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setup_resources.py
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executable file
·36 lines (29 loc) · 1.17 KB
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import nltk
import logging
from sentence_transformers import SentenceTransformer
def download_nltk_resources():
try:
nltk.data.find("tokenizers/punkt")
logging.info("NLTK 'punkt' tokenizer is already available.")
except LookupError:
logging.info("Downloading NLTK 'punkt' tokenizer...")
nltk.download("punkt")
def test_sentence_transformer_model(model_name="all-MiniLM-L6-v2"):
try:
_ = SentenceTransformer(model_name)
logging.info(f"SentenceTransformer model '{model_name}' is available.")
except Exception as e:
logging.error(f"Failed to load SentenceTransformer model: {e}")
def ensure_nltk_resource(resource):
try:
nltk.data.find(resource)
except LookupError:
print(f"📦 Downloading missing resource: {resource}")
nltk.download(resource.split("/")[-1])
if __name__ == "__main__":
logging.basicConfig(level=logging.INFO)
logging.info("📦 Checking NLP resources for Pattern Language Miner...")
download_nltk_resources()
ensure_nltk_resource('tokenizers/punkt')
ensure_nltk_resource('taggers/averaged_perceptron_tagger')
test_sentence_transformer_model()