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Python

"""Pure phase computation for the adoption guidance system.
No HA imports. No side effects. Testable in isolation.
"""
from __future__ import annotations
from dataclasses import dataclass, field
from datetime import datetime, timezone
@dataclass
class SetupPhaseResult:
phase: str # phase0 | phase1a | phase1b | phase1c | phase2 | phase3 | phase4
message_key: str
message_params: dict = field(default_factory=dict)
cta_label_key: str = "setup.cta.start_recording"
cta_action: str = "open_recorder"
secondary_label_key: str | None = None
secondary_action: str | None = None
skippable: bool = False
dismissible: bool = False
step_key: str | None = None # key used in skipped_steps dict
def compute_setup_phase(
device_type: str,
profile_names: list[str],
past_cycles: list[dict],
ref_profile_names: set[str],
coverage_gap: dict | None,
suggestions: list[dict],
profile_groups: list[dict],
skipped_steps: dict[str, str | None],
now: datetime,
) -> SetupPhaseResult:
"""Compute the current adoption phase for a device.
Args:
device_type: HA device type string (washing_machine, dishwasher, ...).
profile_names: All profile names stored for this device.
past_cycles: All past cycles (each may have profile_name and meta.source).
ref_profile_names: Profile names that have reference cycles (store-adopted).
coverage_gap: Result of profile_store.suggest_coverage_gaps(), or None.
suggestions: Actionable suggestions from SuggestionEngine (empty list = none).
profile_groups: Profile groups list from store (empty list = none pending).
skipped_steps: Dict of step_key -> "never" | ISO timestamp | None.
now: Current aware datetime for snooze comparisons.
"""
real = _real_profile_names(profile_names, past_cycles)
has_real = bool(real)
has_recorded = _has_recorded_cycles(past_cycles, real)
has_store = bool(ref_profile_names)
has_self_cycles = bool(real) # any cycle assigned to a real profile
# ── Phase 0 ──────────────────────────────────────────────────────────────
if not has_real and not has_store:
msg_key = {
"washing_machine": "setup.phase0.washer",
"dryer": "setup.phase0.washer",
"washer_dryer": "setup.phase0.washer",
"dishwasher": "setup.phase0.dishwasher",
}.get(device_type, "setup.phase0.generic")
return SetupPhaseResult(
phase="phase0",
message_key=msg_key,
cta_label_key="setup.cta.start_recording",
cta_action="open_recorder",
secondary_label_key="setup.cta.label_detected_cycle",
secondary_action="open_cycles_unlabeled",
skippable=False,
dismissible=False,
)
# ── Phase 1c — store download, no self cycles yet ─────────────────────────
if has_store and not has_self_cycles:
return SetupPhaseResult(
phase="phase1c",
message_key="setup.phase1c.verify",
message_params={"count": len(ref_profile_names)},
cta_label_key="setup.cta.view_profiles",
cta_action="open_profiles",
skippable=False,
dismissible=False,
)
# ── Phase 2 — coverage gaps / unmatched nudges ───────────────────────────
if _phase2_active(coverage_gap, skipped_steps, now):
cg = coverage_gap or {}
clusters = cg.get("profile_suggestions") or []
if clusters:
first = clusters[0]
return SetupPhaseResult(
phase="phase2",
message_key="setup.phase2.cluster",
message_params={"count": cg.get("unmatched_count", 0),
"cycle_ids": first.get("cycle_ids", []),
"name": first.get("suggested_name", "")},
cta_label_key="setup.cta.create_from_cluster",
cta_action="create_profile_from_cluster",
skippable=True,
dismissible=False,
step_key="setup_skip_phase2",
)
last_id = cg.get("last_unmatched_cycle_id")
return SetupPhaseResult(
phase="phase2",
message_key="setup.phase2.unmatched",
message_params={"cycle_id": last_id or ""},
cta_label_key="setup.cta.create_profile",
cta_action=f"open_cycle:{last_id}" if last_id else "open_cycles_unlabeled",
skippable=True,
dismissible=False,
step_key="setup_skip_phase2",
)
# ── Phase 3 — tuning items ────────────────────────────────────────────────
item = _phase3_pending_item(suggestions, profile_groups, skipped_steps, now)
if item:
return item
# ── Phase 1a / 1b — early guidance (device has not yet seen coverage stats) ─
# Only shown while the gap analyser has not yet flagged a coverage gap:
# suggest_coverage_gaps() returns {} (empty) when there are no cycles or not
# enough unmatched cycles, and a dict with suggest_create=True once the device
# has accumulated enough cycles for the gap to be actionable. We treat any
# non-empty dict where suggest_create is True as "past the early stage".
# None is also accepted (function signature allows it) and treated as no gap.
# Also skipped once the user has permanently dismissed ("never") or snoozed the
# Phase 1 guidance via setup_skip_phase1.
# Auto-graduated when the device is clearly established: ≥2 real profiles, or
# ≥5 cycles assigned to real profiles. At that point the "record your first
# cycle" nudge is stale and misleading regardless of whether the user ever
# clicked Skip.
_established = len(real) >= 2 or _real_cycle_count(past_cycles, real) >= 5
_coverage_gap_actionable = bool(coverage_gap and coverage_gap.get("suggest_create"))
_phase1_suppressed = _is_step_suppressed("setup_skip_phase1", skipped_steps, now)
if has_real and not _established and not _coverage_gap_actionable and not _phase1_suppressed:
if has_recorded:
first_recorded_profile = _first_recorded_profile_name(past_cycles, real)
return SetupPhaseResult(
phase="phase1b",
message_key="setup.phase1b.recorded",
message_params={"profile_name": first_recorded_profile or ""},
cta_label_key="setup.cta.start_recording",
cta_action="open_recorder",
secondary_label_key="setup.cta.browse_cycles",
secondary_action="open_cycles",
skippable=True,
dismissible=False,
step_key="setup_skip_phase1",
)
return SetupPhaseResult(
phase="phase1a",
message_key="setup.phase1a.labelled",
cta_label_key="setup.cta.start_recording",
cta_action="open_recorder",
secondary_label_key="setup.cta.browse_cycles",
secondary_action="open_cycles",
skippable=True,
dismissible=False,
step_key="setup_skip_phase1",
)
# ── Phase 4 — healthy ─────────────────────────────────────────────────────
return SetupPhaseResult(
phase="phase4",
message_key="setup.phase4.healthy",
message_params={"profile_count": len(real)},
skippable=False,
dismissible=True,
)
# ── Private helpers ───────────────────────────────────────────────────────────
def _real_profile_names(profile_names: list[str], past_cycles: list[dict]) -> set[str]:
named = {c.get("profile_name") for c in past_cycles if c.get("profile_name")}
return {n for n in profile_names if n in named}
def _real_cycle_count(past_cycles: list[dict], real: set[str]) -> int:
return sum(1 for c in past_cycles if c.get("profile_name") in real)
def _has_recorded_cycles(past_cycles: list[dict], real: set[str]) -> bool:
return any(
(c.get("meta") or {}).get("source") == "recorder"
for c in past_cycles
if c.get("profile_name") in real
)
def _first_recorded_profile_name(past_cycles: list[dict], real: set[str]) -> str | None:
for c in past_cycles:
if (c.get("profile_name") in real
and (c.get("meta") or {}).get("source") == "recorder"):
return c["profile_name"]
return None
def _is_step_suppressed(step_key: str, skipped_steps: dict, now: datetime) -> bool:
val = skipped_steps.get(step_key)
if not val:
return False
if val == "never":
return True
try:
until = datetime.fromisoformat(val)
if until.tzinfo is None:
until = until.replace(tzinfo=timezone.utc)
return now < until
except (ValueError, TypeError):
return False
def _phase2_active(coverage_gap: dict | None, skipped_steps: dict, now: datetime) -> bool:
if not coverage_gap or not coverage_gap.get("suggest_create"):
return False
return not _is_step_suppressed("setup_skip_phase2", skipped_steps, now)
def _phase3_pending_item(
suggestions: list[dict],
profile_groups: list[dict],
skipped_steps: dict,
now: datetime,
) -> SetupPhaseResult | None:
if suggestions and not _is_step_suppressed("setup_skip_phase3_suggestions", skipped_steps, now):
return SetupPhaseResult(
phase="phase3",
message_key="setup.phase3.suggestions",
cta_label_key="setup.cta.review_suggestions",
cta_action="open_suggestions",
skippable=True,
dismissible=True,
step_key="setup_skip_phase3_suggestions",
)
if profile_groups and not _is_step_suppressed("setup_skip_phase3_groups", skipped_steps, now):
return SetupPhaseResult(
phase="phase3",
message_key="setup.phase3.groups",
cta_label_key="setup.cta.organise_profiles",
cta_action="open_profiles_groups",
skippable=True,
dismissible=True,
step_key="setup_skip_phase3_groups",
)
return None