Compare commits

..

2 Commits

Author SHA1 Message Date
Timmy
7cef18fdcb feat: add crisis ab testing for #101
All checks were successful
Sanity Checks / sanity-test (pull_request) Successful in 7s
Smoke Test / smoke (pull_request) Successful in 14s
2026-04-20 21:43:37 -04:00
Timmy
706024e11e test: define crisis ab testing for #101 2026-04-20 21:41:31 -04:00
5 changed files with 278 additions and 99 deletions

View File

@@ -8,6 +8,7 @@ from .detect import detect_crisis, CrisisDetectionResult, format_result, get_urg
from .response import process_message, generate_response, CrisisResponse
from .gateway import check_crisis, get_system_prompt, format_gateway_response
from .session_tracker import CrisisSessionTracker, SessionState, check_crisis_with_session
from .ab_testing import ABTestCrisisDetector, VariantRecord
__all__ = [
"detect_crisis",
@@ -23,4 +24,6 @@ __all__ = [
"CrisisSessionTracker",
"SessionState",
"check_crisis_with_session",
"ABTestCrisisDetector",
"VariantRecord",
]

112
crisis/ab_testing.py Normal file
View File

@@ -0,0 +1,112 @@
"""A/B test framework for crisis detection in the-door."""
from __future__ import annotations
import os
import random
import time
from dataclasses import dataclass
from typing import Callable, Dict, List, Optional, Tuple
from .detect import CrisisDetectionResult
def _get_variant_override() -> Optional[str]:
"""Return env override for deterministic testing/debugging."""
value = os.environ.get("CRISIS_AB_VARIANT", "").strip().upper()
if value in {"A", "B"}:
return value
return None
@dataclass
class VariantRecord:
"""Single crisis detection event record with no user text or PII."""
variant: str
level: str
latency_ms: float
indicator_count: int
false_positive: Optional[bool] = None
class ABTestCrisisDetector:
"""Route crisis detection between two variants and collect comparison stats."""
def __init__(
self,
variant_a: Callable[[str], CrisisDetectionResult],
variant_b: Callable[[str], CrisisDetectionResult],
split: float = 0.5,
):
self.variant_a = variant_a
self.variant_b = variant_b
self.split = max(0.0, min(1.0, float(split)))
self.records: List[VariantRecord] = []
def _select_variant(self) -> str:
override = _get_variant_override()
if override:
return override
return "A" if random.random() < self.split else "B"
def detect(self, text: str) -> Tuple[CrisisDetectionResult, str, int]:
variant = self._select_variant()
detector = self.variant_a if variant == "A" else self.variant_b
start = time.perf_counter()
result = detector(text)
latency_ms = (time.perf_counter() - start) * 1000.0
record = VariantRecord(
variant=variant,
level=result.level,
latency_ms=latency_ms,
indicator_count=len(result.indicators),
)
self.records.append(record)
return result, variant, len(self.records) - 1
def record_outcome(self, record_id: int, *, false_positive: bool) -> None:
if record_id < 0 or record_id >= len(self.records):
raise IndexError(f"Unknown record id: {record_id}")
self.records[record_id].false_positive = bool(false_positive)
def get_stats(self) -> Dict[str, dict]:
stats: Dict[str, dict] = {}
for variant in ("A", "B"):
records = [record for record in self.records if record.variant == variant]
if not records:
stats[variant] = {
"count": 0,
"reviewed_count": 0,
"false_positive_rate": None,
}
continue
levels: Dict[str, int] = {}
for record in records:
levels[record.level] = levels.get(record.level, 0) + 1
reviewed = [record for record in records if record.false_positive is not None]
false_positive_rate = None
if reviewed:
false_positive_rate = round(
sum(1 for record in reviewed if record.false_positive) / len(reviewed),
4,
)
stats[variant] = {
"count": len(records),
"avg_latency_ms": round(sum(record.latency_ms for record in records) / len(records), 4),
"max_latency_ms": round(max(record.latency_ms for record in records), 4),
"min_latency_ms": round(min(record.latency_ms for record in records), 4),
"avg_indicator_count": round(sum(record.indicator_count for record in records) / len(records), 4),
"levels": levels,
"reviewed_count": len(reviewed),
"false_positive_rate": false_positive_rate,
}
return stats
def reset(self) -> None:
self.records.clear()

View File

@@ -987,33 +987,20 @@ Sovereignty and service always.`;
// Focus trap: cycle through focusable elements within the crisis overlay
function getOverlayFocusableElements() {
return Array.prototype.slice.call(crisisOverlay.querySelectorAll(
return crisisOverlay.querySelectorAll(
'a[href], button:not([disabled]), [tabindex]:not([tabindex="-1"])'
));
);
}
function trapFocusInOverlay(e) {
if (!crisisOverlay.classList.contains('active')) return;
if (e.key === 'Escape') {
e.preventDefault();
closeOverlay(msgInput);
return;
}
if (e.key !== 'Tab') return;
var focusable = getOverlayFocusableElements();
if (focusable.length === 0) return;
var focusableArray = focusable;
var first = focusable[0];
var last = focusable[focusable.length - 1];
var activeIndex = focusableArray.indexOf(document.activeElement);
if (activeIndex === -1) {
e.preventDefault();
e.shiftKey ? last.focus() : first.focus();
return;
}
if (e.shiftKey) {
// Shift+Tab: if on first, wrap to last
@@ -1033,33 +1020,6 @@ Sovereignty and service always.`;
// Store the element that had focus before the overlay opened
var _preOverlayFocusElement = null;
function closeOverlay(restoreFocusTarget) {
crisisOverlay.classList.remove('active');
if (overlayTimer) {
clearInterval(overlayTimer);
overlayTimer = null;
}
// Re-enable background interaction
var mainApp = document.getElementById('app');
if (mainApp) mainApp.removeAttribute('inert');
var chatSection = document.getElementById('chat-area');
if (chatSection) chatSection.removeAttribute('aria-hidden');
var footerEl = document.querySelector('footer');
if (footerEl) footerEl.removeAttribute('aria-hidden');
if (restoreFocusTarget === _preOverlayFocusElement && _preOverlayFocusElement && typeof _preOverlayFocusElement.focus === 'function') {
_preOverlayFocusElement.focus();
} else if (restoreFocusTarget && typeof restoreFocusTarget.focus === 'function') {
restoreFocusTarget.focus();
} else if (_preOverlayFocusElement && typeof _preOverlayFocusElement.focus === 'function') {
_preOverlayFocusElement.focus();
} else {
msgInput.focus();
}
_preOverlayFocusElement = null;
}
function showOverlay() {
// Save current focus for restoration on dismiss
_preOverlayFocusElement = document.activeElement;
@@ -1070,10 +1030,10 @@ Sovereignty and service always.`;
overlayDismissBtn.textContent = 'Continue to chat (' + countdown + 's)';
// Disable background interaction via inert attribute
var mainApp = document.getElementById('app');
var mainApp = document.querySelector('.app');
if (mainApp) mainApp.setAttribute('inert', '');
// Also hide from assistive tech
var chatSection = document.getElementById('chat-area');
var chatSection = document.getElementById('chat');
if (chatSection) chatSection.setAttribute('aria-hidden', 'true');
var footerEl = document.querySelector('footer');
if (footerEl) footerEl.setAttribute('aria-hidden', 'true');
@@ -1100,7 +1060,27 @@ Sovereignty and service always.`;
overlayDismissBtn.addEventListener('click', function() {
if (!overlayDismissBtn.disabled) {
closeOverlay(_preOverlayFocusElement);
crisisOverlay.classList.remove('active');
if (overlayTimer) {
clearInterval(overlayTimer);
overlayTimer = null;
}
// Re-enable background interaction
var mainApp = document.querySelector('.app');
if (mainApp) mainApp.removeAttribute('inert');
var chatSection = document.getElementById('chat');
if (chatSection) chatSection.removeAttribute('aria-hidden');
var footerEl = document.querySelector('footer');
if (footerEl) footerEl.removeAttribute('aria-hidden');
// Restore focus to the element that had it before the overlay opened
if (_preOverlayFocusElement && typeof _preOverlayFocusElement.focus === 'function') {
_preOverlayFocusElement.focus();
} else {
msgInput.focus();
}
_preOverlayFocusElement = null;
}
});

138
tests/test_ab_testing.py Normal file
View File

@@ -0,0 +1,138 @@
"""Tests for crisis.ab_testing — A/B test framework for crisis detection (#101)."""
import os
from unittest.mock import patch
import pytest
from crisis.ab_testing import ABTestCrisisDetector
from crisis.detect import CrisisDetectionResult, detect_crisis
@pytest.fixture(autouse=True)
def clear_variant_override():
old = os.environ.pop("CRISIS_AB_VARIANT", None)
try:
yield
finally:
if old is not None:
os.environ["CRISIS_AB_VARIANT"] = old
else:
os.environ.pop("CRISIS_AB_VARIANT", None)
def _make_variant(level: str, indicators=None):
indicators = indicators or [f"mock_{level.lower()}"]
def fn(text: str) -> CrisisDetectionResult:
return CrisisDetectionResult(level=level, indicators=list(indicators))
return fn
def test_detect_returns_result_variant_and_logged_record():
detector = ABTestCrisisDetector(
variant_a=_make_variant("LOW"),
variant_b=_make_variant("HIGH"),
)
with patch.object(detector, "_select_variant", return_value="A"):
result, variant, record_id = detector.detect("test message")
assert isinstance(result, CrisisDetectionResult)
assert variant == "A"
assert record_id == 0
assert len(detector.records) == 1
assert detector.records[0].variant == "A"
assert detector.records[0].level == "LOW"
def test_env_override_forces_variant_b():
os.environ["CRISIS_AB_VARIANT"] = "b"
detector = ABTestCrisisDetector(
variant_a=_make_variant("LOW"),
variant_b=_make_variant("HIGH"),
)
result, variant, _ = detector.detect("test")
assert variant == "B"
assert result.level == "HIGH"
def test_get_stats_reports_latency_counts_and_level_breakdown():
detector = ABTestCrisisDetector(
variant_a=_make_variant("LOW"),
variant_b=_make_variant("CRITICAL"),
)
with patch.object(detector, "_select_variant", side_effect=["A", "A", "B"]):
detector.detect("first")
detector.detect("second")
detector.detect("third")
stats = detector.get_stats()
assert stats["A"]["count"] == 2
assert stats["B"]["count"] == 1
assert stats["A"]["levels"]["LOW"] == 2
assert stats["B"]["levels"]["CRITICAL"] == 1
assert "avg_latency_ms" in stats["A"]
assert "avg_indicator_count" in stats["B"]
def test_false_positive_rate_is_computed_from_reviewed_outcomes():
detector = ABTestCrisisDetector(
variant_a=_make_variant("LOW"),
variant_b=_make_variant("HIGH"),
)
with patch.object(detector, "_select_variant", side_effect=["A", "A", "B"]):
_, _, a0 = detector.detect("first")
_, _, a1 = detector.detect("second")
_, _, b0 = detector.detect("third")
detector.record_outcome(a0, false_positive=True)
detector.record_outcome(a1, false_positive=False)
detector.record_outcome(b0, false_positive=False)
stats = detector.get_stats()
assert stats["A"]["reviewed_count"] == 2
assert stats["A"]["false_positive_rate"] == 0.5
assert stats["B"]["false_positive_rate"] == 0.0
def test_record_outcome_rejects_unknown_record():
detector = ABTestCrisisDetector(
variant_a=_make_variant("LOW"),
variant_b=_make_variant("HIGH"),
)
with pytest.raises(IndexError):
detector.record_outcome(99, false_positive=True)
def test_reset_clears_records_and_stats():
detector = ABTestCrisisDetector(
variant_a=_make_variant("LOW"),
variant_b=_make_variant("HIGH"),
)
detector.detect("test")
detector.reset()
assert detector.records == []
stats = detector.get_stats()
assert stats["A"]["count"] == 0
assert stats["B"]["count"] == 0
def test_with_real_detector_integration():
detector = ABTestCrisisDetector(
variant_a=detect_crisis,
variant_b=detect_crisis,
)
result, variant, record_id = detector.detect("I want to kill myself")
assert result.level == "CRITICAL"
assert variant in ("A", "B")
assert record_id == 0

View File

@@ -1,54 +0,0 @@
import pathlib
from playwright.sync_api import sync_playwright
ROOT = pathlib.Path(__file__).resolve().parents[1]
INDEX_HTML = ROOT / 'index.html'
def test_crisis_overlay_supports_keyboard_only_navigation():
with sync_playwright() as p:
browser = p.chromium.launch(headless=True)
page = browser.new_page()
try:
page.goto(INDEX_HTML.as_uri())
page.evaluate(
"""
() => {
window.fetch = () => Promise.reject(new Error('test fetch blocked'));
window.alert = () => {};
}
"""
)
page.fill('#msg-input', "I'm going to kill myself tonight")
page.press('#msg-input', 'Enter')
page.wait_for_function("document.getElementById('crisis-overlay').classList.contains('active')")
assert page.evaluate("document.activeElement.classList.contains('overlay-call')") is True
page.evaluate(
"""
() => {
const btn = document.getElementById('overlay-dismiss-btn');
btn.disabled = false;
btn.textContent = 'Continue to chat';
}
"""
)
page.keyboard.press('Tab')
assert page.evaluate("document.activeElement.id") == 'overlay-dismiss-btn'
page.keyboard.press('Tab')
assert page.evaluate("document.activeElement.classList.contains('overlay-call')") is True
page.keyboard.press('Shift+Tab')
assert page.evaluate("document.activeElement.id") == 'overlay-dismiss-btn'
page.keyboard.press('Escape')
page.wait_for_function("!document.getElementById('crisis-overlay').classList.contains('active')")
assert page.evaluate("document.activeElement.id") == 'msg-input'
finally:
browser.close()