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refunction

Build Status

The next generation of cloud hosting is known as serverless or function-as-a-service (Faas). The popularity of these easily deployable and infinitely scalable functions has skyrocketed since AWS announced their Lambda service in 2014. One primary concern regarding the performance of these functions is the effect of “cold starts”. A cold start is the time it takes to boot a new container when the platform needs to increase its capacity for that function.

We investigate the possibility of restoring function containers as an alternative to starting new containers.

Our method focuses on Linux process primitives. We store and modify state such as raw memory and registers in order to reset the process to the way it was before the user’s function was loaded. We discuss how to ensure temporal isolation in order to provide security guarantees in such a system. We find that it is possible to restore container processes in a variety of runtimes. Using this approach can decrease the effect of cold starts by up to 20x and increase the overall throughput of such systems.

The full report can be found here

Get started on minikube

 minikube start \
--container-runtime=containerd \
--network-plugin=cni \
--enable-default-cni \
--cri-socket=/tmp/refunction.sock \
--extra-config=kubelet.container-runtime=remote \
--extra-config=kubelet.container-runtime-endpoint=unix:///tmp/refunction.sock \
--extra-config=kubelet.image-service-endpoint=unix:///tmp/refunction.sock

Then:

$ minikube ssh
$ curl https://refunction-cri.s3.amazonaws.com/cri -o cri && chmod +x cri
$ sudo ./cri

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Reusing containers for faster serverless function execution - Masters Project @ Imperial College

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all \u003cpre\u003e\u003ccode\u003e 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" + '
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refunction

Build Status

The next generation of cloud hosting is known as serverless or function-as-a-service (Faas). The popularity of these easily deployable and infinitely scalable functions has skyrocketed since AWS announced their Lambda service in 2014. One primary concern regarding the performance of these functions is the effect of “cold starts”. A cold start is the time it takes to boot a new container when the platform needs to increase its capacity for that function.

We investigate the possibility of restoring function containers as an alternative to starting new containers.

Our method focuses on Linux process primitives. We store and modify state such as raw memory and registers in order to reset the process to the way it was before the user’s function was loaded. We discuss how to ensure temporal isolation in order to provide security guarantees in such a system. We find that it is possible to restore container processes in a variety of runtimes. Using this approach can decrease the effect of cold starts by up to 20x and increase the overall throughput of such systems.

The full report can be found here

Get started on minikube

 minikube start \
--container-runtime=containerd \
--network-plugin=cni \
--enable-default-cni \
--cri-socket=/tmp/refunction.sock \
--extra-config=kubelet.container-runtime=remote \
--extra-config=kubelet.container-runtime-endpoint=unix:///tmp/refunction.sock \
--extra-config=kubelet.image-service-endpoint=unix:///tmp/refunction.sock

Then:

$ minikube ssh
$ curl https://refunction-cri.s3.amazonaws.com/cri -o cri && chmod +x cri
$ sudo ./cri

About

Reusing containers for faster serverless function execution - Masters Project @ Imperial College

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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('^' + ".*" + '
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refunction

Build Status

The next generation of cloud hosting is known as serverless or function-as-a-service (Faas). The popularity of these easily deployable and infinitely scalable functions has skyrocketed since AWS announced their Lambda service in 2014. One primary concern regarding the performance of these functions is the effect of “cold starts”. A cold start is the time it takes to boot a new container when the platform needs to increase its capacity for that function.

We investigate the possibility of restoring function containers as an alternative to starting new containers.

Our method focuses on Linux process primitives. We store and modify state such as raw memory and registers in order to reset the process to the way it was before the user’s function was loaded. We discuss how to ensure temporal isolation in order to provide security guarantees in such a system. We find that it is possible to restore container processes in a variety of runtimes. Using this approach can decrease the effect of cold starts by up to 20x and increase the overall throughput of such systems.

The full report can be found here

Get started on minikube

 minikube start \
--container-runtime=containerd \
--network-plugin=cni \
--enable-default-cni \
--cri-socket=/tmp/refunction.sock \
--extra-config=kubelet.container-runtime=remote \
--extra-config=kubelet.container-runtime-endpoint=unix:///tmp/refunction.sock \
--extra-config=kubelet.image-service-endpoint=unix:///tmp/refunction.sock

Then:

$ minikube ssh
$ curl https://refunction-cri.s3.amazonaws.com/cri -o cri && chmod +x cri
$ sudo ./cri

About

Reusing containers for faster serverless function execution - Masters Project @ Imperial College

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21 stars

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2 watching

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, '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 \u003e 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('^' + ".*" + '
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refunction

Build Status

The next generation of cloud hosting is known as serverless or function-as-a-service (Faas). The popularity of these easily deployable and infinitely scalable functions has skyrocketed since AWS announced their Lambda service in 2014. One primary concern regarding the performance of these functions is the effect of “cold starts”. A cold start is the time it takes to boot a new container when the platform needs to increase its capacity for that function.

We investigate the possibility of restoring function containers as an alternative to starting new containers.

Our method focuses on Linux process primitives. We store and modify state such as raw memory and registers in order to reset the process to the way it was before the user’s function was loaded. We discuss how to ensure temporal isolation in order to provide security guarantees in such a system. We find that it is possible to restore container processes in a variety of runtimes. Using this approach can decrease the effect of cold starts by up to 20x and increase the overall throughput of such systems.

The full report can be found here

Get started on minikube

 minikube start \
--container-runtime=containerd \
--network-plugin=cni \
--enable-default-cni \
--cri-socket=/tmp/refunction.sock \
--extra-config=kubelet.container-runtime=remote \
--extra-config=kubelet.container-runtime-endpoint=unix:///tmp/refunction.sock \
--extra-config=kubelet.image-service-endpoint=unix:///tmp/refunction.sock

Then:

$ minikube ssh
$ curl https://refunction-cri.s3.amazonaws.com/cri -o cri && chmod +x cri
$ sudo ./cri

About

Reusing containers for faster serverless function execution - Masters Project @ Imperial College

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21 stars

Watchers

2 watching

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Languages

, '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" + '
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refunction

Build Status

The next generation of cloud hosting is known as serverless or function-as-a-service (Faas). The popularity of these easily deployable and infinitely scalable functions has skyrocketed since AWS announced their Lambda service in 2014. One primary concern regarding the performance of these functions is the effect of “cold starts”. A cold start is the time it takes to boot a new container when the platform needs to increase its capacity for that function.

We investigate the possibility of restoring function containers as an alternative to starting new containers.

Our method focuses on Linux process primitives. We store and modify state such as raw memory and registers in order to reset the process to the way it was before the user’s function was loaded. We discuss how to ensure temporal isolation in order to provide security guarantees in such a system. We find that it is possible to restore container processes in a variety of runtimes. Using this approach can decrease the effect of cold starts by up to 20x and increase the overall throughput of such systems.

The full report can be found here

Get started on minikube

 minikube start \
--container-runtime=containerd \
--network-plugin=cni \
--enable-default-cni \
--cri-socket=/tmp/refunction.sock \
--extra-config=kubelet.container-runtime=remote \
--extra-config=kubelet.container-runtime-endpoint=unix:///tmp/refunction.sock \
--extra-config=kubelet.image-service-endpoint=unix:///tmp/refunction.sock

Then:

$ minikube ssh
$ curl https://refunction-cri.s3.amazonaws.com/cri -o cri && chmod +x cri
$ sudo ./cri

About

Reusing containers for faster serverless function execution - Masters Project @ Imperial College

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21 stars

Watchers

2 watching

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, '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('^' + ".*" + '
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Repository files navigation

refunction

Build Status

The next generation of cloud hosting is known as serverless or function-as-a-service (Faas). The popularity of these easily deployable and infinitely scalable functions has skyrocketed since AWS announced their Lambda service in 2014. One primary concern regarding the performance of these functions is the effect of “cold starts”. A cold start is the time it takes to boot a new container when the platform needs to increase its capacity for that function.

We investigate the possibility of restoring function containers as an alternative to starting new containers.

Our method focuses on Linux process primitives. We store and modify state such as raw memory and registers in order to reset the process to the way it was before the user’s function was loaded. We discuss how to ensure temporal isolation in order to provide security guarantees in such a system. We find that it is possible to restore container processes in a variety of runtimes. Using this approach can decrease the effect of cold starts by up to 20x and increase the overall throughput of such systems.

The full report can be found here

Get started on minikube

 minikube start \
--container-runtime=containerd \
--network-plugin=cni \
--enable-default-cni \
--cri-socket=/tmp/refunction.sock \
--extra-config=kubelet.container-runtime=remote \
--extra-config=kubelet.container-runtime-endpoint=unix:///tmp/refunction.sock \
--extra-config=kubelet.image-service-endpoint=unix:///tmp/refunction.sock

Then:

$ minikube ssh
$ curl https://refunction-cri.s3.amazonaws.com/cri -o cri && chmod +x cri
$ sudo ./cri

About

Reusing containers for faster serverless function execution - Masters Project @ Imperial College

Topics

Resources

Stars

21 stars

Watchers

2 watching

Forks

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Packages

Used by

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Languages

, '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('^' + ".*" + '
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Repository files navigation

refunction

Build Status

The next generation of cloud hosting is known as serverless or function-as-a-service (Faas). The popularity of these easily deployable and infinitely scalable functions has skyrocketed since AWS announced their Lambda service in 2014. One primary concern regarding the performance of these functions is the effect of “cold starts”. A cold start is the time it takes to boot a new container when the platform needs to increase its capacity for that function.

We investigate the possibility of restoring function containers as an alternative to starting new containers.

Our method focuses on Linux process primitives. We store and modify state such as raw memory and registers in order to reset the process to the way it was before the user’s function was loaded. We discuss how to ensure temporal isolation in order to provide security guarantees in such a system. We find that it is possible to restore container processes in a variety of runtimes. Using this approach can decrease the effect of cold starts by up to 20x and increase the overall throughput of such systems.

The full report can be found here

Get started on minikube

 minikube start \
--container-runtime=containerd \
--network-plugin=cni \
--enable-default-cni \
--cri-socket=/tmp/refunction.sock \
--extra-config=kubelet.container-runtime=remote \
--extra-config=kubelet.container-runtime-endpoint=unix:///tmp/refunction.sock \
--extra-config=kubelet.image-service-endpoint=unix:///tmp/refunction.sock

Then:

$ minikube ssh
$ curl https://refunction-cri.s3.amazonaws.com/cri -o cri && chmod +x cri
$ sudo ./cri

About

Reusing containers for faster serverless function execution - Masters Project @ Imperial College

Topics

Resources

Stars

21 stars

Watchers

2 watching

Forks

Releases

Packages

Used by

Contributors

Languages

, '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); } })(); })();
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refunction

Build Status

The next generation of cloud hosting is known as serverless or function-as-a-service (Faas). The popularity of these easily deployable and infinitely scalable functions has skyrocketed since AWS announced their Lambda service in 2014. One primary concern regarding the performance of these functions is the effect of “cold starts”. A cold start is the time it takes to boot a new container when the platform needs to increase its capacity for that function.

We investigate the possibility of restoring function containers as an alternative to starting new containers.

Our method focuses on Linux process primitives. We store and modify state such as raw memory and registers in order to reset the process to the way it was before the user’s function was loaded. We discuss how to ensure temporal isolation in order to provide security guarantees in such a system. We find that it is possible to restore container processes in a variety of runtimes. Using this approach can decrease the effect of cold starts by up to 20x and increase the overall throughput of such systems.

The full report can be found here

Get started on minikube

 minikube start \
--container-runtime=containerd \
--network-plugin=cni \
--enable-default-cni \
--cri-socket=/tmp/refunction.sock \
--extra-config=kubelet.container-runtime=remote \
--extra-config=kubelet.container-runtime-endpoint=unix:///tmp/refunction.sock \
--extra-config=kubelet.image-service-endpoint=unix:///tmp/refunction.sock

Then:

$ minikube ssh
$ curl https://refunction-cri.s3.amazonaws.com/cri -o cri && chmod +x cri
$ sudo ./cri

About

Reusing containers for faster serverless function execution - Masters Project @ Imperial College

Topics

Resources

Stars

21 stars

Watchers

2 watching

Forks

Releases

Packages

Used by

Contributors

Languages