feature: Support for multi variant endpoint invocation with target variant param - #1577

Merged
chuyang-deng merged 3 commits into
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aakashpydi:feature-invocation-with-target-variant
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Merged

feature: Support for multi variant endpoint invocation with target variant param#1577
chuyang-deng merged 3 commits into
aws:masterfrom
aakashpydi:feature-invocation-with-target-variant

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@aakashpydiaakashpydi commented Jun 11, 2020

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Description of changes:

Add support for specifying a target variant parameter when invoking a SageMaker endpoint with multiple production variants.

Additional Notes: @ChuyangDeng had to revert (#1574) the changes in the previous PR (#1571) due to failing canary tests likely due to,

  • the boto3 version not being updated in setup.py to a version including this feature
  • an issue with the multi variant endpoint name creation in the integration test. The unique endpoint name creation code needed to be moved into the fixture code. This would guarantee a unique name per run, whereas having it outside the fixture as a global does not. This likely surfaces issues in parallelized runs (like in the canary).

The above issues were fixed in this PR and validated in the following fashion.

Testing done:

  • Unit Tests

image

  • Integration Tests

image

Merge Checklist

Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.

General

  • I have read the CONTRIBUTING doc
  • I used the commit message format described in CONTRIBUTING
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Tests

  • I have added tests that prove my fix is effective or that my feature works (if appropriate)
  • I have checked that my tests are not configured for a specific region or account (if appropriate)
  • I have used unique_name_from_base to create resource names in integ tests (if appropriate)

By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.

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I've run the changes in eu-north-1 and tests passed.

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@chuyang-deng
chuyang-deng merged commit 69d06ad into aws:masterJun 12, 2020
metrizable pushed a commit to metrizable/sagemaker-python-sdk that referenced this pull request Jun 15, 2020
@aakashpydi@chuyang-deng@metrizable
feature: Support for multi variant endpoint invocation with target va…
47df021
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
24b0dc0
pintaoz-aws pushed a commit that referenced this pull request Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
694f8e9
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang@chuyang-deng
feature: Support for multi variant endpoint invocation with target va…
8e0bf7d
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang
Pass hyperparameters as CLI args (aws#1577)
1ef1ea2
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
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}
} 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
feature: Support for multi variant endpoint invocation with target variant param - #1577
Merged
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Jun 12, 2020
Merged
feature: Support for multi variant endpoint invocation with target variant param#1577
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Conversation
@aakashpydi
@aakashpydiaakashpydi
commented
Jun 11, 2020

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Description of changes:
Add support for specifying a target variant parameter when invoking a SageMaker endpoint with multiple production variants.
Additional Notes: @ChuyangDeng had to revert (#1574) the changes in the previous PR (#1571) due to failing canary tests likely due to,
  • the boto3 version not being updated in setup.py to a version including this feature
  • an issue with the multi variant endpoint name creation in the integration test. The unique endpoint name creation code needed to be moved into the fixture code. This would guarantee a unique name per run, whereas having it outside the fixture as a global does not. This likely surfaces issues in parallelized runs (like in the canary).
The above issues were fixed in this PR and validated in the following fashion.
Testing done:
  • Unit Tests
image
  • Integration Tests
image
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
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I've run the changes in eu-north-1 and tests passed.
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merged commit 69d06ad
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metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
this pull request
Jun 15, 2020
@aakashpydi@chuyang-deng@metrizable
feature: Support for multi variant endpoint invocation with target va…
47df021
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
24b0dc0
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
694f8e9
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@chuyang-deng
feature: Support for multi variant endpoint invocation with target va…
8e0bf7d
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Pass hyperparameters as CLI args (aws#1577)
1ef1ea2
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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
feature: Support for multi variant endpoint invocation with target variant param - #1577
Merged
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Jun 12, 2020
Merged
feature: Support for multi variant endpoint invocation with target variant param#1577
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Conversation
@aakashpydi
@aakashpydiaakashpydi
commented
Jun 11, 2020

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Description of changes:
Add support for specifying a target variant parameter when invoking a SageMaker endpoint with multiple production variants.
Additional Notes: @ChuyangDeng had to revert (#1574) the changes in the previous PR (#1571) due to failing canary tests likely due to,
  • the boto3 version not being updated in setup.py to a version including this feature
  • an issue with the multi variant endpoint name creation in the integration test. The unique endpoint name creation code needed to be moved into the fixture code. This would guarantee a unique name per run, whereas having it outside the fixture as a global does not. This likely surfaces issues in parallelized runs (like in the canary).
The above issues were fixed in this PR and validated in the following fashion.
Testing done:
  • Unit Tests
image
  • Integration Tests
image
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
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I've run the changes in eu-north-1 and tests passed.
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@aakashpydi@chuyang-deng@metrizable
feature: Support for multi variant endpoint invocation with target va…
47df021
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
pintaoz-aws pushed a commit
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@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
24b0dc0
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@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
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@Evan-W-ang@chuyang-deng
feature: Support for multi variant endpoint invocation with target va…
8e0bf7d
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
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@Evan-W-ang
Pass hyperparameters as CLI args (aws#1577)
1ef1ea2
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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 > 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
feature: Support for multi variant endpoint invocation with target variant param - #1577
Merged
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Jun 12, 2020
Merged
feature: Support for multi variant endpoint invocation with target variant param#1577
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
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@aakashpydi
@aakashpydiaakashpydi
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Description of changes:
Add support for specifying a target variant parameter when invoking a SageMaker endpoint with multiple production variants.
Additional Notes: @ChuyangDeng had to revert (#1574) the changes in the previous PR (#1571) due to failing canary tests likely due to,
  • the boto3 version not being updated in setup.py to a version including this feature
  • an issue with the multi variant endpoint name creation in the integration test. The unique endpoint name creation code needed to be moved into the fixture code. This would guarantee a unique name per run, whereas having it outside the fixture as a global does not. This likely surfaces issues in parallelized runs (like in the canary).
The above issues were fixed in this PR and validated in the following fashion.
Testing done:
  • Unit Tests
image
  • Integration Tests
image
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
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I've run the changes in eu-north-1 and tests passed.
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@chuyang-deng
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merged commit 69d06ad
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metrizable pushed a commit
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Jun 15, 2020
@aakashpydi@chuyang-deng@metrizable
feature: Support for multi variant endpoint invocation with target va…
47df021
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
24b0dc0
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
694f8e9
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
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Jun 8, 2026
@Evan-W-ang@chuyang-deng
feature: Support for multi variant endpoint invocation with target va…
8e0bf7d
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
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@Evan-W-ang
Pass hyperparameters as CLI args (aws#1577)
1ef1ea2
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, '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
feature: Support for multi variant endpoint invocation with target variant param - #1577
Merged
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Jun 12, 2020
Merged
feature: Support for multi variant endpoint invocation with target variant param#1577
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Conversation
@aakashpydi
@aakashpydiaakashpydi
commented
Jun 11, 2020

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Contributor
Description of changes:
Add support for specifying a target variant parameter when invoking a SageMaker endpoint with multiple production variants.
Additional Notes: @ChuyangDeng had to revert (#1574) the changes in the previous PR (#1571) due to failing canary tests likely due to,
  • the boto3 version not being updated in setup.py to a version including this feature
  • an issue with the multi variant endpoint name creation in the integration test. The unique endpoint name creation code needed to be moved into the fixture code. This would guarantee a unique name per run, whereas having it outside the fixture as a global does not. This likely surfaces issues in parallelized runs (like in the canary).
The above issues were fixed in this PR and validated in the following fashion.
Testing done:
  • Unit Tests
image
  • Integration Tests
image
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
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I've run the changes in eu-north-1 and tests passed.
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  • Build Logs (available for 30 days)
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  • CodeBuild project: sagemaker-python-sdk-pr
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  • Result: SUCCEEDED
  • Build Logs (available for 30 days)
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@chuyang-deng
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merged commit 69d06ad
into
aws:masterJun 12, 2020
metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
this pull request
Jun 15, 2020
@aakashpydi@chuyang-deng@metrizable
feature: Support for multi variant endpoint invocation with target va…
47df021
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
24b0dc0
pintaoz-aws pushed a commit
that referenced
this pull request
Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
694f8e9
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang@chuyang-deng
feature: Support for multi variant endpoint invocation with target va…
8e0bf7d
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Pass hyperparameters as CLI args (aws#1577)
1ef1ea2
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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('^' + ".*" + '

Skip to content
feature: Support for multi variant endpoint invocation with target variant param - #1577
Merged
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Jun 12, 2020
Merged
feature: Support for multi variant endpoint invocation with target variant param#1577
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Conversation
@aakashpydi
@aakashpydiaakashpydi
commented
Jun 11, 2020

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Contributor
Description of changes:
Add support for specifying a target variant parameter when invoking a SageMaker endpoint with multiple production variants.
Additional Notes: @ChuyangDeng had to revert (#1574) the changes in the previous PR (#1571) due to failing canary tests likely due to,
  • the boto3 version not being updated in setup.py to a version including this feature
  • an issue with the multi variant endpoint name creation in the integration test. The unique endpoint name creation code needed to be moved into the fixture code. This would guarantee a unique name per run, whereas having it outside the fixture as a global does not. This likely surfaces issues in parallelized runs (like in the canary).
The above issues were fixed in this PR and validated in the following fashion.
Testing done:
  • Unit Tests
image
  • Integration Tests
image
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
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  • CodeBuild project: sagemaker-python-sdk-unit-tests
  • Commit ID: 7f5fc86
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I've run the changes in eu-north-1 and tests passed.
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feature: Support for multi variant endpoint invocation with target va…
47df021
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
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Pass hyperparameters as CLI args (#1577)
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Pass hyperparameters as CLI args (#1577)
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, '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
feature: Support for multi variant endpoint invocation with target variant param - #1577
Merged
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Jun 12, 2020
Merged
feature: Support for multi variant endpoint invocation with target variant param#1577
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
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@aakashpydi
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Description of changes:
Add support for specifying a target variant parameter when invoking a SageMaker endpoint with multiple production variants.
Additional Notes: @ChuyangDeng had to revert (#1574) the changes in the previous PR (#1571) due to failing canary tests likely due to,
  • the boto3 version not being updated in setup.py to a version including this feature
  • an issue with the multi variant endpoint name creation in the integration test. The unique endpoint name creation code needed to be moved into the fixture code. This would guarantee a unique name per run, whereas having it outside the fixture as a global does not. This likely surfaces issues in parallelized runs (like in the canary).
The above issues were fixed in this PR and validated in the following fashion.
Testing done:
  • Unit Tests
image
  • Integration Tests
image
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
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I've run the changes in eu-north-1 and tests passed.
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merged commit 69d06ad
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metrizable pushed a commit
to metrizable/sagemaker-python-sdk
that referenced
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Jun 15, 2020
@aakashpydi@chuyang-deng@metrizable
feature: Support for multi variant endpoint invocation with target va…
47df021
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
pintaoz-aws pushed a commit
that referenced
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Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
24b0dc0
pintaoz-aws pushed a commit
that referenced
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Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
694f8e9
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
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Jun 8, 2026
@Evan-W-ang@chuyang-deng
feature: Support for multi variant endpoint invocation with target va…
8e0bf7d
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
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Jun 8, 2026
@Evan-W-ang
Pass hyperparameters as CLI args (aws#1577)
1ef1ea2
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, '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
feature: Support for multi variant endpoint invocation with target variant param - #1577
Merged
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Jun 12, 2020
Merged
feature: Support for multi variant endpoint invocation with target variant param#1577
chuyang-deng merged 3 commits into
aws:masterfrom 
aakashpydi:feature-invocation-with-target-variant
Conversation
@aakashpydi
@aakashpydiaakashpydi
commented
Jun 11, 2020

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Description of changes:
Add support for specifying a target variant parameter when invoking a SageMaker endpoint with multiple production variants.
Additional Notes: @ChuyangDeng had to revert (#1574) the changes in the previous PR (#1571) due to failing canary tests likely due to,
  • the boto3 version not being updated in setup.py to a version including this feature
  • an issue with the multi variant endpoint name creation in the integration test. The unique endpoint name creation code needed to be moved into the fixture code. This would guarantee a unique name per run, whereas having it outside the fixture as a global does not. This likely surfaces issues in parallelized runs (like in the canary).
The above issues were fixed in this PR and validated in the following fashion.
Testing done:
  • Unit Tests
image
  • Integration Tests
image
Merge Checklist
Put an x in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your pull request.
General
  •  I have read the CONTRIBUTING doc
  •  I used the commit message format described in CONTRIBUTING
  •  I have passed the region in to any/all clients that I've initialized as part of this change.
  •  I have updated any necessary documentation, including READMEs and API docs (if appropriate)
Tests
  •  I have added tests that prove my fix is effective or that my feature works (if appropriate)
  •  I have checked that my tests are not configured for a specific region or account (if appropriate)
  •  I have used unique_name_from_base to create resource names in integ tests (if appropriate)
By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.
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I've run the changes in eu-north-1 and tests passed.
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Jun 15, 2020
@aakashpydi@chuyang-deng@metrizable
feature: Support for multi variant endpoint invocation with target va…
47df021
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
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that referenced
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Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
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Dec 4, 2024
@erickb336@pintaoz-aws
Pass hyperparameters as CLI args (#1577)
694f8e9
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Jun 8, 2026
@Evan-W-ang@chuyang-deng
feature: Support for multi variant endpoint invocation with target va…
8e0bf7d
…riant param (aws#1577)
Co-authored-by: Chuyang <chuyangdeng@gmail.com>
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Jun 8, 2026
@Evan-W-ang
Pass hyperparameters as CLI args (aws#1577)
1ef1ea2
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@aakashpydi@sagemaker-bot@chuyang-deng