Update README.md

README.md

@@ -44,11 +44,6 @@ model-index:
 
 This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the MOZILLA-FOUNDATION/COMMON_VOICE_8_0 - FR dataset.
 
-## Training and evaluation data
-
-It achieves the following results on the evaluation set (Step 17000):
-- Wer: 0.2172
-
 ## Training procedure
 
 ### Training hyperparameters
@@ -88,6 +83,9 @@ The following hyperparameters were used during training:
 | 0.8488        | 4.59  | 16000 | inf             | 0.2187 |
 | 0.8359        | 4.87  | 17000 | inf             | 0.2172 |
 
+It achieves the best result on the validation set on Step 17000:
+- Wer: 0.2172
+
 Got some issue with validation loss calculation.
 
 ### Framework versions
@@ -96,3 +94,16 @@ Got some issue with validation loss calculation.
 - Pytorch 1.10.2+cu102
 - Datasets 1.18.3.dev0
 - Tokenizers 0.11.0
+
+### Evaluation Commands
+1. To evaluate on `mozilla-foundation/common_voice_8` with split `test`
+
+```bash
+python eval.py --model_id Plim/xls-r-300m-cv_8-fr --dataset mozilla-foundation/common_voice_8_0 --config fr --split test
+```
+
+2. To evaluate on `speech-recognition-community-v2/dev_data`
+
+```bash
+python eval.py --model_id Plim/xls-r-300m-cv_8-fr --dataset speech-recognition-community-v2/dev_data --config fr --split validation --chunk_length_s 5.0 --stride_length_s 1.0
+```