Update README.md

README.md

@@ -11,4 +11,38 @@ base_model:
 - aubmindlab/bert-base-arabertv02
 pipeline_tag: text-classification
 library_name: transformers
----
+---
+
+
+
+model loading:
+```py
+import torch
+from transformers import (
+AutoTokenizer,
+AutoModelForSequenceClassification,
+)
+
+model_name = "AyaHazem61/araBERT-For-Hate-Speech-Detection"
+
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForSequenceClassification.from_pretrained(
+model_name,
+num_labels=2
+)
+device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+model.to(device)
+```
+
+model predicting:
+```py
+texts = ["السلام عليكم و رحمة الله و بركاته"]
+inputs = tokenizer(texts , return_tensors="pt", padding="max_length", truncation=True, max_length=512)
+
+model .eval()
+with torch.no_grad():
+outputs = model (**inputs)
+
+logits = outputs.logits
+
+```