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# syntax=docker/dockerfile:1
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# Initialize device type args
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# use build args in the docker build commmand with --build-arg="BUILDARG=true"
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ARG USE_CUDA = false
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ARG USE_OLLAMA = false
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# Tested with cu117 for CUDA 11 and cu121 for CUDA 12 (default)
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ARG USE_CUDA_VER = cu121
# any sentence transformer model; models to use can be found at https://huggingface.co/models?library=sentence-transformers
# Leaderboard: https://huggingface.co/spaces/mteb/leaderboard
# for better performance and multilangauge support use "intfloat/multilingual-e5-large" (~2.5GB) or "intfloat/multilingual-e5-base" (~1.5GB)
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# IMPORTANT: If you change the embedding model (sentence-transformers/all-MiniLM-L6-v2) and vice versa, you aren't able to use RAG Chat with your previous documents loaded in the WebUI! You need to re-embed them.
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ARG USE_EMBEDDING_MODEL = sentence-transformers/all-MiniLM-L6-v2
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ARG USE_RERANKING_MODEL = ""
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ARG BUILD_HASH = dev-build
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# Override at your own risk - non-root configurations are untested
ARG UID = 0
ARG GID = 0
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######## WebUI frontend ########
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FROM --platform=$BUILDPLATFORM node:22-alpine3.20 AS build
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ARG BUILD_HASH
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WORKDIR /app
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COPY package.json package-lock.json ./
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RUN npm ci
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COPY . .
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ENV APP_BUILD_HASH = ${ BUILD_HASH }
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RUN npm run build
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######## WebUI backend ########
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FROM python:3.11-slim-bookworm AS base
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# Use args
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ARG USE_CUDA
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ARG USE_OLLAMA
ARG USE_CUDA_VER
ARG USE_EMBEDDING_MODEL
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ARG USE_RERANKING_MODEL
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ARG UID
ARG GID
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## Basis ##
ENV ENV = prod \
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PORT = 8080 \
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# pass build args to the build
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USE_OLLAMA_DOCKER = ${ USE_OLLAMA } \
USE_CUDA_DOCKER = ${ USE_CUDA } \
USE_CUDA_DOCKER_VER = ${ USE_CUDA_VER } \
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USE_EMBEDDING_MODEL_DOCKER = ${ USE_EMBEDDING_MODEL } \
USE_RERANKING_MODEL_DOCKER = ${ USE_RERANKING_MODEL }
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## Basis URL Config ##
ENV OLLAMA_BASE_URL = "/ollama" \
OPENAI_API_BASE_URL = ""
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## API Key and Security Config ##
ENV OPENAI_API_KEY = "" \
WEBUI_SECRET_KEY = "" \
SCARF_NO_ANALYTICS = true \
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DO_NOT_TRACK = true \
ANONYMIZED_TELEMETRY = false
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#### Other models #########################################################
## whisper TTS model settings ##
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ENV WHISPER_MODEL = "base" \
WHISPER_MODEL_DIR = "/app/backend/data/cache/whisper/models"
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## RAG Embedding model settings ##
ENV RAG_EMBEDDING_MODEL = " $USE_EMBEDDING_MODEL_DOCKER " \
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RAG_RERANKING_MODEL = " $USE_RERANKING_MODEL_DOCKER " \
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SENTENCE_TRANSFORMERS_HOME = "/app/backend/data/cache/embedding/models"
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## Hugging Face download cache ##
ENV HF_HOME = "/app/backend/data/cache/embedding/models"
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## Torch Extensions ##
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# ENV TORCH_EXTENSIONS_DIR="/.cache/torch_extensions"
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#### Other models ##########################################################
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WORKDIR /app/backend
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ENV HOME = /root
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# Create user and group if not root
RUN if [ $UID -ne 0 ] ; then \
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if [ $GID -ne 0 ] ; then \
addgroup --gid $GID app; \
fi ; \
adduser --uid $UID --gid $GID --home $HOME --disabled-password --no-create-home app; \
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fi
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RUN mkdir -p $HOME /.cache/chroma
RUN echo -n 00000000-0000-0000-0000-000000000000 > $HOME /.cache/chroma/telemetry_user_id
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# Make sure the user has access to the app and root directory
RUN chown -R $UID :$GID /app $HOME
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RUN if [ " $USE_OLLAMA " = "true" ] ; then \
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apt-get update && \
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# Install pandoc and netcat
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apt-get install -y --no-install-recommends git build-essential pandoc netcat-openbsd curl && \
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apt-get install -y --no-install-recommends gcc python3-dev && \
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# for RAG OCR
apt-get install -y --no-install-recommends ffmpeg libsm6 libxext6 && \
# install helper tools
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apt-get install -y --no-install-recommends curl jq && \
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# install ollama
curl -fsSL https://ollama.com/install.sh | sh && \
# cleanup
rm -rf /var/lib/apt/lists/*; \
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else \
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apt-get update && \
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# Install pandoc, netcat and gcc
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apt-get install -y --no-install-recommends git build-essential pandoc gcc netcat-openbsd curl jq && \
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apt-get install -y --no-install-recommends gcc python3-dev && \
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# for RAG OCR
apt-get install -y --no-install-recommends ffmpeg libsm6 libxext6 && \
# cleanup
rm -rf /var/lib/apt/lists/*; \
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fi
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# install python dependencies
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COPY --chown= $UID :$GID ./backend/requirements.txt ./requirements.txt
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RUN pip3 install uv && \
if [ " $USE_CUDA " = "true" ] ; then \
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# If you use CUDA the whisper and embedding model will be downloaded on first use
pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/$USE_CUDA_DOCKER_VER --no-cache-dir && \
uv pip install --system -r requirements.txt --no-cache-dir && \
python -c "import os; from sentence_transformers import SentenceTransformer; SentenceTransformer(os.environ['RAG_EMBEDDING_MODEL'], device='cpu')" && \
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'])" ; \
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else \
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pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu --no-cache-dir && \
uv pip install --system -r requirements.txt --no-cache-dir && \
python -c "import os; from sentence_transformers import SentenceTransformer; SentenceTransformer(os.environ['RAG_EMBEDDING_MODEL'], device='cpu')" && \
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'])" ; \
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fi ; \
chown -R $UID :$GID /app/backend/data/
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# copy embedding weight from build
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# RUN mkdir -p /root/.cache/chroma/onnx_models/all-MiniLM-L6-v2
# COPY --from=build /app/onnx /root/.cache/chroma/onnx_models/all-MiniLM-L6-v2/onnx
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# copy built frontend files
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COPY --chown= $UID :$GID --from= build /app/build /app/build
COPY --chown= $UID :$GID --from= build /app/CHANGELOG.md /app/CHANGELOG.md
COPY --chown= $UID :$GID --from= build /app/package.json /app/package.json
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# copy backend files
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COPY --chown= $UID :$GID ./backend .
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EXPOSE 8080
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HEALTHCHECK CMD curl --silent --fail http://localhost:${ PORT :- 8080 } /health | jq -ne 'input.status == true' || exit 1
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USER $UID:$GID
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ARG BUILD_HASH
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ENV WEBUI_BUILD_VERSION = ${ BUILD_HASH }
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ENV DOCKER = true
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CMD [ "bash" , "start.sh" ]