added description, title

README.md

@@ -1,3 +1,16 @@
+---
+title: Tunisian Speech Recognition
+emoji: 🌙
+colorFrom: red
+colorTo: white
+sdk: gradio
+sdk_version: 3.16.1
+app_file: app.py
+pinned: false
+license: cc-by-nc-3.0
+---
+
+
 # Overview
 
 This project aims to create an Automatic Speech Recognition (ASR) model dedicated for the Tunisian Arabic dialect. The goal is to improve speech recognition technology for underrepresented linguistic communities by transcribing Tunisian dialect speech into written text.

app.py

@@ -404,6 +404,33 @@ asr_brain = ASR(
 asr_brain.tokenizer = label_encoder
 asr_brain.checkpointer.recover_if_possible(device="cpu")
 asr_brain.modules.eval()
+description = """This is a speechbrain-based Automatic Speech Recognition (ASR) model for Tunisian arabic. It outputs Tunisian Arabic transcriptions written in Arabic characters.
+This model outputs transcriptions in arabic alphabet only and performs poorly with sentences containing foreign words. However if you do  need code-switching in your transcripts, i.e. foreign outputs in latin alphabet,  you would better use the code switched model, available in another space from the same author. (https://huggingface.co/SalahZa/Code_Switched_Tunisian_Speech_Recognition) 
+
+Run is done on CPU to keep it free in this space. This leads to quite long running times on long sequences. If for your project or research, you want to transcribe long sequences, you would better use the model directly from its page, some instructions for inference on a test set have been provided there. (https://huggingface.co/SalahZa/Tunisian_Automatic_Speech_Recognition). If you need help,  feel free to drop an email here : zaiemsalah@gmail.com 
+
+Authors : 
+* [Salah Zaiem](https://fr.linkedin.com/in/salah-zaiem)
+* [Ahmed Amine Ben Aballah](https://www.linkedin.com/in/aabenz/)
+* [Ata Kaboudi](https://www.linkedin.com/in/ata-kaboudi-63365b1a8)
+* [Amir Kanoun](https://tn.linkedin.com/in/ahmed-amir-kanoun)
+
+More in-depth details and insights are available in a released preprint. Please find the paper [here](https://arxiv.org/abs/2309.11327).
+If you use or refer to this model, please cite : 
+
+```
+@misc{abdallah2023leveraging,
+      title={Leveraging Data Collection and Unsupervised Learning for Code-switched Tunisian Arabic Automatic Speech Recognition}, 
+      author={Ahmed Amine Ben Abdallah and Ata Kabboudi and Amir Kanoun and Salah Zaiem},
+      year={2023},
+      eprint={2309.11327},
+      archivePrefix={arXiv},
+      primaryClass={eess.AS}
+}
+
+
+"""
+title = "Tunisian Speech Recognition"
 
 def treat_wav_file(file_mic,file_upload ,asr=asr_brain, device="cpu") :
     if (file_mic is not None) and (file_upload is not None):
@@ -422,6 +449,8 @@ def treat_wav_file(file_mic,file_upload ,asr=asr_brain, device="cpu") :
     return sentence
 
 gr.Interface(
+    title = title,
+    description = description,
     fn=treat_wav_file,
     inputs=[gr.Audio(source="microphone", type='filepath', label = "record", optional = True),
             gr.Audio(source="upload", type='filepath', label="filein", optional=True)]

semi_wavlm_large_tunisian_ctc/1234/app.py

@@ -404,6 +404,33 @@ asr_brain = ASR(
 asr_brain.tokenizer = label_encoder
 asr_brain.checkpointer.recover_if_possible(device="cpu")
 asr_brain.modules.eval()
+description = """This is a speechbrain-based Automatic Speech Recognition (ASR) model for Tunisian arabic. It outputs Tunisian Arabic transcriptions written in Arabic characters.
+This model outputs transcriptions in arabic alphabet only and performs poorly with sentences containing foreign words. However if you do  need code-switching in your transcripts, i.e. foreign outputs in latin alphabet,  you would better use the code switched model, available in another space from the same author. (https://huggingface.co/SalahZa/Code_Switched_Tunisian_Speech_Recognition) 
+
+Run is done on CPU to keep it free in this space. This leads to quite long running times on long sequences. If for your project or research, you want to transcribe long sequences, you would better use the model directly from its page, some instructions for inference on a test set have been provided there. (https://huggingface.co/SalahZa/Tunisian_Automatic_Speech_Recognition). If you need help,  feel free to drop an email here : zaiemsalah@gmail.com 
+
+Authors : 
+* [Salah Zaiem](https://fr.linkedin.com/in/salah-zaiem)
+* [Ahmed Amine Ben Aballah](https://www.linkedin.com/in/aabenz/)
+* [Ata Kaboudi](https://www.linkedin.com/in/ata-kaboudi-63365b1a8)
+* [Amir Kanoun](https://tn.linkedin.com/in/ahmed-amir-kanoun)
+
+More in-depth details and insights are available in a released preprint. Please find the paper [here](https://arxiv.org/abs/2309.11327).
+If you use or refer to this model, please cite : 
+
+```
+@misc{abdallah2023leveraging,
+      title={Leveraging Data Collection and Unsupervised Learning for Code-switched Tunisian Arabic Automatic Speech Recognition}, 
+      author={Ahmed Amine Ben Abdallah and Ata Kabboudi and Amir Kanoun and Salah Zaiem},
+      year={2023},
+      eprint={2309.11327},
+      archivePrefix={arXiv},
+      primaryClass={eess.AS}
+}
+
+
+"""
+title = "Tunisian Speech Recognition"
 
 def treat_wav_file(file_mic,file_upload ,asr=asr_brain, device="cpu") :
     if (file_mic is not None) and (file_upload is not None):
@@ -422,6 +449,8 @@ def treat_wav_file(file_mic,file_upload ,asr=asr_brain, device="cpu") :
     return sentence
 
 gr.Interface(
+    title = title,
+    description = description,
     fn=treat_wav_file,
     inputs=[gr.Audio(source="microphone", type='filepath', label = "record", optional = True),
             gr.Audio(source="upload", type='filepath', label="filein", optional=True)]

semi_wavlm_large_tunisian_ctc/1234/env.log

@@ -473,7 +473,7 @@ youtube-dl==2021.6.6
 zipp==3.6.0
 ==============================
 Git revision:
-082323a
+8ae3bec
 ==============================
 CUDA version:
 11.7

semi_wavlm_large_tunisian_ctc/1234/hyperparams.yaml

@@ -1,5 +1,5 @@
 # Generated 2023-09-25 from:
-# /home/salah/Tunisian_Automatic_Speech_Recognition/train_semi.yaml
+# /home/salah/Tunisian-Speech-Recognition/train_semi.yaml
 # yamllint disable
 # ################################
 # Model: wav2vec2 + DNN + CTC

semi_wavlm_large_tunisian_ctc/1234/log.txt

@@ -2268,3 +2268,651 @@ botocore.exceptions.ConnectTimeoutError: Connect timeout on endpoint URL: "http:
 2023-09-25 11:55:41,408 - matplotlib.pyplot - DEBUG - Loaded backend agg version unknown.
 2023-09-25 11:55:41,456 - pydub.converter - DEBUG - subprocess.call(['ffmpeg', '-y', '-i', '/tmp/gradio/31eca7d10f9506b4380f815f4bc19a04caed0f0f/audio.wav', '-acodec', 'pcm_s32le', '-vn', '-f', 'wav', '-'])
 2023-09-25 11:55:41,780 - matplotlib.pyplot - DEBUG - Loaded backend TkAgg version unknown.
+2023-09-25 12:56:40,960 - speechbrain.core - INFO - Beginning experiment!
+2023-09-25 12:56:40,960 - speechbrain.core - INFO - Experiment folder: semi_wavlm_large_tunisian_ctc/1234
+2023-09-25 12:56:41,472 - speechbrain.utils.superpowers - DEBUG - abkhazia==1.0
+absl-py==0.11.0
+aiofiles==23.2.1
+aiohttp==3.8.0
+aiosignal==1.2.0
+alabaster==0.7.12
+alembic==1.7.4
+altair==4.2.0
+altgraph==0.17
+antlr4-python3-runtime==4.9.3
+anyio==3.6.2
+appdirs==1.4.4
+argcomplete==1.12.2
+argon2-cffi==20.1.0
+arrow==1.2.3
+asgiref==3.6.0
+asteroid-filterbanks==0.4.0
+astunparse==1.6.3
+async-generator==1.10
+async-timeout==4.0.0
+attrdict==2.0.1
+attrs==20.3.0
+audeer==1.16.0
+audformat==0.11.5
+audinterface==0.7.0
+audiofile==1.0.0
+audiomentations==0.25.0
+audioread==2.1.9
+audobject==0.4.14
+audresample==0.1.6
+-e git+https://github.com/facebookresearch/WavAugment.git@54afcdb00ccc852c2f030f239f8532c9562b550e#egg=augment
+autopage==0.4.0
+Babel==2.9.0
+backcall==0.2.0
+backports.cached-property==1.0.2
+beautifulsoup4==4.10.0
+black==19.10b0
+bleach==3.3.0
+blessed==1.20.0
+boto3==1.20.2
+botocore==1.23.2
+bpemb==0.3.4
+braceexpand==0.1.7
+cachetools==4.2.0
+certifi @ file:///croot/certifi_1671487769961/work/certifi
+cffi==1.14.3
+cfgv==3.2.0
+chardet==3.0.4
+charset-normalizer==2.0.7
+click==7.1.2
+cliff==3.9.0
+clldutils==3.5.4
+cloudpickle==2.2.1
+cmaes==0.8.2
+cmake==3.18.4.post1
+cmd2==2.2.0
+colorama==0.4.4
+colorlog==4.6.2
+configparser==5.1.0
+conllu==4.5.3
+croniter==1.3.15
+cryptography==38.0.4
+csrgraph==0.1.28
+csvw==1.8.1
+cycler==0.10.0
+Cython==0.29.21
+dataclasses==0.6
+dateutils==0.6.12
+decorator==4.4.2
+deepdiff==6.3.0
+deepspeech==0.9.1
+defusedxml==0.7.1
+Deprecated==1.2.14
+dill==0.3.3
+Distance==0.1.3
+distlib==0.3.1
+Django==3.2.16
+django-auditlog==2.2.1
+django-filter==22.1
+django-js-asset==1.2.2
+django-mptt==0.14.0
+djangorestframework==3.14.0
+docker-pycreds==0.4.0
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+drf-excel==2.2.0
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+drf-renderer-xlsx==0.4.1
+easyocr==1.2.1
+editdistance==0.6.0
+einops==0.3.2
+emoji==2.2.0
+entrypoints==0.3
+et-xmlfile==1.1.0
+exceptiongroup==1.1.0
+farasapy==0.0.14
+fastapi==0.98.0
+fastjsonschema==2.17.1
+fasttext==0.9.2
+ffmpeg-python==0.2.0
+ffmpy==0.3.0
+filelock==3.0.12
+flair==0.12.2
+flake8==3.7.9
+flatbuffers==1.12
+frozendict==2.0.7
+frozenlist==1.2.0
+fsspec==2021.11.0
+ftfy==6.1.1
+future==0.18.2
+g2p-en==2.1.0
+gast==0.3.3
+gdown==4.4.0
+gdrive==0.1.5
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+gitdb==4.0.9
+GitPython==3.1.24
+google-api-core==2.11.1
+google-api-python-client==2.43.0
+google-auth==1.24.0
+google-auth-httplib2==0.1.0
+google-auth-oauthlib==0.5.3
+google-pasta==0.2.0
+googleapis-common-protos==1.59.1
+gradio==3.44.4
+gradio-client==0.5.1
+greenlet==1.1.2
+grpcio==1.32.0
+h11==0.14.0
+h5features==1.3.2
+h5py==2.10.0
+hierarchy==0.4.0
+hmmlearn==0.2.8
+htk-io==0.5
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+httplib2==0.22.0
+httpx==0.23.3
+huggingface-hub==0.15.1
+hydra-colorlog==0.1.4
+hydra-core==1.3.2
+hyperopt==0.2.7
+HyperPyYAML==1.1.0
+hypothesis==6.61.2
+identify==1.5.10
+idna==2.10
+imageio==2.9.0
+imagesize==1.2.0
+importlib-metadata==4.8.1
+importlib-resources==5.2.2
+inflect==5.3.0
+inquirer==3.1.3
+ipadic==1.0.0
+ipyevents==2.0.1
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+ipython==7.19.0
+ipython-genutils==0.2.0
+ipywebrtc==0.6.0
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+iso-639==0.4.5
+isodate==0.6.0
+isort==4.3.21
+itsdangerous==2.1.2
+Janome==0.5.0
+jedi==0.17.2
+jeepney==0.8.0
+jieba==0.42.1
+Jinja2==3.0.3
+jiwer==2.2.0
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+jsonschema==3.2.0
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+jupyterlab-pygments==0.1.2
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+kaitaistruct==0.9
+kaldi-io==0.9.4
+kaldi-python-io==1.2.2
+kaldiio==2.17.2
+kenlm @ https://github.com/kpu/kenlm/archive/master.zip
+Keras-Preprocessing==1.1.2
+kiwisolver==1.3.1
+lang-trans==0.6.0
+langdetect==1.0.9
+latexcodec==2.0.1
+ldap3==2.9.1
+librosa==0.9.0
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+mido==1.2.10
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+nvidia-cuda-cupti-cu11==11.7.101
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+nvidia-nccl-cu11==2.14.3
+nvidia-nvtx-cu11==11.7.91
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+oyaml==1.0
+packaging==22.0
+pandas==1.2.5
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+pangu==4.0.6.1
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+pathspec==0.5.5
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+pbr==5.6.0
+pefile==2019.4.18
+pescador==2.1.0
+pesq==0.0.3
+pexpect==4.8.0
+phonemizer==2.2.1
+pickleshare==0.7.5
+Pillow==9.3.0
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+pluggy==0.13.1
+pooch==1.3.0
+portalocker==2.3.2
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+py-espeak-ng==0.1.8
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+pyannote.metrics==3.2.1
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+PyArabic==0.6.15
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+scikit-learn==0.23.2
+scipy==1.5.4
+-e git+https://github.com/sanghack81/SDCIT@00d060dde733fde9345154a494f81e97fb395ca7#egg=SDCIT
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+shellingham==1.4.0
+shortuuid==1.0.7
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+smart-open==5.0.0
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+snowballstemmer==2.0.0
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+SoundFile==0.10.3.post1
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+termcolor==1.1.0
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+threadpoolctl==2.1.0
+tifffile==2020.12.8
+tikzplotlib==0.9.8
+tinycss2==1.2.1
+tkseem==0.0.3
+tokenizers==0.13.3
+toml==0.10.2
+toolz==0.12.0
+torch==1.13.1
+torch-audiomentations==0.11.0
+torch-pitch-shift==1.2.4
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+torchaudio==0.13.1
+torchmetrics==0.11.4
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+tornado==6.1
+tqdm==4.61.1
+trackrip==1.2.1
+traitlets==5.9.0
+transformer-smaller-training-vocab==0.3.1
+transformers==4.30.2
+triton==2.0.0
+typed-ast==1.4.1
+typer==0.4.0
+typing-extensions==4.4.0
+uc-micro-py==1.0.1
+Unidecode==1.3.2
+uritemplate==3.0.1
+urllib3==1.26.2
+uvicorn==0.20.0
+versioneer==0.28
+virtualenv==20.2.1
+wandb==0.12.6
+wcwidth==0.2.5
+webdataset==0.1.62
+webencodings==0.5.1
+websocket-client==1.6.1
+websockets==10.4
+Werkzeug==1.0.1
+wget==3.2
+widgetsnbextension==3.5.1
+Wikipedia-API==0.6.0
+wordninja==2.0.0
+wrapt==1.12.1
+xmltodict==0.13.0
+xxhash==2.0.0
+yamllint==1.23.0
+yarg==0.1.9
+yarl==1.7.2
+yaspin==2.1.0
+youtokentome==1.0.6
+youtube-dl==2021.6.6
+zipp==3.6.0
+
+
+2023-09-25 12:56:41,508 - speechbrain.utils.superpowers - DEBUG - 8ae3bec
+
+
+2023-09-25 12:56:41,542 - speechbrain.dataio.encoder - DEBUG - Loaded categorical encoding from semi_wavlm_large_tunisian_ctc/1234/save/label_encoder.txt
+2023-09-25 12:56:41,542 - speechbrain.dataio.encoder - INFO - Load called, but CTCTextEncoder is not empty. Loaded data will overwrite everything. This is normal if there is e.g. an unk label defined at init.
+2023-09-25 12:56:41,543 - speechbrain.dataio.encoder - DEBUG - Loaded categorical encoding from semi_wavlm_large_tunisian_ctc/1234/save/label_encoder.txt
+2023-09-25 12:56:44,009 - pyctcdecode.decoder - INFO - Using arpa instead of binary LM file, decoder instantiation might be slow.
+2023-09-25 12:56:44,118 - pyctcdecode.alphabet - INFO - Alphabet determined to be of regular style.
+2023-09-25 12:56:44,181 - pyctcdecode.alphabet - WARNING - Unigrams and labels don't seem to agree.
+2023-09-25 12:56:45,521 - speechbrain.core - INFO - Info: auto_mix_prec arg from hparam file is used
+2023-09-25 12:56:45,521 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2023-09-25 12:56:45,525 - speechbrain.core - INFO - 314.4M trainable parameters in ASR
+2023-09-25 12:56:45,533 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from semi_wavlm_large_tunisian_ctc/1234/save/CKPT+2023-09-05+01-09-23+00
+2023-09-25 12:56:46,635 - urllib3.connectionpool - DEBUG - Starting new HTTPS connection (1): checkip.amazonaws.com:443
+2023-09-25 12:56:46,635 - urllib3.connectionpool - DEBUG - Starting new HTTPS connection (1): api.gradio.app:443
+2023-09-25 12:56:46,637 - asyncio - DEBUG - Using selector: EpollSelector
+2023-09-25 12:56:46,665 - asyncio - DEBUG - Using selector: EpollSelector
+2023-09-25 12:56:46,673 - urllib3.connectionpool - DEBUG - Starting new HTTP connection (1): 127.0.0.1:7860
+2023-09-25 12:56:46,675 - urllib3.connectionpool - DEBUG - http://127.0.0.1:7860 "GET /startup-events HTTP/1.1" 200 5
+2023-09-25 12:56:46,702 - botocore.hooks - DEBUG - Changing event name from creating-client-class.iot-data to creating-client-class.iot-data-plane
+2023-09-25 12:56:46,703 - botocore.hooks - DEBUG - Changing event name from before-call.apigateway to before-call.api-gateway
+2023-09-25 12:56:46,703 - botocore.hooks - DEBUG - Changing event name from request-created.machinelearning.Predict to request-created.machine-learning.Predict
+2023-09-25 12:56:46,704 - botocore.hooks - DEBUG - Changing event name from before-parameter-build.autoscaling.CreateLaunchConfiguration to before-parameter-build.auto-scaling.CreateLaunchConfiguration
+2023-09-25 12:56:46,704 - botocore.hooks - DEBUG - Changing event name from before-parameter-build.route53 to before-parameter-build.route-53
+2023-09-25 12:56:46,704 - botocore.hooks - DEBUG - Changing event name from request-created.cloudsearchdomain.Search to request-created.cloudsearch-domain.Search
+2023-09-25 12:56:46,705 - botocore.hooks - DEBUG - Changing event name from docs.*.autoscaling.CreateLaunchConfiguration.complete-section to docs.*.auto-scaling.CreateLaunchConfiguration.complete-section
+2023-09-25 12:56:46,706 - botocore.hooks - DEBUG - Changing event name from before-parameter-build.logs.CreateExportTask to before-parameter-build.cloudwatch-logs.CreateExportTask
+2023-09-25 12:56:46,706 - botocore.hooks - DEBUG - Changing event name from docs.*.logs.CreateExportTask.complete-section to docs.*.cloudwatch-logs.CreateExportTask.complete-section
+2023-09-25 12:56:46,706 - botocore.hooks - DEBUG - Changing event name from before-parameter-build.cloudsearchdomain.Search to before-parameter-build.cloudsearch-domain.Search
+2023-09-25 12:56:46,706 - botocore.hooks - DEBUG - Changing event name from docs.*.cloudsearchdomain.Search.complete-section to docs.*.cloudsearch-domain.Search.complete-section
+2023-09-25 12:56:46,707 - botocore.utils - DEBUG - IMDS ENDPOINT: http://169.254.169.254/
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: env
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: assume-role
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: assume-role-with-web-identity
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: sso
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: shared-credentials-file
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: custom-process
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: config-file
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: ec2-credentials-file
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: boto-config
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: container-role
+2023-09-25 12:56:46,708 - botocore.credentials - DEBUG - Looking for credentials via: iam-role
+2023-09-25 12:56:46,709 - urllib3.connectionpool - DEBUG - Starting new HTTP connection (1): 169.254.169.254:80
+2023-09-25 12:56:46,775 - urllib3.connectionpool - DEBUG - https://checkip.amazonaws.com:443 "GET / HTTP/1.1" 200 14
+2023-09-25 12:56:46,778 - urllib3.connectionpool - DEBUG - Starting new HTTPS connection (1): api.gradio.app:443
+2023-09-25 12:56:47,356 - urllib3.connectionpool - DEBUG - https://api.gradio.app:443 "GET /pkg-version HTTP/1.1" 200 21
+2023-09-25 12:56:47,648 - urllib3.connectionpool - DEBUG - https://api.gradio.app:443 "POST /gradio-initiated-analytics/ HTTP/1.1" 200 None
+2023-09-25 12:56:47,710 - botocore.utils - DEBUG - Caught retryable HTTP exception while making metadata service request to http://169.254.169.254/latest/api/token: Connect timeout on endpoint URL: "http://169.254.169.254/latest/api/token"
+Traceback (most recent call last):
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connection.py", line 169, in _new_conn
+    conn = connection.create_connection(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/util/connection.py", line 96, in create_connection
+    raise err
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/util/connection.py", line 86, in create_connection
+    sock.connect(sa)
+socket.timeout: timed out
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/httpsession.py", line 385, in send
+    urllib_response = conn.urlopen(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connectionpool.py", line 755, in urlopen
+    retries = retries.increment(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/util/retry.py", line 506, in increment
+    raise six.reraise(type(error), error, _stacktrace)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/packages/six.py", line 735, in reraise
+    raise value
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connectionpool.py", line 699, in urlopen
+    httplib_response = self._make_request(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connectionpool.py", line 394, in _make_request
+    conn.request(method, url, **httplib_request_kw)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connection.py", line 234, in request
+    super(HTTPConnection, self).request(method, url, body=body, headers=headers)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/http/client.py", line 1255, in request
+    self._send_request(method, url, body, headers, encode_chunked)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/awsrequest.py", line 92, in _send_request
+    rval = super(AWSConnection, self)._send_request(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/http/client.py", line 1301, in _send_request
+    self.endheaders(body, encode_chunked=encode_chunked)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/http/client.py", line 1250, in endheaders
+    self._send_output(message_body, encode_chunked=encode_chunked)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/awsrequest.py", line 120, in _send_output
+    self.send(msg)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/awsrequest.py", line 204, in send
+    return super(AWSConnection, self).send(str)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/http/client.py", line 950, in send
+    self.connect()
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connection.py", line 200, in connect
+    conn = self._new_conn()
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connection.py", line 174, in _new_conn
+    raise ConnectTimeoutError(
+urllib3.exceptions.ConnectTimeoutError: (<botocore.awsrequest.AWSHTTPConnection object at 0x7f016bd17910>, 'Connection to 169.254.169.254 timed out. (connect timeout=1)')
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/utils.py", line 430, in _fetch_metadata_token
+    response = self._session.send(request.prepare())
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/httpsession.py", line 418, in send
+    raise ConnectTimeoutError(endpoint_url=request.url, error=e)
+botocore.exceptions.ConnectTimeoutError: Connect timeout on endpoint URL: "http://169.254.169.254/latest/api/token"
+2023-09-25 12:56:47,711 - urllib3.connectionpool - DEBUG - Starting new HTTP connection (2): 169.254.169.254:80
+2023-09-25 12:56:48,713 - botocore.utils - DEBUG - Caught retryable HTTP exception while making metadata service request to http://169.254.169.254/latest/meta-data/iam/security-credentials/: Connect timeout on endpoint URL: "http://169.254.169.254/latest/meta-data/iam/security-credentials/"
+Traceback (most recent call last):
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connection.py", line 169, in _new_conn
+    conn = connection.create_connection(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/util/connection.py", line 96, in create_connection
+    raise err
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/util/connection.py", line 86, in create_connection
+    sock.connect(sa)
+socket.timeout: timed out
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/httpsession.py", line 385, in send
+    urllib_response = conn.urlopen(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connectionpool.py", line 755, in urlopen
+    retries = retries.increment(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/util/retry.py", line 506, in increment
+    raise six.reraise(type(error), error, _stacktrace)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/packages/six.py", line 735, in reraise
+    raise value
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connectionpool.py", line 699, in urlopen
+    httplib_response = self._make_request(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connectionpool.py", line 394, in _make_request
+    conn.request(method, url, **httplib_request_kw)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connection.py", line 234, in request
+    super(HTTPConnection, self).request(method, url, body=body, headers=headers)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/http/client.py", line 1255, in request
+    self._send_request(method, url, body, headers, encode_chunked)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/awsrequest.py", line 92, in _send_request
+    rval = super(AWSConnection, self)._send_request(
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/http/client.py", line 1301, in _send_request
+    self.endheaders(body, encode_chunked=encode_chunked)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/http/client.py", line 1250, in endheaders
+    self._send_output(message_body, encode_chunked=encode_chunked)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/awsrequest.py", line 120, in _send_output
+    self.send(msg)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/awsrequest.py", line 204, in send
+    return super(AWSConnection, self).send(str)
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/http/client.py", line 950, in send
+    self.connect()
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connection.py", line 200, in connect
+    conn = self._new_conn()
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/urllib3/connection.py", line 174, in _new_conn
+    raise ConnectTimeoutError(
+urllib3.exceptions.ConnectTimeoutError: (<botocore.awsrequest.AWSHTTPConnection object at 0x7f016c144a30>, 'Connection to 169.254.169.254 timed out. (connect timeout=1)')
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/utils.py", line 478, in _get_request
+    response = self._session.send(request.prepare())
+  File "/home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/httpsession.py", line 418, in send
+    raise ConnectTimeoutError(endpoint_url=request.url, error=e)
+botocore.exceptions.ConnectTimeoutError: Connect timeout on endpoint URL: "http://169.254.169.254/latest/meta-data/iam/security-credentials/"
+2023-09-25 12:56:48,714 - botocore.utils - DEBUG - Max number of attempts exceeded (1) when attempting to retrieve data from metadata service.
+2023-09-25 12:56:48,715 - botocore.loaders - DEBUG - Loading JSON file: /home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/data/endpoints.json
+2023-09-25 12:56:48,745 - botocore.hooks - DEBUG - Event choose-service-name: calling handler <function handle_service_name_alias at 0x7f016bef2b80>
+2023-09-25 12:56:48,754 - botocore.loaders - DEBUG - Loading JSON file: /home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/data/sts/2011-06-15/service-2.json
+2023-09-25 12:56:48,756 - botocore.hooks - DEBUG - Event creating-client-class.sts: calling handler <function add_generate_presigned_url at 0x7f016be09550>
+2023-09-25 12:56:48,758 - botocore.endpoint - DEBUG - Setting sts timeout as (60, 60)
+2023-09-25 12:56:48,759 - botocore.loaders - DEBUG - Loading JSON file: /home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/data/_retry.json
+2023-09-25 12:56:48,759 - botocore.client - DEBUG - Registering retry handlers for service: sts
+2023-09-25 12:56:48,760 - botocore.hooks - DEBUG - Event before-parameter-build.sts.GetCallerIdentity: calling handler <function generate_idempotent_uuid at 0x7f016bdf6ee0>
+2023-09-25 12:56:48,760 - botocore.hooks - DEBUG - Event before-call.sts.GetCallerIdentity: calling handler <function inject_api_version_header_if_needed at 0x7f016be01790>
+2023-09-25 12:56:48,760 - botocore.endpoint - DEBUG - Making request for OperationModel(name=GetCallerIdentity) with params: {'url_path': '/', 'query_string': '', 'method': 'POST', 'headers': {'Content-Type': 'application/x-www-form-urlencoded; charset=utf-8', 'User-Agent': 'Boto3/1.20.2 Python/3.8.5 Linux/5.4.0-150-generic Botocore/1.23.2'}, 'body': {'Action': 'GetCallerIdentity', 'Version': '2011-06-15'}, 'url': 'https://sts.amazonaws.com/', 'context': {'client_region': 'aws-global', 'client_config': <botocore.config.Config object at 0x7f016c144610>, 'has_streaming_input': False, 'auth_type': None}}
+2023-09-25 12:56:48,760 - botocore.hooks - DEBUG - Event request-created.sts.GetCallerIdentity: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7f016c144d00>>
+2023-09-25 12:56:48,761 - botocore.hooks - DEBUG - Event choose-signer.sts.GetCallerIdentity: calling handler <function set_operation_specific_signer at 0x7f016bdf6dc0>
+2023-09-25 12:56:48,762 - urllib3.connectionpool - DEBUG - Starting new HTTP connection (1): 127.0.0.1:7860
+2023-09-25 12:56:48,773 - urllib3.connectionpool - DEBUG - http://127.0.0.1:7860 "HEAD / HTTP/1.1" 200 0
+2023-09-25 12:56:48,774 - urllib3.connectionpool - DEBUG - Starting new HTTPS connection (1): api.gradio.app:443
+2023-09-25 12:56:49,687 - urllib3.connectionpool - DEBUG - https://api.gradio.app:443 "POST /gradio-launched-telemetry/ HTTP/1.1" 200 None
+2023-09-25 12:57:02,198 - matplotlib.pyplot - DEBUG - Loaded backend agg version unknown.
+2023-09-25 12:57:02,271 - pydub.converter - DEBUG - subprocess.call(['ffmpeg', '-y', '-i', '/tmp/gradio/8b87809fc288611c10997e7489b7ad1574e4255d/audio.wav', '-acodec', 'pcm_s32le', '-vn', '-f', 'wav', '-'])
+2023-09-25 12:57:02,695 - matplotlib.pyplot - DEBUG - Loaded backend TkAgg version unknown.