now handles stereo input

app.py

@@ -442,7 +442,12 @@ def treat_wav_file(file_mic,file_upload ,asr=asr_brain, device="cpu") :
         wav = file_mic
     else:
         wav = file_upload
-    sig, sr = torchaudio.load(wav)
+    info = torchaudio.info(wav)
+    sr = info.sample_rate
+    sig = sb.dataio.dataio.read_audio(wav)
+    if len(sig.shape)>1 :
+        sig = torch.mean(sig, dim=1)
+    sig = torch.unsqueeze(sig, 0)
     tensor_wav = sig.to(device)
     resampled = torchaudio.functional.resample( tensor_wav, sr, 16000)
     sentence = asr.treat_wav(resampled)

semi_wavlm_large_tunisian_ctc/1234/app.py

@@ -442,7 +442,12 @@ def treat_wav_file(file_mic,file_upload ,asr=asr_brain, device="cpu") :
         wav = file_mic
     else:
         wav = file_upload
-    sig, sr = torchaudio.load(wav)
+    info = torchaudio.info(wav)
+    sr = info.sample_rate
+    sig = sb.dataio.dataio.read_audio(wav)
+    if len(sig.shape)>1 :
+        sig = torch.mean(sig, dim=1)
+    sig = torch.unsqueeze(sig, 0)
     tensor_wav = sig.to(device)
     resampled = torchaudio.functional.resample( tensor_wav, sr, 16000)
     sentence = asr.treat_wav(resampled)

semi_wavlm_large_tunisian_ctc/1234/env.log

@@ -473,7 +473,7 @@ youtube-dl==2021.6.6
 zipp==3.6.0
 ==============================
 Git revision:
-8ae3bec
+c237ceb
 ==============================
 CUDA version:
 11.7

semi_wavlm_large_tunisian_ctc/1234/log.txt

@@ -2916,3 +2916,653 @@ botocore.exceptions.ConnectTimeoutError: Connect timeout on endpoint URL: "http:
 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.
+2023-09-25 15:11:48,096 - speechbrain.core - INFO - Beginning experiment!
+2023-09-25 15:11:48,096 - speechbrain.core - INFO - Experiment folder: semi_wavlm_large_tunisian_ctc/1234
+2023-09-25 15:11:48,652 - 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
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+cliff==3.9.0
+clldutils==3.5.4
+cloudpickle==2.2.1
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+colorlog==4.6.2
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+croniter==1.3.15
+cryptography==38.0.4
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+Cython==0.29.21
+dataclasses==0.6
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+deepdiff==6.3.0
+deepspeech==0.9.1
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+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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+editdistance==0.6.0
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+filelock==3.0.12
+flair==0.12.2
+flake8==3.7.9
+flatbuffers==1.12
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+h5py==2.10.0
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+htk-io==0.5
+httpcore==0.16.3
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+hydra-colorlog==0.1.4
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+hypothesis==6.61.2
+identify==1.5.10
+idna==2.10
+imageio==2.9.0
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+importlib-resources==5.2.2
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+iso-639==0.4.5
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+Janome==0.5.0
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+jiwer==2.2.0
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+jsonschema==3.2.0
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+jupyterlab-pygments==0.1.2
+jupyterlab-widgets==1.0.0
+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
+lightning-cloud==0.5.37
+lightning-utilities==0.8.0
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+lit==16.0.6
+llvmlite==0.35.0
+lxml==4.9.0
+Mako==1.1.5
+Markdown==3.3.3
+markdown-it-py==3.0.0
+MarkupSafe==2.1.3
+marshmallow==3.14.0
+matplotlib==3.3.3
+mccabe==0.6.1
+mcd==0.4
+mdit-py-plugins==0.3.3
+mdurl==0.1.2
+mecab-python3==1.0.3
+megatron-lm==2.2.0
+metrics==0.3.3
+mido==1.2.10
+mistune==0.8.4
+more-itertools==8.6.0
+mpld3==0.3
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+multidict==5.2.0
+multiprocess==0.70.11.1
+nbclient==0.5.3
+nbconvert==5.6.1
+nbformat==5.9.0
+NEMO==4.3.2
+nemo-toolkit==1.4.0
+nest-asyncio==1.5.1
+networkx==2.8.8
+nltk==3.2.4
+nodeenv==1.5.0
+normalize==2.0.2
+notebook==6.3.0
+numba==0.52.0
+numpy==1.19.4
+nvidia-cublas-cu11==11.10.3.66
+nvidia-cuda-cupti-cu11==11.7.101
+nvidia-cuda-nvrtc-cu11==11.7.99
+nvidia-cuda-runtime-cu11==11.7.99
+nvidia-cudnn-cu11==8.5.0.96
+nvidia-cufft-cu11==10.9.0.58
+nvidia-curand-cu11==10.2.10.91
+nvidia-cusolver-cu11==11.4.0.1
+nvidia-cusparse-cu11==11.7.4.91
+nvidia-nccl-cu11==2.14.3
+nvidia-nvtx-cu11==11.7.91
+oauthlib==3.1.0
+omegaconf==2.3.0
+onnx==1.10.2
+OpenCC==1.1.2
+opencv-python==4.4.0.46
+openpyxl==3.0.9
+opensmile==2.2.0
+opt-einsum==3.3.0
+optuna==2.10.0
+ordered-set==4.1.0
+orjson==3.8.4
+oyaml==1.0
+packaging==22.0
+pandas==1.2.5
+pandocfilters==1.4.3
+pangu==4.0.6.1
+parameterized==0.8.1
+parso==0.7.1
+pathlib2==2.3.7.post1
+pathspec==0.5.5
+pathtools==0.1.2
+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
+pip-api==0.0.23
+pipreqs==0.4.11
+pluggy==0.13.1
+pooch==1.3.0
+portalocker==2.3.2
+pptree==3.1
+pre-commit==2.9.0
+preprocessing==0.1.13
+pretty-midi==0.2.9
+prettytable==2.2.1
+primePy==1.3
+progressbar2==3.53.1
+prometheus-client==0.10.1
+promise==2.3
+prompt-toolkit==3.0.8
+protobuf==3.20.3
+psutil==5.6.6
+ptyprocess==0.6.0
+py==1.9.0
+py-espeak-ng==0.1.8
+py4j==0.10.9.7
+pyannote.audio==2.1.1
+pyannote.core==4.5
+pyannote.database==4.1.3
+pyannote.metrics==3.2.1
+pyannote.pipeline==2.3
+pyannotebook==0.1.0.dev0
+PyArabic==0.6.15
+pyarrow==3.0.0
+pyasn1==0.4.8
+pyasn1-modules==0.2.8
+pybind11==2.8.1
+pybtex==0.24.0
+pybtex-docutils==1.0.1
+pycodestyle==2.5.0
+pycparser==2.20
+pycryptodome==3.16.0
+pyctcdecode==0.4.0
+pydantic==1.10.4
+pyDeprecate==0.3.1
+pydub==0.25.1
+pyflakes==2.1.1
+Pygments==2.15.1
+pygtrie==2.5.0
+PyJWT==2.7.0
+pymodbus==2.5.3
+pyparsing==2.4.7
+pyperclip==1.8.2
+pypinyin==0.43.0
+pyrsistent==0.17.3
+pyserial==3.5
+PySocks==1.7.1
+pystoi==0.3.3
+pytest==5.4.1
+pytest-runner==5.3.1
+python-bidi==0.4.2
+python-crfsuite==0.9.7
+python-dateutil==2.8.2
+python-editor==1.0.4
+python-Levenshtein==0.12.2
+python-multipart==0.0.5
+python-utils==2.4.0
+pytorch-lightning==1.6.5
+pytorch-metric-learning==1.7.3
+pytorch-revgrad==0.2.0
+pytube==11.0.1
+pytz==2022.6
+PyWavelets==1.1.1
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+pyzmq==20.0.0
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+readchar==4.0.5
+regex==2020.11.13
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+requests-oauthlib==1.3.0
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+rfc3986==1.4.0
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+richenum==1.3.1
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+s3transfer==0.5.0
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+sacremoses==0.0.44
+safetensors==0.3.1
+scikit-image==0.18.1
+scikit-learn==0.23.2
+scipy==1.5.4
+-e git+https://github.com/sanghack81/SDCIT@00d060dde733fde9345154a494f81e97fb395ca7#egg=SDCIT
+seaborn==0.11.1
+SecretStorage==3.3.3
+segments==2.1.3
+segtok==1.5.11
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+semver==2.13.0
+Send2Trash==1.5.0
+sentencepiece==0.1.99
+sentry-sdk==1.4.3
+shellingham==1.4.0
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+SIDEKIT==1.3.8.5.2
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+singledispatchmethod==1.0
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+smart-open==5.0.0
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+snowballstemmer==2.0.0
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+sortedcontainers==2.4.0
+sounddevice==0.4.5
+SoundFile==0.10.3.post1
+soupsieve==2.3
+sox==1.4.1
+sparsemax==0.1.9
+speechbrain==0.5.14
+sphfile==1.0.3
+Sphinx==3.3.1
+sphinx-rtd-theme==0.2.4
+sphinxcontrib-applehelp==1.0.2
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+sphinxcontrib-devhelp==1.0.2
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+tensorboardX==2.6.1
+tensorflow==2.4.0
+tensorflow-estimator==2.4.0
+termcolor==1.1.0
+terminado==0.9.4
+testpath==0.4.4
+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
+torch-stft==0.1.4
+torchaudio==0.13.1
+torchmetrics==0.11.4
+torchvision==0.14.1
+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 15:11:48,693 - speechbrain.utils.superpowers - DEBUG - c237ceb
+
+
+2023-09-25 15:11:48,757 - speechbrain.dataio.encoder - DEBUG - Loaded categorical encoding from semi_wavlm_large_tunisian_ctc/1234/save/label_encoder.txt
+2023-09-25 15:11:48,757 - 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 15:11:48,758 - speechbrain.dataio.encoder - DEBUG - Loaded categorical encoding from semi_wavlm_large_tunisian_ctc/1234/save/label_encoder.txt
+2023-09-25 15:11:51,254 - pyctcdecode.decoder - INFO - Using arpa instead of binary LM file, decoder instantiation might be slow.
+2023-09-25 15:11:51,360 - pyctcdecode.alphabet - INFO - Alphabet determined to be of regular style.
+2023-09-25 15:11:51,425 - pyctcdecode.alphabet - WARNING - Unigrams and labels don't seem to agree.
+2023-09-25 15:11:52,739 - speechbrain.core - INFO - Info: auto_mix_prec arg from hparam file is used
+2023-09-25 15:11:52,740 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used
+2023-09-25 15:11:52,743 - speechbrain.core - INFO - 314.4M trainable parameters in ASR
+2023-09-25 15:11:52,745 - 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 15:11:53,874 - urllib3.connectionpool - DEBUG - Starting new HTTPS connection (1): api.gradio.app:443
+2023-09-25 15:11:53,877 - urllib3.connectionpool - DEBUG - Starting new HTTPS connection (1): checkip.amazonaws.com:443
+2023-09-25 15:11:53,877 - asyncio - DEBUG - Using selector: EpollSelector
+2023-09-25 15:11:53,905 - asyncio - DEBUG - Using selector: EpollSelector
+2023-09-25 15:11:53,913 - urllib3.connectionpool - DEBUG - Starting new HTTP connection (1): 127.0.0.1:7860
+2023-09-25 15:11:53,914 - urllib3.connectionpool - DEBUG - http://127.0.0.1:7860 "GET /startup-events HTTP/1.1" 200 5
+2023-09-25 15:11:53,941 - botocore.hooks - DEBUG - Changing event name from creating-client-class.iot-data to creating-client-class.iot-data-plane
+2023-09-25 15:11:53,942 - botocore.hooks - DEBUG - Changing event name from before-call.apigateway to before-call.api-gateway
+2023-09-25 15:11:53,943 - botocore.hooks - DEBUG - Changing event name from request-created.machinelearning.Predict to request-created.machine-learning.Predict
+2023-09-25 15:11:53,944 - botocore.hooks - DEBUG - Changing event name from before-parameter-build.autoscaling.CreateLaunchConfiguration to before-parameter-build.auto-scaling.CreateLaunchConfiguration
+2023-09-25 15:11:53,944 - botocore.hooks - DEBUG - Changing event name from before-parameter-build.route53 to before-parameter-build.route-53
+2023-09-25 15:11:53,944 - botocore.hooks - DEBUG - Changing event name from request-created.cloudsearchdomain.Search to request-created.cloudsearch-domain.Search
+2023-09-25 15:11:53,944 - botocore.hooks - DEBUG - Changing event name from docs.*.autoscaling.CreateLaunchConfiguration.complete-section to docs.*.auto-scaling.CreateLaunchConfiguration.complete-section
+2023-09-25 15:11:53,946 - botocore.hooks - DEBUG - Changing event name from before-parameter-build.logs.CreateExportTask to before-parameter-build.cloudwatch-logs.CreateExportTask
+2023-09-25 15:11:53,946 - botocore.hooks - DEBUG - Changing event name from docs.*.logs.CreateExportTask.complete-section to docs.*.cloudwatch-logs.CreateExportTask.complete-section
+2023-09-25 15:11:53,946 - botocore.hooks - DEBUG - Changing event name from before-parameter-build.cloudsearchdomain.Search to before-parameter-build.cloudsearch-domain.Search
+2023-09-25 15:11:53,946 - botocore.hooks - DEBUG - Changing event name from docs.*.cloudsearchdomain.Search.complete-section to docs.*.cloudsearch-domain.Search.complete-section
+2023-09-25 15:11:53,947 - botocore.utils - DEBUG - IMDS ENDPOINT: http://169.254.169.254/
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: env
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: assume-role
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: assume-role-with-web-identity
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: sso
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: shared-credentials-file
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: custom-process
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: config-file
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: ec2-credentials-file
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: boto-config
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: container-role
+2023-09-25 15:11:53,948 - botocore.credentials - DEBUG - Looking for credentials via: iam-role
+2023-09-25 15:11:53,949 - urllib3.connectionpool - DEBUG - Starting new HTTP connection (1): 169.254.169.254:80
+2023-09-25 15:11:54,032 - urllib3.connectionpool - DEBUG - https://checkip.amazonaws.com:443 "GET / HTTP/1.1" 200 14
+2023-09-25 15:11:54,036 - urllib3.connectionpool - DEBUG - Starting new HTTPS connection (1): api.gradio.app:443
+2023-09-25 15:11:54,644 - urllib3.connectionpool - DEBUG - https://api.gradio.app:443 "GET /pkg-version HTTP/1.1" 200 21
+2023-09-25 15:11:54,929 - urllib3.connectionpool - DEBUG - https://api.gradio.app:443 "POST /gradio-initiated-analytics/ HTTP/1.1" 200 None
+2023-09-25 15:11:54,950 - 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 0x7fbd0c5989a0>, '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 15:11:54,952 - urllib3.connectionpool - DEBUG - Starting new HTTP connection (2): 169.254.169.254:80
+2023-09-25 15:11:55,954 - 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 0x7fbd0c9bfbb0>, '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 15:11:55,955 - botocore.utils - DEBUG - Max number of attempts exceeded (1) when attempting to retrieve data from metadata service.
+2023-09-25 15:11:55,956 - botocore.loaders - DEBUG - Loading JSON file: /home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/data/endpoints.json
+2023-09-25 15:11:55,964 - botocore.hooks - DEBUG - Event choose-service-name: calling handler <function handle_service_name_alias at 0x7fbd0c774c10>
+2023-09-25 15:11:55,967 - 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 15:11:55,968 - botocore.hooks - DEBUG - Event creating-client-class.sts: calling handler <function add_generate_presigned_url at 0x7fbd0c6925e0>
+2023-09-25 15:11:55,969 - botocore.endpoint - DEBUG - Setting sts timeout as (60, 60)
+2023-09-25 15:11:55,969 - botocore.loaders - DEBUG - Loading JSON file: /home/salah/anaconda3/envs/salah/lib/python3.8/site-packages/botocore/data/_retry.json
+2023-09-25 15:11:55,969 - botocore.client - DEBUG - Registering retry handlers for service: sts
+2023-09-25 15:11:55,970 - botocore.hooks - DEBUG - Event before-parameter-build.sts.GetCallerIdentity: calling handler <function generate_idempotent_uuid at 0x7fbd0c678f70>
+2023-09-25 15:11:55,970 - botocore.hooks - DEBUG - Event before-call.sts.GetCallerIdentity: calling handler <function inject_api_version_header_if_needed at 0x7fbd0c680820>
+2023-09-25 15:11:55,970 - 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 0x7fbd0c9bf760>, 'has_streaming_input': False, 'auth_type': None}}
+2023-09-25 15:11:55,970 - botocore.hooks - DEBUG - Event request-created.sts.GetCallerIdentity: calling handler <bound method RequestSigner.handler of <botocore.signers.RequestSigner object at 0x7fbd0c9bf850>>
+2023-09-25 15:11:55,970 - botocore.hooks - DEBUG - Event choose-signer.sts.GetCallerIdentity: calling handler <function set_operation_specific_signer at 0x7fbd0c678e50>
+2023-09-25 15:11:55,971 - urllib3.connectionpool - DEBUG - Starting new HTTP connection (1): 127.0.0.1:7860
+2023-09-25 15:11:55,977 - urllib3.connectionpool - DEBUG - http://127.0.0.1:7860 "HEAD / HTTP/1.1" 200 0
+2023-09-25 15:11:55,979 - urllib3.connectionpool - DEBUG - Starting new HTTPS connection (1): api.gradio.app:443
+2023-09-25 15:11:56,861 - urllib3.connectionpool - DEBUG - https://api.gradio.app:443 "POST /gradio-launched-telemetry/ HTTP/1.1" 200 None
+2023-09-25 15:12:28,899 - matplotlib.pyplot - DEBUG - Loaded backend agg version unknown.
+2023-09-25 15:12:29,362 - matplotlib.pyplot - DEBUG - Loaded backend TkAgg version unknown.
+2023-09-25 15:12:37,840 - matplotlib.pyplot - DEBUG - Loaded backend agg version unknown.
+2023-09-25 15:12:37,931 - pydub.converter - DEBUG - subprocess.call(['ffmpeg', '-y', '-i', '/tmp/gradio/327f40c758e8767b841356e8c45b676aff47a6b8/audio.wav', '-acodec', 'pcm_s32le', '-vn', '-f', 'wav', '-'])
+2023-09-25 15:12:38,432 - matplotlib.pyplot - DEBUG - Loaded backend TkAgg version unknown.