Muteeah/tajweed_backend
0
1+
2 ~�yi� � �� � ^ RI HtHtHtHtHt ^ RIHt ^ RIt^ RI t ^ RI3t ^ RI t ^ RI
t
^ RIt^ RIt^ RIHtHt ^ RIHt ^ RIHtHtHtHt ]! 4 tRt ]P: ! ] 4 t ]P: ! ] 4 t ]P@ PC 4 ' d RMR t"] PG ]"4 PI 4 R4t%] PL ! ]%R R 7 ] PN PQ R
R4 t)] PT ! ])RR7 t+]+PX PZ P] 4 ]+n, R t/]Pa R4 ]! R4 3R R ll4 t1]2R8X d ^ RI3t3]3Ph ! ]RRR7 R# R# )� )�FastAPI�5UploadFile�File�Form�
HTTPException)� JSONResponseN)�Wav2Vec2Processor�Wav2Vec2ForCTC)� AudioSegment)�normalize_phonemes�get_phoneme_timestamps� compare_full_phoneme_sequence�ARABIC_TO_PHONEMEz,jonatasgrosman/wav2vec2-large-xlsr-53-arabic�cuda�cpu�uploadsT)�exist_ok�dataz
metadata.xlsm�openpyxl)�enginec �� � \ P ! V 4 pVP R 4 P ^4 pV P R^4 ^ , R, pVP VRR7 V# )�> �.z_16k.wav�wav)�format)r � from_file�set_frame_rate� set_channels�rsplit�export)�6input_path�audio�wav_paths & �6C:\Users\RYZEN\OneDrive\Desktop\tajweed_backend\app.py�ensure_wav_16kr% # s^ � � � "� "�:� .�E� � � �� '� 4� 4�Q� 7�E�� � ��a�(��+�j�8�H� �L�L��%�L�(� �O� z
/upload-audio.c �0 � V ^8� d QhR\ R\ /# )� �word_id�file)�strr )r s "r$ � __annotate__r, - s � � ?H� ?H�3� ?H�j� ?Hr& c 7 � �� " � \ P ! 4 R VP 2p\ P P \ V4 p\ VR4 ;_uu_ 4 p\ P ! VP V4 RRR4 \ V4 p\ P ! VRR7 w rg\ V4 V, p\ RVR
R24 \ R\ V4 24 \ V4 R 8 d \! R R8R VR
R 2/R
7 # \" \" R, V 8H , p V P$ ' d \' RRR7 h\) V P* ^ , R, 4 p9\- VRRRR7 p \. P0 ! 4 ;_uu_ 4 \3 V P4 P7 \8 4 4 P: p RRR4 \. P< ! X R!R7 P? 4 PA 4 PC 4 p
V PD ^, p\ PF ! VR7 p\I W�V\, 4 pV UUUu. uF! w pppV\J 9 g K \J V, NK# pppp\M V10V4 p\ PN ! V4 \ PN ! V4 \ R4 RV P* ^ , R, RT11RTR \ V4 ^ 8H R V' d V/# R /# + ' g i EL�; i + ' g i ELQ; iu upppi \P d: p\ R \S T4 24 \! R R12\S T4 /R
7 u Rp?# Rp?ii ; i5i)"�_�wbNr )�sru 📊 [API] Audio Duration: z.2fz secondsu 📈 [API] Total Samples: i� �errorzAudio too short (z's). Please record at least 0.5 seconds.)� status_code�content�idi� zWord ID not found)r2 �detail�phenome�ptT)�
sampling_rate�return_tensors�padding)�dim)�pathu0 ✅ [API] Analysis Complete. Returning feedback.�word�expected_phonemes�detected_phonemes�13is_correct�feedbackzPerfect pronunciation!u ❌ [API] Server Error: i� �����)*�uuid�uuid4�filename�osr< �join�14UPLOAD_DIR�open�shutil� copyfileobjr* r% �librosa�load�len�printr �df�emptyr r �iloc� processor�torch�no_grad�model� input_values�to�device�logits�argmax�squeezer �numpy�shape� get_durationr
r r �remove� Exceptionr+ )r) r* �
temp_filenamer! �buffer�
processed_wav�speechr0 �duration�row�ref_phoneme_seq�inputsrZ �
predicted_ids�15num_frames�audio_duration�letter_segments�l�s�e�
user_phonemesrA s && r$ �analyze_tajweedrr , s� � � �>H� �:�:�<�.��$�-�-� �9�
��W�W�\�\�*�m�<�16�
�*�d�
#�
#�v� � � �t�y�y�&� 1� $� '�z�2�
� �\�\�-�E�:�17���v�;��#��
�+�H�S�>��B�C�
�*�3�v�;�-�8�9� �v�;�� � � � �$5�h�s�^�Cj�"k�l��
� ��D��W�$�%�� �9�9�9� �C�8K�L� L�,�S�X�X�a�[��-C�D�� �6��t�UY�Z��
�]�]�_�_��6�.�.�1�1�&�9�:�A�A�F� � � � �V��4�<�<�>�B�B�D�J�J�L�
��\�\�!�_�18� �-�-�=�A�� 1� �N�\e�f��=L�g�_�'�!�Q��PQ�Uf�Pf�-�*�1�-�-�_�
�g� 1� �-�P�� � � �*� �19� � �-� �
�@�A� �C�H�H�Q�K��'� � � � � �#�h�-�1�,� �H�� 20� 21�22 3K� 23� 24�a $�
#�
#��: �_�_�� h��$ � H�
�(��Q���1�2���g�s�1�v�5F�G�G��H�s� �M2�A L+ � "K<�B L+ � M2� ,L+ �9A L+ �3L�B L+ �L$�)L$�:A>L+ �8M2�9L+ �;M2�< L
� L+ � L! �L+ �+ M/�6.M*�$M/�%M2�*M/�/M2�__main__z0.0.0.0i@ )�host�port)5�fastapir r r r r �fastapi.responsesr rT rL �pandas�pdrF rJ rC r] �np� transformersr r25 �pydubr �utils.alignmentr r
r r �app�MODEL_ID�from_pretrainedrS rV r � is_availablerY rX �evalrH �makedirsr< rG �
METADATA_PATH�26read_excelrP �columnsr+ �lowerr% �postrr �__name__�uvicorn�run� r& r$ �<module>r� s2 �� B� B� *� � � � �
� � � :� �� �27 �i�� :�� � -� -�h� 7� ��&�&�x�0���:�:�*�*�,�,��%�� ���� � � � � �28� � � �J�� &� ��� � �V�_�5�
��]�]�=��4��
�Z�Z�^�^�
!�
!�
#��29�� ���/��;?��9� ?H� �?H�B �z��� �K�K��)�$�/� r&