberikan manfaat bagi pengguna di masa depan, jadi kami menyarankan Anda mengisi sebanyak mungkin bagian sesuai pengetahuan dan kemampuan Anda.</p> <h2 class="relative group"><a id="model-card-metadata" 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="#model-card-metadata"><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>Metadata Model Card</span></h2> <p data-svelte-h="svelte-1s6ewu7">Jika Anda telah menjelajahi Hugging Face Hub, Anda mungkin telah melihat bahwa beberapa model masuk ke dalam kategori tertentu: Anda bisa memfilternya berdasarkan tugas, bahasa, pustaka, dan lainnya. Kategori ini ditentukan berdasarkan metadata yang Anda tambahkan di header model card.</p> <p data-svelte-h="svelte-1klpnwe">Sebagai contoh, jika Anda melihat <a href="https://huggingface.co/camembert-base/blob/main/README.md" rel="nofollow">model card <code>camembert-base</code></a>, Anda akan melihat baris berikut di bagian header model card:</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 --><span class="hljs-meta">---</span>
	<span class="hljs-attr">language:</span> <span class="hljs-string">fr</span>
	<span class="hljs-attr">license:</span> <span class="hljs-string">mit</span>
	<span class="hljs-attr">datasets:</span>
	<span class="hljs-bullet">-</span> <span class="hljs-string">oscar</span>
	<span class="hljs-meta">---</span><!-- HTML_TAG_END --></pre></div> <p data-svelte-h="svelte-1xx7fxp">Metadata ini diurai oleh Hugging Face Hub, yang kemudian mengidentifikasi model ini sebagai model berbahasa Prancis, berlisensi MIT, dan dilatih pada dataset Oscar.</p> <p data-svelte-h="svelte-ckqhg9"><a href="https://github.com/huggingface/hub-docs/blame/main/modelcard.md" rel="nofollow">Spesifikasi lengkap model card</a> memungkinkan Anda menentukan bahasa, lisensi, tag, dataset, metrik, serta hasil evaluasi yang diperoleh model saat pelatihan.</p> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/huggingface/course/blob/main/chapters/id/chapter4/4.mdx" target="_blank"><span data-svelte-h="svelte-1kd6by1"><</span> <span data-svelte-h="svelte-x0xyl0">></span> <span data-svelte-h="svelte-1dajgef"><span class="underline ml-1.5">Update</span> on GitHub</span></a> <p></p>

	<script>
	{
	__sveltekit_ojy514 = {
	assets: "/docs/course/pr_1054/id",
	base: "/docs/course/pr_1054/id",
	env: {}
	};

	const element = document.currentScript.parentElement;

	const data = [null,null];

	Promise.all([
	import("/docs/course/pr_1054/id/_app/immutable/entry/start.4f92af03.js"),
	import("/docs/course/pr_1054/id/_app/immutable/entry/app.19cef1b6.js")
	]).then(([kit, app]) => {
	kit.start(app, element, {
	node_ids: [0, 33],
	data,
	form: null,
	error: null
	});
	});
	}
	</script>

Xet Storage Details

Size:: 27 kB
Xet hash:: 7003563c666fd0bc4ba17b64a64103e8512f94a9eb40a67022156d11779e4171

Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.