perf(test): replace per-instance _database_initialized flag with process-global cache #735

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opened 2026-03-12 13:19:48 +00:00 by CoreRasurae · 3 comments
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Metadata

  • Commit Message: perf(test): replace per-instance _database_initialized flag with process-global cache
  • Branch: perf/m3-global-db-initialized-cache

Summary

Even after the PR #727 fix (early return for non-empty test DBs), the monkey-patched _fast_init_or_upgrade still executes on every new UnitOfWork instance: it parses the URL, extracts the file path, checks prefixes against _SCENARIO_DB_PREFIXES, and calls stat(). A process-global or thread-local set of "already-initialized" DB paths would skip all of this work for repeated calls to the same path.

Background and Context

Identified during the performance review of PR #727 (Performance Finding P5 by @hurui200320, rated Medium severity). The _database_initialized flag at unit_of_work.py:55 is per-instance, not global, so new UnitOfWork objects targeting the same DB file re-trigger the full check. With ~7 calls per scenario across ~10,700 scenarios, this amounts to ~65,000 unnecessary function-body executions per full test run.

Current Behavior

# src/cleveragents/infrastructure/database/unit_of_work.py:55
self._database_initialized = False  # Per-instance flag

Each new UnitOfWork instance calls _ensure_database_initialized()init_or_upgrade(), which (after PR #727) hits the monkey-patched _fast_init_or_upgrade. Even though the patched function now returns early for non-empty DBs, it still executes URL parsing, path extraction, prefix matching, and a stat() syscall on every call.

Expected Behavior

A process-global set of already-initialized DB paths should short-circuit repeated calls:

_INITIALIZED_DBS: set[str] = set()

def _fast_init_or_upgrade(self, **kwargs):
    db_url = getattr(self, "database_url", "")
    if db_url in _INITIALIZED_DBS:
        return
    # ... existing logic ...
    _INITIALIZED_DBS.add(db_url)

This eliminates all per-call overhead (URL parsing, path extraction, prefix matching, stat syscall) for subsequent calls to the same DB path.

Acceptance Criteria

  • A process-global (or thread-local) cache of initialized DB paths is implemented
  • Repeated _fast_init_or_upgrade calls for the same DB skip all logic
  • The cache is cleared in before_scenario / after_scenario to prevent cross-scenario leaks
  • All tests pass under both sequential and parallel execution
  • Measurable reduction in per-scenario overhead (profiling optional but recommended)

Supporting Information

  • Identified in: PR #727 Performance Review, Finding P5
  • Review URL: #727
  • Reviewer: @hurui200320
  • Estimated savings: ~65,000 unnecessary function executions eliminated per full test run

Subtasks

  • Add _INITIALIZED_DBS: set[str] = set() to features/environment.py
  • Add early return in _fast_init_or_upgrade when URL is in the set
  • Add URL to set after successful initialization/template copy
  • Clear the set in before_scenario to prevent cross-scenario state
  • Run nox -s unit_tests with --processes 1 and --processes 16
  • Verify no cross-scenario database state leaks

Definition of Done

This issue is complete when:

  • All subtasks above are completed and checked off.
  • A Git commit is created where the first line of the commit message matches the Commit Message in Metadata exactly, followed by a blank line, then additional lines providing relevant details about the implementation.
  • The commit is pushed to the remote on the branch matching the Branch in Metadata exactly.
  • The commit is submitted as a pull request to master, reviewed, and merged before this issue is marked done.
## Metadata - **Commit Message**: `perf(test): replace per-instance _database_initialized flag with process-global cache` - **Branch**: `perf/m3-global-db-initialized-cache` ## Summary Even after the PR #727 fix (early return for non-empty test DBs), the monkey-patched `_fast_init_or_upgrade` still executes on every new `UnitOfWork` instance: it parses the URL, extracts the file path, checks prefixes against `_SCENARIO_DB_PREFIXES`, and calls `stat()`. A process-global or thread-local set of "already-initialized" DB paths would skip all of this work for repeated calls to the same path. ## Background and Context Identified during the performance review of PR #727 (Performance Finding P5 by @hurui200320, rated Medium severity). The `_database_initialized` flag at `unit_of_work.py:55` is per-instance, not global, so new `UnitOfWork` objects targeting the same DB file re-trigger the full check. With ~7 calls per scenario across ~10,700 scenarios, this amounts to ~65,000 unnecessary function-body executions per full test run. ## Current Behavior ```python # src/cleveragents/infrastructure/database/unit_of_work.py:55 self._database_initialized = False # Per-instance flag ``` Each new `UnitOfWork` instance calls `_ensure_database_initialized()` → `init_or_upgrade()`, which (after PR #727) hits the monkey-patched `_fast_init_or_upgrade`. Even though the patched function now returns early for non-empty DBs, it still executes URL parsing, path extraction, prefix matching, and a `stat()` syscall on every call. ## Expected Behavior A process-global set of already-initialized DB paths should short-circuit repeated calls: ```python _INITIALIZED_DBS: set[str] = set() def _fast_init_or_upgrade(self, **kwargs): db_url = getattr(self, "database_url", "") if db_url in _INITIALIZED_DBS: return # ... existing logic ... _INITIALIZED_DBS.add(db_url) ``` This eliminates all per-call overhead (URL parsing, path extraction, prefix matching, stat syscall) for subsequent calls to the same DB path. ## Acceptance Criteria - [x] A process-global (or thread-local) cache of initialized DB paths is implemented - [x] Repeated `_fast_init_or_upgrade` calls for the same DB skip all logic - [x] The cache is cleared in `before_scenario` / `after_scenario` to prevent cross-scenario leaks - [x] All tests pass under both sequential and parallel execution - [x] Measurable reduction in per-scenario overhead (profiling optional but recommended) ## Supporting Information - Identified in: PR #727 Performance Review, Finding P5 - Review URL: https://git.cleverthis.com/cleveragents/cleveragents-core/pulls/727 - Reviewer: @hurui200320 - Estimated savings: ~65,000 unnecessary function executions eliminated per full test run ## Subtasks - [x] Add `_INITIALIZED_DBS: set[str] = set()` to `features/environment.py` - [x] Add early return in `_fast_init_or_upgrade` when URL is in the set - [x] Add URL to set after successful initialization/template copy - [x] Clear the set in `before_scenario` to prevent cross-scenario state - [x] Run `nox -s unit_tests` with `--processes 1` and `--processes 16` - [x] Verify no cross-scenario database state leaks ## Definition of Done This issue is complete when: - All subtasks above are completed and checked off. - A Git commit is created where the **first line** of the commit message matches the Commit Message in Metadata exactly, followed by a blank line, then additional lines providing relevant details about the implementation. - The commit is pushed to the remote on the branch matching the **Branch** in Metadata exactly. - The commit is submitted as a **pull request** to `master`, reviewed, and **merged** before this issue is marked done.
freemo added this to the v3.2.0 milestone 2026-03-12 20:22:21 +00:00
Member

Implementation Notes

Design Decisions

  1. Module-level _INITIALIZED_DBS: set[str] = set() in features/environment.py: A process-global set was chosen over thread-local storage because the behave test harness (both serial and parallel modes) uses process isolation via multiprocessing.fork. Within a single process, all _fast_init_or_upgrade invocations share the same module globals, making a simple set sufficient. Thread safety is not a concern since behave scenarios run sequentially within a worker process.

  2. Cache checked at the top of _fast_init_or_upgrade, before any URL parsing: The early return if db_url in _INITIALIZED_DBS: return is placed immediately after db_url = getattr(self, "database_url", ""), short-circuiting all downstream work (URL prefix matching, path extraction, stat() syscalls). This is O(1) average-case for set membership.

  3. Cache populated on both fast-paths: _INITIALIZED_DBS.add(db_url) is called both when a non-empty DB is found (skip-existing path) and after template copy (new-DB path). Non-SQLite, in-memory, and non-matching-prefix URLs are not cached — they delegate to _original_init_or_upgrade and should go through the original logic each time.

  4. Cache cleared in before_scenario: Each scenario receives fresh temp-DB paths (via tempfile.mktemp()). Clearing the set at the start of each scenario prevents stale entries from prior scenarios, avoids unbounded memory growth, and eliminates any risk of cross-scenario leaks where a recycled temp path could be incorrectly cached.

Key Discovery: Behave exec_file Namespace Isolation

A significant discovery during implementation was that Behave loads environment.py via exec_file() into a private self.hooks dict — not via Python's standard import mechanism. This means module-level variables defined in environment.py exist in the exec'd globals namespace, which is separate from features.environment.__dict__ (the namespace accessed by from features.environment import ... in step definitions).

To address this, the test step definitions access _INITIALIZED_DBS through the _fast_init_or_upgrade function's __globals__ dict rather than importing from features.environment. This is implemented via the _get_initialized_dbs() helper in features/steps/fast_init_upgrade_steps.py, which reads MigrationRunner.init_or_upgrade.__globals__["_INITIALIZED_DBS"] — the exact same set object the closure mutates at runtime.

Files Changed

  • features/environment.py: Added _INITIALIZED_DBS module-level set; modified _fast_init_or_upgrade closure with cache check at entry and add() on both successful paths; added _INITIALIZED_DBS.clear() in before_scenario.
  • features/fast_init_upgrade.feature: Added 4 new scenarios testing the global cache behavior (second-call cache hits for both non-empty and template-copy paths, cache clearing between scenarios, and non-matching URLs not being cached).
  • features/steps/fast_init_upgrade_steps.py: Added _get_initialized_dbs() helper for reliable cache access across Behave's exec'd namespace boundary; added step definitions for the new cache-related scenarios.

Test Results

All quality gates passed:

  • nox -s lint:
  • nox -s typecheck:
  • nox -s unit_tests (parallel, --processes 2): (13,787 scenarios)
  • nox -s unit_tests (serial, --processes 1): (13,787 scenarios)
  • nox -s integration_tests:
  • nox -s coverage_report: (98.7% coverage, threshold 97%)
  • nox -s benchmark:
  • Full nox suite (all 11 sessions):
## Implementation Notes ### Design Decisions 1. **Module-level `_INITIALIZED_DBS: set[str] = set()` in `features/environment.py`**: A process-global set was chosen over thread-local storage because the behave test harness (both serial and parallel modes) uses process isolation via `multiprocessing.fork`. Within a single process, all `_fast_init_or_upgrade` invocations share the same module globals, making a simple `set` sufficient. Thread safety is not a concern since behave scenarios run sequentially within a worker process. 2. **Cache checked at the top of `_fast_init_or_upgrade`, before any URL parsing**: The early return `if db_url in _INITIALIZED_DBS: return` is placed immediately after `db_url = getattr(self, "database_url", "")`, short-circuiting all downstream work (URL prefix matching, path extraction, `stat()` syscalls). This is O(1) average-case for set membership. 3. **Cache populated on both fast-paths**: `_INITIALIZED_DBS.add(db_url)` is called both when a non-empty DB is found (skip-existing path) and after template copy (new-DB path). Non-SQLite, in-memory, and non-matching-prefix URLs are **not** cached — they delegate to `_original_init_or_upgrade` and should go through the original logic each time. 4. **Cache cleared in `before_scenario`**: Each scenario receives fresh temp-DB paths (via `tempfile.mktemp()`). Clearing the set at the start of each scenario prevents stale entries from prior scenarios, avoids unbounded memory growth, and eliminates any risk of cross-scenario leaks where a recycled temp path could be incorrectly cached. ### Key Discovery: Behave `exec_file` Namespace Isolation A significant discovery during implementation was that Behave loads `environment.py` via `exec_file()` into a private `self.hooks` dict — **not** via Python's standard `import` mechanism. This means module-level variables defined in `environment.py` exist in the exec'd globals namespace, which is *separate* from `features.environment.__dict__` (the namespace accessed by `from features.environment import ...` in step definitions). To address this, the test step definitions access `_INITIALIZED_DBS` through the `_fast_init_or_upgrade` function's `__globals__` dict rather than importing from `features.environment`. This is implemented via the `_get_initialized_dbs()` helper in `features/steps/fast_init_upgrade_steps.py`, which reads `MigrationRunner.init_or_upgrade.__globals__["_INITIALIZED_DBS"]` — the exact same set object the closure mutates at runtime. ### Files Changed - **`features/environment.py`**: Added `_INITIALIZED_DBS` module-level set; modified `_fast_init_or_upgrade` closure with cache check at entry and `add()` on both successful paths; added `_INITIALIZED_DBS.clear()` in `before_scenario`. - **`features/fast_init_upgrade.feature`**: Added 4 new scenarios testing the global cache behavior (second-call cache hits for both non-empty and template-copy paths, cache clearing between scenarios, and non-matching URLs not being cached). - **`features/steps/fast_init_upgrade_steps.py`**: Added `_get_initialized_dbs()` helper for reliable cache access across Behave's exec'd namespace boundary; added step definitions for the new cache-related scenarios. ### Test Results All quality gates passed: - `nox -s lint`: ✅ - `nox -s typecheck`: ✅ - `nox -s unit_tests` (parallel, `--processes 2`): ✅ (13,787 scenarios) - `nox -s unit_tests` (serial, `--processes 1`): ✅ (13,787 scenarios) - `nox -s integration_tests`: ✅ - `nox -s coverage_report`: ✅ (98.7% coverage, threshold 97%) - `nox -s benchmark`: ✅ - Full `nox` suite (all 11 sessions): ✅
freemo self-assigned this 2026-04-02 06:13:51 +00:00
Owner

PR #1264 reviewed, approved, and merged.

The implementation adds a process-global _INITIALIZED_DBS: set[str] cache that eliminates ~65,000 unnecessary _fast_init_or_upgrade function-body executions per full test run. All acceptance criteria from the issue are satisfied, including cache clearing in before_scenario to prevent cross-scenario state leaks. Four new Behave scenarios validate the cache behavior.

PR #1264 reviewed, approved, and merged. The implementation adds a process-global `_INITIALIZED_DBS: set[str]` cache that eliminates ~65,000 unnecessary `_fast_init_or_upgrade` function-body executions per full test run. All acceptance criteria from the issue are satisfied, including cache clearing in `before_scenario` to prevent cross-scenario state leaks. Four new Behave scenarios validate the cache behavior.
Owner

PR #1264 reviewed, approved, and merged.

The process-global _INITIALIZED_DBS cache has been merged to master, eliminating ~65,000 unnecessary _fast_init_or_upgrade function-body executions per full test run. All acceptance criteria have been met and verified through 4 new Behave scenarios.

PR #1264 reviewed, approved, and merged. The process-global `_INITIALIZED_DBS` cache has been merged to master, eliminating ~65,000 unnecessary `_fast_init_or_upgrade` function-body executions per full test run. All acceptance criteria have been met and verified through 4 new Behave scenarios.
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cleveragents/cleveragents-core#735
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