{"id":4642,"date":"2026-08-12T07:30:00","date_gmt":"2026-08-11T22:30:00","guid":{"rendered":"https:\/\/litcoder.com\/?p=4642"},"modified":"2026-08-12T08:49:06","modified_gmt":"2026-08-11T23:49:06","slug":"datumaro%eb%a5%bc-%ec%9d%b4%ec%9a%a9%ed%95%9c-dataset-format-%ed%99%95%ec%9d%b8","status":"publish","type":"post","link":"https:\/\/litcoder.com\/?p=4642","title":{"rendered":"Datumaro\ub97c \uc774\uc6a9\ud55c dataset format \ud655\uc778"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/open-edge-platform\/datumaro\" data-type=\"link\" data-id=\"https:\/\/github.com\/open-edge-platform\/datumaro\">Datumaro<\/a>\ub294 Intel\uc5d0\uc11c Opensource\ub85c \ubc30\ud3ec\ud558\ub294 Dataset \uad00\ub9ac\ub97c \uc704\ud55c \ud504\ub808\uc784 \uc6cc\ud06c\uc774\ub2e4. Dataset \uac04\uc758 \ubcc0\ud658 \ub4f1\uc758 \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294\ub370, \uc774\ub97c \uc774\uc6a9\ud558\uba74 \uc8fc\uc5b4\uc9c4 dataset\uc774 \uc5b4\ub5a4 \ud3ec\ub9f7\uc778\uc9c0\ub3c4 \uc27d\uac8c \uc54c \uc218 \uc788\uae30\uc5d0 \uc720\uc6a9\ud558\ub2e4. \uc774 \ud3ec\uc2a4\ud305\uc5d0\uc11c\ub294 Datumaro\ub97c \uc124\uc815\ud558\uace0 dataset\uc758 \ud3ec\ub9f7\uc744 \ud655\uc778\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Dependencies<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ud3ec\uc2a4\ud305\uc5d0\uc11c\ub294 datumaro\uc5d0 \ud3ec\ud568\ub41c <code>datum<\/code>\uc758 dataset download \uae30\ub2a5\uc744 \uc774\uc6a9\ud574\uc11c \ub2e4\uc591\ud55c \ud615\uc2dd\uc758 dataset\uc744 download \ubc1b\uc744 \uc218 \uc788\uc5c8\ub294\ub370, \uc774\ub97c \uc774\uc6a9\ud558\ub824\uba74 \ub2e4\uc74c\uc758 \uc758\uc874\uc131\uc774 \ub9cc\uc871\ud574\uc57c \ud55c\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"dracula\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"false\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install 'datumaro[tf,tfds]' \\\n   tensorboardX \\\n   tensorflow-dataset \\\n   importlib_resources \\\n   nibabel<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.tensorflow.org\/datasets?hl=ko\" data-type=\"link\" data-id=\"https:\/\/www.tensorflow.org\/datasets?hl=ko\">tfds<\/a>\ub294 TensorFlow project\uc5d0\uc11c \uad00\ub9ac\ud558\ub294 dataset \uceec\ub809\uc158\uc774\uace0 \uc5ec\uae30\uc5d0\uc11c \uace7\ubc14\ub85c \ub2e4\uc6b4\ub85c\ub4dc\ub97c \ubc1b\uc544 \uc62c \uc218 \uc788\ub2e4. \ubb38\uc11c \uc0c1\uc5d0\ub294 <a href=\"https:\/\/www.kaggle.com\/datasets\" data-type=\"link\" data-id=\"https:\/\/www.kaggle.com\/datasets\">Kaggle<\/a>\ub3c4 \uc9c0\uc6d0\ud558\ub294 \uac83\ucc98\ub7fc \ub418\uc5b4 \uc788\uae30\ub294 \ud55c\ub370, \uc2e4\uc81c\ub85c\ub294 \ub2e4\uc6b4\ub85c\ub4dc \ub418\uc9c0 \uc54a\uc558\ub2e4(Jul 2026 \ud604\uc7ac).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Dataset Download<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc758\uc874\uc131 \uc124\uce58\uac00 \uc644\ub8cc\ub41c \ub2e4\uc74c\uc5d0\ub294 <code>datum<\/code> \uba85\ub839\uc5b4\ub97c \uc774\uc6a9\ud574\uc11c \ub2e4\uc6b4\ub85c\ub4dc \uac00\ub2a5\ud55c dataset\uc758 \ubaa9\ub85d\uc744 \ubcfc \uc218 \uc788\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"dracula\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"false\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">datum download tfds describe --report-format json<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc704\uc758 \uc608\uc81c \uba85\ub839\uc904\uc740 <strong>tfds<\/strong>\ub85c \ubd80\ud130 \ubaa9\ub85d\uc744 \ubc1b\uc544\uc624\ub294 \uac83\uc774\uba70 \uc804\uc220 \ud588\ub4ef, \ud604\uc7ac \uc2dc\uc810\uc5d0\uc11c <strong>kaggle<\/strong>\uc740 \uc544\ubb34 \ub0b4\uc6a9\ub3c4 \ubcf4\uc5ec \uc8fc\uc9c0 \uc54a\ub294\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ucd9c\ub825\ub418\ub294 \uacb0\uacfc\uc5d0\ub294 dataset\uc758 \uc774\ub984\uacfc \uadf8\uac83\uc5d0 \ub300\ud55c \uc138\ubd80 \uc0ac\ud56d\ub4e4\uc774 \ud45c\uc2dc\ub418\ub294\ub370, \ud2b9\uc815\ud55c dataset\uc744 \ubc1b\uae30 \uc704\ud574\uc11c\ub294 <code>datum download<\/code>\uc758 <code>get<\/code> \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uba74 \ub41c\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ub2e4\uc6b4\ub85c\ub4dc \ubc1b\uc740 \ud56d\ubaa9\uc774 \ub2e4\uc74c\uacfc \uac19\uc774 \ud45c\uc2dc\ub418\uc5c8\ub2e4\uace0 \ud558\uba74,<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"json\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"false\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">{\n  \"tfds:cifar10\": {\n    \"default_output_format\": \"cifar\",\n    \"description\": \"The CIFAR-10 dataset consists of 60000 32x32 colour images in 10 classes, with 6000 images per class. There are 50000 training images and 10000 test images.\",\n    \"download_size\": 170052171,\n    \"home_url\": \"https:\/\/www.tensorflow.org\/datasets\/catalog\/cifar10\",\n    \"human_name\": \"CIFAR-10\",\n    \"num_classes\": 10,\n    \"version\": \"3.0.2\",\n    \"subsets\": {\n      \"train\": {\n        \"num_items\": 50000\n      },\n      \"test\": {\n        \"num_items\": 10000\n      }\n    }\n  },\n...\n}<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ub370\uc774\ud130\uc14b <strong>&#8220;tfds:cifar10&#8221;<\/strong>\uc744 \ub2e4\uc6b4\ub85c\ub4dc \ubc1b\uae30 \uc704\ud574 dataset\uc758 id\ub97c \uba85\uc2dc\ud574\uc11c \ub2e4\uc74c\uc758 \uba85\ub839\uc5b4\ub97c \uc218\ud589\ud558\uba74 \ub41c\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"dracula\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"false\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">mkdir -p ~\/Downloads\/dataset\ndatum download tfds get -i tfds:cifar10 -o ~\/Downloads\/dataset\/cifar10<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Dataset format detection \uc608\uc81c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ud2b9\uc815\ud55c dataset\uc758 \ud615\uc2dd\uc744 \uc54c\uace0\uc790 \ud55c\ub2e4\uba74 <a href=\"https:\/\/open-edge-platform.github.io\/datumaro\/latest\/docs\/reference\/_autosummary\/datumaro.components.dataset.html#datumaro.components.dataset.Dataset.detect\" data-type=\"link\" data-id=\"https:\/\/open-edge-platform.github.io\/datumaro\/latest\/docs\/reference\/_autosummary\/datumaro.components.dataset.html#datumaro.components.dataset.Dataset.detect\">datumaro.Dataset.detect()<\/a> method\uc758 <code>path<\/code> parameter\uc5d0 dataset\uc758 root directory\ub97c \ub118\uaca8\uc8fc\uba74 \uc5b4\ub5a4 \ud615\uc2dd\uc778\uc9c0 <code>str<\/code>\ub85c \ubc18\ud658\ud574 \uc900\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub0b4 \uacbd\uc6b0, dataset\uc744 \uc555\ucd95 \ud3ec\ub9f7\uc73c\ub85c \uc800\uc7a5\ud574 \ub450\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc544\uc11c, \uc555\ucd95\ud30c\uc77c\uc744 \uc784\uc2dc \ub514\ub809\ud1a0\ub9ac\uc5d0 \ud480\uace0 \ud574\ub2f9 dataset\uc758 format\uc744 \uac80\uc0ac\ud574\uc11c \ucd9c\ub825\ud558\ub3c4\ub85d \uc791\uc131\ud588\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><script src=\"https:\/\/gist.github.com\/f3631aea6663e13f2a6fd2dd80d73c5e.js\"><\/script><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\uc2e4\ud589\uacb0\uacfc<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"157\" src=\"https:\/\/litcoder.com\/wp-content\/uploads\/2026\/07\/detect_ds_result.png\" alt=\"\" class=\"wp-image-4644\" srcset=\"https:\/\/litcoder.com\/wp-content\/uploads\/2026\/07\/detect_ds_result.png 512w, https:\/\/litcoder.com\/wp-content\/uploads\/2026\/07\/detect_ds_result-300x92.png 300w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\ud604\uc7ac \ub2e4\uc6b4\ub85c\ub4dc\uac00 \uac00\ub2a5\ud55c tfds\uc758 \ubaa8\ub4e0 format\ub4e4\uacfc \ub0b4\uac00 \uac00\uc9c0\uace0 \uc788\ub358 dataset\ub4e4\uc758 format\uc744 \uc798 detect \ud574 \uc8fc\uc5c8\ub2e4. \ub2e4\ub9cc, <code>voc_2012<\/code> dataset\uc740 \ud558\ub098 \uc774\uc0c1\uc758 format\uc73c\ub85c \ub9e4\uce58 \ub418\ub294 <code>MultipleFormatsMatchError<\/code>\uac00 \uc62c\ub824\uc9c0\uace0 \uc788\uc5b4\uc11c \uc774 \uacbd\uc6b0\uc5d0 \ub300\ud55c \ubd80\uac00\uc801\uc778 \ucc98\ub9ac\uac00 \ud544\uc694\ud560 \uac83 \uac19\ub2e4. \uc608\uc81c \uc5d0\uc11c\ub294 \uadf8\ub0e5 \uc911\ubcf5 \ub9e4\uce6d\ub41c \ud3ec\ub9f7\ub4e4\uc758 \ubaa9\ub85d\uc744 \ucd9c\ub825\ud574 \uc8fc\uc5c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Datumaro\ub294 Intel\uc5d0\uc11c Opensource\ub85c \ubc30\ud3ec\ud558\ub294 Dataset \uad00\ub9ac\ub97c \uc704\ud55c \ud504\ub808\uc784 \uc6cc\ud06c\uc774\ub2e4. Dataset \uac04\uc758 \ubcc0\ud658 \ub4f1\uc758 \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294\ub370, \uc774\ub97c \uc774\uc6a9\ud558\uba74 \uc8fc\uc5b4\uc9c4 dataset\uc774 \uc5b4\ub5a4 \ud3ec\ub9f7\uc778\uc9c0\ub3c4 \uc27d\uac8c \uc54c \uc218 \uc788\uae30\uc5d0 \uc720\uc6a9\ud558\ub2e4. \uc774 \ud3ec\uc2a4\ud305\uc5d0\uc11c\ub294 Datumaro\ub97c \uc124\uc815\ud558\uace0 dataset\uc758 \ud3ec\ub9f7\uc744 \ud655\uc778\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf8\ub2e4. Dependencies \uc774 \ud3ec\uc2a4\ud305\uc5d0\uc11c\ub294 datumaro\uc5d0 \ud3ec\ud568\ub41c datum\uc758 dataset download \uae30\ub2a5\uc744 \uc774\uc6a9\ud574\uc11c \ub2e4\uc591\ud55c \ud615\uc2dd\uc758 dataset\uc744 download \ubc1b\uc744 \uc218 \uc788\uc5c8\ub294\ub370, \uc774\ub97c \uc774\uc6a9\ud558\ub824\uba74 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[5],"tags":[463,462,465,464,105],"class_list":["post-4642","post","type-post","status-publish","format-standard","hentry","category-programming","tag-dataset","tag-datumaro","tag-detection","tag-format","tag-python"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/litcoder.com\/index.php?rest_route=\/wp\/v2\/posts\/4642","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/litcoder.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/litcoder.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/litcoder.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/litcoder.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4642"}],"version-history":[{"count":10,"href":"https:\/\/litcoder.com\/index.php?rest_route=\/wp\/v2\/posts\/4642\/revisions"}],"predecessor-version":[{"id":4704,"href":"https:\/\/litcoder.com\/index.php?rest_route=\/wp\/v2\/posts\/4642\/revisions\/4704"}],"wp:attachment":[{"href":"https:\/\/litcoder.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4642"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/litcoder.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4642"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/litcoder.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4642"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}