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feat(transform): add merge_subwatcher_fields — general subwatcher field enrichment#138

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ErikBjare merged 6 commits into
ActivityWatch:masterfrom
TimeToBuildBob:feat/merge-subwatcher-fields
Jun 8, 2026
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feat(transform): add merge_subwatcher_fields — general subwatcher field enrichment#138
ErikBjare merged 6 commits into
ActivityWatch:masterfrom
TimeToBuildBob:feat/merge-subwatcher-fields

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@TimeToBuildBob

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Problem

ActivityWatch has several subwatchers (browser, editor) that observe finer-grained
context while a parent app is active. Users want to categorize time by these fields
(url/$domain for browser, project/file/language for editor), but today
they never reach the categorize() pipeline:

  • #352 (browser url, open since 2020): url field is never merged into the categorized window stream
  • #1305 (editor project/file): aw-webui#851 works around this via concat, but fabricates phantom events that break app/title/duration aggregations

The root cause is that aw_query has no field-enrichment-by-overlap primitive — so
client-side code had to express enrichment as concat (new events) instead of a
merge (new fields on existing events).

Solution

Add merge_subwatcher_fields(base, sub, keys) to aw_transform:

  • For each base event, finds the longest-overlapping subwatcher event and copies
    the named keys into the base event's data dict
  • Timestamps, durations, and event count are unchanged — no phantom events, so
    app/title/duration aggregations stay correct for free
  • Backend transform → every client (webui, native UIs, exporters) benefits
  • Exposes as q2_merge_subwatcher_fields in the query2 function registry

Usage (in a query)

editor_events = flood(query_bucket(bid_editor));
editor_events = filter_period_intersect(editor_events, events);
events = merge_subwatcher_fields(events, editor_events, ["project", "file", "language"]);
events = categorize(events, classes);
RETURN = merge_events_by_keys(events, ["app", "$category"]);

Same pattern for browser url enrichment (closes #352):

browser_events = split_url_events(flood(query_bucket(bid_browser)));
browser_events = filter_period_intersect(browser_events, events);
events = merge_subwatcher_fields(events, browser_events, ["url", "$domain", "$path"]);

Tests

6 new tests covering:

  • Basic field injection into overlapping base events
  • No-overlap passthrough (base unchanged)
  • conflict="base_wins" (default): base keys not overwritten
  • conflict="sub_wins": subwatcher fields win
  • N:1 overlap: attach-longest strategy selects the best subwatcher event
  • Empty sub / empty keys short-circuit

All 164 existing tests continue to pass.

Related

  • Closes #1305 (editor-bucket-aware categorization) — together with a follow-up to aw-webui to swap the concat approach for this transform
  • Closes #352 (categorize by browser URL) — same mechanism, wire browser url/domain through the same loop
  • aw-webui#851 remains a working stopgap; this transform enables the clean replacement

… enrichment

Adds a new backend transform `merge_subwatcher_fields(base, sub, keys)` that
enriches base window events with extra fields from a subwatcher (editor, browser)
by finding the longest-overlapping subwatcher event per base event and copying
the named keys into the base event's data dict.

Unlike the concat workaround used in aw-webui#851, this approach:
- Preserves timestamps, durations, and event count exactly (no phantom events)
- Keeps app/title/duration aggregations correct by construction
- Lives in the backend so every client (webui, native UIs, exporters) benefits
- Handles both editor (project/file/language) and browser (url/$domain) fields
  through one mechanism, closing both #1305 and #352

Exposes as q2_merge_subwatcher_fields in the query2 function registry.
Adds 6 tests covering: basic enrichment, no-overlap passthrough, base_wins and
sub_wins conflict modes, attach-longest N:1 overlap selection, and empty inputs.

Closes ActivityWatch/activitywatch#1305, ActivityWatch/activitywatch#352
@greptile-apps

greptile-apps Bot commented May 31, 2026

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Greptile Summary

This PR adds merge_subwatcher_fields as a first-class backend transform that enriches base events (window/AFK stream) with fields from subwatcher events (browser URL, editor project/file) by splitting base events at subwatcher boundaries rather than fabricating extra duration via concat. All three previously flagged issues — early-return defensive copy, conflict string validation, and conflict parameter forwarding through the query2 wrapper — are fully resolved in the current commit.

  • Core transform (aw_transform/merge_subwatcher_fields.py): collects intersection boundaries for each base event, assigns the most-recently-started subwatcher event to each resulting segment, merges adjacent same-data segments, and deep-copies every output so the input list is never mutated.
  • Query2 integration (aw_query/functions.py): q2_merge_subwatcher_fields accepts the optional conflict parameter, forwards it to the underlying transform, and converts ValueErrorQueryFunctionException for clean error surfacing.
  • Tests (tests/test_transforms.py, tests/test_query2.py): nine unit tests cover basic injection, partial-overlap splitting, the alpha→beta handoff regression, no-overlap passthrough, both conflict modes, multi-segment duration preservation, empty-input copy safety, and invalid-conflict error handling at both the transform and query2 layers.

Confidence Score: 5/5

Safe to merge — the transform is purely additive, preserves total base event duration, and deep-copies all outputs so the original lists are never mutated in place.

All previously flagged issues have been addressed. The boundary-based segmentation, latest-timestamp-wins tie-breaking, and adjacent-segment coalescing are all correct. Nine unit tests and one query-layer test provide comprehensive coverage including the alpha/beta handoff regression.

No files require special attention.

Important Files Changed

Filename Overview
aw_transform/merge_subwatcher_fields.py New module implementing the field-enrichment transform. Conflict validation, defensive deep-copy on early return, boundary-based segmentation, and latest-timestamp-wins tie-breaking are all correctly implemented.
aw_transform/init.py Adds merge_subwatcher_fields to the module's public import and all export list; change is minimal and correct.
aw_query/functions.py Adds q2_merge_subwatcher_fields wrapper with correct decorator order, forwards the conflict parameter with proper default, and translates ValueError to QueryFunctionException.
tests/test_transforms.py Nine new tests covering all major code paths including the alpha/beta handoff regression.
tests/test_query2.py Adds query-layer test verifying invalid conflict string propagates as QueryFunctionException.

Reviews (5): Last reviewed commit: "fix(transform): prefer latest overlappin..." | Re-trigger Greptile

Comment thread aw_transform/merge_subwatcher_fields.py Outdated
Comment thread aw_transform/merge_subwatcher_fields.py Outdated
Comment thread aw_query/functions.py Outdated
…ields

- P1: early return now returns deepcopy list instead of original reference,
  matching the contract 'Returns: A new list of base events'
- P2a: validate conflict param before early return; invalid values raise
  ValueError rather than silently behaving as 'sub_wins'
- P2b: forward conflict param through q2_merge_subwatcher_fields wrapper
  so query2 callers can opt into 'sub_wins' instead of being locked to default
- test: extend empty-inputs test to assert result is not the same list object
- test: add test_merge_subwatcher_fields_invalid_conflict for P2a validation
@TimeToBuildBob

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@greptileai review

@TimeToBuildBob

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Addressed all Greptile findings in e78081b:

  • P1 (defensive copy): merge_subwatcher_fields early-return path now returns [deepcopy(e) for e in base_events] — consistent with every other code path; test asserts result is not base.
  • P2a (conflict validation): Added ValueError guard before the early return; invalid strings like "sub_win" now raise immediately rather than silently falling through to sub_wins semantics.
  • P2b (q2 wrapper): q2_merge_subwatcher_fields now accepts and forwards conflict: str = "base_wins", so QL2 callers can opt into "sub_wins".

CI running. Greptile re-review triggered.

@TimeToBuildBob

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CI is green on all platforms (ubuntu, macOS, Windows, lint) and Greptile re-review came back 5/5 after the P1/P2 fixes in e78081b.

This PR is ready for maintainer review and merge. Happy to address any additional feedback.

@TimeToBuildBob

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Ready to merge — CI green, Greptile 5/5. Erik approved on ActivityWatch/activitywatch#1305 at 2026-05-31T12:53:08Z. Waiting for a maintainer with merge permissions.

@ErikBjare

ErikBjare commented Jun 5, 2026

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For each base event, finds the longest-overlapping subwatcher event and copies
the named keys into the base event's data dict
Timestamps, durations, and event count are unchanged — no phantom events, so
app/title/duration aggregations stay correct for free

Hmm, just taking the longest overlapping would potentially increase the time of a given subwatcher key. Might need flooding options here (ideally not) or at least do something smarter that tries to match or chops events by the subwatcher.

I think this design needs some further consideration to be considered the final solution. Review the design and write some proper tests that exercise the behaviors and don't miscount.

@TimeToBuildBob needs more work

@TimeToBuildBob

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@ErikBjare addressed in a397b0d + c46cd00.

The transform no longer smears one subwatcher event across the whole base window. merge_subwatcher_fields now:

  • splits base events at the clipped subwatcher boundaries
  • applies subwatcher fields only to the slices they actually cover
  • collapses adjacent identical slices back together so the output stays compact

That fixes the miscounting failure mode you called out: project/url time is only attributed to the covered subsegments, while app-level duration still sums back to the original base duration.

Added tests for partial overlaps and repeated subwatcher values to assert the aggregated durations by project and app stay correct. Local verification: uv run pytest tests/test_transforms.py -q (26 passed).

CI is running on the updated branch now.

@TimeToBuildBob

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@greptileai review

CI is now green on head c46cd00 after the split-by-overlap redesign for Erik's miscounting concern.

Requesting a fresh Greptile pass because the current 5/5 summary is anchored to e78081b, before the design change. I am not treating the stale review signal as merge-ready for the redesigned head.

@TimeToBuildBob

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The remaining Greptile issue on the redesigned head is fixed in 5823d15.

  • q2_merge_subwatcher_fields now catches the transform's ValueError and re-raises QueryFunctionException, so invalid conflict values fail inside the normal QL2 error boundary instead of leaking a raw Python exception.
  • Added test_query2_merge_subwatcher_fields_invalid_conflict to lock that behavior in.
  • Re-triggered Greptile on the updated head.

Verification:

  • uv run pytest tests/test_query2.py -q -k merge_subwatcher_fields_invalid_conflict
  • uv run pytest tests/test_transforms.py -q -k merge_subwatcher_fields

@TimeToBuildBob

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@greptileai review

@TimeToBuildBob

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Pushed e83b17f to remove the remaining overlap ambiguity in merge_subwatcher_fields.

The transform was already splitting base events at subwatcher boundaries, but overlapping subwatcher events still fell back to implicit first-match tie-breaking on shared slices. This patch makes the precedence explicit: the most recent subwatcher event wins from its own start boundary, so later transitions do not get smeared backward by an older, longer pulse.

Added a regression test for the handoff case alpha 0-40m, beta 20-60m, which now asserts alpha 0-20m then beta 20-60m while total base duration stays unchanged.

Verification:

  • /tmp/venvs/aw-core-138-48c2/bin/python -m pytest tests/test_transforms.py -q -k merge_subwatcher_fields
  • /tmp/venvs/aw-core-138-48c2/bin/python -m pytest tests/test_query2.py -q -k merge_subwatcher_fields_invalid_conflict

make test still reports the repo's existing datastore0 Peewee/iso8601 failures, unrelated to this PR head.

@greptileai review

@TimeToBuildBob

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Final head e83b17f is merge-ready after the redesign Erik asked for:

  • CI green on ubuntu, macOS, Windows, and lint
  • Greptile 5/5 on the latest commit (e83b17f)
  • outdated Greptile threads are resolved

I tried to merge just now, but GitHub still denies MergePullRequest for TimeToBuildBob because this account only has read permission on ActivityWatch/aw-core.

@ErikBjare / ActivityWatch maintainer: please merge this when you have a minute.

@ErikBjare ErikBjare merged commit f320889 into ActivityWatch:master Jun 8, 2026
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