Update README.md

README.md

@@ -3,4 +3,40 @@ language:
 - fr
 pipeline_tag: token-classification
 library_name: flair
----
+---
+
+## Rapido's project Model
+
+###
+This model was trained with and meant to be used with datas from Rapido project.
+The package flair was used for the training. The following versions of Flair and Transformers are required :
+- transformers == 4.41.2
+- flair == 0.10
+### How to use
+
+```python
+from flair.models import SequenceTagger
+from flair.data import Sentence
+
+tagger = SequenceTagger.load('rapido-model.pt')
+your_sentence = "Put your sentence here"
+sentence = Sentence(your_sentence)
+self.tagger.predict(sentences)
+for sentence in sentences:
+    for entity in sentence.get_spans('ner'):
+        if entity.tag == "LOC":
+            entity_txt = entity.text #get the entity
+            entity_score = '%.3f' % entity.score #get the score
+            print(entity_txt,score)
+
+```
+
+### Validation score
+
+              precision    recall  f1-score   support
+
+         LOC     0.8790    0.8563    0.8675       891 
+
+### For more information
+
+- https://github.com/Inist-CNRS/web-services/blob/main/services/data-rapido/README.md