Dixing Xu
commited on
:whale: Add Dockerfile
Browse files- .dockerignore +17 -0
- Dockerfile +55 -0
- README.md +30 -0
.dockerignore
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.git
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.gitignore
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logs/
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workspaces/
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__pycache__/
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*.pyc
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*.pyo
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*.pyd
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.Python
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*.so
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*.egg
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*.egg-info/
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.env
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.venv
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.coverage
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.pytest_cache/
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.mypy_cache/
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Dockerfile
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# syntax=docker/dockerfile:1
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# Build stage
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FROM python:3.10-slim AS builder
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# Install build dependencies
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RUN apt-get update && \
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apt-get install -y --no-install-recommends \
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build-essential \
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gcc \
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&& rm -rf /var/lib/apt/lists/*
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# Set working directory
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WORKDIR /app
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# Copy only the files needed for installation
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COPY requirements.txt setup.py README.md ./
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COPY aide ./aide
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# Create virtual environment and install dependencies
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RUN python -m venv /opt/venv && \
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. /opt/venv/bin/activate && \
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pip install --no-cache-dir -r requirements.txt && \
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pip install -e .
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# Runtime stage
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FROM python:3.10-slim
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# Install runtime dependencies
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RUN apt-get update && \
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apt-get install -y --no-install-recommends \
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unzip \
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&& rm -rf /var/lib/apt/lists/*
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# Create non-root user
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RUN useradd -m -u 1000 aide
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# Copy virtual environment from builder
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COPY --from=builder /opt/venv /opt/venv
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# Copy the package files needed for the installation
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COPY --from=builder /app /app
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ENV PATH="/opt/venv/bin:$PATH"
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# Set working directory
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WORKDIR /app
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# Create and set permissions for logs and workspaces
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RUN mkdir -p logs workspaces && \
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chown -R aide:aide /app
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# Switch to non-root user
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USER aide
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# Set default command
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ENTRYPOINT ["aide"]
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README.md
CHANGED
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@@ -133,6 +133,36 @@ cd aideml
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pip install -e .
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```
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Contribution guide will be available soon.
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## Algorithm Description
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pip install -e .
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```
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## Using AIDE with Docker
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You can also run AIDE using Docker:
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1. Build the Docker image:
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```bash
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docker build -t aide .
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```
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2. Run AIDE with Docker (example with house prices task):
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```bash
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# Set custom workspace and logs location (optional)
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export WORKSPACE_BASE=$(pwd)/workspaces
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export LOGS_DIR=$(pwd)/logs
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docker run -it --rm \
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-v "${LOGS_DIR:-$(pwd)/logs}:/app/logs" \
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-v "${WORKSPACE_BASE:-$(pwd)/workspaces}:/app/workspaces" \
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-v "$(pwd)/aide/example_tasks:/app/data" \
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-e OPENAI_API_KEY="your-actual-api-key" \
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aide \
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data_dir=/app/data/house_prices \
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goal="Predict the sales price for each house" \
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eval="Use the RMSE metric between the logarithm of the predicted and observed values."
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```
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You can customize the location of workspaces and logs by setting environment variables before running the container:
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- `WORKSPACE_BASE`: Sets the base directory for AIDE workspaces (default: `$(pwd)/workspaces`)
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- `LOGS_DIR`: Sets the directory for AIDE logs (default: `$(pwd)/logs`)
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Contribution guide will be available soon.
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## Algorithm Description
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