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@@ -31,6 +31,40 @@ CamemBERT-bio-gliner is a Named Entity Recognition (NER) model capable of identi
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  This is the v0.1 of the CamemBERT-bio-gliner model. There might be a few quirks or unexpected predictions. So, if you notice anything off or have suggestions for improvements, we'd really appreciate hearing from you!
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  ## Links
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  This is the v0.1 of the CamemBERT-bio-gliner model. There might be a few quirks or unexpected predictions. So, if you notice anything off or have suggestions for improvements, we'd really appreciate hearing from you!
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+ ## Installation
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+ To use this model, you must install the GLiNER Python library:
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+ ```
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+ !pip install gliner
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+ ```
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+
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+ ## Usage
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+ Once you've downloaded the GLiNER library, you can import the GLiNER class. You can then load this model using `GLiNER.from_pretrained` and predict entities with `predict_entities`.
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+
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+ ```python
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+ from gliner import GLiNER
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+
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+ model = GLiNER.from_pretrained("almanach/camembert-bio-gliner-v0.1")
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+
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+ text = """
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+ Mme A.P. âgée de 52 ans, non tabagique, ayant un diabète de type 2 a été hospitalisée pour une pneumopathie infectieuse. Cette patiente présentait depuis 2 ans des infections respiratoires traités en ambulatoire. L’examen physique a trouvé une fièvre à 38ºc et un foyer de râles crépitants de la base pulmonaire droite.
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+ """
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+
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+ labels = ["Âge", "Patient", "Maladie", "Symptômes"]
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+
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+ entities = model.predict_entities(text, labels, threshold=0.5, flat_ner=True)
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+
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+ for entity in entities:
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+ print(entity["text"], "=>", entity["label"])
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+ ```
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+
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+ ```bash
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+ Mme A.P. => Patient
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+ 52 ans => Âge
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+ pneumopathie infectieuse => Maladie
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+ infections respiratoires => Maladie
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+ fièvre => Symptômes
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+ râles crépitants => Symptômes
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+ ```
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  ## Links
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