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Update src/ai_classifier.py
Browse files- src/ai_classifier.py +9 -4
src/ai_classifier.py
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# ai_classifier.py
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from transformers import pipeline
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# Load once and
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classifier = pipeline(
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CATEGORIES = {
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"Family": "కుటుంబం",
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"Friendship": "స్నేహం",
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@@ -28,6 +32,7 @@ CATEGORIES = {
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}
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def classify_proverb(text):
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result = classifier(text, list(CATEGORIES.keys()))
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top_label = result["labels"][0]
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return CATEGORIES[top_label]
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from transformers import pipeline
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# Load the pipeline once and tell it where to cache the model
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classifier = pipeline(
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"zero-shot-classification",
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model="joeddav/xlm-roberta-large-xnli",
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cache_dir="./hf_cache" # This line fixes the permission error
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)
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# Define the candidate labels
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CATEGORIES = {
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"Family": "కుటుంబం",
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"Friendship": "స్నేహం",
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}
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def classify_proverb(text):
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"""Classifies the proverb and returns the Telugu label."""
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result = classifier(text, list(CATEGORIES.keys()))
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top_label = result["labels"][0]
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return CATEGORIES[top_label]
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