causaldyn/causal-hybrid-control

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Full safety evidence →

• Quickstart creates a schedule and reports its certificate for identified logs.: Real input produced the expected result: Trustworthy prefix: 3 steps.

  Source: From a panel of logs to a schedule and its certificate, in one call.

  Input: docs/quickstart.py simulated panel

  Expected: Trustworthy prefix: 3 steps.

  Command: /tmp/chc-venv/bin/python docs/quickstart.py

  Observed: Trustworthy prefix: 3 steps.** ## Provenance - data sha256: `2f5ae7c0e4ef94c1...` - panel: chc 0.23.0, 2400 rows, x64=True, seed=0 - run: on cpu (cpu), x64=True, fit in float64, solve in float64, seed=0, integrator=euler - settings: folds=2, degree=1, channel_degree=1, nuisance_degree=2, nuisance_knots=auto, ridge=1e-06, steps=10000, tolerance=0.5, hold_constraints=False, max_levers=none - versions: causal-hybrid-control 0.23.0, jax 0.12.0.1, jaxlib 0.12.0.1, numpy 2.5.4, scipy 1.18.1 # Prescription for `supply` ## Decision Start: the mean (standard deviation) over 200 units of each unit'

Examples

• Run the documented quickstart end to end.: command completed successfully

  Source: docs/quickstart.md, Quickstart command

  Input: simulated panel generated by script

  Expected: Markdown prescription report with certificate

  Command: /tmp/chc-venv/bin/python docs/quickstart.py

  Observed: er: not run - regret bound on the fitted model: not evaluated **Trustworthy prefix: 0 steps.** ## Provenance - data sha256: `2f5ae7c0e4ef94c1...` - panel: chc 0.23.0, 2400 rows, x64=True, seed=0 - run: on cpu (cpu), x64=True, fit in float64, no solve, seed=0, integrator=euler - settings: folds=2, degree=1, channel_degree=1, nuisance_degree=2, nuisance_knots=auto, ridge=1e-06, steps=10000, tolerance=0.5, hold_constraints=False, max_levers=none - versions: causal-hybrid-control 0.23.0, jax 0.12.0.1, jaxlib 0.12.0.1, numpy 2.5.4, scipy 1.18.1 no schedule: no observed set identifies the effect

Local or hosted: local

Run the documented causal prescription quickstart over simulated confounded panel logs.

pwd && id -u && python3 --version && rg --files -g 'README*' -g 'pyproject.toml' -g 'requirements*.txt' -g 'package.json' -g 'Cargo.toml' -g 'go.mod' -g '.github/workflows/**' -g 'Makefile' -g 'Dockerfile' | head -80 && sed -n '1,240p' README.md
ls -la | head -60 && find . -maxdepth 3 -type f | sort | head -100 && python3 -m pip --version && python3 -m pip install -e .
python3 -m venv /tmp/chc-venv && /tmp/chc-venv/bin/python -m pip install -e .
sed -n '1,220p' docs/quickstart.md 2>/dev/null || find docs -maxdepth 2 -iname '*quickstart*'; cat pyproject.toml | head -90; find scripts -maxdepth 2 -type f
ls docs/quickstart.py docs/output/quickstart.txt; sed -n '1,220p' docs/quickstart.py
JAX_ENABLE_X64=1 /tmp/chc-venv/bin/python docs/quickstart.py
mkdir -p .coldpass && cat > .coldpass/probe.json <<'EOF'
{"kind":"cli","argv":["/tmp/chc-venv/bin/python","docs/quickstart.py"],"cwd":"<guest-path>","env":{"JAX_ENABLE_X64":"1"},"expected_text":"Trustworthy prefix: 3 steps."}
EOF
cat > .coldpass/claims.json <<'EOF'
[{"kind":"claim","claim":"Quickstart creates a schedule and reports its certificate for identified logs.","source":"From a panel of logs to a schedule and its certificate, in one call.","input":"docs/quickstart.py simulated panel","expected":"Trustworthy prefix: 3 steps.","probe_kind":"cli","argv":["/tmp/chc-venv/bin/python","docs/quickstart.py"],"cwd":"<guest-path>","env":{"JAX_ENABLE_X64":"1"},"expected_text":"Trustworthy prefix: 3 steps."}]
EOF
cat > .coldpass/examples.json <<'EOF'
[{"kind":"example","claim":"Run the documented quickstart end to end.","source":"docs/quickstart.md, Quickstart command","input":"simulated panel generated by script","expected":"Markdown prescription report with certificate","argv":["/tmp/chc-venv/bin/python","docs/quickstart.py"],"cwd":"<guest-path>","env":{"JAX_ENABLE_X64":"1"},"expected_text":"Trustworthy prefix: 3 steps."}]
EOF
cat > .coldpass/cycles.json <<'EOF'
{"detected":false,"reason":"Inspected README, docs/quickstart.py, scripts, and project entry points; this library runs a user invoked prescription call and exposes no product scheduler, recurring loop, or webhook trigger.","checks":[]}
EOF
cat > .coldpass/report.json <<'EOF'
{"outcome":"working","fault_owner":null,"operation":"Run the documented causal prescription quickstart over simulated confounded panel logs.","operation_scope":"Python 3.12.3 in an isolated venv; installed editable package and CPU JAX dependencies.","steps":["Read README installation and quickstart guidance.","Created /tmp/chc-venv and installed package with pip install -e .","Ran JAX_ENABLE_X64=1 /tmp/chc-venv/bin/python docs/quickstart.py; it emitted identified and nonidentified reports."],"deviations":["Initial system pip install -e . was rejected by Debian externally-managed-environment policy; repeated successfully in isolated venv."],"stuck_step":null,"main_blocker":null,"plain_failure":null,"suggested_fix":null}
EOF

<env-var>=<guest-path> python3 -I <guest-path> --validate --replay