mirror of
https://github.com/headroomlabs-ai/headroom.git
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## Description Running headroom as the proxy for Claude Code destroys Anthropic prompt-cache reuse (#2085: ~4.4x cache-creation inflation, 2.5–3x net cost). Tracing live Claude Code traffic through the proxy shows **two independent session-identity defects**, both of which orphan or thrash the frozen-prefix state; this PR fixes both. ### Defect 1: `<system-reminder>` turns rotate the fallback session id mid-conversation Claude Code interleaves reminder turns into the history as actual `role:"system"` messages (hook output, skills lists, file-truncation notices). `compute_session_id` hashed **every** system message, so the id rotated each time a reminder landed. Live trace (subagent reading two 80KB files; sid changes exactly when the truncation reminder appears, and the tracker restarts at turn 0): ``` REQ#2 sid=68d4ee666990 nmsg=3 [0]SYSTEM<<top-level system>> [1]user [2]SYSTEM<<skills reminder>> REQ#3 sid=6944948c9fb2 nmsg=6 ... [5]SYSTEM<<Truncated: PARTIAL view ...>> <- id rotated ``` Everything keyed on the session id is orphaned at that moment: the prefix tracker (freeze never survives past a reminder-bearing turn), beta-header stickiness, the CCR and memory-tool registries, and the compression cache. **Fix:** hash only the **leading run** of system messages (everything before the first non-system turn) — the top-level system prompt on the Anthropic path (folded in as the synthetic first message), the conventional leading system message(s) on the OpenAI path. Stable for the life of a conversation; mid-history system turns are content, not identity. ### Defect 2: conversations sharing a (now stable) id thrash one tracker With ids stable, the fallback tuple `model + system prompt` is identical across every same-type parallel subagent (and any sessions reusing one system prompt) — all of them collapse onto one `PrefixCacheTracker`, and their interleaved histories cross-contaminate the freeze state: the forwarded prefix is byte-unstable on nearly every turn and the provider cache is re-written instead of read. Reproduced against the real code paths (script below): ``` 1) fallback session ids: A=3dc639aaf4f48fa1 B=3dc639aaf4f48fa1 -> COLLIDE=True 2) single conversation, legacy : stable prefix on 4/4 later turns, trackers=1 2) interleaved (subagents), legacy : stable prefix on 0/9 later turns, trackers=1 2) interleaved, lineage resolution : stable prefix on 8/8 later turns, trackers=2 ``` **Fix:** `SessionTrackerStore.resolve_tracker` — within a session id, reuse the tracker whose previous request messages are a prefix of the incoming history (client histories are append-only, so a conversation's next request always extends its previous one); a diverging or rewritten history (client-side compaction) starts a fresh lineage. Matching uses the repo's existing canonical cross-turn equivalence (`_canonicalize_for_prefix_compare`, the same one the cache-stable delta path uses) on the **original client bytes**, so moved cache breakpoints, string<->block sugar, transport annotations, or a tail-mutating `pre_compress` hook never read as a rewrite. Byte-identical histories (templated fan-outs before they diverge) intentionally share a tracker — their provider cache line is identical too. ### Both fixes together, on live Claude Code traffic (sonnet, 2 parallel Explore agents) ``` main conversation: sid=5b7e245a... one tracker, turns 0->4, id stable across reminders agents (collide): sid=2bdffc9e... -> lineage bare (alpha) turns 0->1->2 -> lineage "~1" (beta) turns 0->1->2 ``` Before: the agents' ids rotated per reminder (every tracker stuck at turn 0), and whenever they did share an id they thrashed one tracker (`0/9` stable prefixes in the repro). ### Why not key the session id on conversation content? Draft #1912 folds the first user turn into the fallback id; this change composes with it, but identity-level keying alone can't close #2085: identical first turns (templated fan-outs) still collide, and everything keyed on the session id rotates with it when the client rewrites history. The "session" (client/workspace grouping) and the "conversation" (positional cache lineage) are different identities; only the tracker holds positional per-turn state that thrashes under collision — beta stickiness is a monotone union and the compression cache is content-addressed — so lineage resolution lives one level below the session id and leaves the id semantics (and every other consumer) untouched. ## Changes Made - `headroom/cache/prefix_tracker.py`: - `compute_session_id`: harvest only the leading system run (defect 1). - `SessionTrackerStore.resolve_tracker`: conversation-lineage resolution (defect 2). First lineage lives under the bare session id — single-conversation sessions behave byte-identically to before; degrades to `get_or_create` when messages are absent or prefix freeze is disabled. - Lineages are capped per session id (`PrefixFreezeConfig.max_lineages_per_session`, default 32). **Over-cap conversations share one overflow tracker instead of evicting an established lineage** — any eviction policy degrades every conversation once the working set exceeds the cap (under round-robin the victim is always the conversation about to arrive), while overflow sharing degrades only the over-cap tail, to exactly the pre-lineage shared behavior; `0` disables lineage splitting. Chains are stored as structural snapshots that normalize `NaN` (`json.loads` accepts bare NaN, and `NaN != NaN` would read a byte-identical resend as a rewrite). Synthetic lineage keys use a `\x00` separator, which cannot appear in an HTTP header value, so they can never collide with a client-supplied `x-headroom-session-id`. - `headroom/proxy/handlers/anthropic.py`, `openai.py`: the session id and the lineage both derive from the **same original client bytes** (a turn-dependent hook rewrite can no longer rotate one without the other); anthropic folds in its synthetic system message so explicit-header clients with different system prompts stay separate. Plus a docstring correction in `streaming.py` that falsely claimed its coarse mid-turn key "mirrors" `compute_session_id`. - `tests/test_cache/test_prefix_tracker.py`: 24 new test cases — reminder-rotation regression; interleaved isolation + per-conversation turn state; identical-first-turn share-then-split; cache_control movement (3 cases); representation churn (string<->block sugar / streaming `index` / Bedrock cachePoint); rewritten history → fresh lineage (compacted / middle-edited / truncated); legacy no-messages / freeze-disabled / empty-canonical fallbacks; NaN-in-tool-payload stability; overflow sharing, established-lineages-survive-cap, and a cap+1 round-robin no-cliff guard; TTL cleanup; session-id-not-rotated-by-lineage guard. One existing test renamed (`uses_all_system_messages` → `distinguishes_leading_system_run`) to match the new contract. - Three SimpleNamespace stub stores in existing tests gained a `resolve_tracker` field (handlers call it unconditionally — a silent `hasattr` fallback would degrade to the pre-fix behavior with no signal). One of them is the cold-start fast-pass suite (#2073), which landed while this branch was in review. - `CHANGELOG.md` entry. ## Type of Change - [x] Bug fix (non-breaking change that fixes an issue) ## Testing - [x] Unit tests pass (`pytest`) — 11 failed, 8652 passed, 528 skipped in 4:37 (the 11 are pre-existing on unmodified `main` — verified by rerunning the same node ids on a clean checkout: gh-CLI/onnx/PID-reuse/deadline flakes and order-dependent cases, none touching session/cache/proxy paths) - [x] Linting passes (`ruff check .`) — All checks passed (ruff 0.15.17, CI-pinned; `ruff format --check .` clean) - [x] Type checking passes (`mypy headroom`) — Success: no issues found in 471 source files - [x] New tests added for new functionality — 24 test cases; the rotation/isolation/no-cliff ones fail on `main` - [x] Manual testing performed — live Claude Code end-to-end, below ### Test Output ```text $ python -m pytest tests/ -q 11 failed, 8652 passed, 528 skipped, 5857 warnings in 276.68s (0:04:36) # same 11 fail on unmodified main (env/order-dependent: test_wrap_claude_base_url pid-reuse, # copilot_auth gh-cli fallback, image_compression onnx, content_router deadline, rtk/output-shaper/dedup order flakes) $ python -m pytest tests/test_cache/test_prefix_tracker.py -q 63 passed $ uvx ruff@0.15.17 check . && uvx ruff@0.15.17 format --check . All checks passed! / 1208 files already formatted $ mypy headroom Success: no issues found in 471 source files $ python repro_2085.py 1) fallback session ids: A=3dc639aaf4f48fa1 B=3dc639aaf4f48fa1 -> COLLIDE=True 2) single conversation, legacy : stable prefix on 4/4 later turns, trackers=1 2) interleaved (subagents), legacy : stable prefix on 0/9 later turns, trackers=1 2) interleaved, lineage resolution : stable prefix on 8/8 later turns, trackers=2 ``` ## Real Behavior Proof - Environment: macOS arm64, Python 3.13, `uv sync --extra dev --extra proxy`; real Claude Code CLI pointed at the proxy via `ANTHROPIC_BASE_URL=http://127.0.0.1:8790`, real Anthropic backend. - Exact command / steps: ran Claude Code sessions that launch 2–3 parallel Explore subagents (each reading multi-KB JSON files, several tool-loop turns each), with an observability wrapper printing each request's resolved session id, tracker identity, and turn counter inside the proxy. - Observed result: on `main`, subagent session ids rotate on reminder-bearing turns (trackers permanently stuck at turn 0); when conversations do share an id they share one tracker whose turn counter interleaves all of them. On this branch: ids stable for the life of each conversation; colliding subagents resolve to separate lineages (`bare`, `~1`) with clean per-conversation turn progressions (trace above). Unit-level repro shows forwarded-prefix stability going 0/9 → 8/8 for the interleaved shape. - Not tested: reporter-scale cache-economics (his 4.4x needs his long-session workload against a paid backend); happy to coordinate with @RomanAlexanderW on a before/after — the number to watch is the cache-read ratio in Claude Code transcripts recovering toward ~96%. <details> <summary>repro_2085.py</summary> ```python """Repro for #2085: concurrent conversations sharing a fallback session id (same model + system prompt — e.g. a Claude Code session and its parallel subagents) collapse onto one PrefixCacheTracker and thrash its frozen-prefix state -> byte-unstable forwarded prefixes -> the provider prompt cache is re-written on nearly every call. Uses headroom's real code paths. Run from the repo root: python ../repro_2085.py """ from headroom.cache.prefix_tracker import PrefixFreezeConfig, SessionTrackerStore MODEL = "claude-sonnet-5" # Claude Code system prompt: long, static, identical across the main session # and every parallel subagent of the same type. SYSTEM = ("You are Claude Code, Anthropic's official CLI for Claude. " * 40)[:2000] def convo(name: str, turns: int) -> list[dict]: msgs = [{"role": "system", "content": SYSTEM}] for t in range(turns): msgs.append({"role": "user", "content": f"[{name}] user turn {t}: " + ("x" * 800)}) msgs.append( {"role": "assistant", "content": f"[{name}] tool_result {t}: " + ('{"data": 1}' * 200)} ) return msgs class _Req: # request stub: no x-headroom-session-id header headers: dict = {} # --- Part 1: identity collision (real derivation) ---------------------------- store = SessionTrackerStore(PrefixFreezeConfig()) id_a = store.compute_session_id(_Req(), MODEL, convo("A", 3)) id_b = store.compute_session_id(_Req(), MODEL, convo("B", 5)) print(f"1) fallback session ids: A={id_a} B={id_b} -> COLLIDE={id_a == id_b}") # --- Part 2: interleaved conversations thrash the freeze state --------------- def run(interleave: bool, lineage_resolution: bool) -> tuple[int, int, int]: store = SessionTrackerStore(PrefixFreezeConfig()) stable_turns = 0 later_turns = 0 seq = [] for t in range(1, 6): seq.append(("A", convo("A", t))) if interleave: seq.append(("B", convo("B", t))) for _name, msgs in seq: sid = store.compute_session_id(_Req(), MODEL, msgs) if lineage_resolution: tracker = store.resolve_tracker(sid, "anthropic", messages=msgs) else: tracker = store.get_or_create(sid, "anthropic") if tracker._turn_number > 0: later_turns += 1 if tracker._forwarded_prefix_stable(msgs): stable_turns += 1 tracker.update_from_response( cache_read_tokens=5000 * len(msgs), cache_write_tokens=2000, messages=msgs, ) return stable_turns, later_turns, store.active_sessions for label, interleave, fixed in ( ("single conversation, legacy ", False, False), ("interleaved (subagents), legacy ", True, False), ("interleaved, lineage resolution ", True, True), ): stable, later, sessions = run(interleave, fixed) print(f"2) {label}: stable prefix on {stable}/{later} later turns, trackers={sessions}") ``` </details> ## 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 (CHANGELOG only — no docs describe the tracker store) - [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 - [x] I have updated the CHANGELOG.md if applicable ## Additional Notes - Addresses the session-identity mechanisms of #2085; intentionally does not `Closes` it — the reporter should confirm the cache-read ratio recovers on live traffic first. - Composes with draft #1912 (first-user-turn fallback id). - Known bounded tradeoffs (all strictly milder than the per-turn thrash this fixes): a fork-style branch that resends a parent's full history adopts the parent's lineage, costing the parent one cold restart at its next turn; a request that aborts before the response and is retried with different bytes starts a fresh lineage; history truncation/tail-edit starts a fresh lineage even though the shorter provider prefix may still be warm. - Hot-path cost, measured on a 199-message/2.1MB agentic history: canonical projection 0.21ms + structural snapshot 0.92ms + match loop 0.06ms with 32 candidate lineages (2.27ms absolute worst case) ≈ **1.3ms per request** — same order as the handler's existing request deepcopy (0.80ms) and below one `json.dumps` of the body (2.9ms). Chain memory is structure-only (~180-330KB per lineage; message strings are shared with state the tracker already retains). - Known semantic shift to flag: hashing only the leading system run means conversations distinguished ONLY by mid-list system messages (e.g. clients injecting a per-conversation system context late in the list) now share a fallback id. The tracker is protected by lineage resolution; the residual sharing concentrates in the CCR sticky-tool registry and the monotone beta union — the same pre-existing class as same-system-prompt conversations today. Happy to file the CCR-stickiness scoping as a follow-up. - Out of scope, observed while tracing: `SessionCcrTracker.has_done_ccr` mildly cross-contaminates conversations sharing an id (monotone, no thrash) — can file separately if useful. --------- Co-authored-by: JerrettDavis <mxjerrett@gmail.com>
296 lines
9.9 KiB
Python
296 lines
9.9 KiB
Python
"""Cold-start fast pass: when background compression defers a cold-start-large
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request, the handler still runs the pipeline synchronously with
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skip_kompress=True so the FORWARDED (and therefore provider-cached,
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byte-identically frozen) form carries the cheap savings. Only the Kompress ML
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stage stays deferred to the background job."""
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from __future__ import annotations
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import json
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from types import SimpleNamespace
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from unittest.mock import MagicMock
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import anyio
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from fastapi import Request
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from headroom.config import TransformResult
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from headroom.proxy.handlers.anthropic import AnthropicHandlerMixin
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from headroom.proxy.models import ProxyConfig
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_COMPRESSED_TEXT = "compressed tool output"
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class _DummyTokenizer:
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def count_messages(self, messages) -> int:
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return json.dumps(messages).count(" ") + 1
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def count_text(self, text: str) -> int:
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return max(1, text.count(" ") + 1)
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class _DummyMetrics:
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async def record_request(self, **kwargs):
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return None
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async def record_stage_timings(self, path, timings):
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return None
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async def record_failed(self, **kwargs):
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return None
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def record_compression_failed(self, reason: str) -> None:
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return None
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async def record_rate_limited(self, **kwargs):
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return None
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class _ResponseStub:
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status_code = 200
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headers: dict[str, str] = {}
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content = b'{"id":"msg_1","type":"message","role":"assistant","content":[],"usage":{"input_tokens":1,"output_tokens":1}}'
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def json(self):
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return {
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"id": "msg_1",
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"type": "message",
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"role": "assistant",
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"content": [],
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"usage": {"input_tokens": 1, "output_tokens": 1},
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}
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class _RecordingBackgroundCompressor:
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def __init__(self) -> None:
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self.enqueued: list[tuple[str, object, object]] = []
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def enqueue(self, key, compress, store) -> bool:
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self.enqueued.append((key, compress, store))
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return True
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def _fake_pipeline_apply(messages, model, **kwargs):
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compressed = []
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for msg in messages:
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new = dict(msg)
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if msg.get("role") == "user" and isinstance(msg.get("content"), list):
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new["content"] = [
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{**part, "content": _COMPRESSED_TEXT}
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if isinstance(part, dict) and part.get("type") == "tool_result"
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else part
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for part in msg["content"]
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]
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compressed.append(new)
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return TransformResult(
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messages=compressed,
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tokens_before=1000,
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tokens_after=100,
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transforms_applied=["read_lifecycle:stale:test.py"],
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)
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class _DummyAnthropicHandler(AnthropicHandlerMixin):
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ANTHROPIC_API_URL = "https://api.anthropic.com"
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def __init__(self) -> None:
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self.rate_limiter = None
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self.metrics = _DummyMetrics()
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self.config = ProxyConfig(
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optimize=True,
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image_optimize=False,
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retry_max_attempts=1,
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retry_base_delay_ms=1,
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retry_max_delay_ms=1,
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connect_timeout_seconds=10,
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mode="token",
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cache_enabled=False,
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rate_limit_enabled=False,
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fallback_enabled=False,
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fallback_provider=None,
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prefix_freeze_enabled=False,
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memory_enabled=False,
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)
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self.usage_reporter = None
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self.anthropic_provider = SimpleNamespace(get_context_limit=lambda model: 200_000)
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self.anthropic_pipeline = SimpleNamespace(apply=MagicMock(side_effect=_fake_pipeline_apply))
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self.anthropic_backend = None
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self.cost_tracker = None
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self.memory_handler = None
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self.cache = None
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self.security = None
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self.ccr_context_tracker = None
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self.ccr_injector = None
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self.ccr_response_handler = None
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self.ccr_feedback = None
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self.ccr_batch_processor = None
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self.ccr_mcp_server = None
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self.traffic_learner = None
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self.tool_injector = None
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self.read_lifecycle_manager = None
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self.logger = SimpleNamespace(log=lambda *a, **k: None)
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self.request_logger = self.logger
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self.usage_observer = None
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self.image_compressor = None
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self.session_tracker_store = SimpleNamespace(
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compute_session_id=lambda *a, **k: "sess-1",
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get_or_create=lambda *a, **k: SimpleNamespace(
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get_frozen_message_count=lambda: 0,
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get_last_original_messages=lambda: [],
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get_last_forwarded_messages=lambda: [],
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record_request=lambda *a, **k: None,
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),
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resolve_tracker=lambda *a, **k: SimpleNamespace(
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get_frozen_message_count=lambda: 0,
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get_last_original_messages=lambda: [],
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get_last_forwarded_messages=lambda: [],
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record_request=lambda *a, **k: None,
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),
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)
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# Cold-start deferral wiring under test.
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self._background_compression_enabled = True
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self._background_compression_min_tokens = 1
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self._background_compressor = _RecordingBackgroundCompressor()
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self.executor_calls: list[float] = []
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async def _run_compression_in_executor(self, fn, timeout):
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self.executor_calls.append(timeout)
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return fn()
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async def _next_request_id(self) -> str:
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return "req-fastpass-test"
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def _extract_tags(self, headers):
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return {}
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async def _retry_request(self, method, url, headers, body, **_kwargs):
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self.captured_body = body
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return _ResponseStub()
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def _get_compression_cache(self, session_id):
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self.comp_cache_updates: list[tuple] = getattr(self, "comp_cache_updates", [])
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return SimpleNamespace(
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apply_cached=lambda m: m,
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compute_frozen_count=lambda m: 0,
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mark_stable_from_messages=lambda *a, **k: None,
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should_defer_compression=lambda h: False,
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mark_stable=lambda h: None,
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content_hash=lambda c: "h",
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update_from_result=lambda *a: self.comp_cache_updates.append(a),
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_cache={},
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_stable_hashes=set(),
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)
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def _build_request(body: dict) -> Request:
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payload = json.dumps(body).encode("utf-8")
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async def receive():
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return {"type": "http.request", "body": payload, "more_body": False}
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scope = {
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"type": "http",
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"asgi": {"version": "3.0"},
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"http_version": "1.1",
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"method": "POST",
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"scheme": "https",
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"path": "/v1/messages",
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"raw_path": b"/v1/messages",
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"query_string": b"",
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"headers": [(b"authorization", b"Bearer sk-ant-api-test")],
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"client": ("127.0.0.1", 12345),
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"server": ("testserver", 443),
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}
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return Request(scope, receive)
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def test_cold_start_runs_fast_pass_and_defers_only_kompress(monkeypatch):
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import headroom.tokenizers as _tk
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monkeypatch.setattr(_tk, "get_tokenizer", lambda model: _DummyTokenizer())
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handler = _DummyAnthropicHandler()
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request = _build_request(
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{
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"model": "claude-3-5-sonnet-latest",
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"messages": [
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{
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"role": "user",
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"content": [
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{
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"type": "tool_result",
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"tool_use_id": "toolu_1",
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"content": "verbose stale tool output " * 200,
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}
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],
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},
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],
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}
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)
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anyio.run(handler.handle_anthropic_messages, request)
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# The fast pass ran synchronously with the ML stage disabled.
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assert handler.executor_calls, "fast pass never ran through the executor"
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sync_calls = [
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c for c in handler.anthropic_pipeline.apply.call_args_list if c.kwargs.get("skip_kompress")
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]
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assert len(sync_calls) == 1, "expected exactly one synchronous skip_kompress pass"
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# The full pipeline (kompress included) went to the background queue,
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# keyed against the ORIGINAL messages for content-hash reuse.
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assert len(handler._background_compressor.enqueued) == 1
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_key, bg_compress, _store = handler._background_compressor.enqueued[0]
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bg_compress()
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bg_calls = [
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c
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for c in handler.anthropic_pipeline.apply.call_args_list
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if not c.kwargs.get("skip_kompress")
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]
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assert len(bg_calls) == 1, "background job must run the full pipeline"
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# The FORWARDED body carries the fast-pass form — that is what the
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# provider caches and the byte-identical freeze locks in.
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forwarded = handler.captured_body["messages"]
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assert forwarded[0]["content"][0]["content"] == _COMPRESSED_TEXT
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# Fast-pass results were stored in the compression cache.
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assert handler.comp_cache_updates
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def test_fast_pass_failure_falls_back_to_full_deferral(monkeypatch):
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import headroom.tokenizers as _tk
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monkeypatch.setattr(_tk, "get_tokenizer", lambda model: _DummyTokenizer())
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handler = _DummyAnthropicHandler()
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async def _boom(fn, timeout):
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raise TimeoutError("fast pass exceeded budget")
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handler._run_compression_in_executor = _boom # type: ignore[method-assign]
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original_text = "verbose stale tool output " * 200
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request = _build_request(
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{
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"model": "claude-3-5-sonnet-latest",
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"messages": [
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{
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"role": "user",
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"content": [
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{
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"type": "tool_result",
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"tool_use_id": "toolu_1",
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"content": original_text,
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}
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],
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},
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],
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}
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)
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anyio.run(handler.handle_anthropic_messages, request)
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# Fail-open: original messages forwarded, background job still queued.
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forwarded = handler.captured_body["messages"]
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assert forwarded[0]["content"][0]["content"] == original_text
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assert len(handler._background_compressor.enqueued) == 1
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