zach commited on
Commit ·
ac81450
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Parent(s):
Add trained model and model card
Browse files- README.md +52 -0
- config.json +11 -0
- model.pkl +0 -0
README.md
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---
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language: en
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license: mit
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library_name: sklearn
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tags:
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- text-classification
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- sentiment-analysis
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- code-review
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- sklearn
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pipeline_tag: text-classification
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---
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# Code Review Sentiment Classifier
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A lightweight sklearn-based classifier for code review comments. Classifies review feedback as positive, neutral, or negative.
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## Model Details
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- **Type:** TF-IDF + Logistic Regression pipeline
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- **Task:** 3-class text classification
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- **Framework:** scikit-learn
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- **Labels:** negative (0), neutral (1), positive (2)
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## Usage
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```python
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import pickle
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with open("model.pkl", "rb") as f:
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model = pickle.load(f)
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review = "Great implementation, clean code!"
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label = model.predict([review])[0] # 0=negative, 1=neutral, 2=positive
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proba = model.predict_proba([review])[0]
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```
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## Training Data
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30 code review comments (10 per class) covering:
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- **Positive:** Praise, LGTM, good patterns
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- **Neutral:** Suggestions, minor nits, questions
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- **Negative:** Bugs, security issues, performance problems
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## Limitations
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- Small training set
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- English only
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- Focused on software engineering domain
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## License
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MIT
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config.json
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{
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"model_type": "sklearn-pipeline",
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"task": "text-classification",
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"labels": {
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"0": "negative",
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"1": "neutral",
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"2": "positive"
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},
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"features": "tfidf",
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"accuracy": 0.3666666666666667
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}
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model.pkl
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Binary file (21.8 kB). View file
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