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Caution Review failedThe pull request is closed. WalkthroughThis pull request updates both documentation and model configuration components. The README has been revised to document a new model, "IntentGuard-1-qwen2.5-coder-1.5b", which now has 1.5B parameters and improved performance metrics, such as a precision increase from 91.0% to 92.3%. The documentation details have been expanded with a new performance section and updated model description, along with formatting adjustments across several sections for consistency. In the model infrastructure file ( 📜 Recent review detailsConfiguration used: CodeRabbit UI 📒 Files selected for processing (2)
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🧹 Nitpick comments (1)
README.md (1)
67-67: Consider adding a hyphen to "Low temperature sampling".For greater grammatical precision, "low-temperature sampling" would be more appropriate when used as a compound adjective modifying "sampling."
-2. **Temperature Control:** Low temperature sampling in the LLM minimizes randomness. +2. **Temperature Control:** Low-temperature sampling in the LLM minimizes randomness.🧰 Tools
🪛 LanguageTool
[uncategorized] ~67-~67: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...he outcome. 2. Temperature Control: Low temperature sampling in the LLM minimizes randomnes...(EN_COMPOUND_ADJECTIVE_INTERNAL)
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📒 Files selected for processing (2)
README.md(4 hunks)intentguard/infrastructure/llamafile.py(2 hunks)
🧰 Additional context used
🪛 LanguageTool
README.md
[uncategorized] ~67-~67: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...he outcome. 2. Temperature Control: Low temperature sampling in the LLM minimizes randomnes...
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[uncategorized] ~190-~190: Loose punctuation mark.
Context: ...l development commands * make install: Installs development dependencies. * `m...
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Context: ...ment dependencies. * make install-prod: Installs production dependencies only. ...
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Context: ...uction dependencies only. * make check: Runs linting checks (ruff check). * `...
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Context: ...ks (ruff check). * make format-check: Checks code formatting (`ruff format --...
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Context: ...g (ruff format --check). * make mypy: Runs static type checking (mypy). * `...
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Context: ...ype checking (mypy). * make unittest: Runs unit tests. * make test: Runs al...
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Context: ...nittest: Runs unit tests. * make test: Runs all checks and tests. * make clea...
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Context: ...uns all checks and tests. * make clean: Removes the virtual environment. * `mak...
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Context: ...s the virtual environment. * make help: Lists available make commands. ## Li...
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- GitHub Check: test
🔇 Additional comments (10)
README.md (6)
15-16: Great addition of model update information!The notice effectively communicates the improvements in the new model with specific performance metrics, helping users understand the value of upgrading.
66-68: Formatting improvement looks good.The list numbering is now consistent without unnecessary spaces.
🧰 Tools
🪛 LanguageTool
[uncategorized] ~67-~67: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...he outcome. 2. Temperature Control: Low temperature sampling in the LLM minimizes randomnes...(EN_COMPOUND_ADJECTIVE_INTERNAL)
82-89: Compatibility section formatting is improved.The bullet points are now properly aligned.
154-154: Model description update is accurate.The updated description correctly represents the new model parameters (1.5B) and the base model it was fine-tuned from.
156-175: Performance section is a valuable addition.This new section provides detailed metrics comparing the current and previous models, along with clear information about the validation methodology. This transparency is excellent for users evaluating whether to upgrade.
190-198: Development commands formatting is improved.The bullet points for development commands are now consistently formatted.
🧰 Tools
🪛 LanguageTool
[uncategorized] ~190-~190: Loose punctuation mark.
Context: ...l development commands *make install: Installs development dependencies. * `m...(UNLIKELY_OPENING_PUNCTUATION)
[uncategorized] ~191-~191: Loose punctuation mark.
Context: ...ment dependencies. *make install-prod: Installs production dependencies only. ...(UNLIKELY_OPENING_PUNCTUATION)
[uncategorized] ~192-~192: Loose punctuation mark.
Context: ...uction dependencies only. *make check: Runs linting checks (ruff check). * `...(UNLIKELY_OPENING_PUNCTUATION)
[uncategorized] ~193-~193: Loose punctuation mark.
Context: ...ks (ruff check). *make format-check: Checks code formatting (`ruff format --...(UNLIKELY_OPENING_PUNCTUATION)
[uncategorized] ~194-~194: Loose punctuation mark.
Context: ...g (ruff format --check). *make mypy: Runs static type checking (mypy). * `...(UNLIKELY_OPENING_PUNCTUATION)
[uncategorized] ~195-~195: Loose punctuation mark.
Context: ...ype checking (mypy). *make unittest: Runs unit tests. *make test: Runs al...(UNLIKELY_OPENING_PUNCTUATION)
[uncategorized] ~196-~196: Loose punctuation mark.
Context: ...nittest: Runs unit tests. *make test: Runs all checks and tests. *make clea...(UNLIKELY_OPENING_PUNCTUATION)
[uncategorized] ~197-~197: Loose punctuation mark.
Context: ...uns all checks and tests. *make clean: Removes the virtual environment. * `mak...(UNLIKELY_OPENING_PUNCTUATION)
[uncategorized] ~198-~198: Loose punctuation mark.
Context: ...s the virtual environment. *make help: Lists availablemakecommands. ## Li...(UNLIKELY_OPENING_PUNCTUATION)
intentguard/infrastructure/llamafile.py (4)
26-26: Context size increase looks good.Increasing the context size from 8192 to 32768 is a significant improvement that will allow the model to process much longer inputs and handle more complex code analysis tasks.
27-27: Model filename update is consistent with README.This change correctly reflects the new model being used.
31-32: URL and checksum updates are appropriate.The URL now points to the new model file location, and the updated SHA256 checksum ensures file integrity verification will work correctly.
294-295: JSON formatting fixes are a good addition.These additional replacements should help prevent JSON parsing errors that might occur with the new model's output format, particularly when dealing with square brackets in strings.
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