mirror of
https://github.com/ahmetoner/whisper-asr-webservice.git
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Poetry init
This commit is contained in:
ahm72069
42
.gitignore
vendored
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42
.gitignore
vendored
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@@ -0,0 +1,42 @@
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*.pyc
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# Packages
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*.egg
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!/tests/**/*.egg
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/*.egg-info
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/dist/*
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build
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_build
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.cache
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||||
*.so
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venv
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# Installer logs
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pip-log.txt
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||||
|
||||
# Unit test / coverage reports
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.coverage
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.pytest_cache
|
||||
|
||||
.DS_Store
|
||||
.idea/*
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||||
.python-version
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.vscode/*
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||||
|
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/test.py
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/test_*.*
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/setup.cfg
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MANIFEST.in
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/setup.py
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||||
/docs/site/*
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/tests/fixtures/simple_project/setup.py
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/tests/fixtures/project_with_extras/setup.py
|
||||
.mypy_cache
|
||||
|
||||
.venv
|
||||
/releases/*
|
||||
pip-wheel-metadata
|
||||
/poetry.toml
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||||
|
||||
poetry/core/*
|
||||
88
README.md
88
README.md
@@ -1,4 +1,4 @@
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# Whisper Webservice
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# Whisper ASR Webservice
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The webservice will be available soon.
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@@ -6,88 +6,4 @@ Whisper is a general-purpose speech recognition model. It is trained on a large
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## Docker Setup
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The docker image will be available soon
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## Setup
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We used Python 3.9.9 and [PyTorch](https://pytorch.org/) 1.10.1 to train and test our models, but the codebase is expected to be compatible with Python 3.7 or later and recent PyTorch versions. The codebase also depends on a few Python packages, most notably [HuggingFace Transformers](https://huggingface.co/docs/transformers/index) for their fast tokenizer implementation and [ffmpeg-python](https://github.com/kkroening/ffmpeg-python) for reading audio files. The following command will pull and install the latest commit from this repository, along with its Python dependencies
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pip install git+https://github.com/openai/whisper.git
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It also requires the command-line tool [`ffmpeg`](https://ffmpeg.org/) to be installed on your system, which is available from most package managers:
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```bash
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# on Ubuntu or Debian
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sudo apt update && sudo apt install ffmpeg
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# on MacOS using Homebrew (https://brew.sh/)
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brew install ffmpeg
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# on Windows using Chocolatey (https://chocolatey.org/)
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choco install ffmpeg
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```
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## Command-line usage
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The following command will transcribe speech in audio files, using the `medium` model:
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whisper audio.flac audio.mp3 audio.wav --model medium
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The default setting (which selects the `small` model) works well for transcribing English. To transcribe an audio file containing non-English speech, you can specify the language using the `--language` option:
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whisper japanese.wav --language Japanese
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Adding `--task translate` will translate the speech into English:
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whisper japanese.wav --language Japanese --task translate
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Run the following to view all available options:
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whisper --help
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See [tokenizer.py](whisper/tokenizer.py) for the list of all available languages.
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## Python usage
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Transcription can also be performed within Python:
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```python
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import whisper
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model = whisper.load_model("base")
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result = model.transcribe("audio.mp3")
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print(result["text"])
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```
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Internally, the `transcribe()` method reads the entire file and processes the audio with a sliding 30-second window, performing autoregressive sequence-to-sequence predictions on each window.
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Below is an example usage of `whisper.detect_language()` and `whisper.decode()` which provide lower-level access to the model.
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||||
|
||||
```python
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||||
import whisper
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model = whisper.load_model("base")
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# load audio and pad/trim it to fit 30 seconds
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audio = whisper.load_audio("audio.mp3")
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audio = whisper.pad_or_trim(audio)
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# make log-Mel spectrogram and move to the same device as the model
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mel = whisper.log_mel_spectrogram(audio).to(model.device)
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# detect the spoken language
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_, probs = model.detect_language(mel)
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print(f"Detected language: {max(probs, key=probs.get)}")
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# decode the audio
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options = whisper.DecodingOptions()
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||||
result = whisper.decode(model, mel, options)
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||||
# print the recognized text
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||||
print(result.text)
|
||||
```
|
||||
|
||||
## License
|
||||
|
||||
The code and the model weights of Whisper are released under the MIT License. See [LICENSE](LICENSE) for further details.
|
||||
The docker image will be available soon
|
||||
641
poetry.lock
generated
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641
poetry.lock
generated
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@@ -0,0 +1,641 @@
|
||||
[[package]]
|
||||
name = "anyio"
|
||||
version = "3.6.1"
|
||||
description = "High level compatibility layer for multiple asynchronous event loop implementations"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.6.2"
|
||||
|
||||
[package.dependencies]
|
||||
idna = ">=2.8"
|
||||
sniffio = ">=1.1"
|
||||
|
||||
[package.extras]
|
||||
doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
|
||||
test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
|
||||
trio = ["trio (>=0.16)"]
|
||||
|
||||
[[package]]
|
||||
name = "atomicwrites"
|
||||
version = "1.4.1"
|
||||
description = "Atomic file writes."
|
||||
category = "dev"
|
||||
optional = false
|
||||
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
|
||||
|
||||
[[package]]
|
||||
name = "attrs"
|
||||
version = "22.1.0"
|
||||
description = "Classes Without Boilerplate"
|
||||
category = "dev"
|
||||
optional = false
|
||||
python-versions = ">=3.5"
|
||||
|
||||
[package.extras]
|
||||
dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
|
||||
docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
|
||||
tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
|
||||
tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
|
||||
|
||||
[[package]]
|
||||
name = "click"
|
||||
version = "8.1.3"
|
||||
description = "Composable command line interface toolkit"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
|
||||
[package.dependencies]
|
||||
colorama = {version = "*", markers = "platform_system == \"Windows\""}
|
||||
|
||||
[[package]]
|
||||
name = "colorama"
|
||||
version = "0.4.5"
|
||||
description = "Cross-platform colored terminal text."
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
|
||||
|
||||
[[package]]
|
||||
name = "fastapi"
|
||||
version = "0.75.2"
|
||||
description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.6.1"
|
||||
|
||||
[package.dependencies]
|
||||
pydantic = ">=1.6.2,<1.7 || >1.7,<1.7.1 || >1.7.1,<1.7.2 || >1.7.2,<1.7.3 || >1.7.3,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0"
|
||||
starlette = "0.17.1"
|
||||
|
||||
[package.extras]
|
||||
all = ["email_validator (>=1.1.1,<2.0.0)", "itsdangerous (>=1.1.0,<3.0.0)", "jinja2 (>=2.11.2,<4.0.0)", "orjson (>=3.2.1,<4.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "pyyaml (>=5.3.1,<7.0.0)", "requests (>=2.24.0,<3.0.0)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,<6.0.0)", "uvicorn[standard] (>=0.12.0,<0.18.0)"]
|
||||
dev = ["autoflake (>=1.4.0,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "passlib[bcrypt] (>=1.7.2,<2.0.0)", "python-jose[cryptography] (>=3.3.0,<4.0.0)", "uvicorn[standard] (>=0.12.0,<0.18.0)"]
|
||||
doc = ["mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-markdownextradata-plugin (>=0.1.7,<0.3.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pyyaml (>=5.3.1,<7.0.0)", "typer (>=0.4.1,<0.5.0)"]
|
||||
test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==22.3.0)", "databases[sqlite] (>=0.3.2,<0.6.0)", "email_validator (>=1.1.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "flask (>=1.1.2,<3.0.0)", "httpx (>=0.14.0,<0.19.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "orjson (>=3.2.1,<4.0.0)", "peewee (>=3.13.3,<4.0.0)", "pytest (>=6.2.4,<7.0.0)", "pytest-cov (>=2.12.0,<4.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "requests (>=2.24.0,<3.0.0)", "sqlalchemy (>=1.3.18,<1.5.0)", "types-dataclasses (==0.6.5)", "types-orjson (==3.6.2)", "types-ujson (==4.2.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,<6.0.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "h11"
|
||||
version = "0.13.0"
|
||||
description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
|
||||
[[package]]
|
||||
name = "httptools"
|
||||
version = "0.5.0"
|
||||
description = "A collection of framework independent HTTP protocol utils."
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.5.0"
|
||||
|
||||
[package.extras]
|
||||
test = ["Cython (>=0.29.24,<0.30.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "idna"
|
||||
version = "3.4"
|
||||
description = "Internationalized Domain Names in Applications (IDNA)"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.5"
|
||||
|
||||
[[package]]
|
||||
name = "iniconfig"
|
||||
version = "1.1.1"
|
||||
description = "iniconfig: brain-dead simple config-ini parsing"
|
||||
category = "dev"
|
||||
optional = false
|
||||
python-versions = "*"
|
||||
|
||||
[[package]]
|
||||
name = "packaging"
|
||||
version = "21.3"
|
||||
description = "Core utilities for Python packages"
|
||||
category = "dev"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
|
||||
[package.dependencies]
|
||||
pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
|
||||
|
||||
[[package]]
|
||||
name = "pluggy"
|
||||
version = "1.0.0"
|
||||
description = "plugin and hook calling mechanisms for python"
|
||||
category = "dev"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
|
||||
[package.extras]
|
||||
dev = ["pre-commit", "tox"]
|
||||
testing = ["pytest", "pytest-benchmark"]
|
||||
|
||||
[[package]]
|
||||
name = "py"
|
||||
version = "1.11.0"
|
||||
description = "library with cross-python path, ini-parsing, io, code, log facilities"
|
||||
category = "dev"
|
||||
optional = false
|
||||
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
|
||||
|
||||
[[package]]
|
||||
name = "pydantic"
|
||||
version = "1.10.2"
|
||||
description = "Data validation and settings management using python type hints"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
|
||||
[package.dependencies]
|
||||
typing-extensions = ">=4.1.0"
|
||||
|
||||
[package.extras]
|
||||
dotenv = ["python-dotenv (>=0.10.4)"]
|
||||
email = ["email-validator (>=1.0.3)"]
|
||||
|
||||
[[package]]
|
||||
name = "pyparsing"
|
||||
version = "3.0.9"
|
||||
description = "pyparsing module - Classes and methods to define and execute parsing grammars"
|
||||
category = "dev"
|
||||
optional = false
|
||||
python-versions = ">=3.6.8"
|
||||
|
||||
[package.extras]
|
||||
diagrams = ["jinja2", "railroad-diagrams"]
|
||||
|
||||
[[package]]
|
||||
name = "pytest"
|
||||
version = "6.2.5"
|
||||
description = "pytest: simple powerful testing with Python"
|
||||
category = "dev"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
|
||||
[package.dependencies]
|
||||
atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
|
||||
attrs = ">=19.2.0"
|
||||
colorama = {version = "*", markers = "sys_platform == \"win32\""}
|
||||
iniconfig = "*"
|
||||
packaging = "*"
|
||||
pluggy = ">=0.12,<2.0"
|
||||
py = ">=1.8.2"
|
||||
toml = "*"
|
||||
|
||||
[package.extras]
|
||||
testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
|
||||
|
||||
[[package]]
|
||||
name = "python-dotenv"
|
||||
version = "0.21.0"
|
||||
description = "Read key-value pairs from a .env file and set them as environment variables"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
|
||||
[package.extras]
|
||||
cli = ["click (>=5.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "PyYAML"
|
||||
version = "6.0"
|
||||
description = "YAML parser and emitter for Python"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
|
||||
[[package]]
|
||||
name = "sniffio"
|
||||
version = "1.3.0"
|
||||
description = "Sniff out which async library your code is running under"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
|
||||
[[package]]
|
||||
name = "starlette"
|
||||
version = "0.17.1"
|
||||
description = "The little ASGI library that shines."
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.6"
|
||||
|
||||
[package.dependencies]
|
||||
anyio = ">=3.0.0,<4"
|
||||
|
||||
[package.extras]
|
||||
full = ["itsdangerous", "jinja2", "python-multipart", "pyyaml", "requests"]
|
||||
|
||||
[[package]]
|
||||
name = "toml"
|
||||
version = "0.10.2"
|
||||
description = "Python Library for Tom's Obvious, Minimal Language"
|
||||
category = "dev"
|
||||
optional = false
|
||||
python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
|
||||
|
||||
[[package]]
|
||||
name = "typing-extensions"
|
||||
version = "4.3.0"
|
||||
description = "Backported and Experimental Type Hints for Python 3.7+"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
|
||||
[[package]]
|
||||
name = "Unidecode"
|
||||
version = "1.3.4"
|
||||
description = "ASCII transliterations of Unicode text"
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.5"
|
||||
|
||||
[[package]]
|
||||
name = "uvicorn"
|
||||
version = "0.18.3"
|
||||
description = "The lightning-fast ASGI server."
|
||||
category = "main"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
|
||||
[package.dependencies]
|
||||
click = ">=7.0"
|
||||
colorama = {version = ">=0.4", optional = true, markers = "sys_platform == \"win32\" and extra == \"standard\""}
|
||||
h11 = ">=0.8"
|
||||
httptools = {version = ">=0.4.0", optional = true, markers = "extra == \"standard\""}
|
||||
python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
|
||||
pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
|
||||
uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
|
||||
watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
|
||||
websockets = {version = ">=10.0", optional = true, markers = "extra == \"standard\""}
|
||||
|
||||
[package.extras]
|
||||
standard = ["colorama (>=0.4)", "httptools (>=0.4.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "uvloop"
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||||
{file = "websockets-10.3-pp37-pypy37_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:7934e055fd5cd9dee60f11d16c8d79c4567315824bacb1246d0208a47eca9755"},
|
||||
{file = "websockets-10.3-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:3eda1cb7e9da1b22588cefff09f0951771d6ee9fa8dbe66f5ae04cc5f26b2b55"},
|
||||
{file = "websockets-10.3.tar.gz", hash = "sha256:fc06cc8073c8e87072138ba1e431300e2d408f054b27047d047b549455066ff4"},
|
||||
]
|
||||
whisper = []
|
||||
28
pyproject.toml
Normal file
28
pyproject.toml
Normal file
@@ -0,0 +1,28 @@
|
||||
[tool.poetry]
|
||||
name = "whisper-asr-webservice"
|
||||
version = "1.0.0"
|
||||
description = "Whisper ASR Webservice is a general-purpose speech recognition webservice. "
|
||||
authors = [
|
||||
"Ahmet Öner",
|
||||
"Besim Alibegovic",
|
||||
]
|
||||
packages = [{ include = "whisper_asr", from = "src" }]
|
||||
|
||||
[tool.poetry.scripts]
|
||||
whisper_asr = "whisper_asr.webservice:start"
|
||||
|
||||
|
||||
[tool.poetry.dependencies]
|
||||
python = "^3.8"
|
||||
unidecode = "^1.3.4"
|
||||
fastapi = "^0.75.1"
|
||||
uvicorn = { extras = ["standard"], version = "^0.18.2" }
|
||||
whisper = {git = "https://github.com/openai/whisper.git"}
|
||||
|
||||
|
||||
[tool.poetry.dev-dependencies]
|
||||
pytest = "^6.2.5"
|
||||
|
||||
[build-system]
|
||||
requires = ["poetry-core>=1.0.0"]
|
||||
build-backend = "poetry.core.masonry.api"
|
||||
30
src/whisper_asr/webservice.py
Normal file
30
src/whisper_asr/webservice.py
Normal file
@@ -0,0 +1,30 @@
|
||||
import uvicorn
|
||||
from fastapi import FastAPI, Request
|
||||
import whisper
|
||||
|
||||
app = FastAPI()
|
||||
model = whisper.load_model("base")
|
||||
|
||||
@app.post("/asr")
|
||||
def asr_result(req: Request):
|
||||
|
||||
# load audio and pad/trim it to fit 30 seconds
|
||||
audio = whisper.load_audio("audio.mp3")
|
||||
audio = whisper.pad_or_trim(audio)
|
||||
|
||||
# make log-Mel spectrogram and move to the same device as the model
|
||||
mel = whisper.log_mel_spectrogram(audio).to(model.device)
|
||||
|
||||
# detect the spoken language
|
||||
_, probs = model.detect_language(mel)
|
||||
print(f"Detected language: {max(probs, key=probs.get)}")
|
||||
|
||||
# decode the audio
|
||||
options = whisper.DecodingOptions()
|
||||
result = whisper.decode(model, mel, options)
|
||||
|
||||
return "test"
|
||||
|
||||
|
||||
def start():
|
||||
uvicorn.run(app, host="0.0.0.0", port="9000", log_level="info")
|
||||
Reference in New Issue
Block a user