Update README.md

README.md

@@ -133,6 +133,29 @@ tie_shorts_test = load_dataset("raianand/TIE_shorts", split="test")
 tie_shorts_validation = load_dataset("raianand/TIE_shorts", split="validation")
 ```
 
+Inference using [Open AI Whisper](https://huggingface.co/openai/whisper-base) model, :
+
+```python
+
+from transformers import WhisperProcessor, WhisperForConditionalGeneration
+
+
+# load model and processor
+processor = WhisperProcessor.from_pretrained("openai/whisper-base")
+model = WhisperForConditionalGeneration.from_pretrained("openai/whisper-base")
+
+
+
+sample = tie_shorts_test[0]["audio"]
+input_features = processor(sample["array"], sampling_rate=sample["sampling_rate"], return_tensors="pt").input_features 
+
+# generate token ids
+predicted_ids = model.generate(input_features)
+# decode token ids to text
+transcription = processor.batch_decode(predicted_ids, skip_special_tokens=True)
+print(transcription)
+['the first time and therefore, because I find a lot of them have plagiarized therefore, I will not deduct or make any punishment for plagiarism then what the teacher tends to be arriving it as is arriving']
+```
 
 ## Dataset Structure