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Author SHA1 Message Date
Tejas Chopra
02eb90f243
feat(metrics): record per-extension token savings (#2371)
## What
Adds `PrometheusMetrics.record_extension_savings(key, saved)` so proxy
extensions can report the tokens they save, and surfaces the
per-extension totals in the `/stats` payload.

## Why
Proxy extensions that perform their own token reduction currently have
no supported way to report their savings to the metrics object — there
is no method for it, so that telemetry is silently dropped. This adds
the recording method and exposes the aggregate alongside the existing
per-strategy compression breakdown.

## How
- New `extension_savings: dict[str, int]` counter on
`PrometheusMetrics`, populated lazily per extension-supplied `key` (no
hardcoded list of extensions).
- `record_extension_savings(key, saved)` accumulates positive savings
per key, mirroring how `record_compression` aggregates
`tokens_saved_by_strategy` (lock-free `defaultdict(int)`, atomic under
the GIL for these key types); non-positive values are ignored.
- Cleared in `reset_runtime()` with the other in-memory counters.
- Surfaced in `/stats` as `extension_savings`, next to
`compressions_by_strategy` / `tokens_saved_by_strategy`. No new
Prometheus series.

## Behavior change
None to existing metrics.

## Testing
- Two focused tests in `tests/test_compression_observability.py`
(per-key accumulation incl. zero/negative ignored; surfaced in `/stats`
via `create_app`) → 2 passed (13 in file).
- `ruff check` / `ruff format` → clean; `mypy` → clean on changed
source.
2026-07-17 21:58:18 -07:00
Tejas Chopra
53be64ca12
chore(telemetry): remove Supabase anonymous beacon; fix contact domain to headroomlabs.ai (#1526)
## Description

Removes the anonymous-telemetry **beacon** — the only external,
third-party data flow Headroom ever initiated. When telemetry was opted
in, it POSTed aggregate `/stats` to a hardcoded **Supabase** REST
endpoint (with an embedded anon API key in the source). For
enterprise/on-prem deployments this is exactly the kind of
vendor-controlled data egress a security review flags, so it's gone
entirely — **zero "Supabase" references remain in the codebase.**

What stays (by design): the **local** telemetry collector + the
`HEADROOM_TELEMETRY` opt-in (it only feeds `/stats` and `/v1/telemetry`
— nothing leaves the process), **OpenTelemetry export**
(`HEADROOM_OTEL_METRICS_*`, so operators send operational metrics to
*their own* collector), and the license usage reporter (your own domain,
license-key-gated).

Also fixes the contact domain: `headroom.dev` → `headroomlabs.ai`
everywhere.

Closes # (no tracking issue)

## Type of Change

- [x] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Performance improvement
- [x] Code refactoring (no functional changes)

> Non-breaking: `HEADROOM_TELEMETRY` is still accepted (now gates local
collection only). The only behavior change is that no telemetry is ever
sent externally.

## Changes Made

- **Deleted the Supabase beacon**: `TelemetryBeacon` class,
`_SUPABASE_URL`/`_SUPABASE_KEY`/`_TABLE`/`_ENDPOINT`, the JSONB
projection helper, the proxy-lifespan beacon wiring, the `SUPABASE_`
install env passthrough, and `tests/test_strategy_stats_supabase.py`.
- **Kept** the local opt-in predicate (`is_telemetry_enabled` etc.) in
`beacon.py` — still used by the local collector + CLI — reworded to
"local only".
- **Retained** the single-worker-owner file lock (the cc-switch
reconciler depends on it); updated its comments to drop the beacon
framing.
- `/stats` `anon_telemetry_shipping` is now always `False` (nothing
ships externally); startup log reworded to "Local telemetry".
- Reworded remaining "Supabase" comments in `collector.py`,
`context.py`, `prometheus_metrics.py`, and two test docstrings.
- Contact domain: `security@headroom.dev` → `security@headroomlabs.ai`,
`conduct@headroom.dev` → `conduct@headroomlabs.ai`, FUNDING.yml sponsor
URL.

## Testing

- [x] Unit tests pass (`pytest`)
- [x] Linting passes (`ruff check`)
- [x] Type checking passes (`mypy`)
- [x] New tests added for new functionality
- [x] Manual testing performed

### Test Output

```text
$ grep -rniI "supabase" --include=*.py --include=*.md --include=*.mdx .   # (excl .venv/sbom)
>>> ZERO Supabase references

$ grep -rniI "headroom.dev" .
>>> ZERO headroom.dev references

$ ruff check <changed files>           -> All checks passed!
$ ruff format --check <changed files>  -> 10 files already formatted
$ mypy <changed telemetry files>       -> Success: no issues found

$ pytest tests/test_telemetry.py tests/test_telemetry_warning.py \
    tests/test_proxy_telemetry_env.py tests/test_compression_observability.py \
    tests/test_paths.py tests/test_paths_backward_compat.py -q
============================= 173 passed in 6.67s ==============================
```

## Real Behavior Proof

- **Environment:** macOS, Python 3.12 (`.venv`).
- **Exact command / steps:** repo-wide grep for
`supabase`/`headroom.dev`; `create_app(...)` driven through a full
`TestClient` lifespan (startup + shutdown) in
`test_proxy_telemetry_env.py`; `/stats` exercised in
`test_telemetry_warning.py`.
- **Observed result:** zero `supabase`/`headroom.dev` strings remain;
the proxy starts and shuts down cleanly with the beacon removed (the
worker-owner lock + reconciler still elect a single owner);
`/stats.anon_telemetry_shipping` is `False` even with
`HEADROOM_TELEMETRY=on`; local collector + OTEL paths unchanged.
- **Not tested:** no live network call was ever made (the point — the
external POST is gone). OTEL export and the license reporter were not
exercised (unchanged by this PR).

## 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

- The license usage reporter (`reporter.py` → `app.headroomlabs.ai`) is
intentionally **kept** — it's license-key-gated (dormant for
unlicensed/OSS deployments) and goes to your own domain, not a third
party.
- Docs/CHANGELOG left unchecked: a couple of docs mention the telemetry
beacon and may want a follow-up note that it now collects locally only;
happy to add.
2026-06-27 22:48:26 -07:00
Tejas Chopra
e9cae0131b fix: expose compression latency bottlenecks
Add Codex WS unit-level timing and bounded parallel compression, clarify context-tool session savings, and avoid costly diff/log fallbacks to Kompress.
2026-05-12 13:34:08 -07:00
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
44944fb3fe fix(proxy): restore Anthropic compression on token mode (issue #327)
Three bugs combined to drive end-to-end compression on the Anthropic
backend to ~0% in token mode (the default). User report #327 saw a
~9× drop in dashboard savings from one day to the next on Claude
Code traffic; the dashboard headline was technically correct but the
underlying compression genuinely was not running. After this change
the same Claude Code-shape multi-turn conversation goes from
14987 → 14371 tokens at the request boundary on turn 1 and only
recompresses the freshest tool_result on subsequent turns, with the
prior turns frozen byte-identical to preserve the upstream prefix
cache.

Bug 1 — IntelligentContextManager inner ContentRouter has no observer

PR #302 (commit cf979958, 2026-04-28) wired CompressionObserver onto
the outer ContentRouter in proxy/server.py and onto SmartCrusher.
The inner ContentRouter constructed lazily inside
IntelligentContextManager._get_content_router (added Jan 18, 2026
in 57b2de5 alongside the COMPRESS_FIRST strategy) was missed. That
inner router handles the bulk of Claude Code's tool_result-block
compression, so per-strategy counters surfaced by PR #314 in v0.15.0
showed compressions_by_strategy={"text": 6} while
summary.compression.total_tokens_removed=1.3M — math-impossible.

Fix: add observer= parameter to IntelligentContextManager.__init__,
forward it to the inner ContentRouter at intelligent_context.py:525,
and pass observer=self.metrics from proxy/server.py.

Bug 2 — TTL deferral marks every fresh tool_result as stable

should_defer_compression in compression_cache.py returned True on
first-sight (added 2026-04-07 in commit 22dad13 with the intent of
batching first-time compressions near the 5-min cache TTL boundary
to trade many small busts for one). The token-mode walker at
anthropic.py:766-787 walks every message past frozen_message_count,
calls should_defer_compression on each fresh tool_result, gets True,
and advances ttl_frozen += 1 — every iteration. Result:
frozen_message_count grows to len(messages), the pipeline freezes
the entire request, and nothing reaches a real compressor.

The defer-first-sight rationale assumes recurring content within
TTL. Real Claude Code traffic produces unique content per turn, so
"defer until next sight" defers forever. Compressing fresh content
on first sight does not bust any prefix cache because Anthropic has
not cached that byte position yet — it's a cache write either way.

Fix: should_defer_compression returns False on first-sight (record
the timestamp; compress now). Subsequent sightings within TTL still
defer (batch window preserved for genuinely repeating content).
Updated tests in test_compression_cache.py to assert the corrected
semantics and verify _first_seen is recorded on first call.

Bug 3 — cross-tokenizer comparison in token-mode inflation guard

anthropic.py:634 sets original_tokens = tokenizer.count_messages(...)
using the proxy-side EstimatingTokenCounter. The token-mode branch
at line 816 set optimized_tokens = result.tokens_after from
pipeline, which uses the provider-side AnthropicProvider tiktoken
estimator. The two tokenizers disagree by ~25% on the same payload.

The inflation guard at line 901
(if optimized_tokens > original_tokens: revert to originals) treats
those two numbers as comparable. After a real 12% compression the
provider-tokenizer figure was still higher than the proxy-tokenizer
baseline, so the guard fired, optimized_messages was reset to the
original input, transforms_applied was emptied, and tokens_saved
went to 0. The dashboard showed no compression even when the
pipeline successfully compressed.

Fix: recount optimized_tokens with the proxy tokenizer right after
the pipeline returns, so the guard compares apples-to-apples. The
recount cost is a few ms on a 50K-token request and is dwarfed by
upstream call latency.

Verification

* 80 targeted tests across test_compression_cache,
  test_compression_observability, test_proxy_anthropic_cache_stability,
  test_proxy_intelligent_context pass.
* make ci-precheck clean.
* End-to-end real-API run against api.anthropic.com via local proxy:
  - Turn 1 fresh: 14987 → 14371 (4.1%) on a 3-tool-round payload;
    smart_crusher and diff strategies fired with non-zero savings.
  - Turn 2 (turn 1 history + 1 new tool_result): 23161 → 21928 (5.3%);
    only the new tool_result compressed; older turns marked
    router:protected:user_message; Anthropic returned
    cache_creation_input_tokens > 0 confirming the prefix was not
    busted.

Two new regression tests in test_compression_observability lock down
the inner ContentRouter observer wiring so a future copy of Bug 1
fails the suite the day it lands.
2026-04-30 12:59:19 -07:00
chopratejas
2a6ab38177 test(observability): isolate SmartCrusher.apply tests from global TOIN file
The new SmartCrusher.apply() tests added in this PR feed the global
TOIN learning store (default path `~/.headroom/toin.json`). On Python
3.11, CI runs the suite twice (regular + coverage); a pattern written
in the first pass changes which rows the lossy sampler keeps in the
second pass and breaks
`tests/test_integrations/langchain/test_evals.py::TestRelevancePreservation::test_first_last_items_always_preserved`.

Fix: an `isolated_toin` fixture that points `HEADROOM_TOIN_PATH` at a
tempdir for the test and resets the singleton on enter and exit. Same
isolation pattern PR #300 already uses for `test_smart_crusher_toin_attachment.py`.
2026-04-28 15:33:07 -07:00
chopratejas
cf97995834 chore(proxy): per-strategy compression observability
Adds a `CompressionObserver` Protocol (`headroom.transforms.observability`)
and wires `ContentRouter` and `SmartCrusher` to call it once per real
compression event. `PrometheusMetrics` implements the protocol and
accumulates per-strategy counters (`compressions_by_strategy`,
`tokens_saved_by_strategy`).

Why: the TOIN→SmartCrusher silent disconnect was invisible for three
weeks because no signal distinguished by strategy. With per-strategy
counters in place, the next regression of that shape fails the test
suite the day it lands instead of waiting on a manual audit.

Counters live as in-process state only — deliberately NOT exported via
the Prometheus scrape or OTel surface. The metric→Supabase pipeline
treats each metric name as a column, and we cannot add new columns.
CI-level observability via `tests/test_compression_observability.py` is
sufficient to catch silent regressions; production export waits on a
non-column-adding pipeline.
2026-04-28 13:11:48 -07:00