Update README.md

README.md

@@ -8,4 +8,20 @@ This is a discriminator for persona-driven role-playing, distilled from GPT-4. I
 
 The discriminator is a component of a global role-playing faithfulness optimization framework (as shown below), to use it please visit [github.com/KomeijiForce/Active_Passive_Constraint_Koishiday_2024](https://github.com/KomeijiForce/Active_Passive_Constraint_Koishiday_2024)
 
+```python
+from classifier import Classifier, get_relevance_discriminator, get_nli_discriminator
+from score import score_apc, score_APC
+
+relevance_discriminator = get_relevance_discriminator(character=None, statement_query_relevance_dataset=None, relevance_finetune_epoch=None, use_pretrained_discriminator=True)
+nli_discriminator = get_nli_discriminator(character=None, statement_to_response_nli_v2_dataset=None, nli_finetune_epoch=None, use_pretrained_discriminator=True)
+
+character = "Komeiji Koishi"
+statements = ["Komeiji Koishi lives with her sister, Komeiji Satori.", "Komeiji Koishi lives in Chireiden."]
+query = "Where do you live, Koishi?"
+responses = ["I live in Chireiden with my sister, Satori!", "I live in Chireiden!", "I live in Hakurei Shrine!"]
+print([score_APC(character, statements, query, response, relevance_discriminator, nli_discriminator).item() for response in responses])
+
+# [1.6079180240631104, 0.9955980777740479, 0.03315635025501251]
+```
+
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64323dd503d81fa4d26deaf9/dBCbYcuYEtlbrd8wcARMm.png)