forked from open-webui/open-webui
		
	Create Dockerfile-cuda
+Dockerfile-cuda I created this file to help add CUDA support to open-webui for access to a GPU during embedding operations.
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							|  | @ -0,0 +1,81 @@ | |||
| # syntax=docker/dockerfile:1 | ||||
| 
 | ||||
| ######## WebUI frontend ######## | ||||
| FROM node:21-alpine3.19 as build | ||||
| 
 | ||||
| WORKDIR /app | ||||
| 
 | ||||
| COPY package.json package-lock.json ./ | ||||
| RUN npm ci | ||||
| 
 | ||||
| COPY . . | ||||
| RUN npm run build | ||||
| 
 | ||||
| ######## WebUI backend ######## | ||||
| ARG CUDA_VERSION=12.3.2 | ||||
| #FROM nvidia/cuda:$CUDA_VERSION-devel-ubuntu22.04 as base | ||||
| FROM --platform=linux/amd64 nvidia/cuda:$CUDA_VERSION-devel-ubuntu22.04 AS cuda-build-amd64 | ||||
| 
 | ||||
| # Set environment variables for NVIDIA Container Toolkit | ||||
| ENV LD_LIBRARY_PATH=/usr/local/nvidia/lib:/usr/local/nvidia/lib64 | ||||
| ENV NVIDIA_DRIVER_CAPABILITIES=all | ||||
| ENV NVIDIA_VISIBLE_DEVICES=all | ||||
| 
 | ||||
| # Install NVIDIA CUDA toolkit and libraries in the container | ||||
| #RUN apt-get update && \ | ||||
| #    apt-get install -y --no-install-recommends nvidia-cuda-toolkit nvidia-cuda-dev nvidia-cudnn-dev | ||||
| 
 | ||||
| ENV ENV=prod | ||||
| ENV PORT "" | ||||
| 
 | ||||
| ENV OLLAMA_BASE_URL "/ollama" | ||||
| 
 | ||||
| ENV OPENAI_API_BASE_URL "" | ||||
| ENV OPENAI_API_KEY "" | ||||
| 
 | ||||
| ENV WEBUI_SECRET_KEY "" | ||||
| 
 | ||||
| ENV SCARF_NO_ANALYTICS true | ||||
| ENV DO_NOT_TRACK true | ||||
| 
 | ||||
| ######## Preloaded models ######## | ||||
| # whisper TTS Settings | ||||
| ENV WHISPER_MODEL="base" | ||||
| ENV WHISPER_MODEL_DIR="/app/backend/data/cache/whisper/models" | ||||
| 
 | ||||
| # RAG Embedding Model Settings | ||||
| # 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) | ||||
| # IMPORTANT: If you change the default model (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. | ||||
| ENV RAG_EMBEDDING_MODEL="all-MiniLM-L6-v2" | ||||
| # device type for whisper tts and embedding models - "cpu" (default), "cuda" (NVIDIA GPU and CUDA required), or "mps" (apple silicon) - choosing this right can lead to better performance | ||||
| ENV RAG_EMBEDDING_MODEL_DEVICE_TYPE="cuda" | ||||
| ENV RAG_EMBEDDING_MODEL_DIR="/app/backend/data/cache/embedding/models" | ||||
| ENV SENTENCE_TRANSFORMERS_HOME $RAG_EMBEDDING_MODEL_DIR | ||||
| 
 | ||||
| ######## Preloaded models ######## | ||||
| WORKDIR /app/backend | ||||
| 
 | ||||
| # Install Python & dependencies in the container | ||||
| RUN apt-get update && \ | ||||
|     apt-get install -y --no-install-recommends python3.11 python3-pip ffmpeg libsm6 libxext6 pandoc netcat-openbsd && \ | ||||
|     rm -rf /var/lib/apt/lists/* | ||||
| 
 | ||||
| COPY ./backend/requirements.txt ./requirements.txt | ||||
| RUN pip3 install torch torchvision torchaudio --no-cache-dir | ||||
| RUN pip3 install -r requirements.txt --no-cache-dir | ||||
| 
 | ||||
| # copy embedding weight from build | ||||
| 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 | ||||
| 
 | ||||
| # copy built frontend files | ||||
| COPY --from=build /app/build /app/build | ||||
| COPY --from=build /app/CHANGELOG.md /app/CHANGELOG.md | ||||
| COPY --from=build /app/package.json /app/package.json | ||||
| 
 | ||||
| # copy backend files | ||||
| COPY ./backend . | ||||
| 
 | ||||
| CMD [ "bash", "start.sh"] | ||||
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	 Joseph Young
						Joseph Young