jketreno/ai-voicebot
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Adding whisper

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This commit is contained in:
James Ketr 2025-09-02 14:47:31 -07:00
parent 1e30df046c
commit 1ba48bdc79
12 changed files with 371 additions and 385 deletions
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1
.gitignore vendored
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@ -1,4 +1,5 @@
server/sessions.json server/sessions.json
cache/
# Node # Node
node_modules/ node_modules/

41
Dockerfile.client Normal file
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@ -0,0 +1,41 @@
FROM ubuntu:noble
RUN apt-get -q update \
&& DEBIAN_FRONTEND=noninteractive apt-get install --no-install-recommends -y \
ca-certificates curl gnupg \
curl \
nano \
sqlite3 \
psmisc \
wget \
jq \
less \
git \
&& apt-get clean \
&& rm -rf /var/lib/apt/lists/{apt,dpkg,cache,log}
RUN mkdir -p /etc/apt/keyrings
RUN curl -fsSL https://deb.nodesource.com/gpgkey/nodesource-repo.gpg.key | gpg --dearmor -o /etc/apt/keyrings/nodesource.gpg
# https://nodejs.org/en/about/previous-releases
ENV NODE_MAJOR=24
RUN echo "deb [signed-by=/etc/apt/keyrings/nodesource.gpg] https://deb.nodesource.com/node_$NODE_MAJOR.x nodistro main" | tee /etc/apt/sources.list.d/nodesource.list
RUN apt-get -q update \
&& DEBIAN_FRONTEND=noninteractive apt-get install --no-install-recommends -y \
nodejs \
&& apt-get clean \
&& rm -rf /var/lib/apt/lists/{apt,dpkg,cache,log}
COPY /client /client
WORKDIR /client
# Set environment variable for production mode (default: development)
ENV PRODUCTION=false
# Disable HTTPS by default for npm development server
ENV HTTPS=false
COPY ./client/entrypoint.sh /entrypoint.sh
RUN chmod +x /entrypoint.sh
ENTRYPOINT [ "/entrypoint.sh" ]

4
Dockerfile.voicebot
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@ -1,4 +1,5 @@
FROM ubuntu:plucky FROM ubuntu:oracular
# Stick with Python3.12
# Install some utilities frequently used # Install some utilities frequently used
RUN apt-get update \ RUN apt-get update \
@ -22,6 +23,7 @@ RUN apt-get update \
&& DEBIAN_FRONTEND=noninteractive apt-get install -y \ && DEBIAN_FRONTEND=noninteractive apt-get install -y \
libgl1 \ libgl1 \
libglib2.0-0t64 \ libglib2.0-0t64 \
git \
&& apt-get clean \ && apt-get clean \
&& rm -rf /var/lib/apt/lists/{apt,dpkg,cache,log} && rm -rf /var/lib/apt/lists/{apt,dpkg,cache,log}

0
cache/.keep vendored Normal file
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1
docker-compose.yml
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@ -53,6 +53,7 @@ services:
restart: always restart: always
network_mode: host network_mode: host
volumes: volumes:
- ./cache:/root/.cache:rw
- ./shared:/shared:ro - ./shared:/shared:ro
- ./voicebot:/voicebot:rw - ./voicebot:/voicebot:rw
- ./voicebot/.venv:/voicebot/.venv:rw - ./voicebot/.venv:/voicebot/.venv:rw

10
voicebot/.gitignore vendored Normal file
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@ -0,0 +1,10 @@
# Python-generated files
__pycache__/
*.py[oc]
build/
dist/
wheels/
*.egg-info
# Virtual environments
.venv

2
voicebot/.python-version
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@ -1 +1 @@
3.13 3.12

2
voicebot/entrypoint.sh
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@ -8,7 +8,7 @@ if [ ! -d "/voicebot/.venv/bin" ]; then
rm -r /voicebot/pyproject.toml rm -r /voicebot/pyproject.toml
fi fi
uv init \ uv init \
--python /usr/bin/python3.13 \ --python /usr/bin/python3.12 \
--name "ai-voicebot-agent" \ --name "ai-voicebot-agent" \
--description "AI Voicebot Environment" \ --description "AI Voicebot Environment" \
. .

11
voicebot/pyproject.toml
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@ -3,18 +3,11 @@ name = "ai-voicebot-agent"
version = "0.1.0" version = "0.1.0"
description = "AI Voicebot Environment" description = "AI Voicebot Environment"
readme = "README.md" readme = "README.md"
requires-python = ">=3.13" requires-python = ">=3.12"
dependencies = [ dependencies = [
"aiortc>=1.13.0", "aiortc>=1.13.0",
"brotli>=1.1.0",
"fastapi>=0.116.1",
"logging>=0.4.9.6",
"mypy>=1.17.1",
"numpy>=2.3.2", "numpy>=2.3.2",
"openai>=1.102.0",
"opencv-python>=4.11.0.86", "opencv-python>=4.11.0.86",
"python-dotenv>=1.1.1", "pydantic>=2.11.7",
"ruff>=0.12.11",
"uvicorn>=0.35.0",
"websockets>=15.0.1", "websockets>=15.0.1",
] ]

151
voicebot/requirements.txt
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@ -1,12 +1,139 @@
about-time==4.2.1
fastapi aiofiles==24.1.0
uvicorn aiohappyeyeballs==2.6.1
python-dotenv aiohttp==3.12.15
openai aioice==0.10.1
websockets aiortc==1.13.0
brotli aiosignal==1.4.0
logging alive-progress==3.3.0
ruff annotated-types==0.7.0
aiortc anyio==4.10.0
opencv-python attrs==25.3.0
numpy audioread==3.0.1
autograd==1.8.0
av==14.4.0
brotli==1.1.0
certifi==2022.12.7
cffi==1.17.1
charset-normalizer==2.1.1
click==8.2.1
cma==4.3.0
contourpy==1.3.3
cryptography==45.0.7
cycler==0.12.1
datasets==2.19.1
decorator==5.2.1
deprecated==1.2.18
dill==0.3.8
dnspython==2.7.0
fastapi==0.116.1
ffmpy==0.6.1
filelock==3.13.1
fonttools==4.59.2
frozenlist==1.7.0
fsspec==2024.2.0
google-crc32c==1.7.1
gradio==5.44.1
gradio-client==1.12.1
graphemeu==0.7.2
groovy==0.1.2
h11==0.16.0
hf-xet==1.1.9
httpcore==1.0.9
httpx==0.28.1
huggingface-hub==0.34.4
idna==3.4
ifaddr==0.2.0
jinja2==3.1.4
jiwer==4.0.0
joblib==1.5.2
jsonschema==4.25.1
jsonschema-specifications==2025.4.1
kiwisolver==1.4.9
lazy-loader==0.4
librosa==0.11.0
llvmlite==0.44.0
markdown-it-py==4.0.0
markupsafe==2.1.5
matplotlib==3.10.6
mdurl==0.1.2
ml-dtypes==0.5.3
mpmath==1.3.0
msgpack==1.1.1
multidict==6.6.4
multiprocess==0.70.16
natsort==8.4.0
networkx==3.3
ninja==1.11.1.4
nncf==2.17.0
numba==0.61.2
numpy==2.2.6
onnx==1.19.0
opencv-python==4.11.0.86
openvino==2025.2.0
openvino-telemetry==2025.2.0
optimum==1.27.0
optimum-intel @ git+https://github.com/huggingface/optimum-intel.git@cd0028599d65e841d6fe16d4d9ccd5528f89f3cb
orjson==3.11.3
packaging==24.1
pandas==2.2.3
pillow==11.3.0
platformdirs==4.4.0
pooch==1.8.2
propcache==0.3.2
protobuf==6.32.0
psutil==7.0.0
pyarrow==21.0.0
pyarrow-hotfix==0.7
pycparser==2.22
pydantic==2.11.7
pydantic-core==2.33.2
pydot==3.0.4
pydub==0.25.1
pyee==13.0.0
pygments==2.19.2
pylibsrtp==0.12.0
pymoo==0.6.1.5
pyopenssl==25.1.0
pyparsing==3.2.3
python-dateutil==2.9.0.post0
python-multipart==0.0.20
pytz==2025.2
pyyaml==6.0.2
rapidfuzz==3.14.0
referencing==0.36.2
regex==2025.9.1
requests==2.28.1
rich==14.1.0
rpds-py==0.27.1
ruff==0.12.11
safehttpx==0.1.6
safetensors==0.6.2
scikit-learn==1.7.1
scipy==1.16.1
semantic-version==2.10.0
setuptools==70.2.0
shellingham==1.5.4
six==1.17.0
sniffio==1.3.1
soundfile==0.13.1
soxr==0.5.0.post1
starlette==0.47.3
sympy==1.13.3
tabulate==0.9.0
threadpoolctl==3.6.0
tokenizers==0.21.4
tomlkit==0.13.3
torch==2.8.0+cpu
tqdm==4.66.5
transformers==4.53.3
typer==0.17.3
typing-extensions==4.15.0
typing-inspection==0.4.1
tzdata==2025.2
urllib3==1.26.13
uvicorn==0.35.0
websockets==15.0.1
wrapt==1.17.3
xxhash==3.5.0
yarl==1.20.1

452
voicebot/uv.lock generated
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@ -1,6 +1,6 @@
version = 1 version = 1
revision = 3 revision = 3
requires-python = ">=3.13" requires-python = ">=3.12"
resolution-markers = [ resolution-markers = [
"sys_platform == 'darwin'", "sys_platform == 'darwin'",
"platform_machine == 'aarch64' and sys_platform == 'linux'", "platform_machine == 'aarch64' and sys_platform == 'linux'",
@ -13,32 +13,18 @@ version = "0.1.0"
source = { virtual = "." } source = { virtual = "." }
dependencies = [ dependencies = [
{ name = "aiortc" }, { name = "aiortc" },
{ name = "brotli" },
{ name = "fastapi" },
{ name = "logging" },
{ name = "mypy" },
{ name = "numpy" }, { name = "numpy" },
{ name = "openai" },
{ name = "opencv-python" }, { name = "opencv-python" },
{ name = "python-dotenv" }, { name = "pydantic" },
{ name = "ruff" },
{ name = "uvicorn" },
{ name = "websockets" }, { name = "websockets" },
] ]
[package.metadata] [package.metadata]
requires-dist = [ requires-dist = [
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{ name = "brotli", specifier = ">=1.1.0" },
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{ name = "logging", specifier = ">=0.4.9.6" },
{ name = "mypy", specifier = ">=1.17.1" },
{ name = "numpy", specifier = ">=2.3.2" }, { name = "numpy", specifier = ">=2.3.2" },
{ name = "openai", specifier = ">=1.102.0" },
{ name = "opencv-python", specifier = ">=4.11.0.86" }, { name = "opencv-python", specifier = ">=4.11.0.86" },
{ name = "python-dotenv", specifier = ">=1.1.1" }, { name = "pydantic", specifier = ">=2.11.7" },
{ name = "ruff", specifier = ">=0.12.11" },
{ name = "uvicorn", specifier = ">=0.35.0" },
{ name = "websockets", specifier = ">=15.0.1" }, { name = "websockets", specifier = ">=15.0.1" },
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81
voicebot/whisper.py Normal file
View File

@ -0,0 +1,81 @@
from typing import Any
import librosa
import numpy as np
from logger import logger
from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq
model_ids = {
"Distil-Whisper": [
"distil-whisper/distil-large-v2",
"distil-whisper/distil-medium.en",
"distil-whisper/distil-small.en"
],
"Whisper": [
"openai/whisper-large-v3",
"openai/whisper-large-v2",
"openai/whisper-large",
"openai/whisper-medium",
"openai/whisper-small",
"openai/whisper-base",
"openai/whisper-tiny",
"openai/whisper-medium.en",
"openai/whisper-small.en",
"openai/whisper-base.en",
"openai/whisper-tiny.en",
]
}
model_type = model_ids["Distil-Whisper"]
logger.info(model_type)
model_id = model_type[0]
processor: Any = AutoProcessor.from_pretrained(pretrained_model_name_or_path=model_id) # type: ignore
pt_model: Any = AutoModelForSpeechSeq2Seq.from_pretrained(pretrained_model_name_or_path=model_id) # type: ignore
pt_model.eval() # type: ignore
def extract_input_features(audio_array: np.ndarray, sampling_rate: int):
"""Extract input features from audio array and sampling rate."""
input_features = processor(
audio_array,
sampling_rate=sampling_rate,
return_tensors="pt",
).input_features
return input_features
def load_audio_file(file_path: str) -> tuple[np.ndarray, int]:
"""Load audio file from disk and return audio array and sampling rate."""
try:
# Load audio file using librosa
audio_array, sampling_rate = librosa.load(file_path, sr=None)
logger.info(f"Loaded audio file: {file_path}, duration: {len(audio_array)/sampling_rate:.2f}s, sample rate: {sampling_rate}Hz")
return audio_array, int(sampling_rate) # Ensure sampling_rate is int
except Exception as e:
logger.error(f"Error loading audio file {file_path}: {e}")
raise
# Example usage - replace with your audio file path
audio_file_path = "/voicebot/F_0818_15y11m_1.wav"
# Load audio from file instead of dataset
try:
audio_array, sampling_rate = load_audio_file(audio_file_path)
input_features = extract_input_features(audio_array, sampling_rate)
predicted_ids = pt_model.generate(input_features) # type: ignore
transcription = processor.batch_decode(predicted_ids, skip_special_tokens=True) # type: ignore
print(f"Audio file: {audio_file_path}")
print(f"Transcription: {transcription[0]}")
except FileNotFoundError:
logger.error(f"Audio file not found: {audio_file_path}")
print("Please update the audio_file_path variable with a valid path to your wav file")
except Exception as e:
logger.error(f"Error processing audio: {e}")
print(f"Error: {e}")