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Update app/ranker.py
Browse files- app/ranker.py +7 -1
app/ranker.py
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# utils/ranker.py
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from sentence_transformers import SentenceTransformer, util
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from .utils import extract_text_from_pdf
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model = SentenceTransformer('paraphrase-MiniLM-L6-v2')
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# You can load this once globally
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def rank_resumes_by_semantic_similarity(resume_files, job_description):
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resume_texts = [extract_text_from_pdf(f) for f in resume_files]
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# utils/ranker.py
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import os
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from sentence_transformers import SentenceTransformer, util
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from .utils import extract_text_from_pdf
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# Set safe cache directories for Hugging Face models (especially for read-only environments like Hugging Face Spaces)
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os.environ["HF_HOME"] = "/tmp/hf"
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os.environ["TRANSFORMERS_CACHE"] = "/tmp/hf"
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os.environ["SENTENCE_TRANSFORMERS_HOME"] = "/tmp/hf"
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# Load the model globally
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model = SentenceTransformer('paraphrase-MiniLM-L6-v2')
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def rank_resumes_by_semantic_similarity(resume_files, job_description):
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resume_texts = [extract_text_from_pdf(f) for f in resume_files]
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