Pause and Resume AutoML experiments #5736

Open
Open
Pause and Resume AutoML experiments#5736
Labels
AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
Milestone
ML.NET Future

Description

@stoyandimov
stoyandimov
opened on Apr 2, 2021

I wonder if there are any plans to provide a way to pause/resume ML.NET AutoML experiments (with exiting the ML.NET process).

One can use AutoML to run experiments and set duration limit in seconds. However, this requires the process running for the entire duration of the experiment.

Has anyone tried running an experiment and implementing some sort of pause/resume functionality?

Use Case: Pause an experiment and resume after reboot

  • Developer starts an AutoML Regression experiment that should run for 20 hours
  • 8 hours into the experiment developer pauses the experiment
  • ML.NET persists the current state and results of the experiment
  • Developer shutdowns or reboots the OS
  • Developer resumes the experiment
  • ML.NET picks up where it left of and continues the experiment until it has run the whole 20 hours

The real use case for me is running long experiments at night. I'm not using my computer between 02:00 and 07:00. How can I run experiment for those 5 hours, pause the experiment and continue the next night?

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      , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
       blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

      Skip to content
      Pause and Resume AutoML experiments #5736
      Open
      Open
      Pause and Resume AutoML experiments#5736
      Labels
      AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
      Milestone
      ML.NET Future
      Description
      @stoyandimov
      stoyandimov
      opened on Apr 2, 2021
      I wonder if there are any plans to provide a way to pause/resume ML.NET AutoML experiments (with exiting the ML.NET process).
      One can use AutoML to run experiments and set duration limit in seconds. However, this requires the process running for the entire duration of the experiment.
      Has anyone tried running an experiment and implementing some sort of pause/resume functionality?
      Use Case: Pause an experiment and resume after reboot
      • Developer starts an AutoML Regression experiment that should run for 20 hours
      • 8 hours into the experiment developer pauses the experiment
      • ML.NET persists the current state and results of the experiment
      • Developer shutdowns or reboots the OS
      • Developer resumes the experiment
      • ML.NET picks up where it left of and continues the experiment until it has run the whole 20 hours
      The real use case for me is running long experiments at night. I'm not using my computer between 02:00 and 07:00. How can I run experiment for those 5 hours, pause the experiment and continue the next night?
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        AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
        Type
        No type
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        No projects
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          None yet
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          No branches or pull requests
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

          Skip to content
          Pause and Resume AutoML experiments #5736
          Open
          Open
          Pause and Resume AutoML experiments#5736
          Labels
          AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
          Milestone
          ML.NET Future
          Description
          @stoyandimov
          stoyandimov
          opened on Apr 2, 2021
          I wonder if there are any plans to provide a way to pause/resume ML.NET AutoML experiments (with exiting the ML.NET process).
          One can use AutoML to run experiments and set duration limit in seconds. However, this requires the process running for the entire duration of the experiment.
          Has anyone tried running an experiment and implementing some sort of pause/resume functionality?
          Use Case: Pause an experiment and resume after reboot
          • Developer starts an AutoML Regression experiment that should run for 20 hours
          • 8 hours into the experiment developer pauses the experiment
          • ML.NET persists the current state and results of the experiment
          • Developer shutdowns or reboots the OS
          • Developer resumes the experiment
          • ML.NET picks up where it left of and continues the experiment until it has run the whole 20 hours
          The real use case for me is running long experiments at night. I'm not using my computer between 02:00 and 07:00. How can I run experiment for those 5 hours, pause the experiment and continue the next night?
          Metadata
          Metadata
          Assignees
          No one assigned
            Labels
            AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
            Type
            No type
            Projects
            No projects
              Milestone
              Relationships
              None yet
              Development
              No branches or pull requests
              Issue actions
              
, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

              Skip to content
              Pause and Resume AutoML experiments #5736
              Open
              Open
              Pause and Resume AutoML experiments#5736
              Labels
              AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
              Milestone
              ML.NET Future
              Description
              @stoyandimov
              stoyandimov
              opened on Apr 2, 2021
              I wonder if there are any plans to provide a way to pause/resume ML.NET AutoML experiments (with exiting the ML.NET process).
              One can use AutoML to run experiments and set duration limit in seconds. However, this requires the process running for the entire duration of the experiment.
              Has anyone tried running an experiment and implementing some sort of pause/resume functionality?
              Use Case: Pause an experiment and resume after reboot
              • Developer starts an AutoML Regression experiment that should run for 20 hours
              • 8 hours into the experiment developer pauses the experiment
              • ML.NET persists the current state and results of the experiment
              • Developer shutdowns or reboots the OS
              • Developer resumes the experiment
              • ML.NET picks up where it left of and continues the experiment until it has run the whole 20 hours
              The real use case for me is running long experiments at night. I'm not using my computer between 02:00 and 07:00. How can I run experiment for those 5 hours, pause the experiment and continue the next night?
              Metadata
              Metadata
              Assignees
              No one assigned
                Labels
                AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
                Type
                No type
                Projects
                No projects
                  Milestone
                  Relationships
                  None yet
                  Development
                  No branches or pull requests
                  Issue actions
                  
, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

                  Skip to content
                  Pause and Resume AutoML experiments #5736
                  Open
                  Open
                  Pause and Resume AutoML experiments#5736
                  Labels
                  AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
                  Milestone
                  ML.NET Future
                  Description
                  @stoyandimov
                  stoyandimov
                  opened on Apr 2, 2021
                  I wonder if there are any plans to provide a way to pause/resume ML.NET AutoML experiments (with exiting the ML.NET process).
                  One can use AutoML to run experiments and set duration limit in seconds. However, this requires the process running for the entire duration of the experiment.
                  Has anyone tried running an experiment and implementing some sort of pause/resume functionality?
                  Use Case: Pause an experiment and resume after reboot
                  • Developer starts an AutoML Regression experiment that should run for 20 hours
                  • 8 hours into the experiment developer pauses the experiment
                  • ML.NET persists the current state and results of the experiment
                  • Developer shutdowns or reboots the OS
                  • Developer resumes the experiment
                  • ML.NET picks up where it left of and continues the experiment until it has run the whole 20 hours
                  The real use case for me is running long experiments at night. I'm not using my computer between 02:00 and 07:00. How can I run experiment for those 5 hours, pause the experiment and continue the next night?
                  Metadata
                  Metadata
                  Assignees
                  No one assigned
                    Labels
                    AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
                    Type
                    No type
                    Projects
                    No projects
                      Milestone
                      Relationships
                      None yet
                      Development
                      No branches or pull requests
                      Issue actions
                      
, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

                      Skip to content
                      Pause and Resume AutoML experiments #5736
                      Open
                      Open
                      Pause and Resume AutoML experiments#5736
                      Labels
                      AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
                      Milestone
                      ML.NET Future
                      Description
                      @stoyandimov
                      stoyandimov
                      opened on Apr 2, 2021
                      I wonder if there are any plans to provide a way to pause/resume ML.NET AutoML experiments (with exiting the ML.NET process).
                      One can use AutoML to run experiments and set duration limit in seconds. However, this requires the process running for the entire duration of the experiment.
                      Has anyone tried running an experiment and implementing some sort of pause/resume functionality?
                      Use Case: Pause an experiment and resume after reboot
                      • Developer starts an AutoML Regression experiment that should run for 20 hours
                      • 8 hours into the experiment developer pauses the experiment
                      • ML.NET persists the current state and results of the experiment
                      • Developer shutdowns or reboots the OS
                      • Developer resumes the experiment
                      • ML.NET picks up where it left of and continues the experiment until it has run the whole 20 hours
                      The real use case for me is running long experiments at night. I'm not using my computer between 02:00 and 07:00. How can I run experiment for those 5 hours, pause the experiment and continue the next night?
                      Metadata
                      Metadata
                      Assignees
                      No one assigned
                        Labels
                        AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
                        Type
                        No type
                        Projects
                        No projects
                          Milestone
                          Relationships
                          None yet
                          Development
                          No branches or pull requests
                          Issue actions
                          
, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

                          Skip to content
                          Pause and Resume AutoML experiments #5736
                          Open
                          Open
                          Pause and Resume AutoML experiments#5736
                          Labels
                          AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
                          Milestone
                          ML.NET Future
                          Description
                          @stoyandimov
                          stoyandimov
                          opened on Apr 2, 2021
                          I wonder if there are any plans to provide a way to pause/resume ML.NET AutoML experiments (with exiting the ML.NET process).
                          One can use AutoML to run experiments and set duration limit in seconds. However, this requires the process running for the entire duration of the experiment.
                          Has anyone tried running an experiment and implementing some sort of pause/resume functionality?
                          Use Case: Pause an experiment and resume after reboot
                          • Developer starts an AutoML Regression experiment that should run for 20 hours
                          • 8 hours into the experiment developer pauses the experiment
                          • ML.NET persists the current state and results of the experiment
                          • Developer shutdowns or reboots the OS
                          • Developer resumes the experiment
                          • ML.NET picks up where it left of and continues the experiment until it has run the whole 20 hours
                          The real use case for me is running long experiments at night. I'm not using my computer between 02:00 and 07:00. How can I run experiment for those 5 hours, pause the experiment and continue the next night?
                          Metadata
                          Metadata
                          Assignees
                          No one assigned
                            Labels
                            AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
                            Type
                            No type
                            Projects
                            No projects
                              Milestone
                              Relationships
                              None yet
                              Development
                              No branches or pull requests
                              Issue actions
                              
, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

                              Skip to content
                              Pause and Resume AutoML experiments #5736
                              Open
                              Open
                              Pause and Resume AutoML experiments#5736
                              Labels
                              AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
                              Milestone
                              ML.NET Future
                              Description
                              @stoyandimov
                              stoyandimov
                              opened on Apr 2, 2021
                              I wonder if there are any plans to provide a way to pause/resume ML.NET AutoML experiments (with exiting the ML.NET process).
                              One can use AutoML to run experiments and set duration limit in seconds. However, this requires the process running for the entire duration of the experiment.
                              Has anyone tried running an experiment and implementing some sort of pause/resume functionality?
                              Use Case: Pause an experiment and resume after reboot
                              • Developer starts an AutoML Regression experiment that should run for 20 hours
                              • 8 hours into the experiment developer pauses the experiment
                              • ML.NET persists the current state and results of the experiment
                              • Developer shutdowns or reboots the OS
                              • Developer resumes the experiment
                              • ML.NET picks up where it left of and continues the experiment until it has run the whole 20 hours
                              The real use case for me is running long experiments at night. I'm not using my computer between 02:00 and 07:00. How can I run experiment for those 5 hours, pause the experiment and continue the next night?
                              Metadata
                              Metadata
                              Assignees
                              No one assigned
                                Labels
                                AutoML.NETAutomating various steps of the machine learning processP2Priority of the issue for triage purpose: Needs to be fixed at some point.
                                Type
                                No type
                                Projects
                                No projects
                                  Milestone
                                  Relationships
                                  None yet
                                  Development
                                  No branches or pull requests
                                  Issue actions