{"id":523,"date":"2025-01-28T01:34:41","date_gmt":"2025-01-28T01:34:41","guid":{"rendered":"https:\/\/janusai.pro\/?p=523"},"modified":"2025-01-28T01:34:43","modified_gmt":"2025-01-28T01:34:43","slug":"janus-series-unified-multimodal-understanding-and-generation-models","status":"publish","type":"post","link":"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/","title":{"rendered":"Janus-sarja: Yhten\u00e4iset multimodaaliset ymm\u00e4rt\u00e4mis- ja tuottamismallit."},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p><\/p>\n\n\n\n<p><strong>Seuraavan sukupolven teko\u00e4lykyvyt k\u00e4ytt\u00f6\u00f6n avoimen l\u00e4hdekoodin innovaatioiden avulla<\/strong><\/p>\n\n\n\n<p>The&nbsp;<strong>Janus-sarja<\/strong>&nbsp;DeepSeek on uraauurtava harppaus multimodaalisessa teko\u00e4lyss\u00e4, sill\u00e4 se yhdist\u00e4\u00e4 saumattomasti kuvan ymm\u00e4rt\u00e4misen, tekstin tuottamisen kuvasta kuvaksi ja kehittyneen kielimallinnuksen. N\u00e4m\u00e4 tutkijoille, kehitt\u00e4jille ja yrityksille suunnitellut mallit m\u00e4\u00e4rittelev\u00e4t uudelleen teko\u00e4lysovellusten joustavuuden ja suorituskyvyn.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Sis\u00e4llysluettelo<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Sis\u00e4llysluettelon vaihtaminen\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#%F0%9F%9A%80_Latest_Updates\" >\ud83d\ude80 Viimeisimm\u00e4t p\u00e4ivitykset<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#%F0%9F%94%A5_Why_Choose_the_Janus-Series\" >\ud83d\udd25 Miksi valita Janus-sarja?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#1_Janus-Pro_Scaling_Multimodal_Mastery\" >1. Janus-Pro: Monimodaalisen hallinnan skaalautuminen<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#2_Janus_Decoupling_Vision_for_Unified_AI\" >2. Janus: Janus: Unified AI: Unified AI: Decoupling Vision<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#3_JanusFlow_Autoregression_Meets_Rectified_Flow\" >3. JanusFlow: Autoregressio kohtaa oikaistun virtauksen<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#%F0%9F%93%A5_Model_Downloads\" >\ud83d\udce5 Mallin lataukset<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#%E2%9A%A1_Quick_Start\" >\u26a1 Pika-aloitus<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#%F0%9F%93%9C_License_Commercial_Use\" >\ud83d\udcdc Lisenssi ja kaupallinen k\u00e4ytt\u00f6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#%F0%9F%93%96_Citations_Research\" >\ud83d\udcd6 Sitaatit ja tutkimus<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/janusai.pro\/fi\/janus-series-unified-multimodal-understanding-and-generation-models\/#%F0%9F%92%AC_Get_Started_Today\" >\ud83d\udcac Aloita t\u00e4n\u00e4\u00e4n!<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%F0%9F%9A%80_Latest_Updates\"><\/span>\ud83d\ude80&nbsp;<strong>Viimeisimm\u00e4t p\u00e4ivitykset<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Pysy k\u00e4rjess\u00e4 huippuluokan julkaisuilla:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>2025.01.27:<\/strong>\u00a0<strong>Janus-Pro<\/strong>\u00a0ja tarjoaa ennenn\u00e4kem\u00e4tt\u00f6mi\u00e4 parannuksia multimodaalisessa ymm\u00e4rt\u00e4misess\u00e4 ja visuaalisen tuottamisessa.\u00a0<a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/link-to-paper\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Lue artikkeli<\/a>.<\/li>\n\n\n\n<li><strong>2024.11.13:<\/strong>\u00a0<strong>JanusFlow<\/strong>\u00a0debytoi ja yhdist\u00e4\u00e4 autoregressiiviset mallit ja suoristetun virtauksen parempaan kuvasynteesiin.\u00a0<a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/demo-link\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Kokeile demoa<\/a>.<\/li>\n\n\n\n<li><strong>2024.10.23:<\/strong>\u00a0Arviointikoodi nyt saatavilla osoitteessa\u00a0<a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/link\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">VLMEvalKit<\/a>\u00a0multimodaalisten teht\u00e4vien vertailuanalyysia varten.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%F0%9F%94%A5_Why_Choose_the_Janus-Series\"><\/span>\ud83d\udd25&nbsp;<strong>Miksi valita Janus-sarja?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Janus-Pro_Scaling_Multimodal_Mastery\"><\/span>1.&nbsp;<strong>Janus-Pro: Monimodaalisen hallinnan skaalautuminen<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Januksen kehittyneess\u00e4 versiossa yhdistyv\u00e4t&nbsp;<strong>optimoidut koulutusstrategiat<\/strong>,&nbsp;<strong>laajennetut tietokokonaisuudet<\/strong>ja&nbsp;<strong>suuremmat malliarkkitehtuurit<\/strong>&nbsp;(parametrit 1B\/7B). T\u00e4rkeimm\u00e4t edistysaskeleet ovat:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>40% suurempi tarkkuus<\/strong>\u00a0tekstist\u00e4 kuvaan -oppimisteht\u00e4viss\u00e4 verrattuna DALL-E 3:een.<\/li>\n\n\n\n<li><strong>384\u00d7384 resoluution tuki<\/strong>\u00a0yksityiskohtaisen kuvan luomista varten.<\/li>\n\n\n\n<li><strong>MIT-lisensoitu<\/strong>\u00a0kaupalliseen k\u00e4ytt\u00f6\u00f6n - ihanteellinen startup-yrityksille ja yrityksille.<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Janus_Decoupling_Vision_for_Unified_AI\"><\/span>2.&nbsp;<strong>Janus: Janus: Unified AI:n erottaminen visiosta<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Janus on edell\u00e4k\u00e4vij\u00e4&nbsp;<strong>uusi autoregressiivinen kehys<\/strong>&nbsp;joka irrottaa visuaalisen koodauksen erillisiin polkuihin s\u00e4ilytt\u00e4en samalla yhten\u00e4isen Transformer-arkkitehtuurin. Edut:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>20% nopeampi p\u00e4\u00e4ttely<\/strong>\u00a0verrattuna teht\u00e4v\u00e4kohtaisiin malleihin.<\/li>\n\n\n\n<li><strong>Saumaton kytkent\u00e4<\/strong>\u00a0kuvien ymm\u00e4rt\u00e4misen ja tuottamisen v\u00e4lill\u00e4.<\/li>\n\n\n\n<li>Parempi kuin Stable Diffusion visuaalisessa synteesiss\u00e4.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_JanusFlow_Autoregression_Meets_Rectified_Flow\"><\/span>3.&nbsp;<strong>JanusFlow: Autoregressio kohtaa oikaistun virtauksen<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>JanusFlow yhdenmukaistaa autoregressiivisen kielimallinnuksen ja&nbsp;<strong>rektifioitu virtaus<\/strong>, joka on uusinta uutta generatiivista tekniikkaa. Kohokohdat:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Arkkitehtuurin peruskorjauksia ei tehd\u00e4<\/strong>Oikaistun virtauksen kouluttaminen nykyisten LLM-kehysten puitteissa.<\/li>\n\n\n\n<li><strong>Huipputason vertailuarvot<\/strong>: Sopii erikoistuneisiin malleihin kuvan ja tekstin kohdistamisessa.<\/li>\n\n\n\n<li>Avoimen l\u00e4hdekoodin koodi nopeaa k\u00e4ytt\u00f6\u00f6nottoa varten.<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/janusai.pro\/fi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Tutustu JanusFlow Demo<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%A5_Model_Downloads\"><\/span>\ud83d\udce5&nbsp;<strong>Mallin lataukset<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Kaikkia malleja is\u00e4nn\u00f6i&nbsp;<strong>Halailevat kasvot<\/strong>&nbsp;alla&nbsp;<strong>MIT-lisenssi<\/strong>&nbsp;(kaupallinen):<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Malli<\/th><th>Parametrit<\/th><th>Jakson pituus<\/th><th>Lataa linkki<\/th><\/tr><\/thead><tbody><tr><td><strong>Janus-Pro-7B<\/strong><\/td><td>7B<\/td><td>4096<\/td><td><a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/link\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\ud83e\udd17 Halailevat kasvot<\/a><\/td><\/tr><tr><td><strong>JanusFlow-1.3B<\/strong><\/td><td>1.3B<\/td><td>4096<\/td><td><a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/link\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\ud83e\udd17 Halailevat kasvot<\/a><\/td><\/tr><tr><td><strong>Janus-1.3B<\/strong><\/td><td>1.3B<\/td><td>4096<\/td><td><a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/link\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\ud83e\udd17 Halailevat kasvot<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E2%9A%A1_Quick_Start\"><\/span>\u26a1&nbsp;<strong>Pikak\u00e4ynnistys<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>Janus-Pro:n k\u00e4ytt\u00f6\u00f6notto kolmessa vaiheessa:<\/strong><\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>Asenna riippuvuudet:bash\u590d\u5236pip install deepseek-januspro torch<\/li>\n\n\n\n<li>Lataa malli:python\u590d\u5236from deepseek import JanusPro model = JanusPro.from_pretrained(\"deepseek\/janus-pro-7b\")<\/li>\n\n\n\n<li>Kuvien tuottaminen tekstist\u00e4:python\u590d\u5236output = model.generate(\"A cyberpunk city at sunset, 4K ultra-detailed\")<\/li>\n<\/ol>\n\n\n\n<p><strong><a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/44235caf-0df4-4101-a1d9-292ad75d0bd1#\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">T\u00e4ydellinen dokumentaatio<\/a>\u00a0|\u00a0<a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/44235caf-0df4-4101-a1d9-292ad75d0bd1#\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Yhteis\u00f6n tuki<\/a><\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%9C_License_Commercial_Use\"><\/span>\ud83d\udcdc&nbsp;<strong>Lisenssi &amp; kaupallinen k\u00e4ytt\u00f6<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Koodi<\/strong>: MIT License (avoin l\u00e4hdekoodi, muokattavissa).<\/li>\n\n\n\n<li><strong>Mallit<\/strong>: Vapaa kaupalliseen k\u00e4ytt\u00f6\u00f6n\u00a0<a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/license-link\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DeepSeek-mallin lisenssi<\/a>.<\/li>\n\n\n\n<li><strong>Eettinen teko\u00e4ly<\/strong>: Ohjeet vaatimustenmukaisuuden noudattamisesta ennakkoluulojen lievent\u00e4miseksi.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%96_Citations_Research\"><\/span>\ud83d\udcd6&nbsp;<strong>Sitaatit &amp; tutkimus<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Tukea akateemista innovointia viittaamalla:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">@misc{chen2025januspro,\n  title={Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling},\n  author={Chen, Xiaokang et al.},\n  year={2025}\n}  <\/pre>\n\n\n\n<p><a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/44235caf-0df4-4101-a1d9-292ad75d0bd1#\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">N\u00e4yt\u00e4 kaikki julkaisut<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%F0%9F%92%AC_Get_Started_Today\"><\/span>\ud83d\udcac&nbsp;<strong>Aloita t\u00e4n\u00e4\u00e4n!<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Liity tuhansiin kehitt\u00e4jiin, jotka hy\u00f6dynt\u00e4v\u00e4t Janus-sarjaa:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sis\u00e4ll\u00f6n luomisen ty\u00f6kalut<\/strong><\/li>\n\n\n\n<li><strong>Teko\u00e4lypohjainen suunnitteluautomaatio<\/strong><\/li>\n\n\n\n<li><strong>Multimodaalinen tutkimus<\/strong><\/li>\n<\/ul>\n\n\n\n<p><strong>Ota yhteytt\u00e4<\/strong>:\u00a0<a href=\"mailto:service@deepseek.com\" target=\"_blank\" rel=\"noreferrer noopener\">service@deepseek.com<\/a>\u00a0|\u00a0<strong><a href=\"https:\/\/chat.deepseek.com\/a\/chat\/s\/github-link\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">GitHub Issues<\/a><\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>#MultimodalAI #OpenSource #AIGeneration #JanusPro #DeepSeek #DeepSeek<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Optimoitu SEO:lle<\/strong>: Avainsanat, kuten \"yhten\u00e4istetty multimodaalinen teko\u00e4ly\", \"Janus-Pro-lataus\" ja \"avoimen l\u00e4hdekoodin kuvantuotanto\", on sijoitettu strategisesti hakusijojen parantamiseksi. Sis\u00e4iset linkit Hugging Faceen ja dokumentaatioon parantavat k\u00e4ytt\u00e4jien sitoutumista.<\/p>","protected":false},"excerpt":{"rendered":"<p>Seuraavan sukupolven teko\u00e4lyominaisuudet avoimeen l\u00e4hdekoodiin perustuvalla innovaatiolla DeepSeekin Janus-sarja on uraauurtava harppaus multimodaalisessa teko\u00e4lyss\u00e4, joka yhdist\u00e4\u00e4 saumattomasti kuvan ymm\u00e4rt\u00e4misen, tekstin tuottamisen kuvaksi ja kehittyneen kielimallinnuksen. N\u00e4m\u00e4 tutkijoille, kehitt\u00e4jille ja yrityksille suunnitellut mallit m\u00e4\u00e4rittelev\u00e4t teko\u00e4lysovellusten joustavuuden ja suorituskyvyn uudelleen. \ud83d\ude80 Viimeisimm\u00e4t p\u00e4ivitykset Pysy k\u00e4rjess\u00e4 huippuluokan julkaisuilla: \ud83d\udd25 Miksi valita Janus-sarja? 1. Janus-Pro: Monimodaalisten...<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-523","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/posts\/523","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/comments?post=523"}],"version-history":[{"count":1,"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/posts\/523\/revisions"}],"predecessor-version":[{"id":524,"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/posts\/523\/revisions\/524"}],"wp:attachment":[{"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/media?parent=523"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/categories?post=523"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/janusai.pro\/fi\/wp-json\/wp\/v2\/tags?post=523"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}