Object Detection using TorchSharp - #6605

Merged
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection
Apr 26, 2023
Merged

Object Detection using TorchSharp#6605
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection

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Adds in Object Detection using TorchSharp with an AutoFormer model.

Main files to look at are the Object Detection Trainer, Utility methods, and the refactors to TextClassification and Sentence Similarity.

We also pulled in local/internal copies of System.Range/Index to make the future model conversion process much easier.

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs

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Small comments about index/range

Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Microsoft.ML.TorchSharp.csproj
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ThrowHelper.cs Outdated
Comment threadtest/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
@codecov

codecovBot commented Mar 24, 2023

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Codecov Report

Merging #6605 (792407d) into main (d239fda) will increase coverage by 0.13%.
The diff coverage is 86.51%.

Additional details and impacted files
@@ Coverage Diff @@## main #6605 +/- ##
==========================================
+ Coverage 68.39% 68.52% +0.13% 
==========================================
Files 1174 1200 +26 Lines 248047 250288 +2241 Branches 25909 26093 +184 ==========================================
+ Hits 169647 171521 +1874 - Misses 71626 71932 +306 - Partials 6774 6835 +61 
FlagCoverage Δ
Debug68.52% <86.51%> (+0.13%)⬆️
production63.00% <87.36%> (+0.22%)⬆️
test88.83% <63.95%> (-0.06%)⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted FilesCoverage Δ
...icrosoft.ML.TorchSharp/NasBert/Models/BaseModel.cs66.66% <ø> (ø)
...osoft.ML.TorchSharp/NasBert/Models/NasBertModel.cs87.75% <ø> (ø)
...Microsoft.ML.TorchSharp/NasBert/Optimizers/Adam.cs100.00% <ø> (ø)
src/Microsoft.ML.TorchSharp/Utils/HashHelpers.cs0.00% <0.00%> (ø)
test/Microsoft.ML.Tests/TextClassificationTests.cs86.01% <0.00%> (-8.75%)⬇️
src/Microsoft.ML.TorchSharp/Utils/Index.cs29.41% <29.41%> (ø)
src/Microsoft.ML.TorchSharp/Utils/Range.cs31.57% <31.57%> (ø)
src/Microsoft.ML.TorchSharp/TorchSharpCatalog.cs77.77% <71.42%> (-22.23%)⬇️
src/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs83.56% <83.56%> (ø)
...c/Microsoft.ML.TorchSharp/TorchSharpBaseTrainer.cs83.75% <83.75%> (ø)
... and 24 more

... and 34 files with indirect coverage changes

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
@ericstjericstj changed the title Obj Detection using TorchSharpObject Detection using TorchSharpApr 3, 2023
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated

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None of my feedback is blocking, it's all just cleanup. I'd like a review from other area experts before merging though.

Comment threadsrc/Microsoft.ML.Core/Environment/HostEnvironmentBase.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated
…s.cs
Co-authored-by: Jake <31937616+JakeRadMSFT@users.noreply.github.com>
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated

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LGTM. Thanks everyone for the work involved in making this happen.

:shipit:

@michaelgsharp
michaelgsharp merged commit cb2e495 into dotnet:mainApr 26, 2023
@ghostghost locked as resolved and limited conversation to collaborators May 26, 2023
@michaelgsharp
michaelgsharp deleted the obj-detection branch November 18, 2024 20:05
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@michaelgsharp@ericstj@tarekgh@LittleLittleCloud@JakeRadMSFT@luisquintanilla
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
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})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
Skip to content

Object Detection using TorchSharp - #6605

Merged
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection
Apr 26, 2023
Merged

Object Detection using TorchSharp#6605
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection

Conversation

@michaelgsharp

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Adds in Object Detection using TorchSharp with an AutoFormer model.

Main files to look at are the Object Detection Trainer, Utility methods, and the refactors to TextClassification and Sentence Similarity.

We also pulled in local/internal copies of System.Range/Index to make the future model conversion process much easier.

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs

@ericstjericstj left a comment

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Small comments about index/range

Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Microsoft.ML.TorchSharp.csproj
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ThrowHelper.cs Outdated
Comment threadtest/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
@codecov

codecovBot commented Mar 24, 2023

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Codecov Report

Merging #6605 (792407d) into main (d239fda) will increase coverage by 0.13%.
The diff coverage is 86.51%.

Additional details and impacted files
@@ Coverage Diff @@## main #6605 +/- ##
==========================================
+ Coverage 68.39% 68.52% +0.13% 
==========================================
Files 1174 1200 +26 Lines 248047 250288 +2241 Branches 25909 26093 +184 ==========================================
+ Hits 169647 171521 +1874 - Misses 71626 71932 +306 - Partials 6774 6835 +61 
FlagCoverage Δ
Debug68.52% <86.51%> (+0.13%)⬆️
production63.00% <87.36%> (+0.22%)⬆️
test88.83% <63.95%> (-0.06%)⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted FilesCoverage Δ
...icrosoft.ML.TorchSharp/NasBert/Models/BaseModel.cs66.66% <ø> (ø)
...osoft.ML.TorchSharp/NasBert/Models/NasBertModel.cs87.75% <ø> (ø)
...Microsoft.ML.TorchSharp/NasBert/Optimizers/Adam.cs100.00% <ø> (ø)
src/Microsoft.ML.TorchSharp/Utils/HashHelpers.cs0.00% <0.00%> (ø)
test/Microsoft.ML.Tests/TextClassificationTests.cs86.01% <0.00%> (-8.75%)⬇️
src/Microsoft.ML.TorchSharp/Utils/Index.cs29.41% <29.41%> (ø)
src/Microsoft.ML.TorchSharp/Utils/Range.cs31.57% <31.57%> (ø)
src/Microsoft.ML.TorchSharp/TorchSharpCatalog.cs77.77% <71.42%> (-22.23%)⬇️
src/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs83.56% <83.56%> (ø)
...c/Microsoft.ML.TorchSharp/TorchSharpBaseTrainer.cs83.75% <83.75%> (ø)
... and 24 more

... and 34 files with indirect coverage changes

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
@ericstjericstj changed the title Obj Detection using TorchSharpObject Detection using TorchSharpApr 3, 2023
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated

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None of my feedback is blocking, it's all just cleanup. I'd like a review from other area experts before merging though.

Comment threadsrc/Microsoft.ML.Core/Environment/HostEnvironmentBase.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated
…s.cs
Co-authored-by: Jake <31937616+JakeRadMSFT@users.noreply.github.com>
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated

@luisquintanillaluisquintanilla left a comment

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LGTM. Thanks everyone for the work involved in making this happen.

:shipit:

@michaelgsharp
michaelgsharp merged commit cb2e495 into dotnet:mainApr 26, 2023
@ghostghost locked as resolved and limited conversation to collaborators May 26, 2023
@michaelgsharp
michaelgsharp deleted the obj-detection branch November 18, 2024 20:05
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@michaelgsharp@ericstj@tarekgh@LittleLittleCloud@JakeRadMSFT@luisquintanilla
, '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

Object Detection using TorchSharp - #6605

Merged
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection
Apr 26, 2023
Merged

Object Detection using TorchSharp#6605
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection

Conversation

@michaelgsharp

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Adds in Object Detection using TorchSharp with an AutoFormer model.

Main files to look at are the Object Detection Trainer, Utility methods, and the refactors to TextClassification and Sentence Similarity.

We also pulled in local/internal copies of System.Range/Index to make the future model conversion process much easier.

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs

@ericstjericstj left a comment

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Small comments about index/range

Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Microsoft.ML.TorchSharp.csproj
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ThrowHelper.cs Outdated
Comment threadtest/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
@codecov

codecovBot commented Mar 24, 2023

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Codecov Report

Merging #6605 (792407d) into main (d239fda) will increase coverage by 0.13%.
The diff coverage is 86.51%.

Additional details and impacted files
@@ Coverage Diff @@## main #6605 +/- ##
==========================================
+ Coverage 68.39% 68.52% +0.13% 
==========================================
Files 1174 1200 +26 Lines 248047 250288 +2241 Branches 25909 26093 +184 ==========================================
+ Hits 169647 171521 +1874 - Misses 71626 71932 +306 - Partials 6774 6835 +61 
FlagCoverage Δ
Debug68.52% <86.51%> (+0.13%)⬆️
production63.00% <87.36%> (+0.22%)⬆️
test88.83% <63.95%> (-0.06%)⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted FilesCoverage Δ
...icrosoft.ML.TorchSharp/NasBert/Models/BaseModel.cs66.66% <ø> (ø)
...osoft.ML.TorchSharp/NasBert/Models/NasBertModel.cs87.75% <ø> (ø)
...Microsoft.ML.TorchSharp/NasBert/Optimizers/Adam.cs100.00% <ø> (ø)
src/Microsoft.ML.TorchSharp/Utils/HashHelpers.cs0.00% <0.00%> (ø)
test/Microsoft.ML.Tests/TextClassificationTests.cs86.01% <0.00%> (-8.75%)⬇️
src/Microsoft.ML.TorchSharp/Utils/Index.cs29.41% <29.41%> (ø)
src/Microsoft.ML.TorchSharp/Utils/Range.cs31.57% <31.57%> (ø)
src/Microsoft.ML.TorchSharp/TorchSharpCatalog.cs77.77% <71.42%> (-22.23%)⬇️
src/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs83.56% <83.56%> (ø)
...c/Microsoft.ML.TorchSharp/TorchSharpBaseTrainer.cs83.75% <83.75%> (ø)
... and 24 more

... and 34 files with indirect coverage changes

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
@ericstjericstj changed the title Obj Detection using TorchSharpObject Detection using TorchSharpApr 3, 2023
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated

@ericstjericstj left a comment

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None of my feedback is blocking, it's all just cleanup. I'd like a review from other area experts before merging though.

Comment threadsrc/Microsoft.ML.Core/Environment/HostEnvironmentBase.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated
…s.cs
Co-authored-by: Jake <31937616+JakeRadMSFT@users.noreply.github.com>
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated

@luisquintanillaluisquintanilla left a comment

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LGTM. Thanks everyone for the work involved in making this happen.

:shipit:

@michaelgsharp
michaelgsharp merged commit cb2e495 into dotnet:mainApr 26, 2023
@ghostghost locked as resolved and limited conversation to collaborators May 26, 2023
@michaelgsharp
michaelgsharp deleted the obj-detection branch November 18, 2024 20:05
Sign up for freeto subscribe to this conversation on GitHub. Already have an account? Sign in.

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Successfully merging this pull request may close these issues.

6 participants

@michaelgsharp@ericstj@tarekgh@LittleLittleCloud@JakeRadMSFT@luisquintanilla
, '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

Object Detection using TorchSharp - #6605

Merged
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection
Apr 26, 2023
Merged

Object Detection using TorchSharp#6605
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection

Conversation

@michaelgsharp

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Adds in Object Detection using TorchSharp with an AutoFormer model.

Main files to look at are the Object Detection Trainer, Utility methods, and the refactors to TextClassification and Sentence Similarity.

We also pulled in local/internal copies of System.Range/Index to make the future model conversion process much easier.

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs

@ericstjericstj left a comment

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Small comments about index/range

Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Microsoft.ML.TorchSharp.csproj
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ThrowHelper.cs Outdated
Comment threadtest/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
@codecov

codecovBot commented Mar 24, 2023

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Codecov Report

Merging #6605 (792407d) into main (d239fda) will increase coverage by 0.13%.
The diff coverage is 86.51%.

Additional details and impacted files
@@ Coverage Diff @@## main #6605 +/- ##
==========================================
+ Coverage 68.39% 68.52% +0.13% 
==========================================
Files 1174 1200 +26 Lines 248047 250288 +2241 Branches 25909 26093 +184 ==========================================
+ Hits 169647 171521 +1874 - Misses 71626 71932 +306 - Partials 6774 6835 +61 
FlagCoverage Δ
Debug68.52% <86.51%> (+0.13%)⬆️
production63.00% <87.36%> (+0.22%)⬆️
test88.83% <63.95%> (-0.06%)⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted FilesCoverage Δ
...icrosoft.ML.TorchSharp/NasBert/Models/BaseModel.cs66.66% <ø> (ø)
...osoft.ML.TorchSharp/NasBert/Models/NasBertModel.cs87.75% <ø> (ø)
...Microsoft.ML.TorchSharp/NasBert/Optimizers/Adam.cs100.00% <ø> (ø)
src/Microsoft.ML.TorchSharp/Utils/HashHelpers.cs0.00% <0.00%> (ø)
test/Microsoft.ML.Tests/TextClassificationTests.cs86.01% <0.00%> (-8.75%)⬇️
src/Microsoft.ML.TorchSharp/Utils/Index.cs29.41% <29.41%> (ø)
src/Microsoft.ML.TorchSharp/Utils/Range.cs31.57% <31.57%> (ø)
src/Microsoft.ML.TorchSharp/TorchSharpCatalog.cs77.77% <71.42%> (-22.23%)⬇️
src/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs83.56% <83.56%> (ø)
...c/Microsoft.ML.TorchSharp/TorchSharpBaseTrainer.cs83.75% <83.75%> (ø)
... and 24 more

... and 34 files with indirect coverage changes

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
@ericstjericstj changed the title Obj Detection using TorchSharpObject Detection using TorchSharpApr 3, 2023
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated

@ericstjericstj left a comment

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None of my feedback is blocking, it's all just cleanup. I'd like a review from other area experts before merging though.

Comment threadsrc/Microsoft.ML.Core/Environment/HostEnvironmentBase.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated
…s.cs
Co-authored-by: Jake <31937616+JakeRadMSFT@users.noreply.github.com>
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated

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LGTM. Thanks everyone for the work involved in making this happen.

:shipit:

@michaelgsharp
michaelgsharp merged commit cb2e495 into dotnet:mainApr 26, 2023
@ghostghost locked as resolved and limited conversation to collaborators May 26, 2023
@michaelgsharp
michaelgsharp deleted the obj-detection branch November 18, 2024 20:05
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@michaelgsharp@ericstj@tarekgh@LittleLittleCloud@JakeRadMSFT@luisquintanilla
, '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

Object Detection using TorchSharp - #6605

Merged
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection
Apr 26, 2023
Merged

Object Detection using TorchSharp#6605
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection

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Adds in Object Detection using TorchSharp with an AutoFormer model.

Main files to look at are the Object Detection Trainer, Utility methods, and the refactors to TextClassification and Sentence Similarity.

We also pulled in local/internal copies of System.Range/Index to make the future model conversion process much easier.

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs

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Small comments about index/range

Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Microsoft.ML.TorchSharp.csproj
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ThrowHelper.cs Outdated
Comment threadtest/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
@codecov

codecovBot commented Mar 24, 2023

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Codecov Report

Merging #6605 (792407d) into main (d239fda) will increase coverage by 0.13%.
The diff coverage is 86.51%.

Additional details and impacted files
@@ Coverage Diff @@## main #6605 +/- ##
==========================================
+ Coverage 68.39% 68.52% +0.13% 
==========================================
Files 1174 1200 +26 Lines 248047 250288 +2241 Branches 25909 26093 +184 ==========================================
+ Hits 169647 171521 +1874 - Misses 71626 71932 +306 - Partials 6774 6835 +61 
FlagCoverage Δ
Debug68.52% <86.51%> (+0.13%)⬆️
production63.00% <87.36%> (+0.22%)⬆️
test88.83% <63.95%> (-0.06%)⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted FilesCoverage Δ
...icrosoft.ML.TorchSharp/NasBert/Models/BaseModel.cs66.66% <ø> (ø)
...osoft.ML.TorchSharp/NasBert/Models/NasBertModel.cs87.75% <ø> (ø)
...Microsoft.ML.TorchSharp/NasBert/Optimizers/Adam.cs100.00% <ø> (ø)
src/Microsoft.ML.TorchSharp/Utils/HashHelpers.cs0.00% <0.00%> (ø)
test/Microsoft.ML.Tests/TextClassificationTests.cs86.01% <0.00%> (-8.75%)⬇️
src/Microsoft.ML.TorchSharp/Utils/Index.cs29.41% <29.41%> (ø)
src/Microsoft.ML.TorchSharp/Utils/Range.cs31.57% <31.57%> (ø)
src/Microsoft.ML.TorchSharp/TorchSharpCatalog.cs77.77% <71.42%> (-22.23%)⬇️
src/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs83.56% <83.56%> (ø)
...c/Microsoft.ML.TorchSharp/TorchSharpBaseTrainer.cs83.75% <83.75%> (ø)
... and 24 more

... and 34 files with indirect coverage changes

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
@ericstjericstj changed the title Obj Detection using TorchSharpObject Detection using TorchSharpApr 3, 2023
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated

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None of my feedback is blocking, it's all just cleanup. I'd like a review from other area experts before merging though.

Comment threadsrc/Microsoft.ML.Core/Environment/HostEnvironmentBase.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated
…s.cs
Co-authored-by: Jake <31937616+JakeRadMSFT@users.noreply.github.com>
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated

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LGTM. Thanks everyone for the work involved in making this happen.

:shipit:

@michaelgsharp
michaelgsharp merged commit cb2e495 into dotnet:mainApr 26, 2023
@ghostghost locked as resolved and limited conversation to collaborators May 26, 2023
@michaelgsharp
michaelgsharp deleted the obj-detection branch November 18, 2024 20:05
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6 participants

@michaelgsharp@ericstj@tarekgh@LittleLittleCloud@JakeRadMSFT@luisquintanilla
, '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

Object Detection using TorchSharp - #6605

Merged
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection
Apr 26, 2023
Merged

Object Detection using TorchSharp#6605
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection

Conversation

@michaelgsharp

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Adds in Object Detection using TorchSharp with an AutoFormer model.

Main files to look at are the Object Detection Trainer, Utility methods, and the refactors to TextClassification and Sentence Similarity.

We also pulled in local/internal copies of System.Range/Index to make the future model conversion process much easier.

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs

@ericstjericstj left a comment

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Small comments about index/range

Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Microsoft.ML.TorchSharp.csproj
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ThrowHelper.cs Outdated
Comment threadtest/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
@codecov

codecovBot commented Mar 24, 2023

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Codecov Report

Merging #6605 (792407d) into main (d239fda) will increase coverage by 0.13%.
The diff coverage is 86.51%.

Additional details and impacted files
@@ Coverage Diff @@## main #6605 +/- ##
==========================================
+ Coverage 68.39% 68.52% +0.13% 
==========================================
Files 1174 1200 +26 Lines 248047 250288 +2241 Branches 25909 26093 +184 ==========================================
+ Hits 169647 171521 +1874 - Misses 71626 71932 +306 - Partials 6774 6835 +61 
FlagCoverage Δ
Debug68.52% <86.51%> (+0.13%)⬆️
production63.00% <87.36%> (+0.22%)⬆️
test88.83% <63.95%> (-0.06%)⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted FilesCoverage Δ
...icrosoft.ML.TorchSharp/NasBert/Models/BaseModel.cs66.66% <ø> (ø)
...osoft.ML.TorchSharp/NasBert/Models/NasBertModel.cs87.75% <ø> (ø)
...Microsoft.ML.TorchSharp/NasBert/Optimizers/Adam.cs100.00% <ø> (ø)
src/Microsoft.ML.TorchSharp/Utils/HashHelpers.cs0.00% <0.00%> (ø)
test/Microsoft.ML.Tests/TextClassificationTests.cs86.01% <0.00%> (-8.75%)⬇️
src/Microsoft.ML.TorchSharp/Utils/Index.cs29.41% <29.41%> (ø)
src/Microsoft.ML.TorchSharp/Utils/Range.cs31.57% <31.57%> (ø)
src/Microsoft.ML.TorchSharp/TorchSharpCatalog.cs77.77% <71.42%> (-22.23%)⬇️
src/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs83.56% <83.56%> (ø)
...c/Microsoft.ML.TorchSharp/TorchSharpBaseTrainer.cs83.75% <83.75%> (ø)
... and 24 more

... and 34 files with indirect coverage changes

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
@ericstjericstj changed the title Obj Detection using TorchSharpObject Detection using TorchSharpApr 3, 2023
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated

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None of my feedback is blocking, it's all just cleanup. I'd like a review from other area experts before merging though.

Comment threadsrc/Microsoft.ML.Core/Environment/HostEnvironmentBase.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated
…s.cs
Co-authored-by: Jake <31937616+JakeRadMSFT@users.noreply.github.com>
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated

@luisquintanillaluisquintanilla left a comment

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LGTM. Thanks everyone for the work involved in making this happen.

:shipit:

@michaelgsharp
michaelgsharp merged commit cb2e495 into dotnet:mainApr 26, 2023
@ghostghost locked as resolved and limited conversation to collaborators May 26, 2023
@michaelgsharp
michaelgsharp deleted the obj-detection branch November 18, 2024 20:05
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6 participants

@michaelgsharp@ericstj@tarekgh@LittleLittleCloud@JakeRadMSFT@luisquintanilla
, '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

Object Detection using TorchSharp - #6605

Merged
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection
Apr 26, 2023
Merged

Object Detection using TorchSharp#6605
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection

Conversation

@michaelgsharp

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Adds in Object Detection using TorchSharp with an AutoFormer model.

Main files to look at are the Object Detection Trainer, Utility methods, and the refactors to TextClassification and Sentence Similarity.

We also pulled in local/internal copies of System.Range/Index to make the future model conversion process much easier.

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs

@ericstjericstj left a comment

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Small comments about index/range

Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Microsoft.ML.TorchSharp.csproj
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ThrowHelper.cs Outdated
Comment threadtest/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
@codecov

codecovBot commented Mar 24, 2023

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Codecov Report

Merging #6605 (792407d) into main (d239fda) will increase coverage by 0.13%.
The diff coverage is 86.51%.

Additional details and impacted files
@@ Coverage Diff @@## main #6605 +/- ##
==========================================
+ Coverage 68.39% 68.52% +0.13% 
==========================================
Files 1174 1200 +26 Lines 248047 250288 +2241 Branches 25909 26093 +184 ==========================================
+ Hits 169647 171521 +1874 - Misses 71626 71932 +306 - Partials 6774 6835 +61 
FlagCoverage Δ
Debug68.52% <86.51%> (+0.13%)⬆️
production63.00% <87.36%> (+0.22%)⬆️
test88.83% <63.95%> (-0.06%)⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted FilesCoverage Δ
...icrosoft.ML.TorchSharp/NasBert/Models/BaseModel.cs66.66% <ø> (ø)
...osoft.ML.TorchSharp/NasBert/Models/NasBertModel.cs87.75% <ø> (ø)
...Microsoft.ML.TorchSharp/NasBert/Optimizers/Adam.cs100.00% <ø> (ø)
src/Microsoft.ML.TorchSharp/Utils/HashHelpers.cs0.00% <0.00%> (ø)
test/Microsoft.ML.Tests/TextClassificationTests.cs86.01% <0.00%> (-8.75%)⬇️
src/Microsoft.ML.TorchSharp/Utils/Index.cs29.41% <29.41%> (ø)
src/Microsoft.ML.TorchSharp/Utils/Range.cs31.57% <31.57%> (ø)
src/Microsoft.ML.TorchSharp/TorchSharpCatalog.cs77.77% <71.42%> (-22.23%)⬇️
src/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs83.56% <83.56%> (ø)
...c/Microsoft.ML.TorchSharp/TorchSharpBaseTrainer.cs83.75% <83.75%> (ø)
... and 24 more

... and 34 files with indirect coverage changes

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
@ericstjericstj changed the title Obj Detection using TorchSharpObject Detection using TorchSharpApr 3, 2023
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated

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None of my feedback is blocking, it's all just cleanup. I'd like a review from other area experts before merging though.

Comment threadsrc/Microsoft.ML.Core/Environment/HostEnvironmentBase.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated
…s.cs
Co-authored-by: Jake <31937616+JakeRadMSFT@users.noreply.github.com>
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated

@luisquintanillaluisquintanilla left a comment

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LGTM. Thanks everyone for the work involved in making this happen.

:shipit:

@michaelgsharp
michaelgsharp merged commit cb2e495 into dotnet:mainApr 26, 2023
@ghostghost locked as resolved and limited conversation to collaborators May 26, 2023
@michaelgsharp
michaelgsharp deleted the obj-detection branch November 18, 2024 20:05
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6 participants

@michaelgsharp@ericstj@tarekgh@LittleLittleCloud@JakeRadMSFT@luisquintanilla
, '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

Object Detection using TorchSharp - #6605

Merged
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection
Apr 26, 2023
Merged

Object Detection using TorchSharp#6605
michaelgsharp merged 14 commits into
dotnet:mainfrom
michaelgsharp:obj-detection

Conversation

@michaelgsharp

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Contributor

Adds in Object Detection using TorchSharp with an AutoFormer model.

Main files to look at are the Object Detection Trainer, Utility methods, and the refactors to TextClassification and Sentence Similarity.

We also pulled in local/internal copies of System.Range/Index to make the future model conversion process much easier.

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/Anchors.cs

@ericstjericstj left a comment

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Small comments about index/range

Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Microsoft.ML.TorchSharp.csproj
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ThrowHelper.cs Outdated
Comment threadtest/Microsoft.ML.Tests/Microsoft.ML.Tests.csproj Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionTrainer.cs Outdated
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs
@codecov

codecovBot commented Mar 24, 2023

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Codecov Report

Merging #6605 (792407d) into main (d239fda) will increase coverage by 0.13%.
The diff coverage is 86.51%.

Additional details and impacted files
@@ Coverage Diff @@## main #6605 +/- ##
==========================================
+ Coverage 68.39% 68.52% +0.13% 
==========================================
Files 1174 1200 +26 Lines 248047 250288 +2241 Branches 25909 26093 +184 ==========================================
+ Hits 169647 171521 +1874 - Misses 71626 71932 +306 - Partials 6774 6835 +61 
FlagCoverage Δ
Debug68.52% <86.51%> (+0.13%)⬆️
production63.00% <87.36%> (+0.22%)⬆️
test88.83% <63.95%> (-0.06%)⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted FilesCoverage Δ
...icrosoft.ML.TorchSharp/NasBert/Models/BaseModel.cs66.66% <ø> (ø)
...osoft.ML.TorchSharp/NasBert/Models/NasBertModel.cs87.75% <ø> (ø)
...Microsoft.ML.TorchSharp/NasBert/Optimizers/Adam.cs100.00% <ø> (ø)
src/Microsoft.ML.TorchSharp/Utils/HashHelpers.cs0.00% <0.00%> (ø)
test/Microsoft.ML.Tests/TextClassificationTests.cs86.01% <0.00%> (-8.75%)⬇️
src/Microsoft.ML.TorchSharp/Utils/Index.cs29.41% <29.41%> (ø)
src/Microsoft.ML.TorchSharp/Utils/Range.cs31.57% <31.57%> (ø)
src/Microsoft.ML.TorchSharp/TorchSharpCatalog.cs77.77% <71.42%> (-22.23%)⬇️
src/Microsoft.ML.TorchSharp/Utils/ImageUtils.cs83.56% <83.56%> (ø)
...c/Microsoft.ML.TorchSharp/TorchSharpBaseTrainer.cs83.75% <83.75%> (ø)
... and 24 more

... and 34 files with indirect coverage changes

Comment threadsrc/Microsoft.ML.ImageAnalytics/MLImage.cs Outdated
@ericstjericstj changed the title Obj Detection using TorchSharpObject Detection using TorchSharpApr 3, 2023
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Range.cs
Comment threadsrc/Microsoft.ML.TorchSharp/Utils/Index.cs Outdated

@ericstjericstj left a comment

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None of my feedback is blocking, it's all just cleanup. I'd like a review from other area experts before merging though.

Comment threadsrc/Microsoft.ML.Core/Environment/HostEnvironmentBase.cs
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated
…s.cs
Co-authored-by: Jake <31937616+JakeRadMSFT@users.noreply.github.com>
Comment threadsrc/Microsoft.ML.TorchSharp/AutoFormerV2/ObjectDetectionMetrics.cs Outdated

@luisquintanillaluisquintanilla left a comment

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LGTM. Thanks everyone for the work involved in making this happen.

:shipit:

@michaelgsharp
michaelgsharp merged commit cb2e495 into dotnet:mainApr 26, 2023
@ghostghost locked as resolved and limited conversation to collaborators May 26, 2023
@michaelgsharp
michaelgsharp deleted the obj-detection branch November 18, 2024 20:05
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6 participants

@michaelgsharp@ericstj@tarekgh@LittleLittleCloud@JakeRadMSFT@luisquintanilla