OpenAI Whisper Demo

$OpenAI-Whisper-Demo.md

OpeanAI Whisper Demo

If you have docker, try this:

cat <<EOF > /tmp/docker-init.sh
apt update && apt install python3-pip ffmpeg git -y
git clone https://gist.github.com/kpe/6a70395ce171ffee43d927eaf90b81b6 /tmp/whisper
cd /tmp/whisper
pip3 install -r requirements.txt
python3 -m whisper_demo
EOF
docker run -ti --rm --name whisper -p 7860:7860/tcp -v /tmp/docker-init.sh:/tmp/init.sh ubuntu /bin/bash --rcfile /tmp/init.sh

(this would download quite some stuff, so you might consider skipping the --rm option above)

or if you have an Ubuntu VM, you could try something along these lines:

sudo apt update && sudo apt install python3-pip3 ffmpeg git -y
git clone https://gist.github.com/kpe/6a70395ce171ffee43d927eaf90b81b6 /tmp/whisper
cd /tmp/whisper
pip3 install -r requirements.txt
python3 -m whisper_demo

And at last click on the https://{uid}-gradio.live link shown in the console

.envrc

[ -f .env ] && source .env

layout_poetry

.gitignore

__pycache__

.projectile

.python-version

3.10.4

poetry.lock

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]

[package.dependencies]
idna = ">=2.0"
multidict = ">=4.0"

[[package]]
name = "zipp"
version = "3.15.0"
description = "Backport of pathlib-compatible object wrapper for zip files"
category = "main"
optional = false
python-versions = ">=3.7"
files = [
    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
]

[package.extras]
docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]

[metadata]
lock-version = "2.0"
python-versions = "^3.9"
content-hash = "be8824ebac54e1c8478834ecfe9a167abbc221270212583e63bffecc98ade3aa"

poetry.toml

[virtualenvs]
in-project = true

pyproject.toml

[tool.poetry]
name = "demo-asr-whisper"
version = "0.1.0"
description = ""
authors = ["kpe"]
readme = "README.md"
packages = [{include = "demo_asr_whisper"}]

[[tool.poetry.source]]
name = "pytorch-cpu"
url = "https://download.pytorch.org/whl/cpu"
default = false
secondary = true

[tool.poetry.dependencies]
python = "^3.9"
torch = {version = "^2.0.1+cpu", source = "pytorch-cpu"}
gradio = "^3.30.0"
openai-whisper = "^20230314"


[tool.poetry.group.dev.dependencies]
bpython = "^0.24"

[build-system]
requires = ["poetry-core"]
build-backend = "poetry.core.masonry.api"

requirements.txt

openai-whisper @ git+https://github.com/openai/whisper.git@7858aa9c08d98f75575035ecd6481f462d66ca27
gradio

whisper_demo.py

#!/usr/bin/env python3

import gradio as gr
import whisper
from datetime import datetime

def sendToWhisper(audio_record, audio_upload, task, model_name, language_selected, results):
    start, result = datetime.now(), [model_name, None, language_selected, None, None]

    audio = audio_record or audio_upload
    if audio is None:
        return [["No input"]*5]

    model = whisper.load_model(model_name)
    mel = whisper.log_mel_spectrogram(whisper.pad_or_trim(whisper.load_audio(audio))).to(model.device)

    results.append(result)

    prob, language = 0, language_selected

    if language == "none":
        langugage = None
    elif language == "detect":
        _, probs = model.detect_language(mel)
        language = max(probs, key=probs.get)
        prob = probs[language]
        print(f"detected language: {model_name} - {language}")

    result[2:4] = [language, str(prob)]
    print(f"using model: {model_name} - {language} - {task}")

    options = whisper.DecodingOptions(fp16 = False, task=task, language=language)
    output_text = whisper.decode(model, mel, options)

    result[1], result[4] = output_text.text, str((datetime.now() - start).total_seconds())
    return results

CSS = """
#audio_inputs {
    height:100px;
    max-height:100px;
}
"""
LANGUAGES = [ "en", "zh", "de", "es", "ru", "ko", "fr", "ja", "pt", "tr", "pl", "ca", "nl", "ar", "sv", "it", "id", "hi", "fi", "vi", "iw", "uk", "el", "ms", "cs", "ro", "da", "hu", "ta", "no", "th", "ur", "hr", "bg", "lt", "la", "mi", "ml", "cy", "sk", "te", "fa", "lv", "bn", "sr", "az", "sl", "kn", "et", "mk", "br", "eu", "is", "hy", "ne", "mn", "bs", "kk", "sq", "sw", "gl", "mr", "pa", "si", "km", "sn", "yo", "so", "af", "oc", "ka", "be", "tg", "sd", "gu", "am", "yi", "lo", "uz", "fo", "ht", "ps", "tk", "nn", "mt", "sa", "lb", "my", "bo", "tl", "mg", "as", "tt", "haw", "ln", "ha", "ba", "jw", "su" ]

all_models = whisper.available_models()
with gr.Blocks(css=CSS) as demo:

    gr.Markdown("### [OpenAI Whisper](https://openai.com/blog/whisper/)  Demo")
    gr.Markdown("A [Gradio](https://gradio.app) based Speech-to-Text (aka ASR) Demo of the [Open AI Whisper Model](https://github.com/openai/whisper)")
    gr.Markdown('<p align="right"><a href="https://huggingface.co/spaces/davidtsong/whisper-demo">inspired</a> and built like <a href="https://gist.github.com/kpe/6a70395ce171ffee43d927eaf90b81b6/#file-openai-whisper-demo-md">so</a></p>')

    results = gr.State([])
    with gr.Column():

        gr.Markdown("### Record or upload audio")

        with gr.Row():
            audio_record = gr.Audio(source="microphone", type="filepath", elem_id="audio_inputs", label="Recorded Audio")
            audio_upload = gr.Audio(source="upload", type="filepath", interactive=True, elem_id="audio_inputs")

        gr.Markdown("### Select a model and language")

        with gr.Row():
            models_selected = gr.Dropdown(all_models, label="Whisper model to use", value="tiny")
            language = gr.Dropdown(["detect", "none"] + LANGUAGES, label="Language", value="detect")
            task = gr.Dropdown(["transcribe", "translate"], label="Task", value="transcribe")
        submit = gr.Button(value="Transcribe")

        gr.Markdown("### Result")
        output = gr.Dataframe(headers=["Model", "Transcription", "Language", "Language Confidence", "Time [s]"], label="Results", wrap=True)

    submit.click(fn=sendToWhisper, inputs=[audio_record, audio_upload, task, models_selected, language, results], outputs=output)

demo.launch(share=True)