Created sample for 'ApplyWordEmbedding' API. - #3142

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zeahmed merged 3 commits into
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zeahmed:samples_wordEmb
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Created sample for 'ApplyWordEmbedding' API.#3142
zeahmed merged 3 commits into
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Related to #1209.

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Codecov Report

Merging #3142 into master will increase coverage by 0.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3142 +/- ##
==========================================
+ Coverage 72.52% 72.53% +0.01% 
==========================================
Files 808 808 Lines 144665 144740 +75 Branches 16198 16202 +4 ==========================================
+ Hits 104912 104981 +69 - Misses 35342 35348 +6 
Partials 4411 4411
FlagCoverage Δ
#Debug72.53% <ø> (+0.01%)⬆️
#production68.12% <ø> (ø)⬆️
#test88.82% <ø> (+0.01%)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
.../Microsoft.ML.Tests/TrainerEstimators/SdcaTests.cs97.26% <0%> (-2.74%)⬇️
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...rc/Microsoft.ML.StaticPipe/SdcaStaticExtensions.cs81.72% <0%> (-0.61%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...oft.ML.StandardTrainers/Standard/SdcaRegression.cs95.83% <0%> (ø)⬆️
...crosoft.ML.StandardTrainers/Standard/SdcaBinary.cs72.95% <0%> (+0.17%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.31% <0%> (+0.26%)⬆️
...c/Microsoft.ML.SamplesUtils/SamplesDatasetUtils.cs24.46% <0%> (+0.73%)⬆️
...StandardTrainers/Standard/StochasticTrainerBase.cs93.02% <0%> (+4.65%)⬆️

var predictionEngine = mlContext.Model.CreatePredictionEngine<TextData, TransformedTextData>(textTransformer);

// Call the prediction API to convert the text into embedding vector.
var data = new TextData() { Text = "This is a greate product. I would like to buy it again." };

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greate [](start = 58, length = 6)

typo: great #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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greate [](start = 32, length = 6)

typo #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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"greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f) [](start = 31, length = 51)

i think it's more readable to write this as "great 1.0 2.0 3.0"
and just add a comment above this line that the following three lines are in format.

It would also be cleaner to turn the line above to comments:
// Write a custom 3-dimensional word embedding vector with 4 words.
// The vectors follow ' ' pattern.
#Resolved

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:shipit:

/// <example>
/// <format type="text/markdown">
/// <![CDATA[
/// [!code-csharp[FeaturizeText](~/../docs/samples/docs/samples/Microsoft.ML.Samples/Dynamic/WordEmbeddingTransform.cs)]

@abgoswamabgoswamApr 1, 2019

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WordEmbeddingTransform [](start = 101, length = 22)

Should we delete this file WordEmbeddingTransform.cs which already has a sample for ApplyWordEmbedding ?

Or did we retain this file because its used for some other API sample ? #Closed

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I think it should be deleted now to avoid mess.


In reply to: 270972391 [](ancestors = 270972391)


namespace Microsoft.ML.Samples.Dynamic
{
public static class ApplyCustomWordEmbedding

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ApplyCustomWordEmbedding [](start = 24, length = 24)

is this sample used anywhere ? #Resolved

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Look at the overloaded version of ApplyWordEmbedding method in TextCatalog. It is referenced as an example there similar to other methods.


In reply to: 270986934 [](ancestors = 270986934)

// Write a custom 3-dimensional word embedding model with 4 words.
// Each line follows '<word> <float> <float> <float>' pattern.
// Lines that do not confirm to the pattern are ignored.
var pathToCustomModel = @".\custommodel.txt";

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@".\custommodel.txt"; [](start = 36, length = 21)

would user reading the documentation get access to this file ? #Resolved

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I don't get you properly. This file is created once the sample executes. It is needed to pass on to the ApplyWordEmbedding method.


In reply to: 270987259 [](ancestors = 270987259)

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:shipit:

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:shipit:

@zeahmed
zeahmed merged commit 21b5bb4 into dotnet:masterApr 1, 2019
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zeahmed added a commit to zeahmed/machinelearning that referenced this pull request Apr 8, 2019
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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" + '
Skip to content

Created sample for 'ApplyWordEmbedding' API. - #3142

Merged
zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb
Apr 1, 2019
Merged

Created sample for 'ApplyWordEmbedding' API.#3142
zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb

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Related to #1209.

@codecov

codecovBot commented Mar 29, 2019

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Codecov Report

Merging #3142 into master will increase coverage by 0.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3142 +/- ##
==========================================
+ Coverage 72.52% 72.53% +0.01% 
==========================================
Files 808 808 Lines 144665 144740 +75 Branches 16198 16202 +4 ==========================================
+ Hits 104912 104981 +69 - Misses 35342 35348 +6 
Partials 4411 4411
FlagCoverage Δ
#Debug72.53% <ø> (+0.01%)⬆️
#production68.12% <ø> (ø)⬆️
#test88.82% <ø> (+0.01%)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
.../Microsoft.ML.Tests/TrainerEstimators/SdcaTests.cs97.26% <0%> (-2.74%)⬇️
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...rc/Microsoft.ML.StaticPipe/SdcaStaticExtensions.cs81.72% <0%> (-0.61%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...oft.ML.StandardTrainers/Standard/SdcaRegression.cs95.83% <0%> (ø)⬆️
...crosoft.ML.StandardTrainers/Standard/SdcaBinary.cs72.95% <0%> (+0.17%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.31% <0%> (+0.26%)⬆️
...c/Microsoft.ML.SamplesUtils/SamplesDatasetUtils.cs24.46% <0%> (+0.73%)⬆️
...StandardTrainers/Standard/StochasticTrainerBase.cs93.02% <0%> (+4.65%)⬆️

var predictionEngine = mlContext.Model.CreatePredictionEngine<TextData, TransformedTextData>(textTransformer);

// Call the prediction API to convert the text into embedding vector.
var data = new TextData() { Text = "This is a greate product. I would like to buy it again." };

@shmoradimsshmoradimsMar 29, 2019

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greate [](start = 58, length = 6)

typo: great #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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greate [](start = 32, length = 6)

typo #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

@shmoradimsshmoradimsMar 29, 2019

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"greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f) [](start = 31, length = 51)

i think it's more readable to write this as "great 1.0 2.0 3.0"
and just add a comment above this line that the following three lines are in format.

It would also be cleaner to turn the line above to comments:
// Write a custom 3-dimensional word embedding vector with 4 words.
// The vectors follow ' ' pattern.
#Resolved

@shmoradimsshmoradims left a comment

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:shipit:

/// <example>
/// <format type="text/markdown">
/// <![CDATA[
/// [!code-csharp[FeaturizeText](~/../docs/samples/docs/samples/Microsoft.ML.Samples/Dynamic/WordEmbeddingTransform.cs)]

@abgoswamabgoswamApr 1, 2019

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WordEmbeddingTransform [](start = 101, length = 22)

Should we delete this file WordEmbeddingTransform.cs which already has a sample for ApplyWordEmbedding ?

Or did we retain this file because its used for some other API sample ? #Closed

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I think it should be deleted now to avoid mess.


In reply to: 270972391 [](ancestors = 270972391)


namespace Microsoft.ML.Samples.Dynamic
{
public static class ApplyCustomWordEmbedding

@abgoswamabgoswamApr 1, 2019

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ApplyCustomWordEmbedding [](start = 24, length = 24)

is this sample used anywhere ? #Resolved

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Look at the overloaded version of ApplyWordEmbedding method in TextCatalog. It is referenced as an example there similar to other methods.


In reply to: 270986934 [](ancestors = 270986934)

// Write a custom 3-dimensional word embedding model with 4 words.
// Each line follows '<word> <float> <float> <float>' pattern.
// Lines that do not confirm to the pattern are ignored.
var pathToCustomModel = @".\custommodel.txt";

@abgoswamabgoswamApr 1, 2019

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@".\custommodel.txt"; [](start = 36, length = 21)

would user reading the documentation get access to this file ? #Resolved

@zeahmedzeahmedApr 1, 2019

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I don't get you properly. This file is created once the sample executes. It is needed to pass on to the ApplyWordEmbedding method.


In reply to: 270987259 [](ancestors = 270987259)

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:shipit:

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:shipit:

@zeahmed
zeahmed merged commit 21b5bb4 into dotnet:masterApr 1, 2019
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Thanks!

zeahmed added a commit to zeahmed/machinelearning that referenced this pull request Apr 8, 2019
@zeahmedzeahmed mentioned this pull request Apr 8, 2019
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

Created sample for 'ApplyWordEmbedding' API. - #3142

Merged
zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb
Apr 1, 2019
Merged

Created sample for 'ApplyWordEmbedding' API.#3142
zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb

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Related to #1209.

@codecov

codecovBot commented Mar 29, 2019

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Codecov Report

Merging #3142 into master will increase coverage by 0.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3142 +/- ##
==========================================
+ Coverage 72.52% 72.53% +0.01% 
==========================================
Files 808 808 Lines 144665 144740 +75 Branches 16198 16202 +4 ==========================================
+ Hits 104912 104981 +69 - Misses 35342 35348 +6 
Partials 4411 4411
FlagCoverage Δ
#Debug72.53% <ø> (+0.01%)⬆️
#production68.12% <ø> (ø)⬆️
#test88.82% <ø> (+0.01%)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
.../Microsoft.ML.Tests/TrainerEstimators/SdcaTests.cs97.26% <0%> (-2.74%)⬇️
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...rc/Microsoft.ML.StaticPipe/SdcaStaticExtensions.cs81.72% <0%> (-0.61%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...oft.ML.StandardTrainers/Standard/SdcaRegression.cs95.83% <0%> (ø)⬆️
...crosoft.ML.StandardTrainers/Standard/SdcaBinary.cs72.95% <0%> (+0.17%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.31% <0%> (+0.26%)⬆️
...c/Microsoft.ML.SamplesUtils/SamplesDatasetUtils.cs24.46% <0%> (+0.73%)⬆️
...StandardTrainers/Standard/StochasticTrainerBase.cs93.02% <0%> (+4.65%)⬆️

var predictionEngine = mlContext.Model.CreatePredictionEngine<TextData, TransformedTextData>(textTransformer);

// Call the prediction API to convert the text into embedding vector.
var data = new TextData() { Text = "This is a greate product. I would like to buy it again." };

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greate [](start = 58, length = 6)

typo: great #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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greate [](start = 32, length = 6)

typo #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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"greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f) [](start = 31, length = 51)

i think it's more readable to write this as "great 1.0 2.0 3.0"
and just add a comment above this line that the following three lines are in format.

It would also be cleaner to turn the line above to comments:
// Write a custom 3-dimensional word embedding vector with 4 words.
// The vectors follow ' ' pattern.
#Resolved

@shmoradimsshmoradims left a comment

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:shipit:

/// <example>
/// <format type="text/markdown">
/// <![CDATA[
/// [!code-csharp[FeaturizeText](~/../docs/samples/docs/samples/Microsoft.ML.Samples/Dynamic/WordEmbeddingTransform.cs)]

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WordEmbeddingTransform [](start = 101, length = 22)

Should we delete this file WordEmbeddingTransform.cs which already has a sample for ApplyWordEmbedding ?

Or did we retain this file because its used for some other API sample ? #Closed

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I think it should be deleted now to avoid mess.


In reply to: 270972391 [](ancestors = 270972391)


namespace Microsoft.ML.Samples.Dynamic
{
public static class ApplyCustomWordEmbedding

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ApplyCustomWordEmbedding [](start = 24, length = 24)

is this sample used anywhere ? #Resolved

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Look at the overloaded version of ApplyWordEmbedding method in TextCatalog. It is referenced as an example there similar to other methods.


In reply to: 270986934 [](ancestors = 270986934)

// Write a custom 3-dimensional word embedding model with 4 words.
// Each line follows '<word> <float> <float> <float>' pattern.
// Lines that do not confirm to the pattern are ignored.
var pathToCustomModel = @".\custommodel.txt";

@abgoswamabgoswamApr 1, 2019

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@".\custommodel.txt"; [](start = 36, length = 21)

would user reading the documentation get access to this file ? #Resolved

@zeahmedzeahmedApr 1, 2019

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I don't get you properly. This file is created once the sample executes. It is needed to pass on to the ApplyWordEmbedding method.


In reply to: 270987259 [](ancestors = 270987259)

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:shipit:

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:shipit:

@zeahmed
zeahmed merged commit 21b5bb4 into dotnet:masterApr 1, 2019
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Thanks!

zeahmed added a commit to zeahmed/machinelearning that referenced this pull request Apr 8, 2019
@zeahmedzeahmed mentioned this pull request Apr 8, 2019
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Created sample for 'ApplyWordEmbedding' API. - #3142

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zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb
Apr 1, 2019
Merged

Created sample for 'ApplyWordEmbedding' API.#3142
zeahmed merged 3 commits into
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zeahmed:samples_wordEmb

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Related to #1209.

@codecov

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Codecov Report

Merging #3142 into master will increase coverage by 0.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3142 +/- ##
==========================================
+ Coverage 72.52% 72.53% +0.01% 
==========================================
Files 808 808 Lines 144665 144740 +75 Branches 16198 16202 +4 ==========================================
+ Hits 104912 104981 +69 - Misses 35342 35348 +6 
Partials 4411 4411
FlagCoverage Δ
#Debug72.53% <ø> (+0.01%)⬆️
#production68.12% <ø> (ø)⬆️
#test88.82% <ø> (+0.01%)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
.../Microsoft.ML.Tests/TrainerEstimators/SdcaTests.cs97.26% <0%> (-2.74%)⬇️
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...rc/Microsoft.ML.StaticPipe/SdcaStaticExtensions.cs81.72% <0%> (-0.61%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...oft.ML.StandardTrainers/Standard/SdcaRegression.cs95.83% <0%> (ø)⬆️
...crosoft.ML.StandardTrainers/Standard/SdcaBinary.cs72.95% <0%> (+0.17%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.31% <0%> (+0.26%)⬆️
...c/Microsoft.ML.SamplesUtils/SamplesDatasetUtils.cs24.46% <0%> (+0.73%)⬆️
...StandardTrainers/Standard/StochasticTrainerBase.cs93.02% <0%> (+4.65%)⬆️

var predictionEngine = mlContext.Model.CreatePredictionEngine<TextData, TransformedTextData>(textTransformer);

// Call the prediction API to convert the text into embedding vector.
var data = new TextData() { Text = "This is a greate product. I would like to buy it again." };

@shmoradimsshmoradimsMar 29, 2019

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greate [](start = 58, length = 6)

typo: great #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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greate [](start = 32, length = 6)

typo #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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"greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f) [](start = 31, length = 51)

i think it's more readable to write this as "great 1.0 2.0 3.0"
and just add a comment above this line that the following three lines are in format.

It would also be cleaner to turn the line above to comments:
// Write a custom 3-dimensional word embedding vector with 4 words.
// The vectors follow ' ' pattern.
#Resolved

@shmoradimsshmoradims left a comment

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:shipit:

/// <example>
/// <format type="text/markdown">
/// <![CDATA[
/// [!code-csharp[FeaturizeText](~/../docs/samples/docs/samples/Microsoft.ML.Samples/Dynamic/WordEmbeddingTransform.cs)]

@abgoswamabgoswamApr 1, 2019

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WordEmbeddingTransform [](start = 101, length = 22)

Should we delete this file WordEmbeddingTransform.cs which already has a sample for ApplyWordEmbedding ?

Or did we retain this file because its used for some other API sample ? #Closed

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I think it should be deleted now to avoid mess.


In reply to: 270972391 [](ancestors = 270972391)


namespace Microsoft.ML.Samples.Dynamic
{
public static class ApplyCustomWordEmbedding

@abgoswamabgoswamApr 1, 2019

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ApplyCustomWordEmbedding [](start = 24, length = 24)

is this sample used anywhere ? #Resolved

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Look at the overloaded version of ApplyWordEmbedding method in TextCatalog. It is referenced as an example there similar to other methods.


In reply to: 270986934 [](ancestors = 270986934)

// Write a custom 3-dimensional word embedding model with 4 words.
// Each line follows '<word> <float> <float> <float>' pattern.
// Lines that do not confirm to the pattern are ignored.
var pathToCustomModel = @".\custommodel.txt";

@abgoswamabgoswamApr 1, 2019

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@".\custommodel.txt"; [](start = 36, length = 21)

would user reading the documentation get access to this file ? #Resolved

@zeahmedzeahmedApr 1, 2019

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I don't get you properly. This file is created once the sample executes. It is needed to pass on to the ApplyWordEmbedding method.


In reply to: 270987259 [](ancestors = 270987259)

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:shipit:

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:shipit:

@zeahmed
zeahmed merged commit 21b5bb4 into dotnet:masterApr 1, 2019
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Thanks!

zeahmed added a commit to zeahmed/machinelearning that referenced this pull request Apr 8, 2019
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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 sample for 'ApplyWordEmbedding' API. - #3142

Merged
zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb
Apr 1, 2019
Merged

Created sample for 'ApplyWordEmbedding' API.#3142
zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb

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Related to #1209.

@codecov

codecovBot commented Mar 29, 2019

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Codecov Report

Merging #3142 into master will increase coverage by 0.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3142 +/- ##
==========================================
+ Coverage 72.52% 72.53% +0.01% 
==========================================
Files 808 808 Lines 144665 144740 +75 Branches 16198 16202 +4 ==========================================
+ Hits 104912 104981 +69 - Misses 35342 35348 +6 
Partials 4411 4411
FlagCoverage Δ
#Debug72.53% <ø> (+0.01%)⬆️
#production68.12% <ø> (ø)⬆️
#test88.82% <ø> (+0.01%)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
.../Microsoft.ML.Tests/TrainerEstimators/SdcaTests.cs97.26% <0%> (-2.74%)⬇️
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...rc/Microsoft.ML.StaticPipe/SdcaStaticExtensions.cs81.72% <0%> (-0.61%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...oft.ML.StandardTrainers/Standard/SdcaRegression.cs95.83% <0%> (ø)⬆️
...crosoft.ML.StandardTrainers/Standard/SdcaBinary.cs72.95% <0%> (+0.17%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.31% <0%> (+0.26%)⬆️
...c/Microsoft.ML.SamplesUtils/SamplesDatasetUtils.cs24.46% <0%> (+0.73%)⬆️
...StandardTrainers/Standard/StochasticTrainerBase.cs93.02% <0%> (+4.65%)⬆️

var predictionEngine = mlContext.Model.CreatePredictionEngine<TextData, TransformedTextData>(textTransformer);

// Call the prediction API to convert the text into embedding vector.
var data = new TextData() { Text = "This is a greate product. I would like to buy it again." };

@shmoradimsshmoradimsMar 29, 2019

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greate [](start = 58, length = 6)

typo: great #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

@shmoradimsshmoradimsMar 29, 2019

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greate [](start = 32, length = 6)

typo #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

@shmoradimsshmoradimsMar 29, 2019

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"greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f) [](start = 31, length = 51)

i think it's more readable to write this as "great 1.0 2.0 3.0"
and just add a comment above this line that the following three lines are in format.

It would also be cleaner to turn the line above to comments:
// Write a custom 3-dimensional word embedding vector with 4 words.
// The vectors follow ' ' pattern.
#Resolved

@shmoradimsshmoradims left a comment

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:shipit:

/// <example>
/// <format type="text/markdown">
/// <![CDATA[
/// [!code-csharp[FeaturizeText](~/../docs/samples/docs/samples/Microsoft.ML.Samples/Dynamic/WordEmbeddingTransform.cs)]

@abgoswamabgoswamApr 1, 2019

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WordEmbeddingTransform [](start = 101, length = 22)

Should we delete this file WordEmbeddingTransform.cs which already has a sample for ApplyWordEmbedding ?

Or did we retain this file because its used for some other API sample ? #Closed

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I think it should be deleted now to avoid mess.


In reply to: 270972391 [](ancestors = 270972391)


namespace Microsoft.ML.Samples.Dynamic
{
public static class ApplyCustomWordEmbedding

@abgoswamabgoswamApr 1, 2019

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ApplyCustomWordEmbedding [](start = 24, length = 24)

is this sample used anywhere ? #Resolved

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Look at the overloaded version of ApplyWordEmbedding method in TextCatalog. It is referenced as an example there similar to other methods.


In reply to: 270986934 [](ancestors = 270986934)

// Write a custom 3-dimensional word embedding model with 4 words.
// Each line follows '<word> <float> <float> <float>' pattern.
// Lines that do not confirm to the pattern are ignored.
var pathToCustomModel = @".\custommodel.txt";

@abgoswamabgoswamApr 1, 2019

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@".\custommodel.txt"; [](start = 36, length = 21)

would user reading the documentation get access to this file ? #Resolved

@zeahmedzeahmedApr 1, 2019

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I don't get you properly. This file is created once the sample executes. It is needed to pass on to the ApplyWordEmbedding method.


In reply to: 270987259 [](ancestors = 270987259)

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:shipit:

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:shipit:

@zeahmed
zeahmed merged commit 21b5bb4 into dotnet:masterApr 1, 2019
@zeahmed

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Thanks!

zeahmed added a commit to zeahmed/machinelearning that referenced this pull request Apr 8, 2019
@zeahmedzeahmed mentioned this pull request Apr 8, 2019
@ghostghost locked as resolved and limited conversation to collaborators Mar 23, 2022
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@zeahmed@Ivanidzo4ka@abgoswam@shmoradims
, '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 sample for 'ApplyWordEmbedding' API. - #3142

Merged
zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb
Apr 1, 2019
Merged

Created sample for 'ApplyWordEmbedding' API.#3142
zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb

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Related to #1209.

@codecov

codecovBot commented Mar 29, 2019

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Codecov Report

Merging #3142 into master will increase coverage by 0.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3142 +/- ##
==========================================
+ Coverage 72.52% 72.53% +0.01% 
==========================================
Files 808 808 Lines 144665 144740 +75 Branches 16198 16202 +4 ==========================================
+ Hits 104912 104981 +69 - Misses 35342 35348 +6 
Partials 4411 4411
FlagCoverage Δ
#Debug72.53% <ø> (+0.01%)⬆️
#production68.12% <ø> (ø)⬆️
#test88.82% <ø> (+0.01%)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
.../Microsoft.ML.Tests/TrainerEstimators/SdcaTests.cs97.26% <0%> (-2.74%)⬇️
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...rc/Microsoft.ML.StaticPipe/SdcaStaticExtensions.cs81.72% <0%> (-0.61%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...oft.ML.StandardTrainers/Standard/SdcaRegression.cs95.83% <0%> (ø)⬆️
...crosoft.ML.StandardTrainers/Standard/SdcaBinary.cs72.95% <0%> (+0.17%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.31% <0%> (+0.26%)⬆️
...c/Microsoft.ML.SamplesUtils/SamplesDatasetUtils.cs24.46% <0%> (+0.73%)⬆️
...StandardTrainers/Standard/StochasticTrainerBase.cs93.02% <0%> (+4.65%)⬆️

var predictionEngine = mlContext.Model.CreatePredictionEngine<TextData, TransformedTextData>(textTransformer);

// Call the prediction API to convert the text into embedding vector.
var data = new TextData() { Text = "This is a greate product. I would like to buy it again." };

@shmoradimsshmoradimsMar 29, 2019

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greate [](start = 58, length = 6)

typo: great #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

@shmoradimsshmoradimsMar 29, 2019

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greate [](start = 32, length = 6)

typo #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

@shmoradimsshmoradimsMar 29, 2019

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"greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f) [](start = 31, length = 51)

i think it's more readable to write this as "great 1.0 2.0 3.0"
and just add a comment above this line that the following three lines are in format.

It would also be cleaner to turn the line above to comments:
// Write a custom 3-dimensional word embedding vector with 4 words.
// The vectors follow ' ' pattern.
#Resolved

@shmoradimsshmoradims left a comment

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:shipit:

/// <example>
/// <format type="text/markdown">
/// <![CDATA[
/// [!code-csharp[FeaturizeText](~/../docs/samples/docs/samples/Microsoft.ML.Samples/Dynamic/WordEmbeddingTransform.cs)]

@abgoswamabgoswamApr 1, 2019

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WordEmbeddingTransform [](start = 101, length = 22)

Should we delete this file WordEmbeddingTransform.cs which already has a sample for ApplyWordEmbedding ?

Or did we retain this file because its used for some other API sample ? #Closed

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I think it should be deleted now to avoid mess.


In reply to: 270972391 [](ancestors = 270972391)


namespace Microsoft.ML.Samples.Dynamic
{
public static class ApplyCustomWordEmbedding

@abgoswamabgoswamApr 1, 2019

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ApplyCustomWordEmbedding [](start = 24, length = 24)

is this sample used anywhere ? #Resolved

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Look at the overloaded version of ApplyWordEmbedding method in TextCatalog. It is referenced as an example there similar to other methods.


In reply to: 270986934 [](ancestors = 270986934)

// Write a custom 3-dimensional word embedding model with 4 words.
// Each line follows '<word> <float> <float> <float>' pattern.
// Lines that do not confirm to the pattern are ignored.
var pathToCustomModel = @".\custommodel.txt";

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@".\custommodel.txt"; [](start = 36, length = 21)

would user reading the documentation get access to this file ? #Resolved

@zeahmedzeahmedApr 1, 2019

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I don't get you properly. This file is created once the sample executes. It is needed to pass on to the ApplyWordEmbedding method.


In reply to: 270987259 [](ancestors = 270987259)

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:shipit:

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zeahmed merged commit 21b5bb4 into dotnet:masterApr 1, 2019
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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('^' + ".*" + '
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Created sample for 'ApplyWordEmbedding' API. - #3142

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Created sample for 'ApplyWordEmbedding' API.#3142
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Related to #1209.

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codecovBot commented Mar 29, 2019

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Codecov Report

Merging #3142 into master will increase coverage by 0.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3142 +/- ##
==========================================
+ Coverage 72.52% 72.53% +0.01% 
==========================================
Files 808 808 Lines 144665 144740 +75 Branches 16198 16202 +4 ==========================================
+ Hits 104912 104981 +69 - Misses 35342 35348 +6 
Partials 4411 4411
FlagCoverage Δ
#Debug72.53% <ø> (+0.01%)⬆️
#production68.12% <ø> (ø)⬆️
#test88.82% <ø> (+0.01%)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
.../Microsoft.ML.Tests/TrainerEstimators/SdcaTests.cs97.26% <0%> (-2.74%)⬇️
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...rc/Microsoft.ML.StaticPipe/SdcaStaticExtensions.cs81.72% <0%> (-0.61%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...oft.ML.StandardTrainers/Standard/SdcaRegression.cs95.83% <0%> (ø)⬆️
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...StandardTrainers/Standard/LinearModelParameters.cs60.31% <0%> (+0.26%)⬆️
...c/Microsoft.ML.SamplesUtils/SamplesDatasetUtils.cs24.46% <0%> (+0.73%)⬆️
...StandardTrainers/Standard/StochasticTrainerBase.cs93.02% <0%> (+4.65%)⬆️

var predictionEngine = mlContext.Model.CreatePredictionEngine<TextData, TransformedTextData>(textTransformer);

// Call the prediction API to convert the text into embedding vector.
var data = new TextData() { Text = "This is a greate product. I would like to buy it again." };

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greate [](start = 58, length = 6)

typo: great #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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greate [](start = 32, length = 6)

typo #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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"greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f) [](start = 31, length = 51)

i think it's more readable to write this as "great 1.0 2.0 3.0"
and just add a comment above this line that the following three lines are in format.

It would also be cleaner to turn the line above to comments:
// Write a custom 3-dimensional word embedding vector with 4 words.
// The vectors follow ' ' pattern.
#Resolved

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:shipit:

/// <example>
/// <format type="text/markdown">
/// <![CDATA[
/// [!code-csharp[FeaturizeText](~/../docs/samples/docs/samples/Microsoft.ML.Samples/Dynamic/WordEmbeddingTransform.cs)]

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WordEmbeddingTransform [](start = 101, length = 22)

Should we delete this file WordEmbeddingTransform.cs which already has a sample for ApplyWordEmbedding ?

Or did we retain this file because its used for some other API sample ? #Closed

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I think it should be deleted now to avoid mess.


In reply to: 270972391 [](ancestors = 270972391)


namespace Microsoft.ML.Samples.Dynamic
{
public static class ApplyCustomWordEmbedding

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ApplyCustomWordEmbedding [](start = 24, length = 24)

is this sample used anywhere ? #Resolved

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Look at the overloaded version of ApplyWordEmbedding method in TextCatalog. It is referenced as an example there similar to other methods.


In reply to: 270986934 [](ancestors = 270986934)

// Write a custom 3-dimensional word embedding model with 4 words.
// Each line follows '<word> <float> <float> <float>' pattern.
// Lines that do not confirm to the pattern are ignored.
var pathToCustomModel = @".\custommodel.txt";

@abgoswamabgoswamApr 1, 2019

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@".\custommodel.txt"; [](start = 36, length = 21)

would user reading the documentation get access to this file ? #Resolved

@zeahmedzeahmedApr 1, 2019

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I don't get you properly. This file is created once the sample executes. It is needed to pass on to the ApplyWordEmbedding method.


In reply to: 270987259 [](ancestors = 270987259)

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:shipit:

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:shipit:

@zeahmed
zeahmed merged commit 21b5bb4 into dotnet:masterApr 1, 2019
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Thanks!

zeahmed added a commit to zeahmed/machinelearning that referenced this pull request Apr 8, 2019
@zeahmedzeahmed mentioned this pull request Apr 8, 2019
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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 sample for 'ApplyWordEmbedding' API. - #3142

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zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb
Apr 1, 2019
Merged

Created sample for 'ApplyWordEmbedding' API.#3142
zeahmed merged 3 commits into
dotnet:masterfrom
zeahmed:samples_wordEmb

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Related to #1209.

@codecov

codecovBot commented Mar 29, 2019

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Codecov Report

Merging #3142 into master will increase coverage by 0.01%.
The diff coverage is n/a.

@@ Coverage Diff @@## master #3142 +/- ##
==========================================
+ Coverage 72.52% 72.53% +0.01% 
==========================================
Files 808 808 Lines 144665 144740 +75 Branches 16198 16202 +4 ==========================================
+ Hits 104912 104981 +69 - Misses 35342 35348 +6 
Partials 4411 4411
FlagCoverage Δ
#Debug72.53% <ø> (+0.01%)⬆️
#production68.12% <ø> (ø)⬆️
#test88.82% <ø> (+0.01%)⬆️
Impacted FilesCoverage Δ
src/Microsoft.ML.Transforms/Text/TextCatalog.cs41.66% <ø> (ø)⬆️
.../Microsoft.ML.Tests/TrainerEstimators/SdcaTests.cs97.26% <0%> (-2.74%)⬇️
src/Microsoft.ML.Transforms/Text/LdaTransform.cs89.26% <0%> (-0.63%)⬇️
...rc/Microsoft.ML.StaticPipe/SdcaStaticExtensions.cs81.72% <0%> (-0.61%)⬇️
...soft.ML.Data/DataLoadSave/Text/TextLoaderCursor.cs84.7% <0%> (-0.21%)⬇️
...oft.ML.StandardTrainers/Standard/SdcaRegression.cs95.83% <0%> (ø)⬆️
...crosoft.ML.StandardTrainers/Standard/SdcaBinary.cs72.95% <0%> (+0.17%)⬆️
...StandardTrainers/Standard/LinearModelParameters.cs60.31% <0%> (+0.26%)⬆️
...c/Microsoft.ML.SamplesUtils/SamplesDatasetUtils.cs24.46% <0%> (+0.73%)⬆️
...StandardTrainers/Standard/StochasticTrainerBase.cs93.02% <0%> (+4.65%)⬆️

var predictionEngine = mlContext.Model.CreatePredictionEngine<TextData, TransformedTextData>(textTransformer);

// Call the prediction API to convert the text into embedding vector.
var data = new TextData() { Text = "This is a greate product. I would like to buy it again." };

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greate [](start = 58, length = 6)

typo: great #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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greate [](start = 32, length = 6)

typo #Resolved

{

file.WriteLine("This is custom file for 4 words with 3 dimensional word embedding vector. This first line in this file does not confirm to the '<word> <float> <float> <float>' pattern, and is therefore ignored");
file.WriteLine("greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f));

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"greate" + " " + string.Join(" ", 1.0f, 2.0f, 3.0f) [](start = 31, length = 51)

i think it's more readable to write this as "great 1.0 2.0 3.0"
and just add a comment above this line that the following three lines are in format.

It would also be cleaner to turn the line above to comments:
// Write a custom 3-dimensional word embedding vector with 4 words.
// The vectors follow ' ' pattern.
#Resolved

@shmoradimsshmoradims left a comment

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:shipit:

/// <example>
/// <format type="text/markdown">
/// <![CDATA[
/// [!code-csharp[FeaturizeText](~/../docs/samples/docs/samples/Microsoft.ML.Samples/Dynamic/WordEmbeddingTransform.cs)]

@abgoswamabgoswamApr 1, 2019

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WordEmbeddingTransform [](start = 101, length = 22)

Should we delete this file WordEmbeddingTransform.cs which already has a sample for ApplyWordEmbedding ?

Or did we retain this file because its used for some other API sample ? #Closed

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I think it should be deleted now to avoid mess.


In reply to: 270972391 [](ancestors = 270972391)


namespace Microsoft.ML.Samples.Dynamic
{
public static class ApplyCustomWordEmbedding

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ApplyCustomWordEmbedding [](start = 24, length = 24)

is this sample used anywhere ? #Resolved

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Look at the overloaded version of ApplyWordEmbedding method in TextCatalog. It is referenced as an example there similar to other methods.


In reply to: 270986934 [](ancestors = 270986934)

// Write a custom 3-dimensional word embedding model with 4 words.
// Each line follows '<word> <float> <float> <float>' pattern.
// Lines that do not confirm to the pattern are ignored.
var pathToCustomModel = @".\custommodel.txt";

@abgoswamabgoswamApr 1, 2019

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@".\custommodel.txt"; [](start = 36, length = 21)

would user reading the documentation get access to this file ? #Resolved

@zeahmedzeahmedApr 1, 2019

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I don't get you properly. This file is created once the sample executes. It is needed to pass on to the ApplyWordEmbedding method.


In reply to: 270987259 [](ancestors = 270987259)

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:shipit:

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:shipit:

@zeahmed
zeahmed merged commit 21b5bb4 into dotnet:masterApr 1, 2019
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Thanks!

zeahmed added a commit to zeahmed/machinelearning that referenced this pull request Apr 8, 2019
@zeahmedzeahmed mentioned this pull request Apr 8, 2019
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