Update README.md

README.md

@@ -27,7 +27,7 @@ from huggingface_hub import hf_hub_download
 import fasttext
 
 
-model_hf = fasttext.load_model(hf_hub_download("kenhktsui/code-natural-language-fasttext-classifier", "model.bin"))
+model_hf = fasttext.load_model(hf_hub_download("kenhktsui/code-natural-language-fasttext-classifier", "model.bin"))  # "model_quantized.bin" for quantized version
 
 
 def replace_newlines(text: str) -> str:
@@ -51,6 +51,7 @@ predict([
 # {'label': 'Code', 'score': 1.000009}]
 ```
 ## 📊Evaluation
+full version
 ```
                  precision    recall  f1-score   support
 
@@ -62,6 +63,18 @@ NaturalLanguage       1.00      0.92      0.95    228993
    weighted avg       0.98      0.98      0.98    810275
 ```
 
+quantized version
+```
+                 precision    recall  f1-score   support
+
+           Code       0.95      1.00      0.97    581282
+NaturalLanguage       1.00      0.86      0.93    228993
+
+      micro avg       0.96      0.96      0.96    810275
+      macro avg       0.97      0.93      0.95    810275
+   weighted avg       0.96      0.96      0.96    810275
+```
+
 
 ## 📝Definition of Label
 Code covers: