Created samples for 'FeaturizeText' API. - #3120

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zeahmed merged 3 commits into
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zeahmed:TextFeaturize_samples
Mar 28, 2019
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Created samples for 'FeaturizeText' API.#3120
zeahmed merged 3 commits into
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zeahmed:TextFeaturize_samples

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Related to #1209.

shmoradims
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs Outdated
// as well as the source of randomness.
var mlContext = new MLContext();

// Get a small dataset as an IEnumerable.

@shmoradimsshmoradimsMar 27, 2019•
edited by zeahmed
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Get [](start = 15, length = 3)

Create / Define #Resolved

shmoradims
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs Outdated
// Get a small dataset as an IEnumerable.
var samples = new List<TextData>()
{
new TextData(){ Text ="ML.NET's FeaturizeText API uses a composition of several basic transforms to convert text into numeric features." },

@shmoradimsshmoradimsMar 27, 2019•
edited by zeahmed
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extra space? = " #Resolved

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Codecov Report

Merging #3120 into master will decrease coverage by <.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3120 +/- ##
==========================================
- Coverage 72.52% 72.51% -0.01% 
==========================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 ==========================================
- Hits 104913 104910 -3 - Misses 35342 35344 +2 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.51% <ø> (-0.01%)⬇️
#production68.11% <ø> (-0.01%)⬇️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️

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Merging #3120 into master will not change coverage.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3120 +/- ##
=======================================
Coverage 72.52% 72.52% =======================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 =======================================
Hits 104913 104913 + Misses 35342 35341 -1 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.52% <ø> (ø)⬆️
#production68.12% <ø> (ø)⬆️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.1% <0%> (-0.16%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️

shmoradims
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeTextWithOptions.cs Outdated
// Use ML.NET's built-in stop word remover
StopWordsRemoverOptions = new StopWordsRemovingEstimator.Options() { Language = TextFeaturizingEstimator.Language.English },
WordFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
CharFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },

@shmoradimsshmoradimsMar 27, 2019•
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1 [](start = 86, length = 1)

is this single char tokenization? it would be just the alphabets. is it ever useful? #Resolved

@zeahmedzeahmedMar 27, 2019

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Yes, can be useful in some cases. but lets change it to 3-gram which is more useful.

In reply to: 269776047 [](ancestors = 269776047)

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:shipit:

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:shipit:

@zeahmed
zeahmed merged commit 233bc2d into dotnet:masterMar 28, 2019
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zeahmed added a commit to zeahmed/machinelearning that referenced this pull request Apr 8, 2019
@zeahmed
Created samples for 'FeaturizeText' API. (dotnet#3120)
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
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})();
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try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

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Created samples for 'FeaturizeText' API. - #3120
Merged
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
Mar 28, 2019
Merged
Created samples for 'FeaturizeText' API.#3120
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
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@zeahmed
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Mar 27, 2019

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Related to #1209.
shmoradims
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // as well as the source of randomness.
 var mlContext = new MLContext();

 // Get a small dataset as an IEnumerable.
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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Get [](start = 15, length = 3)
Create / Define #Resolved
shmoradims
shmoradims
reviewed
Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // Get a small dataset as an IEnumerable.
 var samples = new List<TextData>()
 {
 new TextData(){ Text ="ML.NET's FeaturizeText API uses a composition of several basic transforms to convert text into numeric features." },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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extra space? = " #Resolved
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Codecov Report
Merging #3120 into master will decrease coverage by <.01%.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
==========================================
- Coverage 72.52% 72.51% -0.01% 
==========================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 ==========================================
- Hits 104913 104910 -3 - Misses 35342 35344 +2 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.51% <ø> (-0.01%)⬇️
#production68.11% <ø> (-0.01%)⬇️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
@codecov
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Mar 27, 2019•

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Codecov Report
Merging #3120 into master will not change coverage.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
=======================================
Coverage 72.52% 72.52% =======================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 =======================================
Hits 104913 104913 + Misses 35342 35341 -1 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.52% <ø> (ø)⬆️
#production68.12% <ø> (ø)⬆️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.1% <0%> (-0.16%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
shmoradims
shmoradims
reviewed
Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeTextWithOptions.cs
Outdated

 // Use ML.NET's built-in stop word remover
 StopWordsRemoverOptions = new StopWordsRemovingEstimator.Options() { Language = TextFeaturizingEstimator.Language.English },
 WordFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
 CharFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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1 [](start = 86, length = 1)
is this single char tokenization? it would be just the alphabets. is it ever useful? #Resolved
@zeahmedzeahmedMar 27, 2019

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Yes, can be useful in some cases. but lets change it to 3-gram which is more useful.
In reply to: 269776047 [](ancestors = 269776047)
shmoradims
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:shipit:
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:shipit:
@zeahmed
zeahmed
merged commit 233bc2d
into
dotnet:masterMar 28, 2019
@zeahmed
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Thanks!
zeahmed added a commit
to zeahmed/machinelearning
that referenced
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Apr 8, 2019
@zeahmed
Created samples for 'FeaturizeText' API. (dotnet#3120)
a9335da
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, 'i');
if (__m === '*' || __re.test(location.href)) {
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})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Created samples for 'FeaturizeText' API. - #3120
Merged
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
Mar 28, 2019
Merged
Created samples for 'FeaturizeText' API.#3120
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
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@zeahmed
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Mar 27, 2019

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Related to #1209.
shmoradims
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Mar 27, 2019
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // as well as the source of randomness.
 var mlContext = new MLContext();

 // Get a small dataset as an IEnumerable.
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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Get [](start = 15, length = 3)
Create / Define #Resolved
shmoradims
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Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // Get a small dataset as an IEnumerable.
 var samples = new List<TextData>()
 {
 new TextData(){ Text ="ML.NET's FeaturizeText API uses a composition of several basic transforms to convert text into numeric features." },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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extra space? = " #Resolved
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Codecov Report
Merging #3120 into master will decrease coverage by <.01%.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
==========================================
- Coverage 72.52% 72.51% -0.01% 
==========================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 ==========================================
- Hits 104913 104910 -3 - Misses 35342 35344 +2 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.51% <ø> (-0.01%)⬇️
#production68.11% <ø> (-0.01%)⬇️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
@codecov
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edited

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Codecov Report
Merging #3120 into master will not change coverage.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
=======================================
Coverage 72.52% 72.52% =======================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 =======================================
Hits 104913 104913 + Misses 35342 35341 -1 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.52% <ø> (ø)⬆️
#production68.12% <ø> (ø)⬆️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.1% <0%> (-0.16%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
shmoradims
shmoradims
reviewed
Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeTextWithOptions.cs
Outdated

 // Use ML.NET's built-in stop word remover
 StopWordsRemoverOptions = new StopWordsRemovingEstimator.Options() { Language = TextFeaturizingEstimator.Language.English },
 WordFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
 CharFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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1 [](start = 86, length = 1)
is this single char tokenization? it would be just the alphabets. is it ever useful? #Resolved
@zeahmedzeahmedMar 27, 2019

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Yes, can be useful in some cases. but lets change it to 3-gram which is more useful.
In reply to: 269776047 [](ancestors = 269776047)
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@zeahmed
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merged commit 233bc2d
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zeahmed added a commit
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Created samples for 'FeaturizeText' API. (dotnet#3120)
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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");
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})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Created samples for 'FeaturizeText' API. - #3120
Merged
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
Mar 28, 2019
Merged
Created samples for 'FeaturizeText' API.#3120
zeahmed merged 3 commits into
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zeahmed:TextFeaturize_samples
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Related to #1209.
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // as well as the source of randomness.
 var mlContext = new MLContext();

 // Get a small dataset as an IEnumerable.
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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Get [](start = 15, length = 3)
Create / Define #Resolved
shmoradims
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // Get a small dataset as an IEnumerable.
 var samples = new List<TextData>()
 {
 new TextData(){ Text ="ML.NET's FeaturizeText API uses a composition of several basic transforms to convert text into numeric features." },
@shmoradimsshmoradimsMar 27, 2019•

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extra space? = " #Resolved
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Codecov Report
Merging #3120 into master will decrease coverage by <.01%.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
==========================================
- Coverage 72.52% 72.51% -0.01% 
==========================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 ==========================================
- Hits 104913 104910 -3 - Misses 35342 35344 +2 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.51% <ø> (-0.01%)⬇️
#production68.11% <ø> (-0.01%)⬇️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
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Mar 27, 2019•

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Codecov Report
Merging #3120 into master will not change coverage.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
=======================================
Coverage 72.52% 72.52% =======================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 =======================================
Hits 104913 104913 + Misses 35342 35341 -1 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.52% <ø> (ø)⬆️
#production68.12% <ø> (ø)⬆️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.1% <0%> (-0.16%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
shmoradims
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reviewed
Mar 27, 2019
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeTextWithOptions.cs
Outdated

 // Use ML.NET's built-in stop word remover
 StopWordsRemoverOptions = new StopWordsRemovingEstimator.Options() { Language = TextFeaturizingEstimator.Language.English },
 WordFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
 CharFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
@shmoradimsshmoradimsMar 27, 2019•

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1 [](start = 86, length = 1)
is this single char tokenization? it would be just the alphabets. is it ever useful? #Resolved
@zeahmedzeahmedMar 27, 2019

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Yes, can be useful in some cases. but lets change it to 3-gram which is more useful.
In reply to: 269776047 [](ancestors = 269776047)
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:shipit:
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:shipit:
@zeahmed
zeahmed
merged commit 233bc2d
into
dotnet:masterMar 28, 2019
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@zeahmed
Created samples for 'FeaturizeText' API. (dotnet#3120)
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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
Created samples for 'FeaturizeText' API. - #3120
Merged
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
Mar 28, 2019
Merged
Created samples for 'FeaturizeText' API.#3120
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
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@zeahmed
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Mar 27, 2019

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Related to #1209.
shmoradims
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Mar 27, 2019
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // as well as the source of randomness.
 var mlContext = new MLContext();

 // Get a small dataset as an IEnumerable.
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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Get [](start = 15, length = 3)
Create / Define #Resolved
shmoradims
shmoradims
reviewed
Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // Get a small dataset as an IEnumerable.
 var samples = new List<TextData>()
 {
 new TextData(){ Text ="ML.NET's FeaturizeText API uses a composition of several basic transforms to convert text into numeric features." },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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extra space? = " #Resolved
@codecov
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Mar 27, 2019

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Codecov Report
Merging #3120 into master will decrease coverage by <.01%.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
==========================================
- Coverage 72.52% 72.51% -0.01% 
==========================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 ==========================================
- Hits 104913 104910 -3 - Misses 35342 35344 +2 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.51% <ø> (-0.01%)⬇️
#production68.11% <ø> (-0.01%)⬇️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
@codecov
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commented
Mar 27, 2019•

edited

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Codecov Report
Merging #3120 into master will not change coverage.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
=======================================
Coverage 72.52% 72.52% =======================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 =======================================
Hits 104913 104913 + Misses 35342 35341 -1 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.52% <ø> (ø)⬆️
#production68.12% <ø> (ø)⬆️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.1% <0%> (-0.16%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
shmoradims
shmoradims
reviewed
Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeTextWithOptions.cs
Outdated

 // Use ML.NET's built-in stop word remover
 StopWordsRemoverOptions = new StopWordsRemovingEstimator.Options() { Language = TextFeaturizingEstimator.Language.English },
 WordFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
 CharFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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1 [](start = 86, length = 1)
is this single char tokenization? it would be just the alphabets. is it ever useful? #Resolved
@zeahmedzeahmedMar 27, 2019

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Yes, can be useful in some cases. but lets change it to 3-gram which is more useful.
In reply to: 269776047 [](ancestors = 269776047)
shmoradims
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Mar 27, 2019
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:shipit:
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Mar 27, 2019

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singlis
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:shipit:
@zeahmed
zeahmed
merged commit 233bc2d
into
dotnet:masterMar 28, 2019
@zeahmed
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Mar 28, 2019

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Thanks!
zeahmed added a commit
to zeahmed/machinelearning
that referenced
this pull request
Apr 8, 2019
@zeahmed
Created samples for 'FeaturizeText' API. (dotnet#3120)
a9335da
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Apr 8, 2019
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@sfilipisfilipiAwaiting requested review from sfilipi
@rogancarrrogancarrAwaiting requested review from rogancarr

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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
Created samples for 'FeaturizeText' API. - #3120
Merged
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
Mar 28, 2019
Merged
Created samples for 'FeaturizeText' API.#3120
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
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@zeahmed
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Mar 27, 2019

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Related to #1209.
shmoradims
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Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // as well as the source of randomness.
 var mlContext = new MLContext();

 // Get a small dataset as an IEnumerable.
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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Get [](start = 15, length = 3)
Create / Define #Resolved
shmoradims
shmoradims
reviewed
Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // Get a small dataset as an IEnumerable.
 var samples = new List<TextData>()
 {
 new TextData(){ Text ="ML.NET's FeaturizeText API uses a composition of several basic transforms to convert text into numeric features." },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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extra space? = " #Resolved
@codecov
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Mar 27, 2019

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Codecov Report
Merging #3120 into master will decrease coverage by <.01%.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
==========================================
- Coverage 72.52% 72.51% -0.01% 
==========================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 ==========================================
- Hits 104913 104910 -3 - Misses 35342 35344 +2 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.51% <ø> (-0.01%)⬇️
#production68.11% <ø> (-0.01%)⬇️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
@codecov
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commented
Mar 27, 2019•

edited

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Codecov Report
Merging #3120 into master will not change coverage.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
=======================================
Coverage 72.52% 72.52% =======================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 =======================================
Hits 104913 104913 + Misses 35342 35341 -1 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.52% <ø> (ø)⬆️
#production68.12% <ø> (ø)⬆️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.1% <0%> (-0.16%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
shmoradims
shmoradims
reviewed
Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeTextWithOptions.cs
Outdated

 // Use ML.NET's built-in stop word remover
 StopWordsRemoverOptions = new StopWordsRemovingEstimator.Options() { Language = TextFeaturizingEstimator.Language.English },
 WordFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
 CharFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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1 [](start = 86, length = 1)
is this single char tokenization? it would be just the alphabets. is it ever useful? #Resolved
@zeahmedzeahmedMar 27, 2019

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Yes, can be useful in some cases. but lets change it to 3-gram which is more useful.
In reply to: 269776047 [](ancestors = 269776047)
shmoradims
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:shipit:
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:shipit:
@zeahmed
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merged commit 233bc2d
into
dotnet:masterMar 28, 2019
@zeahmed
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Mar 28, 2019

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Thanks!
zeahmed added a commit
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@zeahmed
Created samples for 'FeaturizeText' API. (dotnet#3120)
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Apr 8, 2019
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@sfilipisfilipiAwaiting requested review from sfilipi
@rogancarrrogancarrAwaiting requested review from rogancarr

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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
Created samples for 'FeaturizeText' API. - #3120
Merged
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
Mar 28, 2019
Merged
Created samples for 'FeaturizeText' API.#3120
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
Conversation
@zeahmed
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Related to #1209.
shmoradims
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View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // as well as the source of randomness.
 var mlContext = new MLContext();

 // Get a small dataset as an IEnumerable.
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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Get [](start = 15, length = 3)
Create / Define #Resolved
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View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
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 // Get a small dataset as an IEnumerable.
 var samples = new List<TextData>()
 {
 new TextData(){ Text ="ML.NET's FeaturizeText API uses a composition of several basic transforms to convert text into numeric features." },
@shmoradimsshmoradimsMar 27, 2019•

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extra space? = " #Resolved
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Codecov Report
Merging #3120 into master will decrease coverage by <.01%.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
==========================================
- Coverage 72.52% 72.51% -0.01% 
==========================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 ==========================================
- Hits 104913 104910 -3 - Misses 35342 35344 +2 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.51% <ø> (-0.01%)⬇️
#production68.11% <ø> (-0.01%)⬇️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
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Codecov Report
Merging #3120 into master will not change coverage.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
=======================================
Coverage 72.52% 72.52% =======================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 =======================================
Hits 104913 104913 + Misses 35342 35341 -1 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.52% <ø> (ø)⬆️
#production68.12% <ø> (ø)⬆️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.1% <0%> (-0.16%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeTextWithOptions.cs
Outdated

 // Use ML.NET's built-in stop word remover
 StopWordsRemoverOptions = new StopWordsRemovingEstimator.Options() { Language = TextFeaturizingEstimator.Language.English },
 WordFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
 CharFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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1 [](start = 86, length = 1)
is this single char tokenization? it would be just the alphabets. is it ever useful? #Resolved
@zeahmedzeahmedMar 27, 2019

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Yes, can be useful in some cases. but lets change it to 3-gram which is more useful.
In reply to: 269776047 [](ancestors = 269776047)
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:shipit:
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singlis
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:shipit:
@zeahmed
zeahmed
merged commit 233bc2d
into
dotnet:masterMar 28, 2019
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Thanks!
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@zeahmed
Created samples for 'FeaturizeText' API. (dotnet#3120)
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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); }
})();
})();

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Created samples for 'FeaturizeText' API. - #3120
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zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
Mar 28, 2019
Merged
Created samples for 'FeaturizeText' API.#3120
zeahmed merged 3 commits into
dotnet:masterfrom 
zeahmed:TextFeaturize_samples
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Related to #1209.
shmoradims
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Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // as well as the source of randomness.
 var mlContext = new MLContext();

 // Get a small dataset as an IEnumerable.
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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Get [](start = 15, length = 3)
Create / Define #Resolved
shmoradims
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Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeText.cs
Outdated

 // Get a small dataset as an IEnumerable.
 var samples = new List<TextData>()
 {
 new TextData(){ Text ="ML.NET's FeaturizeText API uses a composition of several basic transforms to convert text into numeric features." },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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extra space? = " #Resolved
@codecov
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Mar 27, 2019

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Codecov Report
Merging #3120 into master will decrease coverage by <.01%.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
==========================================
- Coverage 72.52% 72.51% -0.01% 
==========================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 ==========================================
- Hits 104913 104910 -3 - Misses 35342 35344 +2 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.51% <ø> (-0.01%)⬇️
#production68.11% <ø> (-0.01%)⬇️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
@codecov
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commented
Mar 27, 2019•

edited

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Codecov Report
Merging #3120 into master will not change coverage.

The diff coverage is n/a.
@@ Coverage Diff @@## master #3120 +/- ##
=======================================
Coverage 72.52% 72.52% =======================================
Files 808 808 Lines 144665 144665 Branches 16198 16198 =======================================
Hits 104913 104913 + Misses 35342 35341 -1 - Partials 4410 4411 +1
FlagCoverage Δ
#Debug72.52% <ø> (ø)⬆️
#production68.12% <ø> (ø)⬆️
#test88.81% <ø> (ø)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.05% <0%> (-0.27%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...ML.Transforms/Text/StopWordsRemovingTransformer.cs86.1% <0%> (-0.16%)⬇️
src/Microsoft.ML.Maml/MAML.cs26.21% <0%> (+1.45%)⬆️
shmoradims
shmoradims
reviewed
Mar 27, 2019
View reviewed changes
Comment threaddocs/samples/Microsoft.ML.Samples/Dynamic/Transforms/Text/FeaturizeTextWithOptions.cs
Outdated

 // Use ML.NET's built-in stop word remover
 StopWordsRemoverOptions = new StopWordsRemovingEstimator.Options() { Language = TextFeaturizingEstimator.Language.English },
 WordFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
 CharFeatureExtractor = new WordBagEstimator.Options() { NgramLength = 1 },
@shmoradimsshmoradimsMar 27, 2019•

edited by zeahmed

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1 [](start = 86, length = 1)
is this single char tokenization? it would be just the alphabets. is it ever useful? #Resolved
@zeahmedzeahmedMar 27, 2019

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Yes, can be useful in some cases. but lets change it to 3-gram which is more useful.
In reply to: 269776047 [](ancestors = 269776047)
shmoradims
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Mar 27, 2019
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:shipit:
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Mar 27, 2019

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singlis
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:shipit:
@zeahmed
zeahmed
merged commit 233bc2d
into
dotnet:masterMar 28, 2019
@zeahmed
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commented
Mar 28, 2019

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Thanks!
zeahmed added a commit
to zeahmed/machinelearning
that referenced
this pull request
Apr 8, 2019
@zeahmed
Created samples for 'FeaturizeText' API. (dotnet#3120)
a9335da
@zeahmedzeahmed
mentioned this pull request
Apr 8, 2019
 Closed

@ghostghost
locked as resolved and limited conversation to collaborators
Mar 23, 2022
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@sfilipisfilipiAwaiting requested review from sfilipi
@rogancarrrogancarrAwaiting requested review from rogancarr

2 more reviewers

@shmoradimsshmoradimsshmoradims approved these changes
@singlissinglissinglis approved these changes
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