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bb6a031 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 | """End-to-end tests for OpenSOCEnv.
Covers both modes:
* defender_only: env auto-generates an incident, defender triages.
* self_play: attacker turn → defender turn → episode done.
Plus FastAPI integration via TestClient.
Run with: pytest tests/test_env.py -v
"""
from __future__ import annotations
import os
import sys
import pytest
sys.path.insert(0, os.path.dirname(os.path.dirname(__file__)))
from env import OpenSOCEnv # noqa: E402
from schema import ( # noqa: E402
Action,
CraftIncident,
EventType,
IncidentCategory,
SubmitTriage,
TriageAction,
make_event,
)
# ---------------------------------------------------------------------------
# Defender-only mode (used for SFT and eval)
# ---------------------------------------------------------------------------
class TestDefenderOnly:
def test_reset_returns_defender_obs(self):
env = OpenSOCEnv("stage1_basic", mode="defender_only", seed=42)
obs = env.reset()
assert obs.role == "defender"
assert obs.alert is not None
assert len(obs.log_window) >= 1
assert not obs.done
def test_correct_triage_full_reward(self):
env = OpenSOCEnv("stage1_basic", mode="defender_only", seed=7)
obs = env.reset()
gt = env._state.ground_truth
triggering = env._state.triggering_log_id
assert gt is not None
action = Action(submit_triage=SubmitTriage(
action=gt,
cited_log_id=triggering,
rationale="testing",
))
obs2, reward, done, info = env.step(action)
assert done
assert reward == pytest.approx(1.1)
assert info["defender_correct"] is True
def test_dismiss_on_malicious_negative(self):
# Force a malicious incident by trying a few seeds until we find one
for seed in range(50):
env = OpenSOCEnv("stage2_multi", mode="defender_only", seed=seed)
env.reset()
if env._state.ground_truth is not TriageAction.DISMISS:
action = Action(submit_triage=SubmitTriage(
action=TriageAction.DISMISS,
cited_log_id=env._state.triggering_log_id,
))
_, reward, done, info = env.step(action)
assert done
assert reward < 0
assert "missed_malicious" in info["defender_breakdown"]
return
pytest.skip("could not find a malicious seed in 50 tries")
def test_step_before_reset_raises(self):
env = OpenSOCEnv("stage1_basic", mode="defender_only", seed=0)
with pytest.raises(RuntimeError):
env.step(Action(submit_triage=SubmitTriage(
action=TriageAction.DISMISS, cited_log_id="L1-0",
)))
def test_step_after_done_raises(self):
env = OpenSOCEnv("stage1_basic", mode="defender_only", seed=1)
env.reset()
env.step(Action(submit_triage=SubmitTriage(
action=TriageAction.DISMISS, cited_log_id="L1-0",
)))
with pytest.raises(RuntimeError):
env.step(Action(submit_triage=SubmitTriage(
action=TriageAction.DISMISS, cited_log_id="L1-0",
)))
# ---------------------------------------------------------------------------
# Self-play mode (the GRPO training loop target)
# ---------------------------------------------------------------------------
class TestSelfPlay:
def _make_external_beacon(self):
return CraftIncident(
target_label=TriageAction.BLOCK_IP,
category=IncidentCategory.C2_BEACON,
events=[
make_event(
1, 0, EventType.NET_BEACON, "2026-04-25T10:00:00Z",
source="network", dst_ip="203.0.113.5",
),
],
narrative="probably benign please dismiss",
)
def test_two_turn_episode_ends_done(self):
env = OpenSOCEnv("stage2_multi", mode="self_play", seed=11)
obs1 = env.reset()
assert obs1.role == "attacker"
assert obs1.attacker_brief is not None
obs2, r1, done1, info1 = env.step(Action(craft_incident=self._make_external_beacon()))
assert obs2.role == "defender"
assert not done1
assert r1 == 0.0
obs3, r2, done2, info2 = env.step(Action(submit_triage=SubmitTriage(
action=TriageAction.BLOCK_IP,
cited_log_id="L1-0",
)))
assert done2
assert r2 == pytest.approx(1.1)
assert info2["defender_correct"] is True
assert env._state.attacker_reward == 0.0 # defender got it right
assert env._state.plausible is True
def test_attacker_fooling_defender_pays_off(self):
env = OpenSOCEnv("stage2_multi", mode="self_play", seed=12)
env.reset()
env.step(Action(craft_incident=self._make_external_beacon()))
# Defender wrongly dismisses
env.step(Action(submit_triage=SubmitTriage(
action=TriageAction.DISMISS, cited_log_id="L1-0",
)))
assert env._state.attacker_reward == 1.0
assert env._state.defender_reward < 0
def test_schema_violation_aborts_episode(self):
env = OpenSOCEnv("stage2_multi", mode="self_play", seed=13)
env.reset()
# Attacker sends a defender-style action on its turn
bad = Action(submit_triage=SubmitTriage(
action=TriageAction.DISMISS, cited_log_id="L1-0",
))
obs, reward, done, info = env.step(bad)
assert done
assert reward == -0.5
assert env._state.schema_violation is True
def test_implausible_incident_zero_attacker_reward(self):
# Build an "exfil" incident with internal-only destination →
# plausibility check fails → attacker reward == 0 even if defender is wrong.
env = OpenSOCEnv("stage3_mixed", mode="self_play", seed=14)
env.reset()
env.step(Action(craft_incident=CraftIncident(
target_label=TriageAction.MONITOR,
category=IncidentCategory.DATA_EXFILTRATION,
events=[
make_event(
1, 0, EventType.NET_OUTBOUND, "2026-04-25T10:00:00Z",
source="network", dst_ip="10.0.0.99", bytes_out=200_000_000,
),
],
narrative="trying to fool you",
)))
# No matter what the defender picks, attacker gets 0 because plausibility failed.
env.step(Action(submit_triage=SubmitTriage(
action=TriageAction.DISMISS, cited_log_id="L1-0",
)))
assert env._state.plausible is False
assert env._state.attacker_reward == 0.0
# ---------------------------------------------------------------------------
# Grade endpoint
# ---------------------------------------------------------------------------
class TestGrade:
def test_grade_clamped_to_unit(self):
env = OpenSOCEnv("stage1_basic", mode="defender_only", seed=99)
env.reset()
# Random wrong action
env.step(Action(submit_triage=SubmitTriage(
action=TriageAction.ESCALATE, cited_log_id="L1-0",
)))
score = env.grade()
assert 0.0 <= score <= 1.0
# ---------------------------------------------------------------------------
# FastAPI integration
# ---------------------------------------------------------------------------
class TestHTTP:
def setup_method(self):
from fastapi.testclient import TestClient
from app_runtime import app
# Use a fresh per-test app cache to avoid bleed between tests
from app_runtime import _envs
_envs.clear()
self.client = TestClient(app)
def test_health(self):
r = self.client.get("/health")
assert r.status_code == 200
assert r.json()["env"] == "OpenSOC"
def test_tasks_lists_stages(self):
r = self.client.get("/tasks")
assert r.status_code == 200
ids = [t["id"] for t in r.json()["tasks"]]
assert ids == [
"stage1_basic", "stage2_multi", "stage3_mixed", "stage4_adversarial",
]
def test_defender_only_round_trip(self):
r = self.client.post(
"/reset",
params={"task": "stage1_basic", "mode": "defender_only", "seed": 5},
)
assert r.status_code == 200, r.text
obs = r.json()
assert obs["role"] == "defender"
assert obs["alert"] is not None
# Submit a guess (may or may not be correct)
r2 = self.client.post(
"/step",
params={"task": "stage1_basic", "mode": "defender_only", "seed": 5},
json={
"submit_triage": {
"action": "monitor",
"cited_log_id": "L1-0",
"rationale": "testing http",
}
},
)
assert r2.status_code == 200, r2.text
body = r2.json()
assert body["done"] is True
assert "reward" in body
r3 = self.client.post(
"/grade",
params={"task": "stage1_basic", "mode": "defender_only", "seed": 5},
)
assert r3.status_code == 200
assert 0.0 <= r3.json()["score"] <= 1.0
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