mirror of
https://github.com/headroomlabs-ai/headroom.git
synced 2026-08-27 14:17:10 -04:00
## Description
A data-driven push for better compression savings without accuracy loss,
in four parts: expose and tune the Rust compressor knobs, harden the CCR
retrieval store, add traffic-audit tooling that sizes opportunities from
real transcripts, and introduce **read maturation** — a new,
live-validated mechanism that compresses Read outputs *before* they ever
enter the provider prefix cache.
## Type of Change
- [x] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [x] Performance improvement
- [ ] Code refactoring (no functional changes)
## Changes Made
### 1. Rust compressor extraction
- Expose `lossless_min_savings_ratio` end-to-end and lower the default
0.30 → 0.15 (lockstep across Rust, PyO3, and both Python config classes)
so the lossless Table/CSV compaction path wins more often.
- Expose the `CompactConfig` heuristics (core-field fraction,
heterogeneity ratio, flatten cap, bucket bounds) through PyO3 + Python.
- `SearchCompressor` grouped-by-file output (`rg --heading` style — path
once per file instead of per match). Library default off; the proxy
enables it in token mode.
- Complete `factor_out_constants`: constant fields now emit once in a
`_constant_fields` sentinel with slim rows (defensive per-item value
match; default off).
- `ContentRouter` accepts a SmartCrusher config override and the
search-grouping knob.
### 2. CCR store hardening
- Session-scale TTL: 300s → 1800s (CCRConfig, CompressionEntry,
CompressionStore, Rust `DEFAULT_TTL` — lockstep).
- **SQLite is the default CCR backend** (`~/.headroom/ccr_store.db`,
WAL): survives proxy restarts and is shared across workers.
`HEADROOM_CCR_BACKEND=memory` opts out.
- Multi-worker safety: `busy_timeout`, and corruption detection narrowed
so transient `SQLITE_BUSY` errors can never trigger database deletion.
- Data-at-rest hygiene: `chmod 600` on db + sidecars, expired rows swept
at open.
- Retrieval-miss messages are actionable (re-read the file / re-run the
command).
### 3. Traffic audit tooling (measure before tuning)
- `headroom audit-reads`: sizes Read opportunities from local Claude
Code transcripts (read share, stale %, line-number overhead, context
residency, cache-death windows).
- `--simulate-maturation`: Mechanism B risk sizing (re-read rates,
never-touched-again share, quiesce coverage, at-risk edits).
- `--codex`: shell-read classifier for Codex transcripts (rtk-wrapper
aware, workdir resolution).
- Findings that shaped this PR (81 sessions): Reads are 67% of tool
bytes; median Read lingers 118 turns (~13x lifetime cost); a prototyped
repeat-Read dedup measured 0.1% and was **removed** rather than shipped
as dead code.
### 4. Read maturation (Mechanism B) — experimental, default OFF
- Activity-based: a fresh large Read is held **out** of the provider
cache (trailing breakpoint relocated before it), stays verbatim while
its file is active, and matures into a CCR-backed marker once the file
is quiet for `quiesce_turns` (default 5; `max_hold_turns` bounds busy
files).
- Only the final compressed form ever enters the cache — **no cached
byte is ever mutated**; matured markers replay byte-identically.
- Wired into the Anthropic handler behind `--read-maturation` /
`HEADROOM_READ_MATURATION=1`; session state rides on the prefix tracker;
advisory (can never fail a request).
- Live-validated against the Anthropic API: held content excluded from
cache_creation; after maturation the prior cached prefix still served —
the no-bust invariant holds end-to-end.
### 5. Rebase / CI fixups (this update)
- Rebased onto latest `main` (was 28 commits behind): picks up `ci: pass
CODECOV_TOKEN to coverage uploads (#968)`, which is what was turning the
4 test shards red — the tests themselves passed (1528) but the post-test
codecov upload exited non-zero on a protected branch.
- Resolved the duplicate `lossless_min_savings_ratio` that two
independent main/branch additions left in `SmartCrusherConfig` and the
Rust-config kwarg (import-time `SyntaxError` + mypy `no-redef`).
- Aligned CCR tests with the new defaults (SQLite backend, 1800s TTL)
across `test_ccr`, `test_adapter_hooks`, `test_compression_store`,
`test_proxy_ccr`, and the lossy row-drop bridge test.
## Testing
<!-- Check what you actually ran, then paste the real command output
below. -->
- [x] Unit tests pass (`pytest`)
- [x] Linting passes (`ruff check .`)
- [x] Type checking passes (`mypy headroom`)
- [x] New tests added for new functionality
- [ ] Manual testing performed
### Test Output
```text
$ python -m pytest tests/test_proxy_ccr.py tests/test_ccr.py tests/test_compression_store.py tests/test_adapter_hooks.py tests/test_ccr_row_drop_store_bridge.py -q
170 passed, 4 warnings in 42.49s
$ python -m pytest tests/test_audit_reads.py tests/test_audit_codex.py tests/test_read_maturation.py tests/test_transforms_content_router.py tests/test_smart_crusher_toin_attachment.py -q
83 passed
$ mypy headroom/
Success: no issues found in 365 source files
$ python -m compileall headroom/ -q
COMPILE-OK
# CI (run 27488990477, pre-rebase head): all 4 shards ran to completion —
# "1528 passed, 120 skipped, 4922 deselected"
# The red shards were the codecov upload step, not test failures; fixed by
# the #968 rebase above.
```
## Real Behavior Proof
- Environment: macOS (darwin), Python 3.12 venv; branch
`feat/compression-extraction` rebased onto `origin/main` (head
7cb0f43b); GitHub Actions CI run 27488990477 for the test shards
- Exact command / steps: rebased onto latest main (clean, 13 commits
replayed, 0 conflicts); ran the pytest suites and mypy above locally;
inspected CI shard logs to confirm the failure was the codecov upload,
not the test phase
- Observed result: 253 targeted tests pass locally; mypy clean on 365
files; CI test phase reports `1528 passed, 120 skipped`; the only red
step (codecov `upload-coverage` → "Token required because branch is
protected") is resolved by the rebased-in #968 CODECOV_TOKEN fix
- Not tested: the read-maturation live-API no-bust validation
(`tests/test_live/`) was not re-run in this rebase pass (requires
provider keys); it was validated when the feature first landed, and no
maturation code changed in the rebase — only CCR-default test assertions
and the duplicate-field resolution
## Review Readiness
- [x] I have performed a self-review
- [x] This PR is ready for human review
## Checklist
- [x] My code follows the project's style guidelines
- [x] I have performed a self-review of my code
- [x] I have commented my code, particularly in hard-to-understand areas
- [ ] I have made corresponding changes to the documentation
- [x] My changes generate no new warnings
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] New and existing unit tests pass locally with my changes
- [ ] I have updated the CHANGELOG.md if applicable
## Additional Notes
CHANGELOG is generated by release-please from the conventional commits,
so the CHANGELOG box is intentionally left unchecked. "Manual testing
performed" is unchecked deliberately — see `Real Behavior Proof` → `Not
tested` for the exact boundary (the live-API maturation validation was
not re-run in this rebase pass).
### Follow-ups (tracked, not in this PR)
- Mechanism B provider extensions: OpenAI-family wiring (no breakpoint
hold — bounded near-tail bust) and the Codex runtime read-detector (the
audit classifier is the prototype).
- Pilot enablement playbook: run `audit-reads --simulate-maturation` on
target traffic → pick `quiesce_turns` → enable via env → watch cache hit
rate + `read_maturation:N` transform tags.
562 lines
20 KiB
Python
562 lines
20 KiB
Python
"""Tests for pluggable adapter hooks.
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Validates the extension points that allow SaaS packages to inject
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custom backends for CCR, Storage, and TOIN without forking OSS.
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Tests cover:
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1. TOIN backend protocol conformance (FileSystemTOINBackend)
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2. TOIN backend wiring (ToolIntelligenceNetwork with custom backend)
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3. TOIN entry_point loading (_create_default_toin_backend)
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4. CCR ContextVar scoping (set/clear/get request compression store)
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5. CCR entry_point loading (_create_default_ccr_backend)
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6. Storage entry_point loading (create_storage with custom scheme)
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"""
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from __future__ import annotations
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import json
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import threading
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from typing import Any
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import pytest
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from headroom.cache.backends import CompressionStoreBackend, InMemoryBackend
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from headroom.cache.compression_store import (
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CompressionStore,
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clear_request_compression_store,
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get_compression_store,
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reset_compression_store,
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set_request_compression_store,
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)
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from headroom.storage import Storage, create_storage
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from headroom.telemetry.backends import FileSystemTOINBackend, TOINBackend
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from headroom.telemetry.models import ToolSignature
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from headroom.telemetry.toin import (
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TOINConfig,
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ToolIntelligenceNetwork,
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_create_default_toin_backend,
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get_toin,
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reset_toin,
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)
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# =============================================================================
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# Fixtures
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# =============================================================================
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@pytest.fixture(autouse=True)
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def _clean_globals():
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"""Reset global singletons before and after each test."""
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reset_toin()
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reset_compression_store()
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clear_request_compression_store()
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yield
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reset_toin()
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reset_compression_store()
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clear_request_compression_store()
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@pytest.fixture
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def tmp_toin_path(tmp_path):
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"""Temporary file path for TOIN storage."""
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return str(tmp_path / "toin.json")
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@pytest.fixture
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def fs_backend(tmp_toin_path):
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"""FileSystemTOINBackend with a temp path."""
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return FileSystemTOINBackend(tmp_toin_path)
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def _make_tool_signature() -> ToolSignature:
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"""Create a ToolSignature for testing."""
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return ToolSignature.from_items(
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[
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{"id": 1, "name": "test", "score": 0.95},
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{"id": 2, "name": "test2", "score": 0.80},
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]
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)
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# =============================================================================
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# 1. TOIN Backend Protocol Conformance
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# =============================================================================
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class TestTOINBackendProtocol:
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"""Verify FileSystemTOINBackend satisfies the TOINBackend protocol."""
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def test_filesystem_backend_is_toin_backend(self, fs_backend):
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"""FileSystemTOINBackend must satisfy the runtime-checkable TOINBackend protocol."""
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assert isinstance(fs_backend, TOINBackend)
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def test_load_empty(self, fs_backend):
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"""load() returns empty dict when no file exists."""
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result = fs_backend.load()
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assert result == {}
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def test_save_and_load_roundtrip(self, fs_backend):
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"""Data survives a save/load cycle."""
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data = {
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"version": "1.0",
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"patterns": {
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"abc123": {
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"tool_signature_hash": "abc123",
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"total_compressions": 42,
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}
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},
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}
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fs_backend.save(data)
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loaded = fs_backend.load()
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assert loaded == data
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def test_save_creates_parent_dirs(self, tmp_path):
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"""save() creates parent directories if they don't exist."""
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deep_path = str(tmp_path / "a" / "b" / "c" / "toin.json")
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backend = FileSystemTOINBackend(deep_path)
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backend.save({"version": "1.0"})
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loaded = backend.load()
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assert loaded["version"] == "1.0"
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def test_save_atomic_on_failure(self, tmp_path):
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"""If save fails mid-write, original data is preserved."""
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path = str(tmp_path / "toin.json")
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backend = FileSystemTOINBackend(path)
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# Save initial data
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backend.save({"version": "1.0", "state": "original"})
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# Corrupt the temp dir to force failure (make dir read-only)
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# This is OS-dependent; we verify the load still returns original
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loaded = backend.load()
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assert loaded["state"] == "original"
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def test_load_corrupted_file(self, tmp_toin_path):
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"""load() returns empty dict on corrupted JSON."""
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with open(tmp_toin_path, "w") as f:
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f.write("{invalid json!!")
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backend = FileSystemTOINBackend(tmp_toin_path)
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result = backend.load()
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assert result == {}
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def test_save_overwrites(self, fs_backend):
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"""save() overwrites previous data completely."""
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fs_backend.save({"version": "1.0", "old": True})
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fs_backend.save({"version": "2.0", "new": True})
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loaded = fs_backend.load()
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assert loaded == {"version": "2.0", "new": True}
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assert "old" not in loaded
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class TestCustomTOINBackend:
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"""Verify any dict-based backend satisfies the protocol."""
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def test_dict_backend_satisfies_protocol(self):
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"""A minimal dict-backed implementation passes protocol check."""
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class DictBackend:
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def __init__(self):
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self._data: dict[str, Any] = {}
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def load(self) -> dict[str, Any]:
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return dict(self._data)
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def save(self, data: dict[str, Any]) -> None:
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self._data = dict(data)
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backend = DictBackend()
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assert isinstance(backend, TOINBackend)
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backend.save({"key": "value"})
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assert backend.load() == {"key": "value"}
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# =============================================================================
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# 2. TOIN Backend Wiring
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# =============================================================================
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class TestTOINBackendWiring:
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"""Verify ToolIntelligenceNetwork correctly delegates to backends."""
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def test_toin_with_custom_backend(self):
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"""TOIN uses custom backend for save/load."""
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store: dict[str, Any] = {}
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class MemBackend:
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def load(self) -> dict[str, Any]:
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return dict(store)
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def save(self, data: dict[str, Any]) -> None:
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store.clear()
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store.update(data)
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config = TOINConfig(enabled=True, storage_path="", auto_save_interval=0)
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toin = ToolIntelligenceNetwork(config, backend=MemBackend())
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sig = _make_tool_signature()
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toin.record_compression(
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tool_signature=sig,
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original_count=10,
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compressed_count=3,
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original_tokens=500,
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compressed_tokens=150,
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strategy="smart_crusher",
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)
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# Save should go to our backend
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toin.save()
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assert "patterns" in store
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assert len(store["patterns"]) == 1
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# Create a new TOIN instance with same backend — should load patterns
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toin2 = ToolIntelligenceNetwork(config, backend=MemBackend())
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stats = toin2.get_stats()
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assert stats["patterns_tracked"] == 1
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assert stats["total_compressions"] == 1
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def test_toin_with_none_backend_and_no_path(self):
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"""TOIN works without persistence when no backend and no path."""
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config = TOINConfig(enabled=True, storage_path="")
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toin = ToolIntelligenceNetwork(config, backend=None)
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# save() should be a no-op
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toin.save()
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stats = toin.get_stats()
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assert stats["patterns_tracked"] == 0
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def test_toin_default_filesystem_backend(self, tmp_toin_path):
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"""TOIN creates FileSystemTOINBackend when storage_path is set and no backend given."""
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config = TOINConfig(enabled=True, storage_path=tmp_toin_path)
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toin = ToolIntelligenceNetwork(config)
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sig = _make_tool_signature()
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toin.record_compression(
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tool_signature=sig,
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original_count=5,
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compressed_count=2,
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original_tokens=100,
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compressed_tokens=40,
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strategy="default",
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)
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toin.save()
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# Verify file was written
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with open(tmp_toin_path) as f:
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data = json.load(f)
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assert "patterns" in data
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assert len(data["patterns"]) == 1
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# =============================================================================
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# 3. TOIN Entry Point Loading
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# =============================================================================
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class TestTOINEntryPointLoading:
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"""Verify _create_default_toin_backend() env-based loading."""
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def test_no_env_returns_none(self, monkeypatch):
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"""No HEADROOM_TOIN_BACKEND env → returns None (use default)."""
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monkeypatch.delenv("HEADROOM_TOIN_BACKEND", raising=False)
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assert _create_default_toin_backend() is None
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def test_empty_env_returns_none(self, monkeypatch):
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"""Empty HEADROOM_TOIN_BACKEND → returns None."""
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monkeypatch.setenv("HEADROOM_TOIN_BACKEND", "")
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assert _create_default_toin_backend() is None
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def test_filesystem_env_returns_none(self, monkeypatch):
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"""HEADROOM_TOIN_BACKEND=filesystem → returns None (use default)."""
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monkeypatch.setenv("HEADROOM_TOIN_BACKEND", "filesystem")
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assert _create_default_toin_backend() is None
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def test_unknown_backend_returns_none(self, monkeypatch):
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"""Unknown backend name with no entry point → returns None with warning."""
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monkeypatch.setenv("HEADROOM_TOIN_BACKEND", "nonexistent_backend_xyz")
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result = _create_default_toin_backend()
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assert result is None
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def test_get_toin_respects_env_backend(self, monkeypatch, tmp_toin_path):
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"""get_toin() uses _create_default_toin_backend() on first call."""
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monkeypatch.delenv("HEADROOM_TOIN_BACKEND", raising=False)
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monkeypatch.setenv("HEADROOM_TOIN_PATH", tmp_toin_path)
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toin = get_toin()
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assert toin is not None
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# Should use FileSystemTOINBackend since no HEADROOM_TOIN_BACKEND set
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assert toin._backend is not None
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# =============================================================================
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# 4. CCR ContextVar Scoping
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# =============================================================================
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class TestCCRContextVarScoping:
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"""Verify request-scoped CCR stores work correctly."""
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def test_default_returns_global(self):
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"""Without request scope, get_compression_store() returns global singleton."""
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store1 = get_compression_store()
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store2 = get_compression_store()
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assert store1 is store2
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def test_set_request_store_overrides_global(self):
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"""set_request_compression_store() makes get return the request store."""
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global_store = get_compression_store()
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request_store = CompressionStore(max_entries=10)
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set_request_compression_store(request_store)
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assert get_compression_store() is request_store
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assert get_compression_store() is not global_store
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def test_clear_request_store_restores_global(self):
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"""clear_request_compression_store() restores the global store."""
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global_store = get_compression_store()
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request_store = CompressionStore(max_entries=10)
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set_request_compression_store(request_store)
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assert get_compression_store() is request_store
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clear_request_compression_store()
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assert get_compression_store() is global_store
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def test_request_store_isolated_per_thread(self):
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"""ContextVars are per-thread — each thread sees its own store."""
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global_store = get_compression_store()
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results: dict[str, CompressionStore | None] = {}
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def worker(name: str, store: CompressionStore | None):
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if store:
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set_request_compression_store(store)
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results[name] = get_compression_store()
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if store:
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clear_request_compression_store()
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store_a = CompressionStore(max_entries=5)
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store_b = CompressionStore(max_entries=7)
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t1 = threading.Thread(target=worker, args=("t1", store_a))
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t2 = threading.Thread(target=worker, args=("t2", store_b))
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t3 = threading.Thread(target=worker, args=("t3", None))
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t1.start()
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t2.start()
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t3.start()
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t1.join()
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t2.join()
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t3.join()
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assert results["t1"] is store_a
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assert results["t2"] is store_b
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assert results["t3"] is global_store
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def test_request_store_data_isolation(self):
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"""Data stored in request-scoped store doesn't leak to global."""
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global_store = get_compression_store()
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request_store = CompressionStore(max_entries=10)
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set_request_compression_store(request_store)
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# Store data in request store
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active_store = get_compression_store()
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hash_key = active_store.store(
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original='[{"id": 1}]',
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compressed='[{"id": 1}]',
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original_tokens=10,
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|
compressed_tokens=10,
|
|
)
|
|
|
|
# Verify it's in request store
|
|
assert active_store.retrieve(hash_key) is not None
|
|
# Verify it's NOT in global store
|
|
assert global_store.retrieve(hash_key) is None
|
|
|
|
clear_request_compression_store()
|
|
|
|
|
|
# =============================================================================
|
|
# 5. CCR Entry Point Loading
|
|
# =============================================================================
|
|
|
|
|
|
class TestCCREntryPointLoading:
|
|
"""Verify _create_default_ccr_backend() env-based loading."""
|
|
|
|
def test_no_env_returns_sqlite(self, monkeypatch, tmp_path):
|
|
"""No HEADROOM_CCR_BACKEND → SQLiteBackend (the persistent default;
|
|
restart survival + cross-worker sharing for the 30-min TTL)."""
|
|
monkeypatch.delenv("HEADROOM_CCR_BACKEND", raising=False)
|
|
monkeypatch.setenv("HEADROOM_CCR_SQLITE_PATH", str(tmp_path / "ccr.db"))
|
|
from headroom.cache.compression_store import _create_default_ccr_backend
|
|
|
|
backend = _create_default_ccr_backend()
|
|
assert backend is not None
|
|
assert backend.get_stats()["backend_type"] == "sqlite"
|
|
|
|
def test_memory_env_returns_none(self, monkeypatch):
|
|
"""HEADROOM_CCR_BACKEND=memory → returns None (use default)."""
|
|
monkeypatch.setenv("HEADROOM_CCR_BACKEND", "memory")
|
|
from headroom.cache.compression_store import _create_default_ccr_backend
|
|
|
|
assert _create_default_ccr_backend() is None
|
|
|
|
def test_unknown_backend_returns_none(self, monkeypatch):
|
|
"""Unknown backend with no entry point → returns None."""
|
|
monkeypatch.setenv("HEADROOM_CCR_BACKEND", "nonexistent_backend_xyz")
|
|
from headroom.cache.compression_store import _create_default_ccr_backend
|
|
|
|
assert _create_default_ccr_backend() is None
|
|
|
|
def test_inmemory_backend_satisfies_protocol(self):
|
|
"""InMemoryBackend satisfies the CompressionStoreBackend protocol."""
|
|
backend = InMemoryBackend()
|
|
assert isinstance(backend, CompressionStoreBackend)
|
|
|
|
|
|
# =============================================================================
|
|
# 6. Storage Entry Point Loading
|
|
# =============================================================================
|
|
|
|
|
|
class TestStorageEntryPointLoading:
|
|
"""Verify create_storage() scheme-based loading."""
|
|
|
|
def test_sqlite_scheme(self, tmp_path):
|
|
"""sqlite:// scheme creates SQLiteStorage."""
|
|
from headroom.storage.sqlite import SQLiteStorage
|
|
|
|
store = create_storage(f"sqlite:///{tmp_path}/test.db")
|
|
assert isinstance(store, SQLiteStorage)
|
|
|
|
def test_jsonl_scheme(self, tmp_path):
|
|
"""jsonl:// scheme creates JSONLStorage."""
|
|
from headroom.storage.jsonl import JSONLStorage
|
|
|
|
store = create_storage(f"jsonl:///{tmp_path}/test.jsonl")
|
|
assert isinstance(store, JSONLStorage)
|
|
|
|
def test_unknown_scheme_without_entry_point(self, tmp_path):
|
|
"""Unknown scheme without entry point falls back to SQLiteStorage."""
|
|
from headroom.storage.sqlite import SQLiteStorage
|
|
|
|
# This should fall back to SQLite (legacy behavior)
|
|
store = create_storage(str(tmp_path / "test.db"))
|
|
assert isinstance(store, SQLiteStorage)
|
|
|
|
def test_storage_base_is_abstract(self):
|
|
"""Storage ABC requires all methods to be implemented."""
|
|
assert hasattr(Storage, "save")
|
|
assert hasattr(Storage, "get")
|
|
assert hasattr(Storage, "query")
|
|
assert hasattr(Storage, "count")
|
|
assert hasattr(Storage, "iter_all")
|
|
assert hasattr(Storage, "get_summary_stats")
|
|
|
|
|
|
# =============================================================================
|
|
# 7. Integration: Full Adapter Lifecycle
|
|
# =============================================================================
|
|
|
|
|
|
class TestAdapterLifecycle:
|
|
"""End-to-end test of the adapter pattern."""
|
|
|
|
def test_ccr_with_custom_backend(self):
|
|
"""CompressionStore works with a custom backend implementation."""
|
|
|
|
class ListBackend:
|
|
"""Minimal backend that tracks all operations."""
|
|
|
|
def __init__(self):
|
|
self._store: dict[str, Any] = {}
|
|
self.ops: list[str] = []
|
|
|
|
def get(self, hash_key):
|
|
self.ops.append(f"get:{hash_key[:8]}")
|
|
return self._store.get(hash_key)
|
|
|
|
def set(self, hash_key, entry):
|
|
self.ops.append(f"set:{hash_key[:8]}")
|
|
self._store[hash_key] = entry
|
|
|
|
def delete(self, hash_key):
|
|
self.ops.append(f"delete:{hash_key[:8]}")
|
|
if hash_key in self._store:
|
|
del self._store[hash_key]
|
|
return True
|
|
return False
|
|
|
|
def exists(self, hash_key):
|
|
return hash_key in self._store
|
|
|
|
def clear(self):
|
|
self._store.clear()
|
|
|
|
def count(self):
|
|
return len(self._store)
|
|
|
|
def keys(self):
|
|
return list(self._store.keys())
|
|
|
|
def items(self):
|
|
return list(self._store.items())
|
|
|
|
def get_stats(self):
|
|
return {"backend_type": "list", "entry_count": len(self._store)}
|
|
|
|
backend = ListBackend()
|
|
store = CompressionStore(backend=backend)
|
|
|
|
# Store and retrieve
|
|
hash_key = store.store(
|
|
original='[{"id": 1, "name": "test"}]',
|
|
compressed='[{"id": 1}]',
|
|
original_tokens=50,
|
|
compressed_tokens=20,
|
|
)
|
|
entry = store.retrieve(hash_key)
|
|
|
|
assert entry is not None
|
|
assert entry.original_tokens == 50
|
|
assert any("set:" in op for op in backend.ops)
|
|
assert any("get:" in op for op in backend.ops)
|
|
|
|
def test_toin_save_load_preserves_patterns(self, tmp_toin_path):
|
|
"""Patterns survive save/load via backend.
|
|
|
|
PR-B5 retired the request-time `get_recommendation()` API
|
|
(it now returns None with a deprecation warning). Stats and
|
|
on-disk patterns must still survive save/load — that's the
|
|
observation API B5 preserves.
|
|
"""
|
|
config = TOINConfig(storage_path=tmp_toin_path)
|
|
toin = ToolIntelligenceNetwork(config)
|
|
|
|
sig = _make_tool_signature()
|
|
|
|
# Record multiple events
|
|
for _i in range(15):
|
|
toin.record_compression(
|
|
tool_signature=sig,
|
|
original_count=50,
|
|
compressed_count=10,
|
|
original_tokens=1000,
|
|
compressed_tokens=200,
|
|
strategy="smart_crusher",
|
|
)
|
|
|
|
toin.save()
|
|
|
|
# New instance loads from same backend
|
|
toin2 = ToolIntelligenceNetwork(TOINConfig(storage_path=tmp_toin_path))
|
|
stats = toin2.get_stats()
|
|
assert stats["patterns_tracked"] >= 1
|
|
assert stats["total_compressions"] >= 15
|
|
|
|
# PR-B5: get_recommendation is observation-only and returns None.
|
|
# Recommendations now flow through the publish CLI →
|
|
# recommendations.toml → Rust loader path.
|
|
assert toin2.get_recommendation(sig) is None
|