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Note that this repository is outdated: we are now using the next generation of the MLCommons CK workflow automation meta-framework (Collective Mind aka CM) developed by the open working group. Feel free to join this community effort to learn how to modularize ML Systems and automate their benchmarking, optimization and deployment in the real world!

CK repository with automation workflows for MLPerf and MLOps

compatibilityautomationWindows Build status

CK compatibility

This repository is compatible with the MLCommons CK frameworkv2.5.8 (Apache 2.0 license):

Documentation

Overview

This repository contains a collection of stableCK components (automation recipes and workflows) to automate benchmarking, optimization and deployment of ML Systems across diverse platforms, environments, frameworks, models and data sets:

  • CK automation recipes for MLOps: [inside CK framework] [in this repo]
  • CK portable program workflows: [list]
  • CK portable meta packages: [list]
  • CK environment detection (software, models, data sets): [list]
  • CK OS descriptions: [list]
  • CK adaptive containers: [list]

Current projects

Use cases

  • Real-world use cases from our partners: overview

Motivation

Coordinator

Problems

Don't hesitate to report issues or submit feature requests here.

Public discussions

Contact Grigori Fursin to join our MLCommons Design Space Exploration Workgroup (subgroup of Best Practices)!

About

A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:

github.com/mlcommons/ck

Topics

artificial-intelligenceautomationco-designmachine-learningmlopsopen-scienceoptimizationportabilityreproducibilityreusabilitysystemsworkflows

Resources

Readme
Apache-2.0 license

Contributing

Contributing
Activity
Custom properties

Stars

19 stars

Watchers

6 watching

Forks

7 forks
Report repository

Releases

Packages

Used by

Contributors

Languages

, '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
BranchesTags
Repository files navigation
Note that this repository is outdated: we are now using the next generation of the MLCommons CK workflow automation meta-framework (Collective Mind aka CM) developed by the open working group. Feel free to join this community effort to learn how to modularize ML Systems and automate their benchmarking, optimization and deployment in the real world!
CK repository with automation workflows for MLPerf and MLOps
compatibilityautomationWindows Build status
CK compatibility
This repository is compatible with the MLCommons CK frameworkv2.5.8 (Apache 2.0 license):
Documentation
Overview
This repository contains a collection of stableCK components
(automation recipes and workflows) to automate benchmarking, optimization and deployment of ML Systems
across diverse platforms, environments, frameworks, models and data sets:
  • CK automation recipes for MLOps: [inside CK framework] [in this repo]
  • CK portable program workflows: [list]
  • CK portable meta packages: [list]
  • CK environment detection (software, models, data sets): [list]
  • CK OS descriptions: [list]
  • CK adaptive containers: [list]
Current projects
Use cases
  • Real-world use cases from our partners: overview
Motivation
Coordinator
Problems
Don't hesitate to report issues or submit feature requests here.
Public discussions
Contact Grigori Fursin to join our MLCommons Design Space Exploration Workgroup (subgroup of Best Practices)!
About
A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:
github.com/mlcommons/ck
Topics
artificial-intelligenceautomationco-designmachine-learningmlopsopen-scienceoptimizationportabilityreproducibilityreusabilitysystemsworkflows
Resources
Readme
Apache-2.0 license
Contributing
Contributing
Activity
Custom properties
Stars
19 stars
Watchers
6 watching
Forks
7 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, '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
BranchesTags
Repository files navigation
Note that this repository is outdated: we are now using the next generation of the MLCommons CK workflow automation meta-framework (Collective Mind aka CM) developed by the open working group. Feel free to join this community effort to learn how to modularize ML Systems and automate their benchmarking, optimization and deployment in the real world!
CK repository with automation workflows for MLPerf and MLOps
compatibilityautomationWindows Build status
CK compatibility
This repository is compatible with the MLCommons CK frameworkv2.5.8 (Apache 2.0 license):
Documentation
Overview
This repository contains a collection of stableCK components
(automation recipes and workflows) to automate benchmarking, optimization and deployment of ML Systems
across diverse platforms, environments, frameworks, models and data sets:
  • CK automation recipes for MLOps: [inside CK framework] [in this repo]
  • CK portable program workflows: [list]
  • CK portable meta packages: [list]
  • CK environment detection (software, models, data sets): [list]
  • CK OS descriptions: [list]
  • CK adaptive containers: [list]
Current projects
Use cases
  • Real-world use cases from our partners: overview
Motivation
Coordinator
Problems
Don't hesitate to report issues or submit feature requests here.
Public discussions
Contact Grigori Fursin to join our MLCommons Design Space Exploration Workgroup (subgroup of Best Practices)!
About
A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:
github.com/mlcommons/ck
Topics
artificial-intelligenceautomationco-designmachine-learningmlopsopen-scienceoptimizationportabilityreproducibilityreusabilitysystemsworkflows
Resources
Readme
Apache-2.0 license
Contributing
Contributing
Activity
Custom properties
Stars
19 stars
Watchers
6 watching
Forks
7 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, '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
BranchesTags
Repository files navigation
Note that this repository is outdated: we are now using the next generation of the MLCommons CK workflow automation meta-framework (Collective Mind aka CM) developed by the open working group. Feel free to join this community effort to learn how to modularize ML Systems and automate their benchmarking, optimization and deployment in the real world!
CK repository with automation workflows for MLPerf and MLOps
compatibilityautomationWindows Build status
CK compatibility
This repository is compatible with the MLCommons CK frameworkv2.5.8 (Apache 2.0 license):
Documentation
Overview
This repository contains a collection of stableCK components
(automation recipes and workflows) to automate benchmarking, optimization and deployment of ML Systems
across diverse platforms, environments, frameworks, models and data sets:
  • CK automation recipes for MLOps: [inside CK framework] [in this repo]
  • CK portable program workflows: [list]
  • CK portable meta packages: [list]
  • CK environment detection (software, models, data sets): [list]
  • CK OS descriptions: [list]
  • CK adaptive containers: [list]
Current projects
Use cases
  • Real-world use cases from our partners: overview
Motivation
Coordinator
Problems
Don't hesitate to report issues or submit feature requests here.
Public discussions
Contact Grigori Fursin to join our MLCommons Design Space Exploration Workgroup (subgroup of Best Practices)!
About
A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:
github.com/mlcommons/ck
Topics
artificial-intelligenceautomationco-designmachine-learningmlopsopen-scienceoptimizationportabilityreproducibilityreusabilitysystemsworkflows
Resources
Readme
Apache-2.0 license
Contributing
Contributing
Activity
Custom properties
Stars
19 stars
Watchers
6 watching
Forks
7 forks
Report repository
Releases
Packages
Used by
Contributors
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" + '

Skip to content
BranchesTags
Repository files navigation
Note that this repository is outdated: we are now using the next generation of the MLCommons CK workflow automation meta-framework (Collective Mind aka CM) developed by the open working group. Feel free to join this community effort to learn how to modularize ML Systems and automate their benchmarking, optimization and deployment in the real world!
CK repository with automation workflows for MLPerf and MLOps
compatibilityautomationWindows Build status
CK compatibility
This repository is compatible with the MLCommons CK frameworkv2.5.8 (Apache 2.0 license):
Documentation
Overview
This repository contains a collection of stableCK components
(automation recipes and workflows) to automate benchmarking, optimization and deployment of ML Systems
across diverse platforms, environments, frameworks, models and data sets:
  • CK automation recipes for MLOps: [inside CK framework] [in this repo]
  • CK portable program workflows: [list]
  • CK portable meta packages: [list]
  • CK environment detection (software, models, data sets): [list]
  • CK OS descriptions: [list]
  • CK adaptive containers: [list]
Current projects
Use cases
  • Real-world use cases from our partners: overview
Motivation
Coordinator
Problems
Don't hesitate to report issues or submit feature requests here.
Public discussions
Contact Grigori Fursin to join our MLCommons Design Space Exploration Workgroup (subgroup of Best Practices)!
About
A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:
github.com/mlcommons/ck
Topics
artificial-intelligenceautomationco-designmachine-learningmlopsopen-scienceoptimizationportabilityreproducibilityreusabilitysystemsworkflows
Resources
Readme
Apache-2.0 license
Contributing
Contributing
Activity
Custom properties
Stars
19 stars
Watchers
6 watching
Forks
7 forks
Report repository
Releases
Packages
Used by
Contributors
Languages

, '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
BranchesTags
Repository files navigation
Note that this repository is outdated: we are now using the next generation of the MLCommons CK workflow automation meta-framework (Collective Mind aka CM) developed by the open working group. Feel free to join this community effort to learn how to modularize ML Systems and automate their benchmarking, optimization and deployment in the real world!
CK repository with automation workflows for MLPerf and MLOps
compatibilityautomationWindows Build status
CK compatibility
This repository is compatible with the MLCommons CK frameworkv2.5.8 (Apache 2.0 license):
Documentation
Overview
This repository contains a collection of stableCK components
(automation recipes and workflows) to automate benchmarking, optimization and deployment of ML Systems
across diverse platforms, environments, frameworks, models and data sets:
  • CK automation recipes for MLOps: [inside CK framework] [in this repo]
  • CK portable program workflows: [list]
  • CK portable meta packages: [list]
  • CK environment detection (software, models, data sets): [list]
  • CK OS descriptions: [list]
  • CK adaptive containers: [list]
Current projects
Use cases
  • Real-world use cases from our partners: overview
Motivation
Coordinator
Problems
Don't hesitate to report issues or submit feature requests here.
Public discussions
Contact Grigori Fursin to join our MLCommons Design Space Exploration Workgroup (subgroup of Best Practices)!
About
A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:
github.com/mlcommons/ck
Topics
artificial-intelligenceautomationco-designmachine-learningmlopsopen-scienceoptimizationportabilityreproducibilityreusabilitysystemsworkflows
Resources
Readme
Apache-2.0 license
Contributing
Contributing
Activity
Custom properties
Stars
19 stars
Watchers
6 watching
Forks
7 forks
Report repository
Releases
Packages
Used by
Contributors
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('^' + ".*" + '

Skip to content
BranchesTags
Repository files navigation
Note that this repository is outdated: we are now using the next generation of the MLCommons CK workflow automation meta-framework (Collective Mind aka CM) developed by the open working group. Feel free to join this community effort to learn how to modularize ML Systems and automate their benchmarking, optimization and deployment in the real world!
CK repository with automation workflows for MLPerf and MLOps
compatibilityautomationWindows Build status
CK compatibility
This repository is compatible with the MLCommons CK frameworkv2.5.8 (Apache 2.0 license):
Documentation
Overview
This repository contains a collection of stableCK components
(automation recipes and workflows) to automate benchmarking, optimization and deployment of ML Systems
across diverse platforms, environments, frameworks, models and data sets:
  • CK automation recipes for MLOps: [inside CK framework] [in this repo]
  • CK portable program workflows: [list]
  • CK portable meta packages: [list]
  • CK environment detection (software, models, data sets): [list]
  • CK OS descriptions: [list]
  • CK adaptive containers: [list]
Current projects
Use cases
  • Real-world use cases from our partners: overview
Motivation
Coordinator
Problems
Don't hesitate to report issues or submit feature requests here.
Public discussions
Contact Grigori Fursin to join our MLCommons Design Space Exploration Workgroup (subgroup of Best Practices)!
About
A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:
github.com/mlcommons/ck
Topics
artificial-intelligenceautomationco-designmachine-learningmlopsopen-scienceoptimizationportabilityreproducibilityreusabilitysystemsworkflows
Resources
Readme
Apache-2.0 license
Contributing
Contributing
Activity
Custom properties
Stars
19 stars
Watchers
6 watching
Forks
7 forks
Report repository
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); }
})();
})();

Skip to content
BranchesTags
Repository files navigation
Note that this repository is outdated: we are now using the next generation of the MLCommons CK workflow automation meta-framework (Collective Mind aka CM) developed by the open working group. Feel free to join this community effort to learn how to modularize ML Systems and automate their benchmarking, optimization and deployment in the real world!
CK repository with automation workflows for MLPerf and MLOps
compatibilityautomationWindows Build status
CK compatibility
This repository is compatible with the MLCommons CK frameworkv2.5.8 (Apache 2.0 license):
Documentation
Overview
This repository contains a collection of stableCK components
(automation recipes and workflows) to automate benchmarking, optimization and deployment of ML Systems
across diverse platforms, environments, frameworks, models and data sets:
  • CK automation recipes for MLOps: [inside CK framework] [in this repo]
  • CK portable program workflows: [list]
  • CK portable meta packages: [list]
  • CK environment detection (software, models, data sets): [list]
  • CK OS descriptions: [list]
  • CK adaptive containers: [list]
Current projects
Use cases
  • Real-world use cases from our partners: overview
Motivation
Coordinator
Problems
Don't hesitate to report issues or submit feature requests here.
Public discussions
Contact Grigori Fursin to join our MLCommons Design Space Exploration Workgroup (subgroup of Best Practices)!
About
A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:
github.com/mlcommons/ck
Topics
artificial-intelligenceautomationco-designmachine-learningmlopsopen-scienceoptimizationportabilityreproducibilityreusabilitysystemsworkflows
Resources
Readme
Apache-2.0 license
Contributing
Contributing
Activity
Custom properties
Stars
19 stars
Watchers
6 watching
Forks
7 forks
Report repository
Releases
Packages
Used by
Contributors
Languages