Create SentencePieceTokenizer from options object - #7403

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Create SentencePieceTokenizer from options object#7403
tarekgh merged 2 commits into
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject

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We have extended support for the SentencePiece tokenizer, which traditionally uses a protobuf data file (tokenizer.model). This update introduces the ability to create a tokenizer object by passing an options object containing tokenizer data such as vocabulary and normalization. With this change, users can initialize a tokenizer without loading a protobuf file, enabling them to source tokenizer data from formats like JSON files and other alternatives.

CopilotAI review requested due to automatic review settings February 27, 2025 02:50
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PR Overview

This PR introduces the ability to create a SentencePieceTokenizer from an options object, enabling support for models defined by JSON or similar non-protobuf formats. Key changes include adding a new SentencePieceOptions class with configurable properties, updating existing model implementations and tests to support options-based creation, and adding new constructors and methods to handle JSON-based initialization.

Reviewed Changes

FileDescription
src/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.csAdds a new options class to configure SentencePiece model properties.
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.csIntroduces tests ensuring the created tokenizer from JSON behaves as expected and validates shifted token IDs.
src/Microsoft.ML.Tokenizers/Model/SentencePieceUnigramModel.csUpdates constructor and internal methods to support options-based initialization and renames internal counter for normalized text.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.csAdds a new constructor that validates unsupported normalization data and initializes the vocabulary based on options.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.csIntroduces a new constructor from options and changes token ID properties from read-only to mutable.
src/Microsoft.ML.Tokenizers/Model/SentencePieceTokenizer.csAdds an overload of the Create method that instantiates a tokenizer using the options object.

Copilot reviewed 7 out of 7 changed files in this pull request and generated 3 comments.

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
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Codecov Report

Attention: Patch coverage is 73.39667% with 112 lines in your changes missing coverage. Please review.

Project coverage is 68.97%. Comparing base (2bd88b9) to head (f97b783).
Report is 3 commits behind head on main.

Files with missing linesPatch %Lines
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs0.00%33 Missing ⚠️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs52.45%23 Missing and 6 partials ⚠️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs88.80%16 Missing and 12 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs66.66%10 Missing and 6 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs60.00%4 Missing and 2 partials ⚠️
Additional details and impacted files
@@ Coverage Diff @@## main #7403 +/- ##
==========================================
+ Coverage 68.93% 68.97% +0.03% 
==========================================
Files 1480 1481 +1 Lines 273273 273666 +393 Branches 28234 28287 +53 ==========================================
+ Hits 188393 188751 +358 - Misses 77510 77521 +11 - Partials 7370 7394 +24
FlagCoverage Δ
Debug68.97% <73.39%> (+0.03%)⬆️
production63.27% <50.87%> (+0.02%)⬆️
test89.46% <88.80%> (-0.01%)⬇️

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

Files with missing linesCoverage Δ
...rosoft.ML.Tokenizers/Model/SentencePieceOptions.cs100.00% <100.00%> (ø)
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs85.26% <60.00%> (-4.74%)⬇️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs77.83% <66.66%> (-1.21%)⬇️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs93.93% <88.80%> (-3.17%)⬇️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs65.99% <52.45%> (+5.80%)⬆️
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs74.51% <0.00%> (-2.93%)⬇️

... and 4 files with indirect coverage changes

ericstj
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs Outdated
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs Outdated
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs Outdated
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs Outdated
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs Outdated
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs Outdated
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs Outdated
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs
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tarekgh merged commit 0807bd8 into dotnet:mainFeb 27, 2025
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Create SentencePieceTokenizer from options object - #7403
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tarekgh merged 2 commits into
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
Feb 27, 2025
Merged
Create SentencePieceTokenizer from options object#7403
tarekgh merged 2 commits into
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
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We have extended support for the SentencePiece tokenizer, which traditionally uses a protobuf data file (tokenizer.model). This update introduces the ability to create a tokenizer object by passing an options object containing tokenizer data such as vocabulary and normalization. With this change, users can initialize a tokenizer without loading a protobuf file, enabling them to source tokenizer data from formats like JSON files and other alternatives.
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review requested due to automatic review settings
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PR Overview
This PR introduces the ability to create a SentencePieceTokenizer from an options object, enabling support for models defined by JSON or similar non-protobuf formats. Key changes include adding a new SentencePieceOptions class with configurable properties, updating existing model implementations and tests to support options-based creation, and adding new constructors and methods to handle JSON-based initialization.
Reviewed Changes
FileDescription
src/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.csAdds a new options class to configure SentencePiece model properties.
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.csIntroduces tests ensuring the created tokenizer from JSON behaves as expected and validates shifted token IDs.
src/Microsoft.ML.Tokenizers/Model/SentencePieceUnigramModel.csUpdates constructor and internal methods to support options-based initialization and renames internal counter for normalized text.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.csAdds a new constructor that validates unsupported normalization data and initializes the vocabulary based on options.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.csIntroduces a new constructor from options and changes token ID properties from read-only to mutable.
src/Microsoft.ML.Tokenizers/Model/SentencePieceTokenizer.csAdds an overload of the Create method that instantiates a tokenizer using the options object.
Copilot reviewed 7 out of 7 changed files in this pull request and generated 3 comments.
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
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Codecov Report
Attention: Patch coverage is 73.39667% with 112 lines in your changes missing coverage. Please review.
Project coverage is 68.97%. Comparing base (2bd88b9) to head (f97b783).

Report is 3 commits behind head on main.
Files with missing linesPatch %Lines
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs0.00%33 Missing ⚠️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs52.45%23 Missing and 6 partials ⚠️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs88.80%16 Missing and 12 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs66.66%10 Missing and 6 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs60.00%4 Missing and 2 partials ⚠️
Additional details and impacted files
@@ Coverage Diff @@## main #7403 +/- ##
==========================================
+ Coverage 68.93% 68.97% +0.03% 
==========================================
Files 1480 1481 +1 Lines 273273 273666 +393 Branches 28234 28287 +53 ==========================================
+ Hits 188393 188751 +358 - Misses 77510 77521 +11 - Partials 7370 7394 +24 
FlagCoverage Δ
Debug68.97% <73.39%> (+0.03%)⬆️
production63.27% <50.87%> (+0.02%)⬆️
test89.46% <88.80%> (-0.01%)⬇️
Flags with carried forward coverage won't be shown. Click here to find out more.
Files with missing linesCoverage Δ
...rosoft.ML.Tokenizers/Model/SentencePieceOptions.cs100.00% <100.00%> (ø)
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs85.26% <60.00%> (-4.74%)⬇️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs77.83% <66.66%> (-1.21%)⬇️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs93.93% <88.80%> (-3.17%)⬇️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs65.99% <52.45%> (+5.80%)⬆️
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs74.51% <0.00%> (-2.93%)⬇️
... and 4 files with indirect coverage changes
ericstj
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Feb 27, 2025
View reviewed changes
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs
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Create SentencePieceTokenizer from options object - #7403
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
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Merged
Create SentencePieceTokenizer from options object#7403
tarekgh merged 2 commits into
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
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We have extended support for the SentencePiece tokenizer, which traditionally uses a protobuf data file (tokenizer.model). This update introduces the ability to create a tokenizer object by passing an options object containing tokenizer data such as vocabulary and normalization. With this change, users can initialize a tokenizer without loading a protobuf file, enabling them to source tokenizer data from formats like JSON files and other alternatives.
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PR Overview
This PR introduces the ability to create a SentencePieceTokenizer from an options object, enabling support for models defined by JSON or similar non-protobuf formats. Key changes include adding a new SentencePieceOptions class with configurable properties, updating existing model implementations and tests to support options-based creation, and adding new constructors and methods to handle JSON-based initialization.
Reviewed Changes
FileDescription
src/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.csAdds a new options class to configure SentencePiece model properties.
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.csIntroduces tests ensuring the created tokenizer from JSON behaves as expected and validates shifted token IDs.
src/Microsoft.ML.Tokenizers/Model/SentencePieceUnigramModel.csUpdates constructor and internal methods to support options-based initialization and renames internal counter for normalized text.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.csAdds a new constructor that validates unsupported normalization data and initializes the vocabulary based on options.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.csIntroduces a new constructor from options and changes token ID properties from read-only to mutable.
src/Microsoft.ML.Tokenizers/Model/SentencePieceTokenizer.csAdds an overload of the Create method that instantiates a tokenizer using the options object.
Copilot reviewed 7 out of 7 changed files in this pull request and generated 3 comments.
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
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Codecov Report
Attention: Patch coverage is 73.39667% with 112 lines in your changes missing coverage. Please review.
Project coverage is 68.97%. Comparing base (2bd88b9) to head (f97b783).

Report is 3 commits behind head on main.
Files with missing linesPatch %Lines
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs0.00%33 Missing ⚠️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs52.45%23 Missing and 6 partials ⚠️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs88.80%16 Missing and 12 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs66.66%10 Missing and 6 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs60.00%4 Missing and 2 partials ⚠️
Additional details and impacted files
@@ Coverage Diff @@## main #7403 +/- ##
==========================================
+ Coverage 68.93% 68.97% +0.03% 
==========================================
Files 1480 1481 +1 Lines 273273 273666 +393 Branches 28234 28287 +53 ==========================================
+ Hits 188393 188751 +358 - Misses 77510 77521 +11 - Partials 7370 7394 +24 
FlagCoverage Δ
Debug68.97% <73.39%> (+0.03%)⬆️
production63.27% <50.87%> (+0.02%)⬆️
test89.46% <88.80%> (-0.01%)⬇️
Flags with carried forward coverage won't be shown. Click here to find out more.
Files with missing linesCoverage Δ
...rosoft.ML.Tokenizers/Model/SentencePieceOptions.cs100.00% <100.00%> (ø)
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs85.26% <60.00%> (-4.74%)⬇️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs77.83% <66.66%> (-1.21%)⬇️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs93.93% <88.80%> (-3.17%)⬇️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs65.99% <52.45%> (+5.80%)⬆️
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs74.51% <0.00%> (-2.93%)⬇️
... and 4 files with indirect coverage changes
ericstj
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View reviewed changes
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs
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merged commit 0807bd8
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, 'i');
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(function(){
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var __m = "*";
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Create SentencePieceTokenizer from options object - #7403
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Create SentencePieceTokenizer from options object#7403
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We have extended support for the SentencePiece tokenizer, which traditionally uses a protobuf data file (tokenizer.model). This update introduces the ability to create a tokenizer object by passing an options object containing tokenizer data such as vocabulary and normalization. With this change, users can initialize a tokenizer without loading a protobuf file, enabling them to source tokenizer data from formats like JSON files and other alternatives.
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PR Overview
This PR introduces the ability to create a SentencePieceTokenizer from an options object, enabling support for models defined by JSON or similar non-protobuf formats. Key changes include adding a new SentencePieceOptions class with configurable properties, updating existing model implementations and tests to support options-based creation, and adding new constructors and methods to handle JSON-based initialization.
Reviewed Changes
FileDescription
src/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.csAdds a new options class to configure SentencePiece model properties.
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.csIntroduces tests ensuring the created tokenizer from JSON behaves as expected and validates shifted token IDs.
src/Microsoft.ML.Tokenizers/Model/SentencePieceUnigramModel.csUpdates constructor and internal methods to support options-based initialization and renames internal counter for normalized text.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.csAdds a new constructor that validates unsupported normalization data and initializes the vocabulary based on options.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.csIntroduces a new constructor from options and changes token ID properties from read-only to mutable.
src/Microsoft.ML.Tokenizers/Model/SentencePieceTokenizer.csAdds an overload of the Create method that instantiates a tokenizer using the options object.
Copilot reviewed 7 out of 7 changed files in this pull request and generated 3 comments.
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
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Codecov Report
Attention: Patch coverage is 73.39667% with 112 lines in your changes missing coverage. Please review.
Project coverage is 68.97%. Comparing base (2bd88b9) to head (f97b783).

Report is 3 commits behind head on main.
Files with missing linesPatch %Lines
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs0.00%33 Missing ⚠️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs52.45%23 Missing and 6 partials ⚠️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs88.80%16 Missing and 12 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs66.66%10 Missing and 6 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs60.00%4 Missing and 2 partials ⚠️
Additional details and impacted files
@@ Coverage Diff @@## main #7403 +/- ##
==========================================
+ Coverage 68.93% 68.97% +0.03% 
==========================================
Files 1480 1481 +1 Lines 273273 273666 +393 Branches 28234 28287 +53 ==========================================
+ Hits 188393 188751 +358 - Misses 77510 77521 +11 - Partials 7370 7394 +24 
FlagCoverage Δ
Debug68.97% <73.39%> (+0.03%)⬆️
production63.27% <50.87%> (+0.02%)⬆️
test89.46% <88.80%> (-0.01%)⬇️
Flags with carried forward coverage won't be shown. Click here to find out more.
Files with missing linesCoverage Δ
...rosoft.ML.Tokenizers/Model/SentencePieceOptions.cs100.00% <100.00%> (ø)
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs85.26% <60.00%> (-4.74%)⬇️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs77.83% <66.66%> (-1.21%)⬇️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs93.93% <88.80%> (-3.17%)⬇️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs65.99% <52.45%> (+5.80%)⬆️
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs74.51% <0.00%> (-2.93%)⬇️
... and 4 files with indirect coverage changes
ericstj
ericstj
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Feb 27, 2025
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs
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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" + '

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Create SentencePieceTokenizer from options object - #7403
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
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Merged
Create SentencePieceTokenizer from options object#7403
tarekgh merged 2 commits into
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
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We have extended support for the SentencePiece tokenizer, which traditionally uses a protobuf data file (tokenizer.model). This update introduces the ability to create a tokenizer object by passing an options object containing tokenizer data such as vocabulary and normalization. With this change, users can initialize a tokenizer without loading a protobuf file, enabling them to source tokenizer data from formats like JSON files and other alternatives.
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review requested due to automatic review settings
February 27, 2025 02:50
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PR Overview
This PR introduces the ability to create a SentencePieceTokenizer from an options object, enabling support for models defined by JSON or similar non-protobuf formats. Key changes include adding a new SentencePieceOptions class with configurable properties, updating existing model implementations and tests to support options-based creation, and adding new constructors and methods to handle JSON-based initialization.
Reviewed Changes
FileDescription
src/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.csAdds a new options class to configure SentencePiece model properties.
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.csIntroduces tests ensuring the created tokenizer from JSON behaves as expected and validates shifted token IDs.
src/Microsoft.ML.Tokenizers/Model/SentencePieceUnigramModel.csUpdates constructor and internal methods to support options-based initialization and renames internal counter for normalized text.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.csAdds a new constructor that validates unsupported normalization data and initializes the vocabulary based on options.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.csIntroduces a new constructor from options and changes token ID properties from read-only to mutable.
src/Microsoft.ML.Tokenizers/Model/SentencePieceTokenizer.csAdds an overload of the Create method that instantiates a tokenizer using the options object.
Copilot reviewed 7 out of 7 changed files in this pull request and generated 3 comments.
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
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Codecov Report
Attention: Patch coverage is 73.39667% with 112 lines in your changes missing coverage. Please review.
Project coverage is 68.97%. Comparing base (2bd88b9) to head (f97b783).

Report is 3 commits behind head on main.
Files with missing linesPatch %Lines
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs0.00%33 Missing ⚠️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs52.45%23 Missing and 6 partials ⚠️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs88.80%16 Missing and 12 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs66.66%10 Missing and 6 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs60.00%4 Missing and 2 partials ⚠️
Additional details and impacted files
@@ Coverage Diff @@## main #7403 +/- ##
==========================================
+ Coverage 68.93% 68.97% +0.03% 
==========================================
Files 1480 1481 +1 Lines 273273 273666 +393 Branches 28234 28287 +53 ==========================================
+ Hits 188393 188751 +358 - Misses 77510 77521 +11 - Partials 7370 7394 +24 
FlagCoverage Δ
Debug68.97% <73.39%> (+0.03%)⬆️
production63.27% <50.87%> (+0.02%)⬆️
test89.46% <88.80%> (-0.01%)⬇️
Flags with carried forward coverage won't be shown. Click here to find out more.
Files with missing linesCoverage Δ
...rosoft.ML.Tokenizers/Model/SentencePieceOptions.cs100.00% <100.00%> (ø)
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs85.26% <60.00%> (-4.74%)⬇️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs77.83% <66.66%> (-1.21%)⬇️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs93.93% <88.80%> (-3.17%)⬇️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs65.99% <52.45%> (+5.80%)⬆️
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs74.51% <0.00%> (-2.93%)⬇️
... and 4 files with indirect coverage changes
ericstj
ericstj
reviewed
Feb 27, 2025
View reviewed changes
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs
@tarekgh
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merged commit 0807bd8
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dotnet:mainFeb 27, 2025
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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('^' + ".*" + '

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Create SentencePieceTokenizer from options object - #7403
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
Feb 27, 2025
Merged
Create SentencePieceTokenizer from options object#7403
tarekgh merged 2 commits into
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We have extended support for the SentencePiece tokenizer, which traditionally uses a protobuf data file (tokenizer.model). This update introduces the ability to create a tokenizer object by passing an options object containing tokenizer data such as vocabulary and normalization. With this change, users can initialize a tokenizer without loading a protobuf file, enabling them to source tokenizer data from formats like JSON files and other alternatives.
CopilotAI
review requested due to automatic review settings
February 27, 2025 02:50
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PR Overview
This PR introduces the ability to create a SentencePieceTokenizer from an options object, enabling support for models defined by JSON or similar non-protobuf formats. Key changes include adding a new SentencePieceOptions class with configurable properties, updating existing model implementations and tests to support options-based creation, and adding new constructors and methods to handle JSON-based initialization.
Reviewed Changes
FileDescription
src/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.csAdds a new options class to configure SentencePiece model properties.
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.csIntroduces tests ensuring the created tokenizer from JSON behaves as expected and validates shifted token IDs.
src/Microsoft.ML.Tokenizers/Model/SentencePieceUnigramModel.csUpdates constructor and internal methods to support options-based initialization and renames internal counter for normalized text.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.csAdds a new constructor that validates unsupported normalization data and initializes the vocabulary based on options.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.csIntroduces a new constructor from options and changes token ID properties from read-only to mutable.
src/Microsoft.ML.Tokenizers/Model/SentencePieceTokenizer.csAdds an overload of the Create method that instantiates a tokenizer using the options object.
Copilot reviewed 7 out of 7 changed files in this pull request and generated 3 comments.
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
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Codecov Report
Attention: Patch coverage is 73.39667% with 112 lines in your changes missing coverage. Please review.
Project coverage is 68.97%. Comparing base (2bd88b9) to head (f97b783).

Report is 3 commits behind head on main.
Files with missing linesPatch %Lines
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs0.00%33 Missing ⚠️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs52.45%23 Missing and 6 partials ⚠️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs88.80%16 Missing and 12 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs66.66%10 Missing and 6 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs60.00%4 Missing and 2 partials ⚠️
Additional details and impacted files
@@ Coverage Diff @@## main #7403 +/- ##
==========================================
+ Coverage 68.93% 68.97% +0.03% 
==========================================
Files 1480 1481 +1 Lines 273273 273666 +393 Branches 28234 28287 +53 ==========================================
+ Hits 188393 188751 +358 - Misses 77510 77521 +11 - Partials 7370 7394 +24 
FlagCoverage Δ
Debug68.97% <73.39%> (+0.03%)⬆️
production63.27% <50.87%> (+0.02%)⬆️
test89.46% <88.80%> (-0.01%)⬇️
Flags with carried forward coverage won't be shown. Click here to find out more.
Files with missing linesCoverage Δ
...rosoft.ML.Tokenizers/Model/SentencePieceOptions.cs100.00% <100.00%> (ø)
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs85.26% <60.00%> (-4.74%)⬇️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs77.83% <66.66%> (-1.21%)⬇️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs93.93% <88.80%> (-3.17%)⬇️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs65.99% <52.45%> (+5.80%)⬆️
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs74.51% <0.00%> (-2.93%)⬇️
... and 4 files with indirect coverage changes
ericstj
ericstj
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Feb 27, 2025
View reviewed changes
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
Outdated

Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs
@tarekgh
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merged commit 0807bd8
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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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Create SentencePieceTokenizer from options object - #7403
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
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Merged
Create SentencePieceTokenizer from options object#7403
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We have extended support for the SentencePiece tokenizer, which traditionally uses a protobuf data file (tokenizer.model). This update introduces the ability to create a tokenizer object by passing an options object containing tokenizer data such as vocabulary and normalization. With this change, users can initialize a tokenizer without loading a protobuf file, enabling them to source tokenizer data from formats like JSON files and other alternatives.
CopilotAI
review requested due to automatic review settings
February 27, 2025 02:50
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CC @ericstj@michaelgsharp@luisquintanilla@stephentoub
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PR Overview
This PR introduces the ability to create a SentencePieceTokenizer from an options object, enabling support for models defined by JSON or similar non-protobuf formats. Key changes include adding a new SentencePieceOptions class with configurable properties, updating existing model implementations and tests to support options-based creation, and adding new constructors and methods to handle JSON-based initialization.
Reviewed Changes
FileDescription
src/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.csAdds a new options class to configure SentencePiece model properties.
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.csIntroduces tests ensuring the created tokenizer from JSON behaves as expected and validates shifted token IDs.
src/Microsoft.ML.Tokenizers/Model/SentencePieceUnigramModel.csUpdates constructor and internal methods to support options-based initialization and renames internal counter for normalized text.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.csAdds a new constructor that validates unsupported normalization data and initializes the vocabulary based on options.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.csIntroduces a new constructor from options and changes token ID properties from read-only to mutable.
src/Microsoft.ML.Tokenizers/Model/SentencePieceTokenizer.csAdds an overload of the Create method that instantiates a tokenizer using the options object.
Copilot reviewed 7 out of 7 changed files in this pull request and generated 3 comments.
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
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Codecov Report
Attention: Patch coverage is 73.39667% with 112 lines in your changes missing coverage. Please review.
Project coverage is 68.97%. Comparing base (2bd88b9) to head (f97b783).

Report is 3 commits behind head on main.
Files with missing linesPatch %Lines
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs0.00%33 Missing ⚠️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs52.45%23 Missing and 6 partials ⚠️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs88.80%16 Missing and 12 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs66.66%10 Missing and 6 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs60.00%4 Missing and 2 partials ⚠️
Additional details and impacted files
@@ Coverage Diff @@## main #7403 +/- ##
==========================================
+ Coverage 68.93% 68.97% +0.03% 
==========================================
Files 1480 1481 +1 Lines 273273 273666 +393 Branches 28234 28287 +53 ==========================================
+ Hits 188393 188751 +358 - Misses 77510 77521 +11 - Partials 7370 7394 +24 
FlagCoverage Δ
Debug68.97% <73.39%> (+0.03%)⬆️
production63.27% <50.87%> (+0.02%)⬆️
test89.46% <88.80%> (-0.01%)⬇️
Flags with carried forward coverage won't be shown. Click here to find out more.
Files with missing linesCoverage Δ
...rosoft.ML.Tokenizers/Model/SentencePieceOptions.cs100.00% <100.00%> (ø)
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs85.26% <60.00%> (-4.74%)⬇️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs77.83% <66.66%> (-1.21%)⬇️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs93.93% <88.80%> (-3.17%)⬇️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs65.99% <52.45%> (+5.80%)⬆️
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs74.51% <0.00%> (-2.93%)⬇️
... and 4 files with indirect coverage changes
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
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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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Create SentencePieceTokenizer from options object - #7403
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
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Create SentencePieceTokenizer from options object#7403
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tarekgh:CreateSentencePieceTokenizerFromOptionsObject
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We have extended support for the SentencePiece tokenizer, which traditionally uses a protobuf data file (tokenizer.model). This update introduces the ability to create a tokenizer object by passing an options object containing tokenizer data such as vocabulary and normalization. With this change, users can initialize a tokenizer without loading a protobuf file, enabling them to source tokenizer data from formats like JSON files and other alternatives.
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CC @ericstj@michaelgsharp@luisquintanilla@stephentoub
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Feb 27, 2025
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PR Overview
This PR introduces the ability to create a SentencePieceTokenizer from an options object, enabling support for models defined by JSON or similar non-protobuf formats. Key changes include adding a new SentencePieceOptions class with configurable properties, updating existing model implementations and tests to support options-based creation, and adding new constructors and methods to handle JSON-based initialization.
Reviewed Changes
FileDescription
src/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.csAdds a new options class to configure SentencePiece model properties.
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.csIntroduces tests ensuring the created tokenizer from JSON behaves as expected and validates shifted token IDs.
src/Microsoft.ML.Tokenizers/Model/SentencePieceUnigramModel.csUpdates constructor and internal methods to support options-based initialization and renames internal counter for normalized text.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.csAdds a new constructor that validates unsupported normalization data and initializes the vocabulary based on options.
src/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.csIntroduces a new constructor from options and changes token ID properties from read-only to mutable.
src/Microsoft.ML.Tokenizers/Model/SentencePieceTokenizer.csAdds an overload of the Create method that instantiates a tokenizer using the options object.
Copilot reviewed 7 out of 7 changed files in this pull request and generated 3 comments.
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
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Codecov Report
Attention: Patch coverage is 73.39667% with 112 lines in your changes missing coverage. Please review.
Project coverage is 68.97%. Comparing base (2bd88b9) to head (f97b783).

Report is 3 commits behind head on main.
Files with missing linesPatch %Lines
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs0.00%33 Missing ⚠️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs52.45%23 Missing and 6 partials ⚠️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs88.80%16 Missing and 12 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs66.66%10 Missing and 6 partials ⚠️
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs60.00%4 Missing and 2 partials ⚠️
Additional details and impacted files
@@ Coverage Diff @@## main #7403 +/- ##
==========================================
+ Coverage 68.93% 68.97% +0.03% 
==========================================
Files 1480 1481 +1 Lines 273273 273666 +393 Branches 28234 28287 +53 ==========================================
+ Hits 188393 188751 +358 - Misses 77510 77521 +11 - Partials 7370 7394 +24 
FlagCoverage Δ
Debug68.97% <73.39%> (+0.03%)⬆️
production63.27% <50.87%> (+0.02%)⬆️
test89.46% <88.80%> (-0.01%)⬇️
Flags with carried forward coverage won't be shown. Click here to find out more.
Files with missing linesCoverage Δ
...rosoft.ML.Tokenizers/Model/SentencePieceOptions.cs100.00% <100.00%> (ø)
...soft.ML.Tokenizers/Model/SentencePieceTokenizer.cs85.26% <60.00%> (-4.74%)⬇️
...soft.ML.Tokenizers/Model/SentencePieceBaseModel.cs77.83% <66.66%> (-1.21%)⬇️
test/Microsoft.ML.Tokenizers.Tests/UnigramTests.cs93.93% <88.80%> (-3.17%)⬇️
...t.ML.Tokenizers/Model/SentencePieceUnigramModel.cs65.99% <52.45%> (+5.80%)⬆️
...osoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs74.51% <0.00%> (-2.93%)⬇️
... and 4 files with indirect coverage changes
ericstj
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceOptions.cs
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Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBaseModel.cs
Comment threadsrc/Microsoft.ML.Tokenizers/Model/SentencePieceBpeModel.cs
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merged commit 0807bd8
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dotnet:mainFeb 27, 2025
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