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@ -0,0 +1,2 @@
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storage
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test*
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@ -0,0 +1,174 @@
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# Byte-compiled / optimized / DLL files
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||||||
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__pycache__/
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||||||
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*.py[cod]
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||||||
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*$py.class
|
||||||
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|
||||||
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# C extensions
|
||||||
|
*.so
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||||||
|
|
||||||
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# Distribution / packaging
|
||||||
|
.Python
|
||||||
|
build/
|
||||||
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develop-eggs/
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||||||
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dist/
|
||||||
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downloads/
|
||||||
|
eggs/
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||||||
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.eggs/
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||||||
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lib/
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||||||
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lib64/
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||||||
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parts/
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||||||
|
sdist/
|
||||||
|
var/
|
||||||
|
wheels/
|
||||||
|
share/python-wheels/
|
||||||
|
*.egg-info/
|
||||||
|
.installed.cfg
|
||||||
|
*.egg
|
||||||
|
MANIFEST
|
||||||
|
|
||||||
|
# PyInstaller
|
||||||
|
# Usually these files are written by a python script from a template
|
||||||
|
# before PyInstaller builds the exe, so as to inject date/other infos into it.
|
||||||
|
*.manifest
|
||||||
|
*.spec
|
||||||
|
|
||||||
|
# Installer logs
|
||||||
|
pip-log.txt
|
||||||
|
pip-delete-this-directory.txt
|
||||||
|
|
||||||
|
# Unit test / coverage reports
|
||||||
|
htmlcov/
|
||||||
|
.tox/
|
||||||
|
.nox/
|
||||||
|
.coverage
|
||||||
|
.coverage.*
|
||||||
|
.cache
|
||||||
|
nosetests.xml
|
||||||
|
coverage.xml
|
||||||
|
*.cover
|
||||||
|
*.py,cover
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||||||
|
.hypothesis/
|
||||||
|
.pytest_cache/
|
||||||
|
cover/
|
||||||
|
|
||||||
|
# Translations
|
||||||
|
*.mo
|
||||||
|
*.pot
|
||||||
|
|
||||||
|
# Django stuff:
|
||||||
|
*.log
|
||||||
|
local_settings.py
|
||||||
|
db.sqlite3
|
||||||
|
db.sqlite3-journal
|
||||||
|
|
||||||
|
# Flask stuff:
|
||||||
|
instance/
|
||||||
|
.webassets-cache
|
||||||
|
|
||||||
|
# Scrapy stuff:
|
||||||
|
.scrapy
|
||||||
|
|
||||||
|
# Sphinx documentation
|
||||||
|
docs/_build/
|
||||||
|
|
||||||
|
# PyBuilder
|
||||||
|
.pybuilder/
|
||||||
|
target/
|
||||||
|
|
||||||
|
# Jupyter Notebook
|
||||||
|
.ipynb_checkpoints
|
||||||
|
|
||||||
|
# IPython
|
||||||
|
profile_default/
|
||||||
|
ipython_config.py
|
||||||
|
|
||||||
|
# pyenv
|
||||||
|
# For a library or package, you might want to ignore these files since the code is
|
||||||
|
# intended to run in multiple environments; otherwise, check them in:
|
||||||
|
# .python-version
|
||||||
|
|
||||||
|
# pipenv
|
||||||
|
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
||||||
|
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
||||||
|
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
||||||
|
# install all needed dependencies.
|
||||||
|
#Pipfile.lock
|
||||||
|
|
||||||
|
# UV
|
||||||
|
# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
|
||||||
|
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
||||||
|
# commonly ignored for libraries.
|
||||||
|
#uv.lock
|
||||||
|
|
||||||
|
# poetry
|
||||||
|
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
||||||
|
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
||||||
|
# commonly ignored for libraries.
|
||||||
|
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
|
||||||
|
#poetry.lock
|
||||||
|
|
||||||
|
# pdm
|
||||||
|
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
|
||||||
|
#pdm.lock
|
||||||
|
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
|
||||||
|
# in version control.
|
||||||
|
# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
|
||||||
|
.pdm.toml
|
||||||
|
.pdm-python
|
||||||
|
.pdm-build/
|
||||||
|
|
||||||
|
# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
|
||||||
|
__pypackages__/
|
||||||
|
|
||||||
|
# Celery stuff
|
||||||
|
celerybeat-schedule
|
||||||
|
celerybeat.pid
|
||||||
|
|
||||||
|
# SageMath parsed files
|
||||||
|
*.sage.py
|
||||||
|
|
||||||
|
# Environments
|
||||||
|
.env
|
||||||
|
.venv
|
||||||
|
env/
|
||||||
|
venv/
|
||||||
|
ENV/
|
||||||
|
env.bak/
|
||||||
|
venv.bak/
|
||||||
|
|
||||||
|
# Spyder project settings
|
||||||
|
.spyderproject
|
||||||
|
.spyproject
|
||||||
|
|
||||||
|
# Rope project settings
|
||||||
|
.ropeproject
|
||||||
|
|
||||||
|
# mkdocs documentation
|
||||||
|
/site
|
||||||
|
|
||||||
|
# mypy
|
||||||
|
.mypy_cache/
|
||||||
|
.dmypy.json
|
||||||
|
dmypy.json
|
||||||
|
|
||||||
|
# Pyre type checker
|
||||||
|
.pyre/
|
||||||
|
|
||||||
|
# pytype static type analyzer
|
||||||
|
.pytype/
|
||||||
|
|
||||||
|
# Cython debug symbols
|
||||||
|
cython_debug/
|
||||||
|
|
||||||
|
# PyCharm
|
||||||
|
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
|
||||||
|
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
|
||||||
|
# and can be added to the global gitignore or merged into this file. For a more nuclear
|
||||||
|
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
|
||||||
|
#.idea/
|
||||||
|
|
||||||
|
# Ruff stuff:
|
||||||
|
.ruff_cache/
|
||||||
|
|
||||||
|
# PyPI configuration file
|
||||||
|
.pypirc
|
|
@ -0,0 +1,13 @@
|
||||||
|
import os
|
||||||
|
from dotenv import load_dotenv
|
||||||
|
|
||||||
|
def load_config():
|
||||||
|
load_dotenv()
|
||||||
|
return {
|
||||||
|
"REDIS_HOST": os.getenv("REDIS_HOST", "localhost"),
|
||||||
|
"REDIS_PORT": int(os.getenv("REDIS_PORT", "6379")),
|
||||||
|
"WHISPER_MODEL": os.getenv("WHISPER_MODEL", "dvislobokov/whisper-large-v3-turbo-russian"),
|
||||||
|
"DEVICE": os.getenv("DEVICE", "cuda"),
|
||||||
|
"AUDIO_TASK_CHANNEL": os.getenv("AUDIO_TASK_CHANNEL", "audio_tasks"),
|
||||||
|
"TEXT_RESULT_CHANNEL": os.getenv("TEXT_RESULT_CHANNEL", "texts"),
|
||||||
|
}
|
|
@ -0,0 +1,53 @@
|
||||||
|
import asyncio
|
||||||
|
import json
|
||||||
|
from config import load_config
|
||||||
|
from models import AudioTask
|
||||||
|
from redis_client import RedisClient
|
||||||
|
from transcriber import WhisperTranscriber
|
||||||
|
|
||||||
|
async def process_audio_task(redis_client: RedisClient, transcriber: WhisperTranscriber, task_data: dict):
|
||||||
|
try:
|
||||||
|
task = AudioTask(**task_data)
|
||||||
|
except Exception as e:
|
||||||
|
print(f"Error creating AudioTask from data: {e}")
|
||||||
|
return
|
||||||
|
|
||||||
|
print(f"Processing task {task.uuid} ...")
|
||||||
|
loop = asyncio.get_running_loop()
|
||||||
|
text = await loop.run_in_executor(None, transcriber.transcribe, task.file_path)
|
||||||
|
|
||||||
|
result = {
|
||||||
|
"chat_id": task.chat_id,
|
||||||
|
"user_id": task.user_id,
|
||||||
|
"message_id": task.message_id,
|
||||||
|
"text": text
|
||||||
|
}
|
||||||
|
await redis_client.publish_result(result)
|
||||||
|
print(f"Published result for task {task.uuid}")
|
||||||
|
|
||||||
|
async def main():
|
||||||
|
config = load_config()
|
||||||
|
redis_client = RedisClient(
|
||||||
|
host=config["REDIS_HOST"],
|
||||||
|
port=config["REDIS_PORT"],
|
||||||
|
task_channel=config["AUDIO_TASK_CHANNEL"],
|
||||||
|
result_channel=config["TEXT_RESULT_CHANNEL"]
|
||||||
|
)
|
||||||
|
transcriber = WhisperTranscriber(config["WHISPER_MODEL"], config["DEVICE"])
|
||||||
|
|
||||||
|
pubsub = await redis_client.subscribe_tasks()
|
||||||
|
print("Subscribed to audio_tasks channel. Waiting for tasks...")
|
||||||
|
|
||||||
|
while True:
|
||||||
|
message = await pubsub.get_message(ignore_subscribe_messages=True, timeout=1.0)
|
||||||
|
if message:
|
||||||
|
try:
|
||||||
|
task_data = json.loads(message["data"])
|
||||||
|
except Exception as e:
|
||||||
|
print(f"Error parsing task message: {e}")
|
||||||
|
continue
|
||||||
|
asyncio.create_task(process_audio_task(redis_client, transcriber, task_data))
|
||||||
|
await asyncio.sleep(0.1)
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
asyncio.run(main())
|
|
@ -0,0 +1,9 @@
|
||||||
|
from dataclasses import dataclass
|
||||||
|
|
||||||
|
@dataclass
|
||||||
|
class AudioTask:
|
||||||
|
uuid: str
|
||||||
|
file_path: str
|
||||||
|
user_id: int
|
||||||
|
chat_id: int
|
||||||
|
message_id: int
|
|
@ -0,0 +1,16 @@
|
||||||
|
import json
|
||||||
|
import redis.asyncio as redis
|
||||||
|
|
||||||
|
class RedisClient:
|
||||||
|
def __init__(self, host: str, port: int, task_channel: str, result_channel: str):
|
||||||
|
self.client = redis.Redis(host=host, port=port, decode_responses=True)
|
||||||
|
self.task_channel = task_channel
|
||||||
|
self.result_channel = result_channel
|
||||||
|
|
||||||
|
async def subscribe_tasks(self):
|
||||||
|
pubsub = self.client.pubsub()
|
||||||
|
await pubsub.subscribe(self.task_channel)
|
||||||
|
return pubsub
|
||||||
|
|
||||||
|
async def publish_result(self, result: dict):
|
||||||
|
await self.client.publish(self.result_channel, json.dumps(result))
|
|
@ -0,0 +1,11 @@
|
||||||
|
--index-url https://download.pytorch.org/whl/cu121
|
||||||
|
|
||||||
|
torch==2.5.1
|
||||||
|
torchvision==0.20.1
|
||||||
|
torchaudio==2.5.1
|
||||||
|
|
||||||
|
--index-url https://pypi.org/simple
|
||||||
|
|
||||||
|
transformers
|
||||||
|
redis>=4.2.0
|
||||||
|
python-dotenv
|
|
@ -0,0 +1,16 @@
|
||||||
|
from transformers import pipeline
|
||||||
|
|
||||||
|
class WhisperTranscriber:
|
||||||
|
def __init__(self, model_name: str, device: str = "cuda"):
|
||||||
|
print("Loading Whisper model...")
|
||||||
|
self.pipe = pipeline(
|
||||||
|
task="automatic-speech-recognition",
|
||||||
|
model=model_name,
|
||||||
|
tokenizer=model_name,
|
||||||
|
device=0 if device == "cuda" else -1
|
||||||
|
)
|
||||||
|
print("Whisper model loaded.")
|
||||||
|
|
||||||
|
def transcribe(self, audio_file: str) -> str:
|
||||||
|
result = self.pipe(audio_file)
|
||||||
|
return result.get("text", "").strip()
|
|
@ -2,6 +2,7 @@ import os
|
||||||
import uuid
|
import uuid
|
||||||
from functools import partial
|
from functools import partial
|
||||||
from aiogram import types, Dispatcher, F
|
from aiogram import types, Dispatcher, F
|
||||||
|
import ffmpeg
|
||||||
|
|
||||||
async def handle_voice_and_video(message: types.Message, redis_service, storage_path: str):
|
async def handle_voice_and_video(message: types.Message, redis_service, storage_path: str):
|
||||||
file_id = None
|
file_id = None
|
||||||
|
@ -17,24 +18,60 @@ async def handle_voice_and_video(message: types.Message, redis_service, storage_
|
||||||
file_path = file.file_path
|
file_path = file.file_path
|
||||||
|
|
||||||
file_uuid = str(uuid.uuid4())
|
file_uuid = str(uuid.uuid4())
|
||||||
filename = f"{file_uuid}_{os.path.basename(file_path)}"
|
original_filename = os.path.basename(file_path)
|
||||||
|
temp_filename = f"{file_uuid}_{original_filename}"
|
||||||
|
|
||||||
os.makedirs(storage_path, exist_ok=True)
|
os.makedirs(storage_path, exist_ok=True)
|
||||||
destination = os.path.join(storage_path, filename)
|
|
||||||
|
temp_destination = os.path.join(storage_path, temp_filename)
|
||||||
|
|
||||||
await message.bot.download_file(file_path, destination)
|
await message.bot.download_file(file_path, temp_destination)
|
||||||
|
|
||||||
|
wav_filename = f"{file_uuid}.wav"
|
||||||
|
wav_destination = os.path.join(storage_path, wav_filename)
|
||||||
|
|
||||||
|
convert_to_wav(temp_destination, wav_destination)
|
||||||
|
|
||||||
|
os.remove(temp_destination)
|
||||||
|
|
||||||
task_data = {
|
task_data = {
|
||||||
"uuid": file_uuid,
|
"uuid": file_uuid,
|
||||||
"file_local_path": destination,
|
"file_path": wav_destination,
|
||||||
"user_id": message.from_user.id,
|
"user_id": message.from_user.id,
|
||||||
"chat_id": message.chat.id
|
"chat_id": message.chat.id,
|
||||||
|
"message_id": message.message_id
|
||||||
}
|
}
|
||||||
redis_service.publish_task(task_data)
|
|
||||||
await message.reply("Your message has been received and queued for processing.")
|
await redis_service.publish_task(task_data)
|
||||||
|
await message.reply("Your message has been received, converted to WAV, and queued for processing.\nWaiting for transcription...")
|
||||||
|
|
||||||
|
text = await redis_service.wait_for_text(
|
||||||
|
user_id=message.from_user.id,
|
||||||
|
chat_id=message.chat.id,
|
||||||
|
message_id=message.message_id
|
||||||
|
)
|
||||||
|
if text:
|
||||||
|
await message.reply(f"Transcription result:\n{text}")
|
||||||
|
else:
|
||||||
|
await message.reply("Sorry, transcription result was not received within the timeout.")
|
||||||
|
|
||||||
|
def convert_to_wav(input_file: str, output_file: str):
|
||||||
|
"""
|
||||||
|
Конвертирует любой аудио/видеофайл в .wav с частотой 16kHz, 1 канал (моно).
|
||||||
|
"""
|
||||||
|
try:
|
||||||
|
ffmpeg.input(input_file).output(
|
||||||
|
output_file,
|
||||||
|
format="wav",
|
||||||
|
acodec="pcm_s16le",
|
||||||
|
ac=1,
|
||||||
|
ar="16000"
|
||||||
|
).run(overwrite_output=True)
|
||||||
|
except Exception as e:
|
||||||
|
print(f"Error converting {input_file} to WAV: {e}")
|
||||||
|
|
||||||
def register_audio_handlers(dp: Dispatcher, redis_service, storage_path: str):
|
def register_audio_handlers(dp: Dispatcher, redis_service, storage_path: str):
|
||||||
|
# Оборачиваем callback для передачи дополнительных аргументов
|
||||||
handler_callback = partial(handle_voice_and_video, redis_service=redis_service, storage_path=storage_path)
|
handler_callback = partial(handle_voice_and_video, redis_service=redis_service, storage_path=storage_path)
|
||||||
dp.message.register(
|
# Регистрируем хэндлер с фильтром по content_type
|
||||||
handler_callback,
|
dp.message.register(handler_callback, F.content_type.in_({types.ContentType.VOICE, types.ContentType.VIDEO_NOTE}))
|
||||||
F.content_type.in_({types.ContentType.VOICE, types.ContentType.VIDEO_NOTE})
|
|
||||||
)
|
|
||||||
|
|
|
@ -1,10 +1,29 @@
|
||||||
import json
|
import json
|
||||||
import redis
|
import redis.asyncio as redis
|
||||||
|
|
||||||
class RedisService:
|
class RedisService:
|
||||||
def __init__(self, host: str, port: int):
|
def __init__(self, host: str, port: int):
|
||||||
self.client = redis.Redis(host=host, port=port, decode_responses=True)
|
self.client = redis.Redis(host=host, port=port, decode_responses=True)
|
||||||
|
|
||||||
def publish_task(self, task_data: dict):
|
async def publish_task(self, task_data: dict):
|
||||||
channel = "audio_tasks"
|
channel = "audio_tasks"
|
||||||
self.client.publish(channel, json.dumps(task_data))
|
await self.client.publish(channel, json.dumps(task_data))
|
||||||
|
|
||||||
|
async def wait_for_text(self, user_id: int, chat_id: int, message_id: int, timeout: int = 30):
|
||||||
|
pubsub = self.client.pubsub()
|
||||||
|
await pubsub.subscribe("texts")
|
||||||
|
try:
|
||||||
|
async for message in pubsub.listen():
|
||||||
|
if message["type"] != "message":
|
||||||
|
continue
|
||||||
|
try:
|
||||||
|
data = json.loads(message["data"])
|
||||||
|
except Exception:
|
||||||
|
continue
|
||||||
|
if (data.get("user_id") == user_id and
|
||||||
|
data.get("chat_id") == chat_id and
|
||||||
|
data.get("message_id") == message_id):
|
||||||
|
return data.get("text")
|
||||||
|
finally:
|
||||||
|
await pubsub.unsubscribe("texts")
|
||||||
|
return None
|
||||||
|
|
Loading…
Reference in New Issue