Checking out WebUI from Git
In [1]:
!git clone https://huggingface.co/spaces/aadnk/whisper-webui
Cloning into 'whisper-webui'... remote: Enumerating objects: 788, done. remote: Counting objects: 100% (84/84), done. remote: Compressing objects: 100% (84/84), done. remote: Total 788 (delta 46), reused 0 (delta 0), pack-reused 704 (from 1) Receiving objects: 100% (788/788), 188.66 KiB | 7.86 MiB/s, done. Resolving deltas: 100% (517/517), done.
Optional: Update Git repository
In [2]:
!cd whisper-webui/ && git pull origin
Already up to date.
In [ ]:
Installing dependencies
In [3]:
!cd whisper-webui/ && pip install -r requirements.txt
Collecting git+https://github.com/huggingface/transformers (from -r requirements.txt (line 1))
Cloning https://github.com/huggingface/transformers to /tmp/pip-req-build-33t8lylk
Running command git clone --filter=blob:none --quiet https://github.com/huggingface/transformers /tmp/pip-req-build-33t8lylk
Resolved https://github.com/huggingface/transformers to commit 9578c2597e2d88b6f0b304b5a05864fd613ddcc1
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Collecting git+https://github.com/openai/whisper.git (from -r requirements.txt (line 2))
Cloning https://github.com/openai/whisper.git to /tmp/pip-req-build-j0c0wfxt
Running command git clone --filter=blob:none --quiet https://github.com/openai/whisper.git /tmp/pip-req-build-j0c0wfxt
Resolved https://github.com/openai/whisper.git to commit ba3f3cd54b0e5b8ce1ab3de13e32122d0d5f98ab
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Building wheels for collected packages: transformers, openai-whisper, intervaltree, srt, pyannote.audio, antlr4-python3-runtime, docopt, julius
Building wheel for transformers (pyproject.toml) ... done
Created wheel for transformers: filename=transformers-4.45.0.dev0-py3-none-any.whl size=9588672 sha256=fccf39bfdb9c7dede1c57c67f88b4b79a6d35e4371f2c3495fe1b60b7f7fa22c
Stored in directory: /tmp/pip-ephem-wheel-cache-2y9ck88g/wheels/c0/14/d6/6c9a5582d2ac191ec0a483be151a4495fe1eb2a6706ca49f1b
Building wheel for openai-whisper (pyproject.toml) ... done
Created wheel for openai-whisper: filename=openai_whisper-20231117-py3-none-any.whl size=802825 sha256=7c98c6cbfc76ed1f3a11c7d9d8297f42e6c2ab0c441f3fe6d2a3114208276db8
Stored in directory: /tmp/pip-ephem-wheel-cache-2y9ck88g/wheels/8b/6c/d0/622666868c179f156cf595c8b6f06f88bc5d80c4b31dccaa03
Building wheel for intervaltree (setup.py) ... done
Created wheel for intervaltree: filename=intervaltree-3.1.0-py2.py3-none-any.whl size=26096 sha256=ac3d65b8a22dfb1a0d28dda98f96aee391e67ff0663f8df57478421951555e48
Stored in directory: /root/.cache/pip/wheels/fa/80/8c/43488a924a046b733b64de3fac99252674c892a4c3801c0a61
Building wheel for srt (setup.py) ... done
Created wheel for srt: filename=srt-3.5.3-py3-none-any.whl size=22428 sha256=89e27feacb476dec7dd31345dbe2d9a788ad970db6ec4633e6762a8209105bce
Stored in directory: /root/.cache/pip/wheels/d7/31/a1/18e1e7e8bfdafd19e6803d7eb919b563dd11de380e4304e332
Building wheel for pyannote.audio (setup.py) ... done
Created wheel for pyannote.audio: filename=pyannote.audio-3.3.1-py2.py3-none-any.whl size=897698 sha256=d55ad79a22f387be0798cf8484ec0a4e2f71e077bbb118e4720c857e2bb87ab0
Stored in directory: /tmp/pip-ephem-wheel-cache-2y9ck88g/wheels/7c/5a/19/fb68405a08217978145b963d2cb9f755eb2599a374b6d52634
Building wheel for antlr4-python3-runtime (setup.py) ... done
Created wheel for antlr4-python3-runtime: filename=antlr4_python3_runtime-4.9.3-py3-none-any.whl size=144554 sha256=0d419a895a58f29ef8d1f7ba18685d0c2b185505483b9c9684a7fb7360831d78
Stored in directory: /root/.cache/pip/wheels/12/93/dd/1f6a127edc45659556564c5730f6d4e300888f4bca2d4c5a88
Building wheel for docopt (setup.py) ... done
Created wheel for docopt: filename=docopt-0.6.2-py2.py3-none-any.whl size=13704 sha256=7143984576e28070df9d74235799ad7586dbbc503ef721901ef4c41ae561a778
Stored in directory: /root/.cache/pip/wheels/fc/ab/d4/5da2067ac95b36618c629a5f93f809425700506f72c9732fac
Building wheel for julius (setup.py) ... done
Created wheel for julius: filename=julius-0.2.7-py3-none-any.whl size=21869 sha256=1b964145df6e6168d6b1ab2851236fecb28b60048f9c8b54e50b8756963c1bb8
Stored in directory: /root/.cache/pip/wheels/b9/b2/05/f883527ffcb7f2ead5438a2c23439aa0c881eaa9a4c80256f4
Successfully built transformers openai-whisper intervaltree srt pyannote.audio antlr4-python3-runtime docopt julius
Installing collected packages: pydub, primePy, docopt, brotli, antlr4-python3-runtime, websockets, triton, tensorboardX, srt, semver, semantic-version, ruamel.yaml.clib, python-multipart, pycryptodomex, orjson, omegaconf, mutagen, markdown-it-py, Mako, lightning-utilities, json5, intervaltree, h11, ffmpy, ffmpeg-python, colorlog, aiofiles, yt-dlp, uvicorn, tiktoken, starlette, ruamel.yaml, pyannote.core, mdit-py-plugins, httpcore, alembic, torchmetrics, pytorch_metric_learning, optuna, openai-whisper, julius, hyperpyyaml, httpx, fastapi, asteroid-filterbanks, transformers, torch-pitch-shift, speechbrain, pytorch-lightning, pyannote.database, gradio-client, torch_audiomentations, pyannote.pipeline, pyannote.metrics, lightning, gradio, pyannote.audio
Attempting uninstall: markdown-it-py
Found existing installation: markdown-it-py 3.0.0
Uninstalling markdown-it-py-3.0.0:
Successfully uninstalled markdown-it-py-3.0.0
Attempting uninstall: mdit-py-plugins
Found existing installation: mdit-py-plugins 0.4.1
Uninstalling mdit-py-plugins-0.4.1:
Successfully uninstalled mdit-py-plugins-0.4.1
Attempting uninstall: transformers
Found existing installation: transformers 4.42.4
Uninstalling transformers-4.42.4:
Successfully uninstalled transformers-4.42.4
Successfully installed Mako-1.3.5 aiofiles-23.2.1 alembic-1.13.2 antlr4-python3-runtime-4.9.3 asteroid-filterbanks-0.4.0 brotli-1.1.0 colorlog-6.8.2 docopt-0.6.2 fastapi-0.112.2 ffmpeg-python-0.2.0 ffmpy-0.4.0 gradio-3.38.0 gradio-client-0.8.1 h11-0.14.0 httpcore-1.0.5 httpx-0.27.0 hyperpyyaml-1.2.2 intervaltree-3.1.0 json5-0.9.25 julius-0.2.7 lightning-2.4.0 lightning-utilities-0.11.6 markdown-it-py-2.2.0 mdit-py-plugins-0.3.3 mutagen-1.47.0 omegaconf-2.3.0 openai-whisper-20231117 optuna-3.6.1 orjson-3.10.7 primePy-1.3 pyannote.audio-3.3.1 pyannote.core-5.0.0 pyannote.database-5.1.0 pyannote.metrics-3.2.1 pyannote.pipeline-3.0.1 pycryptodomex-3.20.0 pydub-0.25.1 python-multipart-0.0.9 pytorch-lightning-2.4.0 pytorch_metric_learning-2.6.0 ruamel.yaml-0.18.6 ruamel.yaml.clib-0.2.8 semantic-version-2.10.0 semver-3.0.2 speechbrain-1.0.0 srt-3.5.3 starlette-0.38.2 tensorboardX-2.6.2.2 tiktoken-0.7.0 torch-pitch-shift-1.2.4 torch_audiomentations-0.11.1 torchmetrics-1.4.1 transformers-4.45.0.dev0 triton-2.3.1 uvicorn-0.30.6 websockets-11.0.3 yt-dlp-2023.11.16
Run WebUI
In [ ]:
!cd whisper-webui/ && python app.py --input_audio_max_duration -1 --share True
2024-08-27 01:33:47.216564: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered 2024-08-27 01:33:47.236192: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered 2024-08-27 01:33:47.241993: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered 2024-08-27 01:33:47.256952: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations. To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags. 2024-08-27 01:33:48.372726: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT Using whisper implementation: whisper IMPORTANT: You are using gradio version 3.38.0, however version 4.29.0 is available, please upgrade. -------- IMPORTANT: You are using gradio version 3.38.0, however version 4.29.0 is available, please upgrade. -------- Queue mode enabled (concurrency count: 1) IMPORTANT: You are using gradio version 3.38.0, however version 4.29.0 is available, please upgrade. -------- Running on local URL: http://127.0.0.1:7860 IMPORTANT: You are using gradio version 3.38.0, however version 4.29.0 is available, please upgrade. -------- Running on public URL: https://95c75d4f3d2b1fbc7f.gradio.live This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces) Creating whisper container for whisper Downloading: "https://github.com/snakers4/silero-vad/zipball/master" to /root/.cache/torch/hub/master.zip Created Silerio model Getting timestamps from audio file: /tmp/gradio/8be49f58afb78f96968e56cdc661893ade9cdb78/START-154.mp3, start: 0, duration: 8667.024 Processing VAD in chunk from 00:00.000 to 01:00:00.000
Google Drive¶
This version of the WebUI can automatically save the generated SRT/VTT/Transcript files to Google Drive (requires Google Drive authorization).
Mount Google Drive
In [ ]:
from google.colab import drive
drive.mount('/content/drive')
Let Whisper use Google Drive as Temp Directory. Note that the directory "Whisper" must exist on your Google Drive (or rename it).
In [ ]:
!cd whisper-webui/ && python app.py --input_audio_max_duration -1 --share True --auto_parallel True --output_dir /content/drive/MyDrive/Whisper
Information¶
Optional: Get GPU Information (run this before starting the Web UI)
In [ ]:
!nvidia-smi -L
GPU 0: Tesla T4 (UUID: GPU-c5511d0c-8750-08b5-7c7b-d7d49b9c448f)
Optional: Get environment information
In [ ]:
!pip list
Package Version ----------------------------- --------------------- absl-py 1.4.0 aiofiles 23.1.0 aiohttp 3.8.4 aiosignal 1.3.1 alabaster 0.7.13 albumentations 1.2.1 altair 4.2.2 anyio 3.6.2 appdirs 1.4.4 argon2-cffi 21.3.0 argon2-cffi-bindings 21.2.0 array-record 0.2.0 arviz 0.15.1 astropy 5.2.2 astunparse 1.6.3 async-timeout 4.0.2 attrs 23.1.0 audioread 3.0.0 autograd 1.5 Babel 2.12.1 backcall 0.2.0 beautifulsoup4 4.11.2 bleach 6.0.0 blis 0.7.9 blosc2 2.0.0 bokeh 2.4.3 branca 0.6.0 Brotli 1.0.9 build 0.10.0 CacheControl 0.12.11 cached-property 1.5.2 cachetools 5.3.0 catalogue 2.0.8 certifi 2022.12.7 cffi 1.15.1 chardet 4.0.0 charset-normalizer 2.0.12 chex 0.1.7 click 8.1.3 cloudpickle 2.2.1 cmake 3.25.2 cmdstanpy 1.1.0 colorcet 3.0.1 colorlover 0.3.0 community 1.0.0b1 confection 0.0.4 cons 0.4.5 contextlib2 0.6.0.post1 contourpy 1.0.7 convertdate 2.4.0 cryptography 40.0.2 cufflinks 0.17.3 cupy-cuda11x 11.0.0 cvxopt 1.3.0 cvxpy 1.3.1 cycler 0.11.0 cymem 2.0.7 Cython 0.29.34 dask 2022.12.1 datascience 0.17.6 db-dtypes 1.1.1 dbus-python 1.2.16 debugpy 1.6.6 decorator 4.4.2 defusedxml 0.7.1 distributed 2022.12.1 dlib 19.24.1 dm-tree 0.1.8 docutils 0.16 dopamine-rl 4.0.6 duckdb 0.7.1 earthengine-api 0.1.350 easydict 1.10 ecos 2.0.12 editdistance 0.6.2 en-core-web-sm 3.5.0 entrypoints 0.4 ephem 4.1.4 et-xmlfile 1.1.0 etils 1.2.0 etuples 0.3.8 exceptiongroup 1.1.1 fastai 2.7.12 fastapi 0.96.0 fastcore 1.5.29 fastdownload 0.0.7 fastjsonschema 2.16.3 fastprogress 1.0.3 fastrlock 0.8.1 ffmpeg-python 0.2.0 ffmpy 0.3.0 filelock 3.12.0 firebase-admin 5.3.0 Flask 2.2.4 flatbuffers 23.3.3 flax 0.6.9 folium 0.14.0 fonttools 4.39.3 frozendict 2.3.7 frozenlist 1.3.3 fsspec 2023.4.0 future 0.18.3 gast 0.4.0 GDAL 3.3.2 gdown 4.6.6 gensim 4.3.1 geographiclib 2.0 geopy 2.3.0 gin-config 0.5.0 glob2 0.7 google 2.0.3 google-api-core 2.11.0 google-api-python-client 2.84.0 google-auth 2.17.3 google-auth-httplib2 0.1.0 google-auth-oauthlib 1.0.0 google-cloud-bigquery 3.9.0 google-cloud-bigquery-storage 2.19.1 google-cloud-core 2.3.2 google-cloud-datastore 2.15.1 google-cloud-firestore 2.11.0 google-cloud-language 2.9.1 google-cloud-storage 2.8.0 google-cloud-translate 3.11.1 google-colab 1.0.0 google-crc32c 1.5.0 google-pasta 0.2.0 google-resumable-media 2.5.0 googleapis-common-protos 1.59.0 googledrivedownloader 0.4 gradio 3.23.0 graphviz 0.20.1 greenlet 2.0.2 grpcio 1.54.0 grpcio-status 1.48.2 gspread 3.4.2 gspread-dataframe 3.0.8 gym 0.25.2 gym-notices 0.0.8 h11 0.14.0 h5netcdf 1.1.0 h5py 3.8.0 holidays 0.25 holoviews 1.15.4 html5lib 1.1 httpcore 0.17.2 httpimport 1.3.0 httplib2 0.21.0 httpx 0.24.1 huggingface-hub 0.15.1 humanize 4.6.0 hyperopt 0.2.7 idna 3.4 imageio 2.25.1 imageio-ffmpeg 0.4.8 imagesize 1.4.1 imbalanced-learn 0.10.1 imgaug 0.4.0 importlib-resources 5.12.0 imutils 0.5.4 inflect 6.0.4 iniconfig 2.0.0 intel-openmp 2023.1.0 ipykernel 5.5.6 ipython 7.34.0 ipython-genutils 0.2.0 ipython-sql 0.4.1 ipywidgets 7.7.1 itsdangerous 2.1.2 jax 0.4.10 jaxlib 0.4.10+cuda11.cudnn86 jieba 0.42.1 Jinja2 3.1.2 joblib 1.2.0 json5 0.9.14 jsonpickle 3.0.1 jsonschema 4.3.3 jupyter-client 6.1.12 jupyter-console 6.1.0 jupyter_core 5.3.0 jupyter-server 1.24.0 jupyterlab-pygments 0.2.2 jupyterlab-widgets 3.0.7 kaggle 1.5.13 keras 2.12.0 kiwisolver 1.4.4 korean-lunar-calendar 0.3.1 langcodes 3.3.0 lazy_loader 0.2 libclang 16.0.0 librosa 0.10.0.post2 lightgbm 3.3.5 linkify-it-py 2.0.2 lit 16.0.5 llvmlite 0.39.1 locket 1.0.0 logical-unification 0.4.5 LunarCalendar 0.0.9 lxml 4.9.2 Markdown 3.4.3 markdown-it-py 2.2.0 MarkupSafe 2.1.2 matplotlib 3.7.1 matplotlib-inline 0.1.6 matplotlib-venn 0.11.9 mdit-py-plugins 0.3.3 mdurl 0.1.2 miniKanren 1.0.3 missingno 0.5.2 mistune 0.8.4 mizani 0.8.1 mkl 2019.0 ml-dtypes 0.1.0 mlxtend 0.14.0 more-itertools 9.1.0 moviepy 1.0.3 mpmath 1.3.0 msgpack 1.0.5 multidict 6.0.4 multipledispatch 0.6.0 multitasking 0.0.11 murmurhash 1.0.9 music21 8.1.0 mutagen 1.46.0 natsort 8.3.1 nbclient 0.7.4 nbconvert 6.5.4 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