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4 changes: 4 additions & 0 deletions .jules/bolt.md
Original file line number Diff line number Diff line change
Expand Up @@ -61,3 +61,7 @@
## 2026-07-13 - Array.from mapping optimization
**Learning:** Using `Array.from({ length: N }).map(...)` creates an intermediate array of `undefined` values which requires memory allocation and garbage collection, adding O(N) unnecessary overhead in frequently re-rendered UI components.
**Action:** Use `Array.from({ length: N }, (_, index) => ...)` to map elements directly during array creation, avoiding intermediate allocations.

## 2026-08-27 - O(1) dictionary key deduplication for preserving insertion order
**Learning:** Using `if item not in list: list.append(item)` creates an O(N^2) time complexity because `not in list` does a linear scan over the array for every element.
**Action:** Replace `if item not in list: list.append(item)` with O(1) dictionary assignments (`dict[item] = None`) to deduplicate elements in O(N) time while still preserving insertion order (as Python 3.7+ dictionaries maintain insertion order). Use `list(dict.keys())` when returning the final list.
31 changes: 15 additions & 16 deletions services/analysis-engine/src/bandscope_analysis/exports/chart.py
Original file line number Diff line number Diff line change
Expand Up @@ -78,14 +78,14 @@ def _active_role_ids(section: Mapping[str, object]) -> list[str] | None:
part_graph = section.get("partGraph")
if not isinstance(part_graph, list):
return None
active: list[str] = []
active: dict[str, None] = {}
for node in part_graph:
if not isinstance(node, Mapping) or node.get("is_active") is not True:
continue
role_id = node.get("role_id")
if isinstance(role_id, str) and role_id and role_id not in active:
active.append(role_id)
return active
if isinstance(role_id, str) and role_id:
active[role_id] = None
return list(active.keys())


def _active_roles(section: Mapping[str, object]) -> list[Mapping[str, object]]:
Expand Down Expand Up @@ -121,25 +121,25 @@ def _role_display_name(role: Mapping[str, object]) -> str | None:

def _active_role_names(section: Mapping[str, object]) -> list[str]:
"""Return de-duplicated display names for the section's active roles."""
names: list[str] = []
names: dict[str, None] = {}
for role in _active_roles(section):
name = _role_display_name(role)
if name is not None and name not in names:
names.append(name)
return names
if name is not None:
names[name] = None
return list(names.keys())


def _section_cue(section: Mapping[str, object]) -> str:
"""Join the active roles' cue values into a single cue string."""
cues: list[str] = []
cues: dict[str, None] = {}
for role in _active_roles(section):
cue = role.get("cue")
if not isinstance(cue, Mapping):
continue
value = cue.get("value")
if isinstance(value, str) and value and value not in cues:
cues.append(value)
return "; ".join(cues)
if isinstance(value, str) and value:
cues[value] = None
return "; ".join(cues.keys())


def _confidence_level(section: Mapping[str, object]) -> str | None:
Expand Down Expand Up @@ -188,19 +188,18 @@ def _section_lines(sections: list[Mapping[str, object]]) -> list[str]:
def _footer_lines(song: Mapping[str, object], sections: list[Mapping[str, object]]) -> list[str]:
"""Build the footer: per-role rehearsal priorities and the export focus."""
lines: list[str] = []
priorities: list[str] = []
priorities: dict[str, None] = {}
for section in sections:
for role in _section_roles(section):
name = _role_display_name(role)
priority = role.get("rehearsalPriority")
if name is None or not isinstance(priority, str) or not priority:
continue
entry = f" - {name}: {priority}"
if entry not in priorities:
priorities.append(entry)
priorities[entry] = None
if priorities:
lines.append("Priorities:")
lines.extend(priorities)
lines.extend(priorities.keys())
summary = song.get("exportSummary")
if isinstance(summary, Mapping):
headline = summary.get("headline")
Expand Down
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