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Procedural scenario generator for the CI/CD Doctor environment.
"""
import random
from .packages import get_packages
PYTHON_VERSIONS = ["3.9", "3.10"] # always wrong; correct is 3.11
REQUIRED_ENV_VARS = ["DATABASE_URL", "API_KEY", "SECRET_KEY"]
WRONG_PORTS = [3000, 5000, 9000]
WRONG_TEST_COMMANDS = [
"python -m pytest tests/ --collect-only", # collects but never runs
"python -m unittest discover tests/", # wrong runner
"python -m pytest tests/ --dry-run", # dry-run, no output
]
def generate_easy_scenario(seed: int) -> dict:
"""
Returns a filesystem dict + answer_key.
The filesystem has requirements.txt missing one required package.
"""
rng = random.Random(seed)
all_packages = get_packages("easy")
missing = rng.choice(all_packages)
present = [p for p in all_packages if p != missing]
return {
"filesystem": {
"requirements.txt": "\n".join(present) + "\n",
"pipeline.yaml": "stages:\n - install\n",
"logs/install.log": "",
"app.py": "import flask\nimport numpy\n# app code here\n",
},
"answer_key": {
"fixes": {
"requirements.txt": missing,
},
},
}
def _medium_type_a(rng: random.Random, all_packages: list) -> dict:
"""
Type A: wrong Python version (Dockerfile) + missing env var (.env.ci).
Pipeline: install β env_check β docker_build
Both files must be fixed. install always passes.
"""
wrong_version = rng.choice(PYTHON_VERSIONS)
missing_var = rng.choice(REQUIRED_ENV_VARS)
present_vars = {v: "placeholder" for v in REQUIRED_ENV_VARS if v != missing_var}
env_ci_content = "".join(f"{k}={v}\n" for k, v in sorted(present_vars.items()))
return {
"filesystem": {
"requirements.txt": "\n".join(all_packages) + "\n",
"Dockerfile": (
f"FROM python:{wrong_version}-slim\n"
"WORKDIR /app\n"
"COPY requirements.txt .\n"
"RUN pip install -r requirements.txt\n"
"COPY . .\n"
'CMD ["python", "app.py"]\n'
),
".env.ci": env_ci_content,
"pipeline.yaml": "stages:\n - install\n - env_check\n - docker_build\n",
"app.py": "import flask\n# app code here\n",
"logs/install.log": "",
},
"answer_key": {
"fixes": {
"Dockerfile": "python:3.11",
".env.ci": missing_var,
},
},
}
def _medium_type_b(rng: random.Random, all_packages: list) -> dict:
"""
Type B: missing package (requirements.txt) + deployment flag off (deploy_config.yml).
Pipeline: install β config_validate β smoke_test
install fails first; after fixing, config_validate fails.
"""
missing_pkg = rng.choice(all_packages)
present_pkgs = [p for p in all_packages if p != missing_pkg]
return {
"filesystem": {
"requirements.txt": "\n".join(present_pkgs) + "\n",
"deploy_config.yml": (
"target_env: production\n"
"deploy_enabled: false\n" # BUG: must be true
"replicas: 2\n"
"health_check_path: /health\n"
"timeout: 30\n"
),
"pipeline.yaml": "stages:\n - install\n - config_validate\n - smoke_test\n",
"app.py": "import flask\n# app code here\n",
"logs/install.log": "",
},
"answer_key": {
"fixes": {
"requirements.txt": missing_pkg,
"deploy_config.yml": "deploy_enabled: true",
},
},
}
def _medium_type_c(rng: random.Random, all_packages: list) -> dict:
"""
Type C: wrong test command (Makefile) + missing env var (.env.ci).
Pipeline: install β env_check β test
env_check fails first; after fixing, test fails due to bad Makefile.
"""
wrong_cmd = rng.choice(WRONG_TEST_COMMANDS)
missing_var = rng.choice(REQUIRED_ENV_VARS)
present_vars = {v: "placeholder" for v in REQUIRED_ENV_VARS if v != missing_var}
env_ci_content = "".join(f"{k}={v}\n" for k, v in sorted(present_vars.items()))
return {
"filesystem": {
"requirements.txt": "\n".join(all_packages) + "\n",
".env.ci": env_ci_content,
"Makefile": (
".PHONY: test\n"
"test:\n"
f"\t{wrong_cmd}\n"
),
"pipeline.yaml": "stages:\n - install\n - env_check\n - test\n",
"app.py": "import flask\n# app code here\n",
"logs/install.log": "",
},
"answer_key": {
"fixes": {
".env.ci": missing_var,
"Makefile": "python -m pytest tests/",
},
},
}
def _medium_type_d(rng: random.Random, all_packages: list) -> dict:
"""
Type D: wrong port (service.yaml) + wrong Python version (Dockerfile).
Pipeline: install β port_check β docker_build
port_check fails first; after fixing, docker_build fails.
install always passes.
"""
wrong_version = rng.choice(PYTHON_VERSIONS)
wrong_port = rng.choice(WRONG_PORTS)
return {
"filesystem": {
"requirements.txt": "\n".join(all_packages) + "\n",
"Dockerfile": (
f"FROM python:{wrong_version}-slim\n"
"WORKDIR /app\n"
"COPY requirements.txt .\n"
"RUN pip install -r requirements.txt\n"
"COPY . .\n"
'CMD ["python", "app.py"]\n'
),
"service.yaml": (
"apiVersion: v1\n"
"kind: Service\n"
"metadata:\n"
" name: app\n"
"spec:\n"
f" port: {wrong_port}\n"
),
"pipeline.yaml": "stages:\n - install\n - port_check\n - docker_build\n",
"app.py": "import flask\n# app code here\n",
"logs/install.log": "",
},
"answer_key": {
"fixes": {
"service.yaml": "port: 8080",
"Dockerfile": "python:3.11",
},
},
}
def generate_medium_scenario(seed: int) -> dict:
"""
Randomly selects one of four structurally distinct medium scenario types,
then generates the specifics (which var, which version, etc.) from the
same seed. Same seed β same scenario every time.
"""
rng = random.Random(seed)
all_packages = get_packages("medium")
scenario_type = rng.choice(["A", "B", "C", "D"])
if scenario_type == "A":
return _medium_type_a(rng, all_packages)
elif scenario_type == "B":
return _medium_type_b(rng, all_packages)
elif scenario_type == "C":
return _medium_type_c(rng, all_packages)
else:
return _medium_type_d(rng, all_packages)
def _hard_type_a(rng: random.Random, all_packages: list) -> dict:
"""
Type A (Interdependent):
ci.yml ordering β Dockerfile alpine β numpy version pin.
Behavior:
- docker_build fails first due to alpine
- AFTER fixing Docker base, install fails due to numpy incompatibility
- Demonstrates interdependent failures (fixing one reveals another)
Pipeline: ci_validate β docker_build(strict) β install(hard).
"""
_ = rng
# numpy version only breaks AFTER Docker base is fixed (alpine -> slim)
requirements_lines = [
"numpy==1.21" if pkg == "numpy" else pkg
for pkg in all_packages
]
# Randomize ci.yml format (inline vs YAML list)
if rng.random() < 0.5:
ci_content = "stages: test, build, install\n"
ci_fix = "stages: install, build, test\n"
else:
ci_content = (
"stages:\n"
" - test\n"
" - build\n"
" - install\n"
)
ci_fix = (
"stages:\n"
" - install\n"
" - build\n"
" - test\n"
)
return {
"filesystem": {
"requirements.txt": "\n".join(requirements_lines) + "\n",
"Dockerfile": (
"FROM python:3.11-alpine\n" # BUG 1: causes build failure first
"WORKDIR /app\n"
"COPY requirements.txt .\n"
"RUN pip install -r requirements.txt\n" # BUG 2 surfaces only after base fix
"COPY . .\n"
'CMD ["python", "app.py"]\n'
),
"ci.yml": ci_content,
"pipeline.yaml": "stages:\n - ci_validate\n - docker_build\n - install\n",
"app.py": "import flask\nimport numpy\n# app code here\n",
"logs/install.log": "",
},
"answer_key": {
"fixes": {
"ci.yml": ci_fix,
"Dockerfile": "python:3.11-slim",
"requirements.txt": "numpy==1.26",
},
},
}
def _hard_type_b(rng: random.Random, all_packages: list) -> dict:
"""
Type B (Interdependent):
ci.yml ordering β missing env var β wrong test command.
Behavior:
- env_check fails first
- AFTER fixing env, test stage fails due to bad command
Demonstrates dependency between runtime config and execution.
Pipeline: ci_validate β env_check β test.
"""
wrong_cmd = rng.choice(WRONG_TEST_COMMANDS)
missing_var = rng.choice(REQUIRED_ENV_VARS)
present_vars = {v: "placeholder" for v in REQUIRED_ENV_VARS if v != missing_var}
env_ci_content = "".join(f"{k}={v}\n" for k, v in sorted(present_vars.items()))
if rng.random() < 0.5:
ci_content = "stages: test, build, install\n"
ci_fix = "stages: install, build, test\n"
else:
ci_content = (
"stages:\n"
" - test\n"
" - build\n"
" - install\n"
)
ci_fix = (
"stages:\n"
" - install\n"
" - build\n"
" - test\n"
)
return {
"filesystem": {
"requirements.txt": "\n".join(all_packages) + "\n",
"ci.yml": ci_content,
".env.ci": env_ci_content,
"Makefile": (
".PHONY: test\n"
"test:\n"
f"\t{wrong_cmd}\n" # BUG surfaces only after env is fixed
),
"pipeline.yaml": "stages:\n - ci_validate\n - env_check\n - test\n",
"app.py": "import flask\n# app code here\n",
"logs/install.log": "",
},
"answer_key": {
"fixes": {
"ci.yml": ci_fix,
".env.ci": missing_var,
"Makefile": "python -m pytest tests/",
},
},
}
def _hard_type_c(rng: random.Random, all_packages: list) -> dict:
"""
Type C: Dockerfile alpine β deploy disabled β wrong service port.
Pipeline: docker_build(strict) β config_validate β port_check.
"""
_ = rng # reserved for future per-seed variation
wrong_port = rng.choice(WRONG_PORTS)
return {
"filesystem": {
"requirements.txt": "\n".join(all_packages) + "\n",
"Dockerfile": (
"FROM python:3.11-alpine\n"
"WORKDIR /app\n"
"COPY requirements.txt .\n"
"RUN pip install -r requirements.txt\n"
"COPY . .\n"
'CMD ["python", "app.py"]\n'
),
"deploy_config.yml": (
"target_env: production\n"
"deploy_enabled: false\n"
"replicas: 2\n"
"health_check_path: /health\n"
"timeout: 30\n"
),
"service.yaml": (
"apiVersion: v1\n"
"kind: Service\n"
"metadata:\n"
" name: app\n"
"spec:\n"
f" port: {wrong_port}\n"
),
"pipeline.yaml": "stages:\n - docker_build\n - config_validate\n - port_check\n",
"app.py": "import flask\n# app code here\n",
"logs/install.log": "",
},
"answer_key": {
"fixes": {
"Dockerfile": "python:3.11-slim",
"deploy_config.yml": "deploy_enabled: true",
"service.yaml": "port: 8080",
},
},
}
def _hard_type_d(rng: random.Random, all_packages: list) -> dict:
"""
Type D: missing package β missing env var β Dockerfile alpine.
Pipeline: install(hard) β env_check β docker_build(strict).
"""
missing_pkg = rng.choice(all_packages)
present_pkgs = [p for p in all_packages if p != missing_pkg]
missing_var = rng.choice(REQUIRED_ENV_VARS)
present_vars = {v: "placeholder" for v in REQUIRED_ENV_VARS if v != missing_var}
env_ci_content = "".join(f"{k}={v}\n" for k, v in sorted(present_vars.items()))
return {
"filesystem": {
"requirements.txt": "\n".join(present_pkgs) + "\n",
".env.ci": env_ci_content,
"Dockerfile": (
"FROM python:3.11-alpine\n"
"WORKDIR /app\n"
"COPY requirements.txt .\n"
"RUN pip install -r requirements.txt\n"
"COPY . .\n"
'CMD ["python", "app.py"]\n'
),
"pipeline.yaml": "stages:\n - install\n - env_check\n - docker_build\n",
"app.py": "import flask\n# app code here\n",
"logs/install.log": "",
},
"answer_key": {
"fixes": {
"requirements.txt": missing_pkg,
".env.ci": missing_var,
"Dockerfile": "python:3.11-slim",
},
},
}
def generate_hard_scenario(seed: int) -> dict:
"""
Randomly selects one of four structurally distinct hard scenario types,
then generates the specifics from the same seed. Each variant is a
three-fix cascading failure β each pipeline run stops at the first
failing stage, so bugs surface one at a time as the agent fixes them.
Same seed β same scenario every time.
"""
rng = random.Random(seed)
all_packages = get_packages("hard")
scenario_type = rng.choice(["A", "B", "C", "D"])
if scenario_type == "A":
return _hard_type_a(rng, all_packages)
elif scenario_type == "B":
return _hard_type_b(rng, all_packages)
elif scenario_type == "C":
return _hard_type_c(rng, all_packages)
else:
return _hard_type_d(rng, all_packages)
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