{"id":317,"date":"2020-02-16T17:07:02","date_gmt":"2020-02-16T17:07:02","guid":{"rendered":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/?p=317"},"modified":"2020-02-17T08:27:54","modified_gmt":"2020-02-17T08:27:54","slug":"running-jupyter-notebooks-on-imperial-colleges-compute-cluster","status":"publish","type":"post","link":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/","title":{"rendered":"Running Jupyter notebooks on Imperial College&#8217;s compute cluster"},"content":{"rendered":"<p>We were really glad to see <a href=\"http:\/\/www.jamesphoward.com\/\">James Howard<\/a> (NHLI, Faculty of Medicine) <a href=\"https:\/\/twitter.com\/DrJHoward\/status\/1218108204833525760\">announcing on Twitter<\/a> that he&#8217;d published a <a href=\"https:\/\/www.kaggle.com\/jamesphoward\/pacemaker-identification-neural-network-example\">Kaggle kernel<\/a> to accompany his <a href=\"http:\/\/electrophysiology.onlinejacc.org\/content\/5\/5\/576\">recent publication<\/a> on MR image analysis for cardiac pacemaker identification using neural networks via PyTorch and torchvision. Sharing code in this way is a great way to promote <a href=\"https:\/\/www.imperial.ac.uk\/research-and-innovation\/support-for-staff\/scholarly-communication\/imperial-open-research-newsletter\/\">open research<\/a>, enable reproducibility and encourage re-use.<\/p>\n<figure id=\"attachment_323\" aria-describedby=\"caption-attachment-323\" style=\"width: 640px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1013\" height=\"1024\" class=\"size-large wp-image-323\" src=\"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/files\/2020\/02\/F5.large_-1013x1024.jpg\" alt=\"\" data-wp-editing=\"1\" \/><figcaption id=\"caption-attachment-323\" class=\"wp-caption-text\">Figure 3 from <a href=\"http:\/\/electrophysiology.onlinejacc.org\/content\/5\/5\/576\" target=\"_blank\" rel=\"noopener noreferrer\">Cardiac Rhythm Device Identification Using Neural Networks<\/a><\/figcaption><\/figure>\n<p>We thought it might be helpful to explain how to run similar notebooks on Imperial&#8217;s <a href=\"https:\/\/www.imperial.ac.uk\/admin-services\/ict\/self-service\/research-support\/rcs\/computing\/\">cluster compute service<\/a>, given that it can provide some benefits while you&#8217;re developing code:<\/p>\n<ul>\n<li>Your code and data remain securely on-premise, thanks to the RCS <a href=\"https:\/\/www.imperial.ac.uk\/admin-services\/ict\/self-service\/research-support\/rcs\/support\/applications\/jupyter\/\">Jupyter Service<\/a> and <a href=\"http:\/\/www.imperial.ac.uk\/admin-services\/ict\/self-service\/research-support\/rcs\/rds\/\">Research Data Store<\/a><\/li>\n<li>You can run parallel interactive and non-interactive jobs that span several days, across multiple <a href=\"https:\/\/www.imperial.ac.uk\/admin-services\/ict\/self-service\/research-support\/rcs\/computing\/job-sizing-guidance\/gpu\/\">GPUs<\/a><\/li>\n<\/ul>\n<p>With James&#8217; permission we&#8217;ve lightly modified his notebook and published it in an <a href=\"https:\/\/github.com\/ImperialCollegeLondon\/rcs-pacemakers\">exemplar repository<\/a> alongside some instructions to run it on the compute cluster. We hope this can help others to use a combination of Conda, Jupyter and PBS in order to conduct GPU-accelerated machine learning on infrastructure managed by the College&#8217;s <a href=\"https:\/\/www.imperial.ac.uk\/admin-services\/ict\/self-service\/research-support\/rcs\/computing\/\">Research Computing Service<\/a> &#8211; without incurring any cost at the point of use.<\/p>\n<p><em>Many thanks to James Howard for sharing his notebook and reviewing our instructions<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We were really glad to see James Howard (NHLI, Faculty of Medicine) announcing on Twitter that he&#8217;d published a Kaggle kernel to accompany his recent publication on MR image analysis for cardiac pacemaker identification using neural networks via PyTorch and torchvision. Sharing code in this way is a great way to promote open research, enable [&hellip;]<\/p>\n","protected":false},"author":1133,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[390],"tags":[289406,289405,272455],"class_list":["post-317","post","type-post","status-publish","format-standard","hentry","category-technology","tag-gpu","tag-jupyter","tag-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Running Jupyter notebooks on Imperial College&#039;s compute cluster - Research Software Engineering<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Running Jupyter notebooks on Imperial College&#039;s compute cluster - Research Software Engineering\" \/>\n<meta property=\"og:description\" content=\"We were really glad to see James Howard (NHLI, Faculty of Medicine) announcing on Twitter that he&#8217;d published a Kaggle kernel to accompany his recent publication on MR image analysis for cardiac pacemaker identification using neural networks via PyTorch and torchvision. Sharing code in this way is a great way to promote open research, enable [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/\" \/>\n<meta property=\"og:site_name\" content=\"Research Software Engineering\" \/>\n<meta property=\"article:published_time\" content=\"2020-02-16T17:07:02+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-02-17T08:27:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/files\/2020\/02\/F5.large_-1013x1024.jpg\" \/>\n<meta name=\"author\" content=\"Mark Woodbridge\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Mark Woodbridge\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/\"},\"author\":{\"name\":\"Mark Woodbridge\",\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/#\\\/schema\\\/person\\\/fa8aebdbb44c04300d04c6a9e3f34d85\"},\"headline\":\"Running Jupyter notebooks on Imperial College&#8217;s compute cluster\",\"datePublished\":\"2020-02-16T17:07:02+00:00\",\"dateModified\":\"2020-02-17T08:27:54+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/\"},\"wordCount\":229,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/files\\\/2020\\\/02\\\/F5.large_-1013x1024.jpg\",\"keywords\":[\"GPU\",\"Jupyter\",\"Machine Learning\"],\"articleSection\":[\"Technology\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/\",\"url\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/\",\"name\":\"Running Jupyter notebooks on Imperial College's compute cluster - Research Software Engineering\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/files\\\/2020\\\/02\\\/F5.large_-1013x1024.jpg\",\"datePublished\":\"2020-02-16T17:07:02+00:00\",\"dateModified\":\"2020-02-17T08:27:54+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/#\\\/schema\\\/person\\\/fa8aebdbb44c04300d04c6a9e3f34d85\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/#primaryimage\",\"url\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/files\\\/2020\\\/02\\\/F5.large_.jpg\",\"contentUrl\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/files\\\/2020\\\/02\\\/F5.large_.jpg\",\"width\":1781,\"height\":1800,\"caption\":\"Figure from \\\"Cardiac Rhythm Device Identification Using Neural Networks\\\"\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/2020\\\/02\\\/16\\\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Running Jupyter notebooks on Imperial College&#8217;s compute cluster\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/#website\",\"url\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/\",\"name\":\"Research Software Engineering\",\"description\":\"News and views from the Research Software Engineering Team at Imperial College London\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/#\\\/schema\\\/person\\\/fa8aebdbb44c04300d04c6a9e3f34d85\",\"name\":\"Mark Woodbridge\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/969137c9bc530cb4897aa92d97d8c2cc5d1c0592b7c04507053e31e36d07ca49?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/969137c9bc530cb4897aa92d97d8c2cc5d1c0592b7c04507053e31e36d07ca49?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/969137c9bc530cb4897aa92d97d8c2cc5d1c0592b7c04507053e31e36d07ca49?s=96&d=mm&r=g\",\"caption\":\"Mark Woodbridge\"},\"url\":\"https:\\\/\\\/blogs.imperial.ac.uk\\\/research-software-engineering\\\/author\\\/mwoodbri\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Running Jupyter notebooks on Imperial College's compute cluster - Research Software Engineering","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/","og_locale":"en_GB","og_type":"article","og_title":"Running Jupyter notebooks on Imperial College's compute cluster - Research Software Engineering","og_description":"We were really glad to see James Howard (NHLI, Faculty of Medicine) announcing on Twitter that he&#8217;d published a Kaggle kernel to accompany his recent publication on MR image analysis for cardiac pacemaker identification using neural networks via PyTorch and torchvision. Sharing code in this way is a great way to promote open research, enable [&hellip;]","og_url":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/","og_site_name":"Research Software Engineering","article_published_time":"2020-02-16T17:07:02+00:00","article_modified_time":"2020-02-17T08:27:54+00:00","og_image":[{"url":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/files\/2020\/02\/F5.large_-1013x1024.jpg","type":"","width":"","height":""}],"author":"Mark Woodbridge","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Mark Woodbridge","Estimated reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/#article","isPartOf":{"@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/"},"author":{"name":"Mark Woodbridge","@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/#\/schema\/person\/fa8aebdbb44c04300d04c6a9e3f34d85"},"headline":"Running Jupyter notebooks on Imperial College&#8217;s compute cluster","datePublished":"2020-02-16T17:07:02+00:00","dateModified":"2020-02-17T08:27:54+00:00","mainEntityOfPage":{"@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/"},"wordCount":229,"commentCount":0,"image":{"@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/#primaryimage"},"thumbnailUrl":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/files\/2020\/02\/F5.large_-1013x1024.jpg","keywords":["GPU","Jupyter","Machine Learning"],"articleSection":["Technology"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/","url":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/","name":"Running Jupyter notebooks on Imperial College's compute cluster - Research Software Engineering","isPartOf":{"@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/#website"},"primaryImageOfPage":{"@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/#primaryimage"},"image":{"@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/#primaryimage"},"thumbnailUrl":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/files\/2020\/02\/F5.large_-1013x1024.jpg","datePublished":"2020-02-16T17:07:02+00:00","dateModified":"2020-02-17T08:27:54+00:00","author":{"@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/#\/schema\/person\/fa8aebdbb44c04300d04c6a9e3f34d85"},"breadcrumb":{"@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/#primaryimage","url":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/files\/2020\/02\/F5.large_.jpg","contentUrl":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/files\/2020\/02\/F5.large_.jpg","width":1781,"height":1800,"caption":"Figure from \"Cardiac Rhythm Device Identification Using Neural Networks\""},{"@type":"BreadcrumbList","@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/2020\/02\/16\/running-jupyter-notebooks-on-imperial-colleges-compute-cluster\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/"},{"@type":"ListItem","position":2,"name":"Running Jupyter notebooks on Imperial College&#8217;s compute cluster"}]},{"@type":"WebSite","@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/#website","url":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/","name":"Research Software Engineering","description":"News and views from the Research Software Engineering Team at Imperial College London","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Person","@id":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/#\/schema\/person\/fa8aebdbb44c04300d04c6a9e3f34d85","name":"Mark Woodbridge","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/secure.gravatar.com\/avatar\/969137c9bc530cb4897aa92d97d8c2cc5d1c0592b7c04507053e31e36d07ca49?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/969137c9bc530cb4897aa92d97d8c2cc5d1c0592b7c04507053e31e36d07ca49?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/969137c9bc530cb4897aa92d97d8c2cc5d1c0592b7c04507053e31e36d07ca49?s=96&d=mm&r=g","caption":"Mark Woodbridge"},"url":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/author\/mwoodbri\/"}]}},"_links":{"self":[{"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/posts\/317","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/users\/1133"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/comments?post=317"}],"version-history":[{"count":11,"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/posts\/317\/revisions"}],"predecessor-version":[{"id":329,"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/posts\/317\/revisions\/329"}],"wp:attachment":[{"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/media?parent=317"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/categories?post=317"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.imperial.ac.uk\/research-software-engineering\/wp-json\/wp\/v2\/tags?post=317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}