Update README.md

README.md

@@ -1,3 +1,28 @@
----
-license: cc-by-4.0
----
+---
+license: cc-by-4.0
+---
+
+## Usage
+
+The model can be used directly (without a language model) as follows:
+
+```python
+from transformers import Wav2Vec2Processor, Wav2Vec2ForCTC
+import torch
+import torchaudio
+
+# load model and processor
+processor = Wav2Vec2Processor.from_pretrained("ivangtorre/wav2vec2-xls-r-300m-quechua")
+model = Wav2Vec2ForCTC.from_pretrained("ivangtorre/wav2vec2-xls-r-300m-quechua")
+
+# load dummy dataset and read soundfiles
+file = torchaudio.load("quechua000573.wav")
+
+# retrieve logits
+logits = model(file[0]).logits
+
+# take argmax and decode
+predicted_ids = torch.argmax(logits, dim=-1)
+transcription = processor.batch_decode(predicted_ids)
+print("HF prediction: ", transcription)
+```