{"id":5625,"date":"2023-07-12T09:20:26","date_gmt":"2023-07-12T09:20:26","guid":{"rendered":"https:\/\/sites.hslu.ch\/werkstatt\/?p=5625"},"modified":"2024-03-15T13:21:24","modified_gmt":"2024-03-15T13:21:24","slug":"machine-learning-workstation","status":"publish","type":"post","link":"https:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/","title":{"rendered":"Machine Learning Workstation"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_section el_class=&#187;dkw-section-lead&#187;][vc_row][vc_column width=&#187;2\/3&#8243; offset=&#187;vc_col-sm-offset-2&#8243;][vc_column_text]Seit einiger Zeit haben wir im MediaDock eine Machine Learning Workstation. In dieser unscheinbaren Kiste ist eine gute Grafikkarte verbaut um deinen Machine Learning Projekten GPU Power zu liefern. Hier f\u00fchren wir eine mehr oder weniger aktuelle Liste was auf dem Rechner alles installiert ist.[\/vc_column_text][\/vc_column][\/vc_row][\/vc_section][vc_section el_class=&#187;dkw-section-content&#187;][vc_row][vc_column width=&#187;1\/3&#8243; el_class=&#187;dkw-col-toc&#187; offset=&#187;vc_col-lg-3&#8243;][vc_column_text]<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<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/#Bild_Generation\" >Bild Generation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/#Bildbearbeitung\" >Bildbearbeitung<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/#Video\" >Video<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/#Machine-_Vision\" >Machine- 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:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/#3D_Objekte\" >3D Objekte<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/#Text_Generation\" >Text Generation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/#Chatbots\" >Chatbots<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/#Audio\" >Audio<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/sites.hslu.ch\/werkstatt\/machine-learning-workstation\/#Verschiedene_Modelle\" >Verschiedene Modelle\u00a0<\/a><\/li><\/ul><\/nav><\/div>\n[\/vc_column_text][\/vc_column][vc_column width=&#187;2\/3&#8243; el_class=&#187;dkw-col-content&#187; offset=&#187;vc_col-lg-6&#8243;][vc_column_text]<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Bild_Generation\"><\/span>Bild Generation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/docs.nerf.studio\/en\/latest\/\"><strong>Nerfstudio<\/strong><\/a>\n<ul>\n<li><a href=\"https:\/\/sites.hslu.ch\/werkstatt\/neural-radiance-fields-nerfs\/\">https:\/\/sites.hslu.ch\/werkstatt\/neural-radiance-fields-nerfs\/<\/a><\/li>\n<\/ul>\n<\/li>\n<li><strong><a href=\"https:\/\/stability.ai\/\">Stable Diffusion<\/a><\/strong>\n<ul>\n<li><a href=\"https:\/\/github.com\/AUTOMATIC1111\/stable-diffusion-webui\">WebUI\u00a0<\/a>\n<ul>\n<li>Multiple Models, LoRA`s and Controlnet Options<\/li>\n<li><a href=\"https:\/\/sites.hslu.ch\/werkstatt\/stable-diffusion-webui\/\">https:\/\/sites.hslu.ch\/werkstatt\/stable-diffusion-webui\/<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/lllyasviel\/Fooocus\">Fooocus<\/a>\n<ul>\n<li><a href=\"https:\/\/sites.hslu.ch\/werkstatt\/fooocus\/\">https:\/\/sites.hslu.ch\/werkstatt\/fooocus\/<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong><a href=\"https:\/\/stability.ai\/news\/stability-ai-sdxl-turbo\">Stable Diffusion Turbo XL<\/a><\/strong>\n<ul>\n<li>ComfyUI<\/li>\n<\/ul>\n<\/li>\n<li><strong><a href=\"https:\/\/differential-diffusion.github.io\/\">Stable Diffusion Differential Diffusion<\/a><\/strong>\n<ul>\n<li>WebUI<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/facefusion\"><strong>FaceFusion<\/strong><\/a>\n<ul>\n<li>Faceswap<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/instantid.github.io\/\"><strong>Instant ID<\/strong><\/a>\n<ul>\n<li>Zero-shot Identity-Preserving Generation in Seconds<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/TencentARC\/PhotoMaker\"><strong>Photo Maker<\/strong><\/a>\n<ul>\n<li>Customizing Realistic Human Photos via Stacked ID Embedding<\/li>\n<\/ul>\n<\/li>\n<li><strong>Deus<\/strong><\/li>\n<li><a href=\"https:\/\/github.com\/ali-vilab\/dreamtalk\"><strong>Dreamtalk<\/strong><\/a>\n<ul>\n<li>speech to face animation<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Bildbearbeitung\"><\/span>Bildbearbeitung<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/supir.xpixel.group\/\"><strong>Supir<\/strong><\/a>\n<ul>\n<li>Bildrestauration Upscale<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/huggingface.co\/spaces\/briaai\/BRIA-RMBG-1.4\"><strong>BRIA_RMBG<\/strong><\/a>\n<ul>\n<li>Bild \/ Video Hintergrund L\u00f6schen<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/invoke-ai\"><strong>InvokeAI<\/strong><\/a>\n<ul>\n<li>Bildgenerierung \/ Bearbeitung<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Video\"><\/span>Video<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong><a href=\"https:\/\/github.com\/AILab-CVC\/VideoCrafter\">VideoCrafter 2<\/a><\/strong>\n<ul>\n<li>Text to Video<\/li>\n<li>Image to Video<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/stability.ai\/stable-video\"><strong>Stable Diffusion Video<\/strong><\/a>\n<ul>\n<li>WebUI<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/MooreThreads\/Moore-AnimateAnyone\"><strong>Moore-AnimateAnyone<\/strong><\/a>\n<ul>\n<li>Animiere Fotografien mit Openpose Videos<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/huggingface.co\/spaces\/fffiloni\/video2openpose2\"><strong>Video2Openpose<\/strong><\/a>\n<ul>\n<li>Extrahiere Openpose Skellette aus Videos<\/li>\n<\/ul>\n<\/li>\n<li><strong><a href=\"https:\/\/github.com\/Flode-Labs\/vid2densepose\">Video2Densepose<\/a><\/strong>\n<ul>\n<li>Extrahiere Densepose Segmentationen aus Videos<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/showlab.github.io\/magicanimate\/\"><strong>AnimateMagic<\/strong><\/a>\n<ul>\n<li>Temporally Consistent Human Image Animation using Diffusion Model<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/radames\/Real-Time-Latent-Consistency-Model\"><strong>Realtime Stable Diffusion<\/strong><\/a>\n<ul>\n<li>Video to video<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/Vchitect\/LaVie\"><strong>LaVie<\/strong><\/a>\n<ul>\n<li>text to video<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/guoyww\/animatediff\/\"><strong>AnimateDiff<\/strong><\/a>\n<ul>\n<li>Animation Generator<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Machine-_Vision\"><\/span>Machine- Vision<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong><a href=\"https:\/\/moondream.ai\/\">Moondream2<\/a><\/strong>\n<ul>\n<li>A tiny open-source computer-vision model that runs everywhere and kicks ass.<\/li>\n<li>Bild zu Text Model<\/li>\n<\/ul>\n<\/li>\n<li><strong><a href=\"https:\/\/github.com\/cocktailpeanut\/mirror?tab=readme-ov-file\">Mirror<\/a><\/strong>\n<ul>\n<li>Livebeschrieb von Webcamfeed<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3D_Objekte\"><\/span>3D Objekte<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/docs.nerf.studio\/en\/latest\/\"><strong>Nerfstudio<\/strong><\/a>\n<ul>\n<li>Neureal Radiance Fields<\/li>\n<li><a href=\"https:\/\/sites.hslu.ch\/werkstatt\/neural-radiance-fields-nerfs\/\">https:\/\/sites.hslu.ch\/werkstatt\/neural-radiance-fields-nerfs\/<\/a><\/li>\n<\/ul>\n<\/li>\n<li>\n<p class=\"entry-title entry-title--large p-name\" data-content-field=\"title\"><a href=\"https:\/\/stability.ai\/news\/triposr-3d-generation\"><strong>TripoSR<\/strong><\/a><\/p>\n<ul>\n<li>Schnelle 3D-Objektgenerierung aus Einzelbildern<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/dust3r.europe.naverlabs.com\/\"><strong>DUSt3R<\/strong><\/a>\n<ul>\n<li>3D Objekte aus wenigen Bildern<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/huggingface.co\/spaces\/ashawkey\/LGM\"><strong>LGM<\/strong><\/a>\n<ul>\n<li>Large Multi-View Gaussian Model for High-Resolution 3D Content Creation<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Text_Generation\"><\/span>Text Generation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong><a href=\"https:\/\/openai.com\/research\/whisper\">whisper by open ai<\/a><\/strong>\n<ul>\n<li>Whisper\n<ul>\n<li><a href=\"https:\/\/sites.hslu.ch\/werkstatt\/whisper-openai-transkription\/\">https:\/\/sites.hslu.ch\/werkstatt\/whisper-openai-transkription\/<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Chatbots\"><\/span>Chatbots<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong><a href=\"https:\/\/github.com\/lobehub\/lobe-chat\">LobeChat<\/a><\/strong><\/li>\n<li><strong><a href=\"https:\/\/github.com\/ivanfioravanti\/chatbot-ollama\">Chatbot-Ollama<\/a><\/strong><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Audio\"><\/span>Audio<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong><a href=\"https:\/\/huggingface.co\/spaces\/hilamanor\/audioEditing\">ZETA<\/a><\/strong>\n<ul>\n<li>Textbasierte Audiobearbeitung mit Zero-Shot und DDPM-Invertierung<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/myshell-ai\/MeloTTS\"><strong>MeloTTS<\/strong><\/a>\n<ul>\n<li>Text to Speech in verschiedenen Sprachen<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/suno-ai\/bark\"><strong>Bark Voice Coning<\/strong><\/a>\n<ul>\n<li>Text to Speech in verschiedenen Sprachen<\/li>\n<li>Voice Cloning<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/facebookresearch\/audiocraft\/blob\/main\/docs\/MAGNET.md\"><strong>MAGNeT<\/strong><\/a>\n<ul>\n<li>Text to Music<\/li>\n<li>Text to Sound<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/huggingface.co\/spaces\/myshell-ai\/OpenVoice\"><strong>OpenVoice<\/strong><\/a>\n<ul>\n<li>Text to Speech<\/li>\n<li>Voice Cloning<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/github.com\/seungheondoh\/lp-music-caps?tab=readme-ov-file\"><strong>LP-MusicCaps<\/strong><\/a>\n<ul>\n<li>Music to Description<\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/huggingface.co\/spaces\/coqui\/xtts\"><strong>XTTS<\/strong><\/a>\n<ul>\n<li>Voice Cloning<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Verschiedene_Modelle\"><\/span><strong>Verschiedene Modelle\u00a0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/github.com\/open-webui\/open-webui\"><strong>openWebUI<\/strong><\/a><\/li>\n<\/ul>\n<p>[\/vc_column_text][\/vc_column][vc_column width=&#187;1\/3&#8243; el_class=&#187;dkw-col-micro&#187; offset=&#187;vc_col-lg-3&#8243;][\/vc_column][\/vc_row][\/vc_section][vc_section el_class=&#187;dkw-dontprint&#187;][vc_row disable_element=&#187;yes&#187;][vc_column][vc_column_text]<span style=\"color: red\">\u2014 \u2014 \u2014 INFO: In beiden nachfolgenden Post Grids die passenden Recipies und die passenden Talks\u00a0 ausw\u00e4hlen \u2014 \u2014 \u2014<br \/>\n<\/span>[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text]<\/p>\n<h2>Passende Recipies<\/h2>\n<p>[\/vc_column_text][vc_basic_grid post_type=&#187;ids&#187; element_width=&#187;2&#8243; gap=&#187;10&#8243; item=&#187;517&#8243; grid_id=&#187;vc_gid:1710492410581-26f8c001-0dee-9&#8243; include=&#187;6710, 5916, 6160, 5589&#8243;][\/vc_column][\/vc_row][\/vc_section][vc_section el_class=&#187;dkw-dontprint&#187;][vc_row][vc_column][vc_column_text]<\/p>\n<h2>Passende Talks<\/h2>\n<p>[\/vc_column_text][vc_basic_grid post_type=&#187;ids&#187; element_width=&#187;2&#8243; gap=&#187;10&#8243; item=&#187;517&#8243; grid_id=&#187;vc_gid:1710492410581-bb699ea7-c13a-2&#8243; include=&#187;930, 2975, 4219, 5606, 5849&#8243;][\/vc_column][\/vc_row][\/vc_section]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_section el_class=&#187;dkw-section-lead&#187;][vc_row][vc_column width=&#187;2\/3&#8243; offset=&#187;vc_col-sm-offset-2&#8243;][vc_column_text]Seit einiger Zeit haben wir im MediaDock eine Machine Learning Workstation. In dieser unscheinbaren Kiste ist eine gute Grafikkarte verbaut um [&hellip;]<\/p>\n","protected":false},"author":50,"featured_media":5629,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[15,13],"tags":[],"class_list":["post-5625","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mediadock","category-tools"],"acf":[],"_links":{"self":[{"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/posts\/5625","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/users\/50"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/comments?post=5625"}],"version-history":[{"count":15,"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/posts\/5625\/revisions"}],"predecessor-version":[{"id":7343,"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/posts\/5625\/revisions\/7343"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/media\/5629"}],"wp:attachment":[{"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/media?parent=5625"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/categories?post=5625"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.hslu.ch\/werkstatt\/wp-json\/wp\/v2\/tags?post=5625"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}