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https://github.com/open-webui/open-webui
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run apt install first for better potential layer caching
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@ -67,43 +67,43 @@ ENV RAG_EMBEDDING_MODEL="$USE_EMBEDDING_MODEL_DOCKER" \
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#### Other models ##########################################################
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WORKDIR /app/backend
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RUN if [ "$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 pandoc netcat-openbsd && \
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# for RAG OCR
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apt-get install -y --no-install-recommends ffmpeg libsm6 libxext6 && \
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# install helper tools
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apt-get install -y --no-install-recommends curl && \
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# install ollama
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curl -fsSL https://ollama.com/install.sh | sh && \
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# cleanup
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rm -rf /var/lib/apt/lists/*; \
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else \
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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 pandoc netcat-openbsd && \
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# for RAG OCR
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apt-get install -y --no-install-recommends ffmpeg libsm6 libxext6 && \
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# cleanup
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rm -rf /var/lib/apt/lists/*; \
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fi
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# install python dependencies
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COPY ./backend/requirements.txt ./requirements.txt
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RUN if [ "$USE_CUDA" = "true" ]; then \
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# If you use CUDA the whisper and embedding modell will be downloaded on first use
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pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/$USE_CUDA_DOCKER_VER --no-cache-dir && \
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pip3 install -r requirements.txt --no-cache-dir && \
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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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python -c "import os; from chromadb.utils import embedding_functions; sentence_transformer_ef = embedding_functions.SentenceTransformerEmbeddingFunction(model_name=os.environ['RAG_EMBEDDING_MODEL'], device='cpu')"; \
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# If you use CUDA the whisper and embedding model will be downloaded on first use
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pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/$USE_CUDA_DOCKER_VER --no-cache-dir && \
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pip3 install -r requirements.txt --no-cache-dir && \
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python -c "import os; from faster_whisper import WhisperModel; WhisperModel(os.environ['WHISPER_MODEL'], device='cpu', compute_type='int8', download_root=os.environ['WHISPER_MODEL_DIR'])" && \
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python -c "import os; from chromadb.utils import embedding_functions; sentence_transformer_ef = embedding_functions.SentenceTransformerEmbeddingFunction(model_name=os.environ['RAG_EMBEDDING_MODEL'], device='cpu')"; \
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else \
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pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu --no-cache-dir && \
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pip3 install -r requirements.txt --no-cache-dir && \
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python -c "import os; from faster_whisper import WhisperModel; WhisperModel(os.environ['WHISPER_MODEL'], device='cpu', compute_type='int8', download_root=os.environ['WHISPER_MODEL_DIR'])" && \
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python -c "import os; from chromadb.utils import embedding_functions; sentence_transformer_ef = embedding_functions.SentenceTransformerEmbeddingFunction(model_name=os.environ['RAG_EMBEDDING_MODEL'], device='cpu')"; \
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fi
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RUN if [ "$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 pandoc netcat-openbsd && \
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# for RAG OCR
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apt-get install -y --no-install-recommends ffmpeg libsm6 libxext6 && \
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# install helper tools
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apt-get install -y --no-install-recommends curl && \
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# install ollama
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curl -fsSL https://ollama.com/install.sh | sh && \
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# cleanup
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rm -rf /var/lib/apt/lists/*; \
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else \
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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 pandoc netcat-openbsd && \
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# for RAG OCR
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apt-get install -y --no-install-recommends ffmpeg libsm6 libxext6 && \
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# cleanup
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rm -rf /var/lib/apt/lists/*; \
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pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu --no-cache-dir && \
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pip3 install -r requirements.txt --no-cache-dir && \
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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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python -c "import os; from chromadb.utils import embedding_functions; sentence_transformer_ef = embedding_functions.SentenceTransformerEmbeddingFunction(model_name=os.environ['RAG_EMBEDDING_MODEL'], device='cpu')"; \
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fi
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