From 8ab0338e7120c4fbc71dc55cf32c2bb91999fe5c Mon Sep 17 00:00:00 2001 From: Jannik Streidl Date: Tue, 13 Feb 2024 15:11:53 +0100 Subject: [PATCH 1/2] no internet connection for whisper if you use docker --- Dockerfile | 6 ++++++ backend/apps/audio/main.py | 7 +++++-- 2 files changed, 11 insertions(+), 2 deletions(-) diff --git a/Dockerfile b/Dockerfile index 6687a67fd..010dbc869 100644 --- a/Dockerfile +++ b/Dockerfile @@ -30,6 +30,10 @@ ENV WEBUI_SECRET_KEY "" ENV SCARF_NO_ANALYTICS true ENV DO_NOT_TRACK true +#Whisper TTS Settings +ENV WHISPER_DIR="/app/backend/data/cache/whisper/models" +ENV WHISPER_MODEL="base" + WORKDIR /app/backend # install python dependencies @@ -45,6 +49,8 @@ RUN apt-get update \ && rm -rf /var/lib/apt/lists/* # RUN python -c "from sentence_transformers import SentenceTransformer; model = SentenceTransformer('all-MiniLM-L6-v2')" +RUN python -c "import os; from faster_whisper import WhisperModel; WhisperModel(os.environ['WHISPER_MODEL'], device='cpu', compute_type='int8', download_root=os.environ['WHISPER_DIR'])" + # copy embedding weight from build RUN mkdir -p /root/.cache/chroma/onnx_models/all-MiniLM-L6-v2 diff --git a/backend/apps/audio/main.py b/backend/apps/audio/main.py index c03aaf37a..85937de80 100644 --- a/backend/apps/audio/main.py +++ b/backend/apps/audio/main.py @@ -1,3 +1,4 @@ +import os from fastapi import ( FastAPI, Request, @@ -53,12 +54,14 @@ def transcribe( f.write(contents) f.close() - model_name = WHISPER_MODEL_NAME + model_name = os.getenv('WHISPER_MODEL', WHISPER_MODEL_NAME) + download_root = os.getenv('WHISPER_DIR', f"{CACHE_DIR}/whisper/models") + model = WhisperModel( model_name, device="cpu", compute_type="int8", - download_root=f"{CACHE_DIR}/whisper/models", + download_root=download_root, ) segments, info = model.transcribe(file_path, beam_size=5) From 63e6f39b3193e2ab6c4583f73110d543b955e4e1 Mon Sep 17 00:00:00 2001 From: "Timothy J. Baek" Date: Wed, 14 Feb 2024 23:32:54 -0800 Subject: [PATCH 2/2] refac --- Dockerfile | 4 ++-- backend/apps/audio/main.py | 9 +++------ backend/config.py | 4 +++- 3 files changed, 8 insertions(+), 9 deletions(-) diff --git a/Dockerfile b/Dockerfile index 010dbc869..520c2964d 100644 --- a/Dockerfile +++ b/Dockerfile @@ -31,8 +31,8 @@ ENV SCARF_NO_ANALYTICS true ENV DO_NOT_TRACK true #Whisper TTS Settings -ENV WHISPER_DIR="/app/backend/data/cache/whisper/models" ENV WHISPER_MODEL="base" +ENV WHISPER_MODEL_DIR="/app/backend/data/cache/whisper/models" WORKDIR /app/backend @@ -49,7 +49,7 @@ RUN apt-get update \ && rm -rf /var/lib/apt/lists/* # RUN python -c "from sentence_transformers import SentenceTransformer; model = SentenceTransformer('all-MiniLM-L6-v2')" -RUN python -c "import os; from faster_whisper import WhisperModel; WhisperModel(os.environ['WHISPER_MODEL'], device='cpu', compute_type='int8', download_root=os.environ['WHISPER_DIR'])" +RUN python -c "import os; from faster_whisper import WhisperModel; WhisperModel(os.environ['WHISPER_MODEL'], device='cpu', compute_type='int8', download_root=os.environ['WHISPER_MODEL_DIR'])" # copy embedding weight from build diff --git a/backend/apps/audio/main.py b/backend/apps/audio/main.py index 85937de80..86e79c473 100644 --- a/backend/apps/audio/main.py +++ b/backend/apps/audio/main.py @@ -21,7 +21,7 @@ from utils.utils import ( ) from utils.misc import calculate_sha256 -from config import CACHE_DIR, UPLOAD_DIR, WHISPER_MODEL_NAME +from config import CACHE_DIR, UPLOAD_DIR, WHISPER_MODEL, WHISPER_MODEL_DIR app = FastAPI() app.add_middleware( @@ -54,14 +54,11 @@ def transcribe( f.write(contents) f.close() - model_name = os.getenv('WHISPER_MODEL', WHISPER_MODEL_NAME) - download_root = os.getenv('WHISPER_DIR', f"{CACHE_DIR}/whisper/models") - model = WhisperModel( - model_name, + WHISPER_MODEL, device="cpu", compute_type="int8", - download_root=download_root, + download_root=WHISPER_MODEL_DIR, ) segments, info = model.transcribe(file_path, beam_size=5) diff --git a/backend/config.py b/backend/config.py index 81b900840..f2e25c6ae 100644 --- a/backend/config.py +++ b/backend/config.py @@ -136,4 +136,6 @@ CHUNK_OVERLAP = 100 #################################### # Transcribe #################################### -WHISPER_MODEL_NAME = "base" + +WHISPER_MODEL = os.getenv("WHISPER_MODEL", "base") +WHISPER_MODEL_DIR = os.getenv("WHISPER_MODEL_DIR", f"{CACHE_DIR}/whisper/models")