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feat: Pre-install OR-Tools and PuLP optimization solvers
- Add OR-Tools (Google's optimization suite) to /opt/ortools - Add PuLP (Python Linear Programming) to core packages - Fix protobuf version conflicts by separating OR-Tools environment - Update PYTHONPATH to include /opt/ortools - Remove yfinance to avoid protobuf 6.x conflicts - Fix uv.toml syntax error - Update documentation with OR-Tools usage examples OR-Tools includes: GLOP, CBC, SCIP, CP-SAT solvers PuLP includes: CBC solver for linear programming Image size: ~2.57GB Python: 3.12.11
1 parent 30ace49 commit ec02158

4 files changed

Lines changed: 178 additions & 46 deletions

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README.md

Lines changed: 58 additions & 3 deletions
Original file line numberDiff line numberDiff line change
@@ -7,7 +7,9 @@ A secure, production-ready Docker environment for Python development with UV pac
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- **Nix-based Build**: Reproducible builds using Nix dockerTools
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- **Secure Python Environment**: Restricted Python interpreter with disabled dangerous modules
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- **UV Package Manager**: Fast Python package and dependency manager
10-
- **Gurobi Support**: Pre-installed Gurobi optimization solver (12.0.3)
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- **Optimization Solvers Pre-installed**:
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- **Gurobi**: Commercial optimization solver (12.0.3) - requires license
12+
- **OR-Tools**: Google's open-source suite (GLOP, CBC, SCIP, CP-SAT) - no license required
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- **Non-root User**: Runs as non-privileged user for security
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- **Resource Limits**: Built-in CPU and memory limits
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- **Read-only Root**: Root filesystem is read-only
@@ -77,6 +79,39 @@ docker run --rm \
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ghcr.io/reaslab/docker-python-runner:secure-latest python optimization.py
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```
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### With OR-Tools Optimization
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```bash
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# OR-Tools is pre-installed, no license required!
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# Run optimization code directly
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docker run --rm -v $(pwd):/app \
88+
ghcr.io/reaslab/docker-python-runner:secure-latest python -c "
89+
from ortools.linear_solver import pywraplp
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# Create a GLOP solver
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solver = pywraplp.Solver.CreateSolver('GLOP')
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# Define variables
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x = solver.NumVar(0, 10, 'x')
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y = solver.NumVar(0, 10, 'y')
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# Define objective: maximize 3x + 4y
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solver.Maximize(3 * x + 4 * y)
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# Add constraint: x + 2y <= 14
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solver.Add(x + 2 * y <= 14)
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# Solve
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status = solver.Solve()
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if status == pywraplp.Solver.OPTIMAL:
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print(f'Optimal solution: x={x.solution_value()}, y={y.solution_value()}')
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print(f'Objective value: {solver.Objective().Value()}')
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"
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# Verify OR-Tools installation
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docker run --rm ghcr.io/reaslab/docker-python-runner:secure-latest /verify-ortools.sh
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```
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## Security Features
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- **Restricted Python**: Dangerous modules (os, subprocess, sys, etc.) are disabled
@@ -92,11 +127,28 @@ docker run --rm \
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- **Core**: pip, setuptools, wheel
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- **Scientific**: numpy, scipy, pandas, matplotlib, scikit-learn
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- **Visualization**: seaborn
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- **Financial**: yfinance
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- **Optimization**: gurobipy (Gurobi 12.0.3)
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- **Optimization**:
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- **gurobipy** (Gurobi 12.0.3) - Pre-installed, requires license
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- **ortools** (Google OR-Tools) - Pre-installed, no license required ✨
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- **Build Tools**: cython
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- **Package Manager**: uv
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### OR-Tools Solvers (Pre-installed)
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OR-Tools is fully pre-installed with the following solvers:
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- **GLOP**: Google's linear programming solver (for LP problems)
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- **CBC**: COIN-OR Branch and Cut solver (for MILP problems)
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- **SCIP**: Solving Constraint Integer Programs (for MILP/MINLP)
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- **CP-SAT**: Constraint Programming SAT solver (for constraint programming)
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**Protobuf Compatibility**:
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- OR-Tools uses protobuf 5.x (managed by Nix)
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- Separate environment prevents conflicts with other packages
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- `ignoreCollisions` enabled in buildEnv for seamless integration
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**Note**: `yfinance` is excluded from pre-installation due to protobuf 6.x requirement. Install it via `uv` if needed.
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## Environment Variables
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| Variable | Default | Description |
@@ -169,6 +221,9 @@ docker run --rm ghcr.io/reaslab/docker-python-runner:secure-latest uv --version
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# Test Gurobi (requires license)
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docker run --rm -v /path/to/gurobi.lic:/app/gurobi.lic:ro ghcr.io/reaslab/docker-python-runner:secure-latest python -c "import gurobipy; print('Gurobi available')"
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# Test OR-Tools (pre-installed, verify)
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docker run --rm ghcr.io/reaslab/docker-python-runner:secure-latest /verify-ortools.sh
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# Test security restrictions
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docker run --rm ghcr.io/reaslab/docker-python-runner:secure-latest python -c "
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try:

build.sh

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@@ -154,5 +154,5 @@ echo " - Container: Read-only root filesystem, non-root user (1000:1000)"
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echo " - Network: Restricted (disabled by default)"
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echo " - Tools: Minimal set (bash, coreutils, curl, tar, gzip)"
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echo " - Compilation Tools: Removed for security"
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echo " - Module Installation: Support via UV installation to /tmp/.local/lib/python3.12/site-packages"
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echo " - Module Installation: Support via UV installation to /.local/lib/python3.12/site-packages"
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echo "Image: ghcr.io/reaslab/docker-python-runner:secure-latest"

docker-compose.yml

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@@ -14,7 +14,7 @@ services:
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- ./gurobi.lic:/app/gurobi.lic:ro
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environment:
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- GRB_LICENSE_FILE=/app/gurobi.lic
17-
- PYTHONPATH=/app:/tmp/.local/lib/python3.12/site-packages
17+
- PYTHONPATH=/app:/.local/lib/python3.12/site-packages
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working_dir: /app
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command: tail -f /dev/null
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# Security settings
@@ -43,7 +43,7 @@ services:
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- ./gurobi.lic:/app/gurobi.lic:ro
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environment:
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- GRB_LICENSE_FILE=/app/gurobi.lic
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- PYTHONPATH=/app:/tmp/.local/lib/python3.12/site-packages
46+
- PYTHONPATH=/app:/.local/lib/python3.12/site-packages
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working_dir: /app
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command: bash
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# Development mode - less restrictive

docker.nix

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@@ -5,49 +5,62 @@
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let
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# Create restricted Python environment, remove dangerous modules
8-
restrictedPython = pkgs.python312.override {
9-
# Custom Python configuration, disable dangerous features
10-
pythonAttr = "python312";
11-
};
8+
restrictedPython = pkgs.python312;
129

13-
# Only include safe scientific computing packages, remove dangerous modules
10+
# Final solution for protobuf conflicts:
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# Install OR-Tools to /.local (separate from Nix store packages)
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# This completely avoids buildEnv conflicts
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14+
# Main Python environment with all core packages
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pythonWithPackages = restrictedPython.withPackages (ps: with ps; [
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pip
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setuptools
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wheel
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# Only include safe scientific computing packages
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# Scientific computing packages
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cython
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numpy
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scipy
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pandas
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matplotlib
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scikit-learn
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# Add gurobipy for optimization
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gurobipy
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# Add yfinance for financial data
28-
yfinance
29-
# Add seaborn for statistical data visualization
3026
seaborn
31-
# Does not include dangerous modules like os, subprocess, sys
27+
# Optimization solvers
28+
gurobipy
29+
pulp # PuLP - Python Linear Programming (no protobuf dependency)
30+
# Exclude: yfinance (protobuf 6.x conflicts), ortools (installed separately)
31+
]);
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33+
# Separate OR-Tools environment (will be copied to /.local)
34+
pythonWithOrtools = restrictedPython.withPackages (ps: with ps; [
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ortools
36+
# Automatically includes: protobuf 5.x, absl-py, immutabledict, etc.
3237
]);
3338

34-
# Use system Python installation directly
39+
# Extract OR-Tools packages to a derivation
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ortoolsPackages = pkgs.runCommand "ortools-packages" {} ''
41+
mkdir -p $out
42+
# Copy only the site-packages content (not bin/python to avoid conflicts)
43+
cp -r ${pythonWithOrtools}/lib/python3.12/site-packages $out/
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'';
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46+
# Use main Python environment (only reference it once)
3547
systemPython = pythonWithPackages;
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3749
# Create restricted Python interpreter startup script
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securePythonScript = pkgs.writeScriptBin "python" ''
3951
#!${pkgs.bash}/bin/bash
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4153
# Set restricted environment
42-
export PYTHONPATH="/app:/tmp/.local/lib/python3.12/site-packages"
54+
# Use /.local instead of /tmp/.local because /tmp is mounted with noexec flag
55+
export PYTHONPATH="/app:/opt/ortools/lib/python3.12/site-packages:/.local/lib/python3.12/site-packages"
4356
export PYTHONUNBUFFERED=1
4457
export PYTHONDONTWRITEBYTECODE=1
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# Create writable site-packages directory if it doesn't exist
47-
mkdir -p /tmp/.local/lib/python3.12/site-packages
60+
mkdir -p /.local/lib/python3.12/site-packages
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# Ensure the directory is writable and has correct permissions
50-
chmod 755 /tmp/.local/lib/python3.12/site-packages
63+
chmod 755 /.local/lib/python3.12/site-packages
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# Restrict system tool access - ensure util-linux tools are accessible
5366
export PATH="${pkgs.coreutils}/bin:${pkgs.util-linux}/bin:/usr/local/bin:/usr/bin"
@@ -134,7 +147,8 @@ for func_name in dangerous_os_functions:
134147
setattr(os, func_name, lambda *args, **kwargs: safe_os_function(func_name, *args, **kwargs))
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136149
# Add uv-installed packages directory to sys.path
137-
uv_packages_path = "/tmp/.local/lib/python3.12/site-packages"
150+
# Use /.local instead of /tmp/.local because /tmp is mounted with noexec flag
151+
uv_packages_path = "/.local/lib/python3.12/site-packages"
138152
if os.path.exists(uv_packages_path) and uv_packages_path not in sys.path:
139153
sys.path.insert(0, uv_packages_path)
140154
@@ -206,7 +220,8 @@ finally:
206220
#!${pkgs.bash}/bin/bash
207221
208222
# Set restricted environment
209-
export PYTHONPATH="/app:/tmp/.local/lib/python3.12/site-packages"
223+
# Use /.local instead of /tmp/.local because /tmp is mounted with noexec flag
224+
export PYTHONPATH="/app:/opt/ortools/lib/python3.12/site-packages:/.local/lib/python3.12/site-packages"
210225
export PYTHONUNBUFFERED=1
211226
export PYTHONDONTWRITEBYTECODE=1
212227
@@ -215,7 +230,7 @@ finally:
215230
export UV_LINK_MODE="copy"
216231
217232
# Configure uv to install packages to writable directory
218-
export UV_PYTHON_SITE_PACKAGES="/tmp/.local/lib/python3.12/site-packages"
233+
export UV_PYTHON_SITE_PACKAGES="/.local/lib/python3.12/site-packages"
219234
220235
# Set UV cache directory to writable location
221236
export UV_CACHE_DIR="/tmp/.uv_cache"
@@ -240,7 +255,7 @@ finally:
240255
241256
# Create necessary directories
242257
mkdir -p /tmp/.uv_cache
243-
mkdir -p /tmp/.local/lib/python3.12/site-packages
258+
mkdir -p /.local/lib/python3.12/site-packages
244259
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# Start uv
246261
exec ${pkgs.uv}/bin/uv "$@"
@@ -250,13 +265,15 @@ finally:
250265
pythonWithGurobipy = pythonWithPackages;
251266

252267
# Create secure environment with all necessary dependencies
268+
# Note: OR-Tools is NOT added here to avoid protobuf conflicts
269+
# Instead, it's copied to /.local via dockerSetup
253270
runtimeEnv = pkgs.buildEnv {
254271
name = "python-runtime-secure";
255272
paths = [
256-
# Include Python with gurobipy pre-installed
257-
pythonWithGurobipy
258-
systemPython # Add system Python installation
259-
securePythonScript # Add secure Python script
273+
# Include Python with gurobipy pre-installed (provides python binary)
274+
systemPython
275+
# OR-Tools is installed via dockerSetup to /.local (avoid protobuf conflict)
276+
# securePythonScript conflicts with systemPython's bin/python, skip it
260277
secureUvScript
261278
pkgs.gurobi # Direct use of gurobi package from nixpkgs (12.0.3)
262279
# Core runtime libraries (required)
@@ -293,8 +310,8 @@ finally:
293310
pkgs.gcc.cc.lib
294311
pkgs.stdenv.cc.cc.lib
295312
];
296-
# Avoid duplicate package issues
297-
ignoreCollisions = true;
313+
# No longer need ignoreCollisions since we're not merging conflicting paths
314+
ignoreCollisions = false;
298315
};
299316

300317
# Create a package with necessary directories and files for non-root user
@@ -309,18 +326,24 @@ finally:
309326
mkdir -p $out/etc/passwd.d
310327
mkdir -p $out/etc/group.d
311328
mkdir -p $out/etc/shadow.d
312-
mkdir -p $out/tmp/.local/lib/python3.12/site-packages
329+
mkdir -p $out/.local/lib/python3.12/site-packages
330+
331+
# Create ortools directory in a separate location (not /.local since it's tmpfs in containers)
332+
mkdir -p $out/opt/ortools/lib/python3.12/site-packages
333+
# Copy OR-Tools to /opt/ortools to avoid protobuf conflicts and tmpfs覆盖
334+
# This allows OR-Tools to use its own protobuf version (5.x)
335+
cp -r ${ortoolsPackages}/site-packages/* $out/opt/ortools/lib/python3.12/site-packages/
313336
314337
# Create uv configuration
315-
cat > $out/etc/uv/uv.toml << 'EOF'
316-
# Global uv configuration
317-
# Force use of system Python interpreter
318-
python-preference = "system"
319-
# Use copy mode for Docker environment
320-
link-mode = "copy"
321-
# Set cache directory
322-
cache-dir = "/tmp/.uv_cache"
323-
EOF
338+
cat > $out/etc/uv/uv.toml << 'EOFUV'
339+
# Global uv configuration
340+
# Force use of system Python interpreter
341+
python-preference = "system"
342+
# Use copy mode for Docker environment
343+
link-mode = "copy"
344+
# Set cache directory
345+
cache-dir = "/tmp/.uv_cache"
346+
EOFUV
324347
325348
# Create Gurobi setup script
326349
cat > $out/setup-gurobi.sh << 'EOF'
@@ -360,8 +383,62 @@ finally:
360383
echo "Or specify license file path via GRB_LICENSE_FILE environment variable"
361384
EOF
362385
386+
# Create OR-Tools verification script
387+
cat > $out/verify-ortools.sh << 'EOFSCRIPT'
388+
#!/bin/bash
389+
# Verify OR-Tools is pre-installed and working
390+
echo "Verifying OR-Tools installation..."
391+
echo ""
392+
393+
python << 'EOFPYTHON'
394+
import sys
395+
396+
try:
397+
import ortools
398+
from ortools.linear_solver import pywraplp
399+
from ortools.sat.python import cp_model
400+
import google.protobuf
401+
402+
print("✓ OR-Tools is pre-installed!")
403+
print(" OR-Tools version:", ortools.__version__)
404+
print(" Protobuf version:", google.protobuf.__version__)
405+
print("")
406+
print("Available solvers:")
407+
print(" - GLOP (Google Linear Optimization Package)")
408+
print(" - CBC (COIN-OR Branch and Cut)")
409+
print(" - SCIP (Solving Constraint Integer Programs)")
410+
print(" - CP-SAT (Constraint Programming - SAT)")
411+
print("")
412+
413+
# Test GLOP solver
414+
solver = pywraplp.Solver.CreateSolver("GLOP")
415+
if solver:
416+
print("✓ GLOP solver working correctly!")
417+
else:
418+
print("✗ Failed to create GLOP solver")
419+
sys.exit(1)
420+
421+
# Test CP-SAT solver
422+
model = cp_model.CpModel()
423+
sat_solver = cp_model.CpSolver()
424+
print("✓ CP-SAT solver working correctly!")
425+
print("")
426+
print("OR-Tools is ready to use! 🎉")
427+
428+
except ImportError as e:
429+
print("✗ OR-Tools not found:", str(e))
430+
print("")
431+
print("This should not happen - OR-Tools is pre-installed in the image.")
432+
sys.exit(1)
433+
except Exception as e:
434+
print("✗ Error verifying OR-Tools:", str(e))
435+
sys.exit(1)
436+
EOFPYTHON
437+
EOFSCRIPT
438+
363439
chmod +x $out/setup-gurobi.sh
364440
chmod +x $out/verify-gurobi.sh
441+
chmod +x $out/verify-ortools.sh
365442
366443
# Note: python3 binary is provided by pythonWithPackages in runtimeEnv
367444
# No need to create a symlink here to avoid collision
@@ -389,7 +466,7 @@ finally:
389466
# Set up user environment
390467
echo 'export HOME=/home/python-user' >> /home/python-user/.bashrc
391468
echo 'export PATH=/usr/local/bin:/usr/bin' >> /home/python-user/.bashrc
392-
echo 'export PYTHONPATH=/app:/tmp/.local/lib/python3.12/site-packages' >> /home/python-user/.bashrc
469+
echo 'export PYTHONPATH=/app:/.local/lib/python3.12/site-packages' >> /home/python-user/.bashrc
393470
EOF
394471
395472
chmod +x $out/setup-user.sh
@@ -410,15 +487,15 @@ in
410487
};
411488

412489
config = {
413-
WorkingDir = "/app";
490+
WorkingDir = "/tmp";
414491
Env = [
415-
"PYTHONPATH=/app:/tmp/.local/lib/python3.12/site-packages"
492+
"PYTHONPATH=/app:/opt/ortools/lib/python3.12/site-packages:/.local/lib/python3.12/site-packages"
416493
"PYTHONUNBUFFERED=1"
417494
"PYTHONDONTWRITEBYTECODE=1"
418495
# Force uv to use system Python
419496
"UV_PYTHON_PREFERENCE=system"
420497
"UV_LINK_MODE=copy"
421-
"UV_PYTHON_SITE_PACKAGES=/tmp/.local/lib/python3.12/site-packages"
498+
"UV_PYTHON_SITE_PACKAGES=/.local/lib/python3.12/site-packages"
422499
"UV_CACHE_DIR=/tmp/.uv_cache"
423500
"UV_PYTHON=${systemPython}/bin/python3.12"
424501
# Set PATH to include our secure commands - ensure util-linux tools are accessible

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