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Browse files- README.md +10 -3
- inference.py +27 -0
- intent_model.pkl +3 -0
- requirements.txt +2 -0
README.md
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# Jarvis Intent Classifier
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A lightweight CPU-friendly assistant model that detects user intent and returns a response + action command.
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**Architecture:** SentenceTransformer (MiniLM-L6-v2) + Logistic Regression (sklearn)
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**Trained on:** custom OS assistant dataset
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### Example
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Input:
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inference.py
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import pickle, random
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from sentence_transformers import SentenceTransformer
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# Load model once
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with open("intent_model.pkl", "rb") as f:
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data = pickle.load(f)
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clf = data["classifier"]
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id2label = data["id2label"]
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embedder = SentenceTransformer(data["embed_model"])
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intents_meta = data["intents_meta"]
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def predict(text):
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emb = embedder.encode([text])
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pred = clf.predict(emb)[0]
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intent = id2label[pred]
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meta = intents_meta[intent]
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response = random.choice(meta["responses"])
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return {
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"intent": intent,
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"response": response,
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"action": meta["action"]
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}
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# Required entrypoint for Hugging Face inference API
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def predict_intent(inputs: str):
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return predict(inputs)
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intent_model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:3f89de5e99c9fb8e4a476d2827b1f577fe494d305759c139bdd66fa4e7ce1377
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size 356963
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requirements.txt
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scikit-learn
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sentence-transformers
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