Files
roboco/tests/integration/test_metrics_scorecards.py
T
a8cb2470ba v0.15.0: Metrics granularity — per-member / per-task / org + CEO scorecards (#289)
* feat(metrics): capture per-session turns + tool_calls (phase 1)

Persist LLM iterations (turns) and tool invocations per agent spawn session,
the raw signal the granular per-member performance metrics build on (real
effort/iterations vs wall-clock).

- sum_transcript_usage returns a 5-tuple adding turns = unique assistant
  message-id count; _usage_from_transcript + _resolve_active_tokens updated to
  the 5-tuple (active-tokens keeps its 4-tuple contract by slicing).
- SDK: _SessionState.turns, set by /usage/sync; /usage/status (TokenUsageStatus)
  now carries turns + tool_calls (= total_calls).
- orchestrator: new _resolve_final_turns_tools (SDK primary, transcript fallback
  for turns only; Grok -> 0/0) wired into _finalize_spawn_session, which writes
  turns + tool_calls to agent_spawn_sessions.
- migration 055 adds turns + tool_calls (BigInteger DEFAULT 0 -> historical/Grok
  rows read 0, surfaced as n/a). Verified real alembic upgrade/downgrade.

Part of metrics-granularity (v0.15.0); recon-adjusted plan on disk.

* feat(metrics): pure compute_stage_effort helper (phase 2, part 1)

Foundation-layer overlap math (no DB): split each task status window into
active (merged wall-clock overlap of spawn stints — concurrent stints counted
once, so active <= window) vs wait (queue/review idle). Distinct from summed
effort. The per-task metrics service will feed it audit-log windows + spawn
stints. 9 unit tests (disjoint/nested/partial/merged/clamped/zero/multi-window).

* feat(metrics): per-task live metrics + GET /metrics/task/{id} (phase 2)

TaskMetrics dataclass + MetricsService.get_task_metrics: summed spawn effort
(vs wall-clock), turns/tool_calls/tokens/cost, per-stage active-vs-wait
(compute_stage_effort over audit windows x spawn stints), and who-caused-rework
(revision_count + named qa/pr fail events). Open stints and the open final
stage window close at completed_at for a terminal task (else now), so stages
don't grow past completion. Exposed at GET /dashboard/metrics/task/{task_id}
(404 if absent). Real-PG tests (compose/none/in-flight) + route tests (200/404).

* feat(metrics): CEO-as-member scorecard + ceo_reject audit regression (phase 3)

The human CEO is a measured member, read purely from audit_log (agent_role='ceo'
serializes from the CEO StrEnum): approval dwell (awaiting_ceo_approval -> a CEO
decision, incl. the coordination-root reject that lands in pending), unblock
dwell (blocked -> a CEO revive), and god-mode action count (every CEO-attributed
transition). CeoScorecard + MetricsService.get_ceo_scorecard (p50/p90 via
PERCENTILE_CONT, expanding IN for the decision sets) + GET
/dashboard/metrics/member/ceo (declared before any future member/{id} route).

The ceo_reject coordination-root audit gap the plan meant to close was already
closed by the gap-sweep (routes through admin_set_status -> agent_role='ceo'
audit); locked with a regression assertion in the existing coordination-reject
test. Real-PG tests: approval/unblock/godmode, non-ceo exclusion, empty->zeros.

* feat(metrics): audit instrumentation for escalations/blocked-others/idle (phase 4a)

The three extra per-member metrics that had no data source get durable,
in-session audit events (additive; never gate the underlying action):
- apply_escalation -> task.escalated (details.escalator_slug) on both the
  normal block path and the pool-divert path -> escalations count.
- _unblock_dependents -> task.unblocked_dependents (details.count) on the
  completed BLOCKER task, captured before the dependency edges are pruned ->
  blocked-others count (sweeper attributes to the blocker's owner).
- mark_agent_idle -> agent.idle (details.agent_slug) -> idle/utilization (the
  sweeper pairs an idle mark to the member's next spawn for idle duration).
(QA pass-rate needs no new event — reuses task.awaiting_documentation[qa] +
task.qa_fail.) Real-PG tests for each; 111 transition tests still green.

* feat(metrics): member_performance_daily rollup table + migration 056 (phase 4b)

The per-member scorecard rollup: one row per (date, member_kind, agent_slug),
CEO as a first-class member_kind='ceo' row (agent_slug='' NOT NULL so the
NULL-distinct UNIQUE keeps it unique). Full column set + the four CEO-approved
extras (qa_reviews_total/passed, escalations, blocked_others, idle_seconds) plus
blocked_seconds. Overwrite-upsert on (date, member_kind, agent_slug) for an
idempotent sweep. Migration 056 verified real up/down (24 cols, 4 indexes).

* feat(metrics): _sweep_member_performance rollup sweeper (phase 4c)

The daily per-member rollup sweep (mirrors _sweep_daily_rollup): a trailing
7-day, idempotent overwrite-upsert wired into _run_sweep. One focused query per
metric merges into a (date, agent_slug) accumulator — spawn effort/turns/tokens/
cost, completed/first-pass/revisions-received, revisions-caused (qa/pr fails),
QA pass-rate (passed + total), escalations (by escalator_slug), blocked-others
(unblocked_dependents by blocker owner), idle_seconds (idle mark -> next spawn),
blocked_seconds (blocked dwell) — plus one CEO row/day (approval/unblock dwell +
god-mode). Real-PG test asserts every facet + idempotency (a 2nd sweep
overwrites, never doubles); spawn-day != completion-day split is by-design.

* feat(metrics): member/org rollup scorecards + endpoints + live overlay (phase 5)

MemberScorecard + OrgScorecard with derived rates (FPY, effort-throughput,
turns/tool-calls per task, QA pass-rate, utilization) — all division-guarded to
None. get_member_scorecard reads member_performance_daily by slug and overlays
the member's live in-flight (non-terminal) tasks' effort via get_task_metrics
(disjoint by status: completion counts stay rollup-only, overlay only enriches
effort/turns/cost; includes_live_inflight flags it). get_org_scorecard
aggregates the cell (?team=) or whole org. Routes: GET /metrics/member/{agent_id}
(404 if absent, after the ceo literal route) + GET /metrics/org?team=. Real-PG
tests (derived rates, overlay no double-count, guards, org) + route tests.

* feat(metrics): granular CEO completion notification (phase 6)

There was no CEO completion notification at all (EventType.TASK_COMPLETED was
defined but never emitted). Add notify_ceo_of_completion in
NotificationDeliveryService — a granular body (real effort vs wall-clock +
stints/turns/tool-calls/revisions[QA/PR]/cost from get_task_metrics; degrades to
wall-clock-only, turns 'n/a', when there are no spawn sessions). Reuses the
existing ALERT type (no enum migration; the notificationtype PG enum is fixed at
001). ceo_approve now emits TASK_COMPLETED + fires the notification (best-effort
via _notify_completion — never blocks completion); complete() emits
TASK_COMPLETED too (closes the dead-code gap; the WS bridge can forward it).
Pure formatter tests + real-PG notification test.

* [metrics-granularity] Phase 7: panel Scorecards tab + dashboard overview

Add the CEO-facing metrics surfaces for the granularity feature:

- New "Scorecards" tab on the Metrics page: org rollup headline, the
  CEO-as-member card (approval/unblock dwell + god-mode count), and a
  per-member table (completed, first-pass yield, active effort, turns/task,
  QA pass-rate, escalations, blocked-others, utilization). Each member row
  self-fetches its rollup scorecard; live in-flight rows carry a "live" badge.
- New dashboard overview card (ScorecardOverviewPanel): org-wide 30-day
  headline (completed, FPY, throughput/hr, active effort, cost) deep-linking
  into the Scorecards tab.
- Plumbing: TaskMetrics/MemberScorecard/OrgScorecard/CeoScorecard types,
  observability API client methods + empty fallbacks, and the four
  useCeoScorecard/useMemberScorecard/useOrgScorecard/useTaskMetrics hooks.

Panel gate green: tsc, eslint, prettier, vitest (175 tests, +6 new).

* [metrics-granularity] test: make completion-notification robust to shared-DB CEO

test_notify_ceo_of_completion_creates_alert errored in the full suite (passed
in isolation): the session-scoped test DB is shared across the run, and the
sibling real-DB board-gate test commits a role=CEO agent (slug="ceo") without
cleanup — so my env fixture's hardcoded slug="ceo" insert hit a unique-constraint
violation, and a second role=CEO row would also make _get_ceo_agent()'s
scalar_one_or_none() raise. Reuse an existing CEO when present (the singleton the
production system actually has), else create one with a unique slug. Order-
independent. Also reflow test_metrics_instrumentation.py to ruff format.

* chore(release): 0.15.0

Metrics granularity: per-member/per-task/org + CEO-as-member scorecards,
turn/tool-call capture (migration 055), member_performance_daily rollup
(migration 056) with QA pass-rate / escalations / blocked-others / utilization,
per-task active-vs-wait metrics, granular completion notification, panel
Scorecards tab + dashboard Performance card, and the ceo_reject audit fix.

Version bump across the canonical set + CHANGELOG.

* [metrics-granularity] fix pre-tag audit findings (overlay double-count + panel error states)

Adversarial review before the v0.15.0 tag surfaced two real logical gaps:

- MAJOR (backend): the live in-flight overlay re-summed ALL sessions of every
  non-terminal task via get_task_metrics, but _msweep_spawn already rolls up
  every CLOSED session regardless of task status — so a closed session on a
  still-open task was counted twice (rollup + overlay), permanently inflating a
  member's effort/turns/tokens/cost on the common reap/respawn path. The overlay
  now sums only OPEN sessions (ended_at IS NULL), which the closed-only rollup
  can never contain — disjoint by construction. A just-closed session lands in
  the rollup on the next ~60s sweep (no gap of note). Aggregated in SQL to mirror
  _msweep_spawn. Regression test reproduces the double-count (turns 10→5).

- MAJOR (panel): the four new scorecard surfaces used `isLoading || !data` with
  no isError branch, so a failed query span forever on a skeleton. They now
  surface a load error. Tests added.

Also: OrgSummary active-effort formatting no longer round-trips hours→seconds→
hours; dashboard grid uses xl:grid-cols-4 (was 2xl) so 4 panels show at 1280px;
corrected the inaccurate "NULL distinct" CEO-row uniqueness comment (agent_slug
is NOT NULL; the '' tuple is simply distinct from agent rows).

make quality GREEN (cov 95.31%); panel GREEN (vitest 178).

* [metrics-granularity] fix: decode bytes stream message-id before XCLAIM

StreamEventBus._recover_stream passed the pending message id to XCLAIM via
str() on the raw bytes the client returns (redis client has no
decode_responses), producing "b'1782066556728-0'". Redis rejects that with
"Unrecognized XCLAIM option", so pending-message recovery threw on every
reclaim tick and unacked messages from crashed/slow consumers were never
reclaimed (leaking in the PEL on every stream, spamming the error log). Decode
via the existing _to_str helper — the fix the sibling claim path already uses.

Pre-existing in v0.14.0 (unrelated to metrics granularity); folded into this
release per CEO. TDD regression test + CHANGELOG entry. make quality GREEN.

---------

Co-authored-by: Renn F <rennf93@users.noreply.github.com>
2026-07-01 05:18:45 +02:00

317 lines
10 KiB
Python

"""Member / org rollup scorecards + the live in-flight overlay (real PG).
Seeds member_performance_daily rows (the rollup source) and asserts the derived
rates (FPY, effort-throughput, turns/task, qa pass-rate, utilization), the live
in-flight overlay (enriches effort but not completion counts — disjoint by
status), and the division guards.
"""
from __future__ import annotations
from datetime import UTC, datetime, timedelta
from typing import TYPE_CHECKING, Any, cast
from uuid import uuid4
import pytest
import pytest_asyncio
from roboco.db.tables import (
AgentSpawnSessionTable,
AgentTable,
MemberPerformanceDailyTable,
ProjectTable,
TaskTable,
)
from roboco.models.base import (
AgentRole,
AgentStatus,
Complexity,
TaskNature,
TaskStatus,
TaskType,
Team,
)
from roboco.services.metrics import MetricsService
if TYPE_CHECKING:
from collections.abc import AsyncIterator
from uuid import UUID
from sqlalchemy.ext.asyncio import AsyncSession
_TODAY = datetime.now(UTC).date()
_TOTAL_COMPLETED = 3
_ROLLUP_COMPLETED = 2
_OVERLAY_TURNS = 3
_ROLLUP_ONLY_TURNS = 5 # closed session already in the rollup, not re-added
_ORG_MEMBERS = 2
_ORG_COMPLETED = 3
def _daily(slug: str, **over: Any) -> MemberPerformanceDailyTable:
base: dict[str, Any] = {
"id": uuid4(),
"date": _TODAY,
"member_kind": "agent",
"agent_slug": slug,
"team": Team.BACKEND.value,
"role": "developer",
}
base.update(over)
return MemberPerformanceDailyTable(**base)
def _agent(role: AgentRole, slug: str) -> AgentTable:
return AgentTable(
id=uuid4(),
name=slug,
slug=slug,
role=role,
team=Team.BACKEND,
status=AgentStatus.ACTIVE,
model_config={},
system_prompt="x",
capabilities=[],
permissions={},
metrics={},
)
@pytest_asyncio.fixture
async def svc(db_session: AsyncSession) -> AsyncIterator[MetricsService]:
yield MetricsService(db_session)
@pytest.mark.asyncio
async def test_member_scorecard_rollup_and_derived(
svc: MetricsService, db_session: AsyncSession
) -> None:
dev = _agent(AgentRole.DEVELOPER, f"be-dev-{uuid4().hex[:6]}")
db_session.add(dev)
await db_session.flush()
db_session.add_all(
[
_daily(
dev.slug,
tasks_completed=2,
tasks_first_pass=1,
active_runtime_seconds=1800,
turns=6,
tool_calls=12,
tokens=100,
cost_usd=1.0,
qa_reviews_total=3,
qa_reviews_passed=2,
escalations=1,
blocked_others=1,
idle_seconds=600,
revisions_caused=1,
revisions_received=1,
),
_daily(
dev.slug,
date=_TODAY - timedelta(days=1),
tasks_completed=1,
tasks_first_pass=1,
active_runtime_seconds=1800,
turns=4,
tool_calls=8,
tokens=50,
cost_usd=0.5,
qa_reviews_total=2,
qa_reviews_passed=2,
idle_seconds=1200,
),
]
)
await db_session.flush()
card = await svc.get_member_scorecard(cast("UUID", dev.id), days=30)
assert card is not None
assert card.tasks_completed == _TOTAL_COMPLETED
assert card.first_pass_yield == pytest.approx(2 / 3, abs=1e-4) # 2 of 3
# 3 tasks over 3600s = 1h -> 3.0/hr.
assert card.effort_throughput_per_hour == pytest.approx(3.0)
assert (card.turns, card.tool_calls) == (10, 20)
assert card.turns_per_task == pytest.approx(10 / 3, abs=1e-4)
assert card.qa_pass_rate == pytest.approx(4 / 5, abs=1e-4) # 4 of 5
assert card.escalations == 1
assert card.blocked_others == 1
# util = 3600 active / (3600 + 1800 idle) = 0.6667.
assert card.utilization == pytest.approx(3600 / 5400, abs=1e-4)
assert card.includes_live_inflight is False
@pytest.mark.asyncio
async def test_live_overlay_enriches_effort_not_completion(
svc: MetricsService, db_session: AsyncSession
) -> None:
dev = _agent(AgentRole.DEVELOPER, f"be-dev-{uuid4().hex[:6]}")
db_session.add(dev)
await db_session.flush()
project = ProjectTable(
id=uuid4(),
name="P",
slug=f"p-{uuid4().hex[:6]}",
git_url="https://example.com/r.git",
assigned_cell=Team.BACKEND,
created_by=dev.id,
)
db_session.add(project)
await db_session.flush()
db_session.add(_daily(dev.slug, tasks_completed=2, active_runtime_seconds=100))
# A non-terminal (in-flight) task with a spawn stint -> overlay effort.
inflight = TaskTable(
id=uuid4(),
title="t",
description="d",
acceptance_criteria=["ac"],
task_type=TaskType.CODE,
nature=TaskNature.TECHNICAL,
status=TaskStatus.IN_PROGRESS,
team=Team.BACKEND,
project_id=project.id,
created_by=dev.id,
assigned_to=dev.id,
estimated_complexity=Complexity.MEDIUM,
started_at=datetime.now(UTC) - timedelta(hours=1),
)
db_session.add(inflight)
await db_session.flush()
now = datetime.now(UTC)
# OPEN (still-running) session — the live delta the rollup cannot hold yet.
db_session.add(
AgentSpawnSessionTable(
id=uuid4(),
agent_slug=dev.slug,
team="backend",
role="developer",
model="claude",
task_id=str(inflight.id),
started_at=now - timedelta(seconds=200),
ended_at=None,
turns=3,
tool_calls=4,
tokens_input=10,
tokens_output=5,
estimated_cost_usd=0.2,
)
)
await db_session.flush()
card = await svc.get_member_scorecard(cast("UUID", dev.id), days=30)
assert card is not None
assert card.tasks_completed == _ROLLUP_COMPLETED # in-flight NOT completed
assert card.includes_live_inflight is True
assert card.active_runtime_hours > 100 / 3600 # rollup + overlay effort
assert card.turns == _OVERLAY_TURNS # from the overlay (rollup row had 0)
@pytest.mark.asyncio
async def test_live_overlay_excludes_closed_session_no_double_count(
svc: MetricsService, db_session: AsyncSession
) -> None:
"""A CLOSED session on a non-terminal task is already in the daily rollup
(via _msweep_spawn, which counts ended_at IS NOT NULL). The overlay must NOT
re-add it, or the member's effort/turns double-count on the common
reap/respawn path."""
dev = _agent(AgentRole.DEVELOPER, f"be-dev-{uuid4().hex[:6]}")
db_session.add(dev)
await db_session.flush()
project = ProjectTable(
id=uuid4(),
name="P",
slug=f"p-{uuid4().hex[:6]}",
git_url="https://example.com/r.git",
assigned_cell=Team.BACKEND,
created_by=dev.id,
)
db_session.add(project)
await db_session.flush()
# Rollup row already reflects the closed session (turns=5, active=300s).
db_session.add(
_daily(dev.slug, tasks_completed=0, active_runtime_seconds=300, turns=5)
)
inflight = TaskTable(
id=uuid4(),
title="t",
description="d",
acceptance_criteria=["ac"],
task_type=TaskType.CODE,
nature=TaskNature.TECHNICAL,
status=TaskStatus.IN_PROGRESS,
team=Team.BACKEND,
project_id=project.id,
created_by=dev.id,
assigned_to=dev.id,
estimated_complexity=Complexity.MEDIUM,
started_at=datetime.now(UTC) - timedelta(hours=1),
)
db_session.add(inflight)
await db_session.flush()
now = datetime.now(UTC)
db_session.add(
AgentSpawnSessionTable(
id=uuid4(),
agent_slug=dev.slug,
team="backend",
role="developer",
model="claude",
task_id=str(inflight.id),
started_at=now - timedelta(seconds=300),
ended_at=now, # CLOSED — already counted by the rollup
turns=5,
tool_calls=4,
tokens_input=10,
tokens_output=5,
estimated_cost_usd=0.2,
)
)
await db_session.flush()
card = await svc.get_member_scorecard(cast("UUID", dev.id), days=30)
assert card is not None
assert card.turns == _ROLLUP_ONLY_TURNS # closed session is NOT re-added
assert card.active_runtime_hours == pytest.approx(300 / 3600, abs=1e-4)
assert card.includes_live_inflight is False # no OPEN session
@pytest.mark.asyncio
async def test_member_scorecard_404_and_guards(
svc: MetricsService, db_session: AsyncSession
) -> None:
assert await svc.get_member_scorecard(uuid4()) is None
# An agent with no rollup rows: division guards -> None, no crash.
dev = _agent(AgentRole.DEVELOPER, f"be-dev-{uuid4().hex[:6]}")
db_session.add(dev)
await db_session.flush()
card = await svc.get_member_scorecard(cast("UUID", dev.id), days=30)
assert card is not None
assert card.tasks_completed == 0
assert card.first_pass_yield is None
assert card.effort_throughput_per_hour is None
assert card.qa_pass_rate is None
assert card.utilization is None
@pytest.mark.asyncio
async def test_org_scorecard_aggregates_members(
svc: MetricsService, db_session: AsyncSession
) -> None:
s1, s2 = f"be-dev-{uuid4().hex[:6]}", f"be-dev-{uuid4().hex[:6]}"
db_session.add_all(
[
_daily(
s1, tasks_completed=2, tasks_first_pass=2, active_runtime_seconds=3600
),
_daily(
s2, tasks_completed=1, tasks_first_pass=0, active_runtime_seconds=3600
),
]
)
await db_session.flush()
org = await svc.get_org_scorecard(team=Team.BACKEND, days=30)
assert org.scope == "team"
assert org.member_count == _ORG_MEMBERS
assert org.tasks_completed == _ORG_COMPLETED
assert org.first_pass_yield == pytest.approx(2 / 3, abs=1e-4)