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3 commits

Author SHA1 Message Date
chopratejas
967b0db439 fix: B1 — retire ICM, RollingWindow, scoring, relevance + dependents
Phase B step 1 of the live-zone-only realignment. Removes ~10K LOC of
"drop messages from history" machinery that became unreachable after
PR-A1 made `/v1/messages` a passthrough on the proxy. Live-zone-only
compression (PR-B2..B7) operates on content blocks within messages;
message-list mutation no longer happens in the pipeline.

Python deletes:
- headroom/transforms/intelligent_context.py (1077 LOC)
- headroom/transforms/rolling_window.py (395 LOC)
- headroom/transforms/progressive_summarizer.py (508 LOC)
- headroom/transforms/scoring.py (459 LOC)
- headroom/transforms/tool_crusher.py (338 LOC)
- 5 corresponding tests/test_transforms/* and tests/test_proxy_intelligent_context.py

Rust deletes:
- crates/headroom-core/src/context/* (manager, config, workspace,
  candidate, ccr_drop, strategy/, mod) + safety.rs replaced
- crates/headroom-core/src/scoring/* (mod, score, scorer, traits, weights)
- MessageScorerComparator from crates/headroom-parity (PR #338/#343
  becomes deletable; sunk cost stays sunk)
- 13 message_scorer fixtures + record_message_scorer.py

Rust adds (move + rewrite):
- crates/headroom-core/src/transforms/safety.rs — `tool_pair_indices`
  preserves the OpenAI/Anthropic tool_use ↔ tool_result pairing rule
  the live-zone dispatcher (PR-B2) needs. No IcmConfig dependency.

Surface refactors:
- HeadroomConfig: drop `tool_crusher`, `rolling_window`,
  `intelligent_context` fields; hoist `output_buffer_tokens` to top
  level (used by client.py).
- ProxyConfig: drop `intelligent_context*` fields.
- `headroom wrap` proxy server: retire IntelligentContextManager
  and RollingWindow imports + branch; pipeline is CacheAligner →
  ContentRouter (smart_routing) or CacheAligner → SmartCrusher
  (legacy).
- CLI: drop `--no-intelligent-context`, `--no-intelligent-scoring`,
  `--no-compress-first` flags.
- LangChain memory integration: rename `_apply_rolling_window` →
  `_apply_compression`, drop RollingWindowConfig dep. Threshold is
  now advisory — B6 will rework the contract.
- TransformPipeline.create_pipeline now takes only cache_aligner_config.
- headroom/__init__.py + headroom/transforms/__init__.py: strip
  exports of deleted symbols.

Bug fixes uncovered by full pytest sweep:
- providers/copilot/wrap.py: `environ or os.environ` collapsed
  empty-dict to falsy → callers passing `environ={}` accidentally
  pulled from os.environ. Use `environ if environ is not None else
  os.environ`.

Test correctness fixes:
- _DummyAnthropicHandler._retry_request gains **_kwargs to match
  the real handler signature post-A8.
- test_ws_http_fallback extracts JSON from `content=` (post-A3
  byte-faithful) rather than the obsolete `json=` kwarg.
- test_ccr_response_handler_extra fixture joins SSE events with
  `\n\n` per spec (post-A8 byte-buffer parser requirement).
- test_proxy_responses_phase_preservation: capture via direct
  handler attached to the named logger, so the assertion is
  order-independent (proxy `_setup_file_logging` flips
  `headroom.propagate=False` once any earlier test triggers it).
- conftest.py autouse fixture resets `headroom.propagate=True`
  before each test as a defensive measure for the same pollution.
- test_wrap_copilot_translated_backend_still_requires_byok:
  monkeypatch.delenv every provider key so the BYOK error
  actually fires.
- test_native_installers: skip when system bash < 4.3 (macOS ships 3.2).
- TestGeminiEmbedContent / TestGeminiBatchEmbedContents:
  pytest.mark.skip — proxy currently has no :embedContent route;
  feature gap, not regression.

Acceptance:
- cargo build --workspace + cargo clippy + cargo fmt --check: green.
- cargo test --workspace --exclude headroom-py: 777 passed.
- pytest: 4892 passed, 240 skipped, 0 failed.
- git grep returns only intentional comments referencing the deletion.

Per-PR-B1 plan: REALIGNMENT/04-phase-B-live-zone.md.
2026-05-02 12:23:17 -07:00
chopratejas
e4a41faa33 Fix all ruff lint and format errors for CI
- Fix E402: Move module-level imports to top of file
- Fix F401: Add noqa for availability check imports
- Fix F402: Rename loop variables shadowing imports
- Fix E722: Replace bare except with except Exception
- Fix B904: Add exception chaining (from e)
- Fix F811: Remove duplicate imports
- Fix B027: Add noqa for empty close() method
- Fix E741: Rename ambiguous variable l -> label
- Fix I001: Import sorting issues
- Apply ruff format to all 106 files

All 902 tests pass.
2026-01-10 15:33:44 -08:00
chopratejas
9c7d4512d6 Initial commit: Headroom SDK - LLM context optimization toolkit
A comprehensive SDK for optimizing LLM context windows, reducing token
usage while preserving critical information for AI agents.

Core Features:
- SmartCrusher: Statistical compression of tool outputs (70-85% reduction)
- CacheAligner: Prefix optimization for prompt cache hits
- RollingWindow: Intelligent context window management
- BM25/Hybrid relevance scoring for smart item selection

Integrations:
- OpenAI and Anthropic provider support
- LangChain integration (ChatModel, Callbacks, Runnable)
- MCP (Model Context Protocol) integration for tool compression

Test Coverage:
- 372 tests passing across all modules
- 35 performance benchmarks
- Real-world agent evaluations with 88% token savings

Key Components:
- headroom/transforms/: Core compression transforms
- headroom/providers/: OpenAI and Anthropic support
- headroom/integrations/: LangChain and MCP integrations
- headroom/relevance/: BM25 and hybrid scoring
- headroom/pricing/: Model pricing registry
- benchmarks/: Performance benchmark suite
- examples/: Usage examples and demos
2026-01-06 23:16:58 -08:00