FROM python:3.11.7-slim-bookworm

LABEL com.danswer.maintainer="founders@danswer.ai"

LABEL com.danswer.description="This image is for the Danswer model server which runs all of the \

AI models for Danswer. This container and all the code is MIT Licensed and free for all to use. \

You can find it at https://hub.docker.com/r/danswer/danswer-model-server. For more details, \

visit https://github.com/danswer-ai/danswer."

# Default DANSWER_VERSION, typically overriden during builds by GitHub Actions.

ARG DANSWER_VERSION=0.8-dev

ENV DANSWER_VERSION=${DANSWER_VERSION} \

DANSWER_RUNNING_IN_DOCKER="true"

RUN echo "DANSWER_VERSION: ${DANSWER_VERSION}"

COPY ./requirements/model_server.txt /tmp/requirements.txt

RUN pip install --no-cache-dir --upgrade \

--retries 5 \

--timeout 30 \

-r /tmp/requirements.txt

RUN apt-get remove -y --allow-remove-essential perl-base && \

apt-get autoremove -y

# Pre-downloading models for setups with limited egress

# Download tokenizers, distilbert for the Danswer model

# Download model weights

# Run Nomic to pull in the custom architecture and have it cached locally

RUN python -c "from transformers import AutoTokenizer; \

AutoTokenizer.from_pretrained('distilbert-base-uncased'); \

AutoTokenizer.from_pretrained('mixedbread-ai/mxbai-rerank-xsmall-v1'); \

from huggingface_hub import snapshot_download; \

snapshot_download(repo_id='danswer/hybrid-intent-token-classifier', revision='v1.0.3'); \

snapshot_download('nomic-ai/nomic-embed-text-v1'); \

snapshot_download('mixedbread-ai/mxbai-rerank-xsmall-v1'); \

from sentence_transformers import SentenceTransformer; \

SentenceTransformer(model_name_or_path='nomic-ai/nomic-embed-text-v1', trust_remote_code=True);"

# In case the user has volumes mounted to /root/.cache/huggingface that they've downloaded while

# running Danswer, don't overwrite it with the built in cache folder

RUN mv /root/.cache/huggingface /root/.cache/temp_huggingface

WORKDIR /app

# Utils used by model server

COPY ./danswer/utils/logger.py /app/danswer/utils/logger.py

# Place to fetch version information

COPY ./danswer/__init__.py /app/danswer/__init__.py

# Shared between Danswer Backend and Model Server

COPY ./shared_configs /app/shared_configs

# Model Server main code

COPY ./model_server /app/model_server

ENV PYTHONPATH=/app

CMD ["uvicorn", "model_server.main:app", "--host", "0.0.0.0", "--port", "9000"]