Instructions to use Nuwaisir/Quran_speech_recognizer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Nuwaisir/Quran_speech_recognizer with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="Nuwaisir/Quran_speech_recognizer")# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForCTC processor = AutoProcessor.from_pretrained("Nuwaisir/Quran_speech_recognizer") model = AutoModelForCTC.from_pretrained("Nuwaisir/Quran_speech_recognizer", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Nuwaisir Rabi commited on
Commit ·
ddb1903
1
Parent(s): 044e5dd
Delete README.md
Browse files
README.md
DELETED
|
@@ -1,20 +0,0 @@
|
|
| 1 |
-
# Quran Speech Recognizer
|
| 2 |
-
This application will listen to the user's Quran recitation, and take the
|
| 3 |
-
user to the position of the Quran from where the s/he had recited.
|
| 4 |
-
You can also take a look at our [presentation slides](https://docs.google.com/presentation/d/1dbbVYHi3LQRiggH14nN36YV2A-ddUAKg67aX5MWi0ys/edit?usp=sharing).
|
| 5 |
-
|
| 6 |
-
# Methodology
|
| 7 |
-
We used transfer learning to make our application. We fine tuned the pretrained
|
| 8 |
-
model available at https://huggingface.co/elgeish/wav2vec2-large-xlsr-53-arabic
|
| 9 |
-
using the data available at https://www.kaggle.com/c/quran-asr-challenge/data.
|
| 10 |
-
Our model can be found at https://huggingface.co/Nuwaisir/Quran_speech_recognizer.
|
| 11 |
-
|
| 12 |
-
# Usage
|
| 13 |
-
Run all the cells of Notebooks/run_ui.ipynb. The last cell will hear your
|
| 14 |
-
recitation for 5 seconds (changable) from the time you run that cell. And then convert your
|
| 15 |
-
speech to arabic text and show the most probable corresponding parts of 30th juzz
|
| 16 |
-
(Surah 78 - 114) of the Quran as the output based on edit distance value.
|
| 17 |
-
|
| 18 |
-
Currently we are searching from Surah 78 to Surah 114 as the searching
|
| 19 |
-
algorithm needs some time to search the whole Quran. This range can be changed
|
| 20 |
-
in the 6th cell of the notebook.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|