\u2705 \u670d\u52a1\u5668\u4e0a\u8fd0\u884c Whisper\uff08\u7528 GPU \u52a0\u901f\uff09
\u2705 \u7f51\u9875\u754c\u9762\u767b\u5f55\uff08\u8d26\u53f7\u5bc6\u7801\uff09
\u2705 \u4e0a\u4f20\u97f3\u9891\u6587\u4ef6\u8fdb\u884c\u8bc6\u522b
\u2705 \u53ef\u9009\u8bed\u8a00\uff08\u6216\u81ea\u52a8\u68c0\u6d4b\uff09
\u2705 \u8fd4\u56de\u6587\u672c\u7ed3\u679c<\/p>\n\n\n\n
\u5b89\u88c5 NVIDIA \u9a71\u52a8 + CUDA\uff08\u4ee5 Ubuntu \u4e3a\u4f8b\uff09\uff1a<\/p>\n\n\n\n
sudo apt update
sudo apt install nvidia-driver-535 nvidia-cuda-toolkit
<\/code><\/pre>\n\n\n\n\u9a8c\u8bc1\uff1a<\/p>\n\n\n\n
nvidia-smi
<\/code><\/pre>\n\n\n\n
\n\n\n\n\ud83d\udfe2 \u4e8c\u3001Python \u73af\u5883<\/h2>\n\n\n\n1\ufe0f\u20e3 \u5b89\u88c5 Python<\/h3>\n\n\n\n
\u5efa\u8bae Python 3.9+<\/p>\n\n\n\n
sudo apt install python3 python3-venv python3-pip
<\/code><\/pre>\n\n\n\n
\n\n\n\n2\ufe0f\u20e3 \u521b\u5efa\u865a\u62df\u73af\u5883<\/h3>\n\n\n\npython3 -m venv ~\/whisper-env
source ~\/whisper-env\/bin\/activate
<\/code><\/pre>\n\n\n\n
\n\n\n\n\ud83d\udfe2 \u4e09\u3001\u5b89\u88c5\u4f9d\u8d56<\/h2>\n\n\n\npip install --upgrade pip
pip install openai-whisper flask flask-login werkzeug
<\/code><\/pre>\n\n\n\n
\n\n\n\n\ud83d\udfe2 \u56db\u3001Flask \u5e94\u7528\u76ee\u5f55\u7ed3\u6784<\/h2>\n\n\n\n
\u5728\u670d\u52a1\u5668\u4e0a\u5efa\u4e00\u4e2a\u9879\u76ee\u76ee\u5f55\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n
~\/whisper-web\/
\u251c\u2500\u2500 app.py
\u251c\u2500\u2500 templates\/
\u2502 \u251c\u2500\u2500 login.html
\u2502 \u251c\u2500\u2500 upload.html
\u2502 \u2514\u2500\u2500 result.html
\u251c\u2500\u2500 static\/
\u2502 \u2514\u2500\u2500 style.css
\u251c\u2500\u2500 users.json
<\/code><\/pre>\n\n\n\n
\n\n\n\n\ud83d\udfe2 \u4e94\u3001\u6838\u5fc3\u4ee3\u7801\uff08\u793a\u4f8b\uff09<\/h2>\n\n\n\napp.py<\/code><\/h3>\n\n\n\nimport os
import whisper
from flask import Flask, render_template, request, redirect, url_for, flash, session
from flask_login import LoginManager, UserMixin, login_user, login_required, logout_user, current_user
app = Flask(__name__)
app.secret_key = 'your_secret_key'
login_manager = LoginManager()
login_manager.init_app(app)
# \u7b80\u5355\u7528\u6237\u8868\uff08\u793a\u4f8b\uff09
USERS = {'admin': {'password': 'test123'}}
class User(UserMixin):
def __init__(self, id):
self.id = id
@login_manager.user_loader
def load_user(user_id):
if user_id in USERS:
return User(user_id)
return None
# \u52a0\u8f7d Whisper \u6a21\u578b\uff08\u53ef\u6539\u6210 large \/ medium\uff09
model = whisper.load_model(\"medium\", device=\"cuda\")
@app.route(\"\/\", methods=[\"GET\", \"POST\"])
def login():
if request.method == \"POST\":
username = request.form[\"username\"]
password = request.form[\"password\"]
if username in USERS and USERS[username]['password'] == password:
user = User(username)
login_user(user)
return redirect(url_for(\"upload\"))
else:
flash(\"Invalid credentials\")
return render_template(\"login.html\")
@app.route(\"\/upload\", methods=[\"GET\", \"POST\"])
@login_required
def upload():
if request.method == \"POST\":
if \"file\" not in request.files:
flash(\"No file uploaded\")
return redirect(request.url)
file = request.files[\"file\"]
language = request.form.get(\"language\", \"auto\")
if file.filename == \"\":
flash(\"No selected file\")
return redirect(request.url)
filename = os.path.join(\"uploads\", file.filename)
os.makedirs(\"uploads\", exist_ok=True)
file.save(filename)
# \u5904\u7406\u8bc6\u522b
if language == \"auto\":
result = model.transcribe(filename)
else:
result = model.transcribe(filename, language=language)
os.remove(filename) # \u53ef\u4fdd\u7559\u6587\u4ef6\u4e5f\u884c
return render_template(\"result.html\", text=result[\"text\"])
return render_template(\"upload.html\")
@app.route(\"\/logout\")
@login_required
def logout():
logout_user()
return redirect(url_for(\"login\"))
if __name__ == \"__main__\":
app.run(host=\"0.0.0.0\", port=5000)
<\/code><\/pre>\n\n\n\n
\n\n\n\nHTML \u6587\u4ef6<\/h3>\n\n\n\ntemplates\/login.html<\/code><\/h4>\n\n\n\n<!doctype html>
<title>Login<\/title>
<h2>Login<\/h2>
<form method=\"post\">
Username: <input type=\"text\" name=\"username\"><br>
Password: <input type=\"password\" name=\"password\"><br>
<input type=\"submit\" value=\"Login\">
<\/form>
<\/code><\/pre>\n\n\n\n
\n\n\n\ntemplates\/upload.html<\/code><\/h4>\n\n\n\n<!doctype html>
<title>Upload Audio<\/title>
<h2>Upload Audio File<\/h2>
<form method=\"post\" enctype=\"multipart\/form-data\">
<input type=\"file\" name=\"file\"><br>
Language:
<select name=\"language\">
<option value=\"auto\">Auto Detect<\/option>
<option value=\"en\">English<\/option>
<option value=\"ja\">Japanese<\/option>
<option value=\"zh\">Chinese<\/option>
<!-- \u53ef\u6dfb\u52a0\u5176\u4ed6 -->
<\/select><br>
<input type=\"submit\" value=\"Upload and Transcribe\">
<\/form>
<a href=\"{{ url_for('logout') }}\">Logout<\/a>
<\/code><\/pre>\n\n\n\n
\n\n\n\ntemplates\/result.html<\/code><\/h4>\n\n\n\n<!doctype html>
<title>Result<\/title>
<h2>Transcription Result<\/h2>
<pre>{{ text }}<\/pre>
<a href=\"{{ url_for('upload') }}\">Transcribe Another<\/a> |
<a href=\"{{ url_for('logout') }}\">Logout<\/a>
<\/code><\/pre>\n\n\n\n
\n\n\n\n\ud83d\udfe2 \u516d\u3001\u8fd0\u884c\u6d4b\u8bd5<\/h2>\n\n\n\nsource ~\/whisper-env\/bin\/activate
python app.py
<\/code><\/pre>\n\n\n\n\u6d4f\u89c8\u5668\u8bbf\u95ee\uff1a<\/p>\n\n\n\n
http:\/\/<\u4f60\u7684\u670d\u52a1\u5668IP>:5000
<\/code><\/pre>\n\n\n\n
\n\n\n\n\ud83d\udfe2 \u4e03\u3001(\u53ef\u9009) Nginx + Gunicorn \u90e8\u7f72<\/h2>\n\n\n\n
\u5982\u679c\u9700\u8981\u751f\u4ea7\u73af\u5883\u4e0a\u7ebf\uff0c\u53ef\u7528 Gunicorn + Nginx\uff1a<\/p>\n\n\n\n
pip install gunicorn
gunicorn -w 4 -b 0.0.0.0:5000 app:app
<\/code><\/pre>\n\n\n\n\u7136\u540e Nginx \u914d\u7f6e\u4e00\u4e2a\u53cd\u5411\u4ee3\u7406\u5230 127.0.0.1:5000<\/code>\u3002<\/p>\n\n\n\n
\n\n\n\n\u2705 \u603b\u7ed3<\/h2>\n\n\n\n\ud83c\udfaf \u529f\u80fd<\/h3>\n\n\n\n\n- \u767b\u5f55\u9a8c\u8bc1<\/li>\n\n\n\n
- \u4e0a\u4f20\u97f3\u9891\u6587\u4ef6<\/li>\n\n\n\n
- \u8bed\u8a00\u9009\u62e9<\/li>\n\n\n\n
- Whisper GPU \u63a8\u7406<\/li>\n\n\n\n
- \u7f51\u9875\u8fd4\u56de\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n
\n\n\n\n\ud83d\udd25 \u672a\u6765\u53ef\u6269\u5c55<\/h3>\n\n\n\n\n- \u6dfb\u52a0\u4efb\u52a1\u961f\u5217\uff08Celery\uff09<\/li>\n\n\n\n
- \u6587\u4ef6\u5386\u53f2\u7ba1\u7406<\/li>\n\n\n\n
- \u591a\u7528\u6237\u6ce8\u518c<\/li>\n\n\n\n
- Docker \u4e00\u952e\u90e8\u7f72<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"
\ud83c\udfaf \u529f\u80fd\u76ee\u6807 \u2705 \u670d\u52a1\u5668\u4e0a\u8fd0\u884c Whisper\uff08\u7528 GPU \u52a0\u901f\uff09\u2705 \u7f51\u9875\u754c\u9762\u767b\u5f55\uff08\u8d26\u53f7\u5bc6\u7801\uff09\u2705 \u4e0a\u4f20\u97f3\u9891\u6587\u4ef6\u8fdb\u884c\u8bc6\u522b\u2705 \u53ef\u9009\u8bed\u8a00\uff08\u6216\u81ea\u52a8\u68c0\u6d4b\uff09\u2705 \u8fd4\u56de\u6587\u672c\u7ed3\u679c \ud83d\udfe2 \u4e00\u3001\u670d\u52a1\u5668\u51c6\u5907 1\ufe0f\u20e3 \u786c\u4ef6 2\ufe0f\u20e3 \u9a71\u52a8 & CUDA \u5b89\u88c5 NVIDIA \u9a71\u52a8 + CUDA\uff08\u4ee5 Ubuntu \u4e3a\u4f8b\uff09\uff1a sudo apt updatesudo apt install nvidia-driver-535 nvidia-cuda-toolkit \u9a8c\u8bc1\uff1a nvidia-smi \ud83d\udfe2 \u4e8c\u3001Python \u73af\u5883 1\ufe0f\u20e3 \u5b89\u88c5 Python \u5efa\u8bae Python 3.9+ sudo apt install python3 python3-venv python3-pip …<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[214],"tags":[],"class_list":["post-4620","post","type-post","status-publish","format-standard","hentry","category-aun400lvwmcv6sr"],"_links":{"self":[{"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/posts\/4620","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/comments?post=4620"}],"version-history":[{"count":1,"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/posts\/4620\/revisions"}],"predecessor-version":[{"id":4621,"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/posts\/4620\/revisions\/4621"}],"wp:attachment":[{"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/media?parent=4620"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/categories?post=4620"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/eternalsphere.net\/echoes\/index.php\/wp-json\/wp\/v2\/tags?post=4620"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}