headroom/tests/test_lossless_first_dispatch.py
Tejas Chopra f2c48e26c6
feat(compress): reach the lossless provider seam on the general path and default /v1/compress to marker-free output (#2691)
## Description

Two related changes to the compression seams, plus the review fixes for
both. Supersedes #2661 and #2662, which are closed in favour of this
branch — the fixes are inseparable from the code they fix, so reviewing
them together is cheaper than landing two PRs and patching them
afterwards.

**1. A registered lossless provider now competes on the general path.**
The `headroom.transforms.lossless_provider` seam was only ever consulted
from `_lossless_compact_excluded`, gated on `DEFAULT_EXCLUDE_TOOLS`
(`config.py:216` — `Read/Grep/Glob/Write/Edit/WebSearch/WebFetch`).
Gateway traffic carries the caller's own tool names — LiteLLM's
`headroom` guardrail (https://docs.litellm.ai/docs/proxy/headroom) posts
requests containing tools like `search_docs` / `run_ci` / `fetch_rows` —
so a registered provider was structurally unreachable for every
gateway/sidecar deployment. The seam existed; nothing could get to it.

**2. `POST /v1/compress` is marker-free by default.** A CCR marker is
only useful to a caller that also injects the `headroom_retrieve` tool
AND can reach `/v1/retrieve`. Neither holds here: tool injection lives
in the provider request handlers (`handlers/anthropic.py:1894`), never
in `handle_compress`; and every `/v1/retrieve*` route is
`Depends(_require_loopback)` (`server.py:4422, 4470, 4749, 4781`) with
no remote opt-in — `HEADROOM_COMPRESS_ALLOW_REMOTE` drops the loopback
dependency on `/v1/compress` only. So a gateway forwards a `Retrieve
more: hash=…` pointer the model cannot follow, and the proxy pays a CCR
store write nobody reads. `config.mode="ccr"` opts back in.

Closes #

## Type of Change

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

## Changes Made

### Seam — `content_router.py`, `lossless_provider.py`

- `_lossless_first` (STAGE 0, every block on every path) consults
`get_lossless_provider()` and keeps whichever output is smaller.
**Strict no-op when no provider is registered**, which is the default;
and because it is best-of rather than authoritative, a provider can
never do worse than the built-in folds.
- Malformed provider output can no longer escape. Every shape check runs
inside the `try`: result must be `None`, or a 2-element tuple/list of
two `str`. Anything else is ignored at debug level. (Previously the
unpack sat outside the `try`, so a 3-tuple raised `ValueError` up
through `TransformPipeline.apply`, which re-raises.)
- Empty / whitespace-only candidates are rejected rather than silently
replacing block content.
- **Providers are never offered diff content.** Diff folding is
subtractive with no inverse check and a reflowed hunk breaks `git apply`
— the same reason the built-in `diff` fold is restricted at
`content_router.py:2481`.
- The third-party `kind` label is sanitised against `^[a-z0-9_]{1,32}$`
before reaching `transforms_applied` and the per-strategy metric dicts,
so a caller-controlled string cannot explode Prometheus label
cardinality. `fullmatch`, not `match`: `$` also matches before a
trailing newline, which would put a newline in a label.
- `set_lossless_provider(provider, *, verifier=None)` — in lossless-only
mode, where STAGE 0's output is final and there is no marker to recover
from, a registered verifier must confirm the fold or the candidate is
dropped. No verifier registered = today's behaviour. `provider=None`
clears both.
- The provider is invoked once per block, not twice
(`_has_lossless_fold` probes `_lossless_first` and discards the result,
then STAGE 0 recomputes). Bounded memo, wholesale clear on overflow, no
lock — a race costs one redundant fold. The memo keys on the provider
registration generation, so registering or clearing a provider after a
block was already folded takes effect.
- The seam docstring now records that the provider runs on the general
path and inside the parallel compression pool, so it must be thread-safe
as well as deterministic.

### Route — `handlers/openai.py`, `server.py`

- `_derived_compress_pipeline(key, **overrides)` replaces the
copy-pasted pipeline-derivation block; `_no_ccr_pipeline` (the new
default) and `_lossy_inline_pipeline` both use it.
- The default pipeline is **built at startup** and included in
`_eager_preload_transforms`, so a fresh pod does not pay ContentRouter
construction and compressor load on its first request, inside the
compression-executor budget.
- An unrecognised `config.mode` returns 400 naming the valid values
instead of silently falling back to the default.
- Claude-family model names resolve their context limit from the
Anthropic provider. Real divergence:
`bedrock/anthropic.claude-3-5-sonnet` is 200000 there and 128000 on the
OpenAI provider. The tokenizer still comes from the OpenAI pipeline's
provider — a separate, larger change, noted in a comment.
- Documents why the derived router deliberately does **not** share the
base router's compression cache: keys do not encode CCR-marker mode, so
sharing would leak marker-laden entries into the marker-free path.

### Behavior change

A `/v1/compress` caller that relied on default markers now gets none.
The only in-tree caller that can resolve them is the TypeScript SDK
(`sdk/typescript/src/client.ts:398 retrieve`, `:422 handleToolCall`); it
needs `config: {"mode": "ccr"}` to keep today's behaviour, and landing
that SDK default in the same release would leave only gateway callers —
for whom markers were never resolvable — seeing a difference.

No `HEADROOM_COMPRESS_DEFAULT_MODE` compat env deliberately: a flag
nobody sets becomes permanent debt, and the wire-level `mode` already
covers the one caller that needs it.

## Testing

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

### Test Output

```text
$ python -m pytest tests/test_lossless_first_dispatch.py tests/test_lossless_excluded_compaction.py \
    tests/test_lossless_mode.py tests/test_lossless_then_lossy.py tests/test_lossless_diff_fold_guard.py \
    tests/test_bash_search_lossless_fold.py tests/test_proxy_compress_endpoint.py \
    tests/test_ccr_row_drop_store_bridge.py tests/test_gateway_sidecar_ports.py tests/test_compress_api.py \
    tests/test_platform_stabilization_functional.py tests/test_proxy_eager_preload_bind.py \
    tests/test_proxy_warmup.py tests/test_router_registry_smartcrusher.py -q
189 passed in 32.04s

$ ruff check <all 9 changed files>
All checks passed!

$ ruff format --check <all 9 changed files>
9 files already formatted

$ mypy headroom/transforms/content_router.py headroom/transforms/lossless_provider.py \
      headroom/proxy/handlers/openai.py headroom/proxy/server.py
Success: no issues found in 4 source files
```

New tests cover, one concern each: every malformed provider shape; empty
and whitespace-only results; diff content never reaching a provider
(call-recording); `kind` sanitisation including the trailing-newline
case; the verifier accepting / rejecting / raising; clearing a provider
clearing its verifier; single provider invocation per block; memo
invalidation on re-registration; unknown and valid `mode` values; the
default pipeline existing before any request; and Claude vs OpenAI
context-limit resolution with `token_budget` precedence preserved.

## Real Behavior Proof

- **Environment:** macOS arm64, Python 3.12.6, proxy built from
`_proxy_config_from_env()` with the default `coding` savings profile;
Kompress both disabled and offloaded to a remote `kompress-v2-base`
endpoint; `HEADROOM_COMPRESSION_TIMEOUT_SECONDS=300`.
- **Steps:** `POST /v1/compress` over `TestClient` with OpenAI-shaped
payloads under non-excluded tool names (`run_ci`, `list_files`,
`code_search`, `fetch_rows`) — a CI log with ANSI escapes and repeated
lines, a 160-path listing, a 150-line grep dump, a 150-row JSON array;
plus a second payload with a RAG user blob, a 200-row JSON tool result
and a 300-line log. Ran with and without a provider registered via
`set_lossless_provider`.
- **Observed — seam reachability:**

  | Kompress | no provider registered | provider registered |
  |---|---|---|
  | off | 19,284 → 10,265 tokens (46.8%) | 19,284 → **7,879 (59.1%)** |
| on (remote) | 19,284 → 9,366 tokens (51.4%) | 19,284 → **7,146
(62.9%)** |

Before this change the right-hand column was identical to the left — the
registered provider was never called on this payload.

- **Observed — marker-free default costs nothing:**

  | Config | tokens | saved |
  |---|---|---|
  | markers on (previous default) | 37,791 → 24,415 | 35.4% |
| markers off (new default) | 37,791 → 24,415 | **35.4% — identical** |
  | `mode="lossy_inline"` | 37,791 → 25,129 | 33.5% |
  | `--lossless` | 37,791 → 35,100 | 7.1% |

- **Observed — memo staleness, before the fix:** registering a provider
that folds a grep block to 5 bytes left the block at its 1496-byte
built-in fold, and clearing a provider kept serving the provider's
output. Both correct after keying on the registration generation.
- **Observed — context limit:** `bedrock/anthropic.claude-3-5-sonnet`
resolves 200000 via the Anthropic provider, 128000 via the OpenAI
provider.
- **Not tested:** `tests/test_transforms_content_router.py` was not run
— it does not complete on this machine, wedging on its 5th test while
that test passes in 5.7s alone. Verified pre-existing before this work:
with the diff stashed, the clean tree stalled at the identical test, and
it stalled the same way under `HF_HUB_OFFLINE=1 HEADROOM_OFFLINE=1`. The
machine was also out of disk at the time, which may be the real cause
rather than the suspected native-detector deadlock (#575) — worth a
separate issue either way. CI should be the arbiter here.

## 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
- [x] I did **not** edit `CHANGELOG.md`

## Additional Notes

Two pre-existing test files needed adjusting, both direct consequences
rather than scope creep:

-
`test_platform_stabilization_functional.py::test_v1_compress_success_reports_actual_metrics`
patches `openai_pipeline.apply`, which the default mode no longer routes
through. **This test was already failing on the marker-free-default
commit** before any of the fixes — my original test selection missed it.
It now patches the pipeline the route actually uses.
- `test_proxy_eager_preload_bind.py` substitutes fake pipelines to
control exactly what the preload walks; the eager build injected the
real derived router's statuses into an exact-equality assertion. Its
shared helper now clears the derived cache, preserving each test's
intent without weakening an assertion.

Docs unchecked — follow-ups worth doing in the same release: document
`config.mode` values in `docs/content/docs/litellm.mdx` and
`wiki/proxy.md`; the TS SDK `mode:"ccr"` default; and an operational
note that `COMPRESSION_TIMEOUT_SECONDS` defaults to 30
(`helpers.py:687`) while a remote ML endpoint makes one sequential call
per unit — on a large payload it trips the executor timeout and the
handler fails open, returning `compression_skipped: true` with
`tokens_before: 0`, which reads as "nothing to save" rather than "we
gave up". Those zeroed counters are misleading and worth a separate fix.
2026-07-31 12:31:38 -07:00

401 lines
15 KiB
Python

"""Lossless-first dispatch (intended design).
Lossless folds run FIRST for every tool-output block, regardless of the
``lossless`` flag, and are accepted on a real byte reduction even when the word
count is flat (the case the word-ratio gate used to reject). In lossless-only
mode (flag on, no CCR) foldable content folds and non-foldable content is left
verbatim (no lossy drop). In CCR mode (flag off) a foldable block still keeps
its byte-exact fold — the lossless floor is never discarded by a later lossy
stage.
"""
from headroom.transforms.content_router import (
CompressionStrategy,
ContentRouter,
ContentRouterConfig,
)
from headroom.transforms.lossless_compaction import search_unheading
from headroom.transforms.lossless_provider import (
get_lossless_provider,
get_lossless_verifier,
set_lossless_provider,
)
def _grep_block() -> str:
# Long, repeated path prefixes → search_heading collapses to --heading form.
# Word count stays flat/rises while bytes drop a lot (heading adds path words).
paths = [
"src/services/wallet/overdraft/automated_overdraft_initiation.py",
"src/services/wallet/overdraft/capacity_limits.py",
]
return (
"\n".join(
f"{p}:{ln}: result = compute_overdraft_capacity(business_id, amount)"
for p in paths
for ln in range(1, 40)
)
+ "\n"
)
def _code_block() -> str:
return (
"\n".join(
f" def method_{i}(self, arg_{i}):\n return self.reg[{i}] + arg_{i} * {i}"
for i in range(40)
)
+ "\n"
)
def _compress(content: str, *, lossless: bool):
router = ContentRouter(ContentRouterConfig(lossless=lossless))
tr: list[str] = []
out, was = router._compress_block_content(
content,
hash((content, lossless)),
"",
1.0,
1.0,
None,
tr,
{},
[],
"tool_result",
"tool",
True,
)
return out, was, tr
def test_flag_on_search_folds_lossless_byte_exact():
block = _grep_block()
out, was, tr = _compress(block, lossless=True)
assert was is True
assert tr == ["router:tool_result:lossless_search"]
assert len(out) < len(block)
# word count is flat/higher -> the old word-ratio gate would have rejected it
assert len(out.split()) >= len(block.split())
# fully recoverable
assert search_unheading(out) == block
def test_flag_on_search_fold_is_deterministic():
block = _grep_block()
out1, _, _ = _compress(block, lossless=True)
out2, _, _ = _compress(block, lossless=True)
assert out1 == out2 # pure function of content -> prefix-cache safe
def test_flag_on_leaves_non_foldable_code_verbatim():
# Lossless-only mode must never emit a lossy / marker-free drop.
out, was, tr = _compress(_code_block(), lossless=True)
assert was is False
assert tr == []
def test_flag_off_still_keeps_lossless_floor_for_foldable():
block = _grep_block()
out, was, tr = _compress(block, lossless=False)
assert was is True
assert tr == ["router:tool_result:lossless_search"]
assert search_unheading(out) == block
def test_has_lossless_fold_admits_small_block_below_size_floor():
# A <500-char search block must be admitted — lossless has NO size floor
# (the min_chars floor guards the lossy path only).
router = ContentRouter(ContentRouterConfig(lossless=True))
small = "\n".join(f"pkg/mod/long_filename.py:{n}:value = {n}" for n in range(1, 8)) + "\n"
assert len(small) < 500
assert router._has_lossless_fold(small) is True
# non-foldable tiny code must NOT be admitted (stays "small")
assert router._has_lossless_fold("def f():\n return 1\n") is False
def test_registered_provider_competes_on_the_general_path():
# A registered lossless provider must be consulted for ANY block, not only
# excluded-tool output — that gate made external folds inert for gateway
# traffic (/v1/compress), where tool names are the caller's own. The smaller
# output wins, so a provider can only improve on the built-in folds.
from headroom.transforms.lossless_provider import set_lossless_provider
block = _grep_block()
baseline, _, _ = _compress(block, lossless=True)
better = "SHORTER-THAN-ANY-BUILTIN-FOLD\n"
assert len(better) < len(baseline)
try:
set_lossless_provider(lambda content: (better, "plugin"))
out, was, tr = _compress(block + "\n", lossless=True) # fresh cache key
assert was is True
assert out == better
assert tr == ["router:tool_result:lossless_plugin"]
# A provider that loses to the built-in fold is ignored, not adopted.
set_lossless_provider(lambda content: (content + "padding" * 100, "plugin"))
out2, _, tr2 = _compress(block + "\n\n", lossless=True)
assert tr2 == ["router:tool_result:lossless_search"]
assert len(out2) < len(block)
# A raising provider must not break routing.
set_lossless_provider(_raise)
out3, was3, _ = _compress(block + "\n\n\n", lossless=True)
assert was3 is True
assert len(out3) < len(block)
finally:
set_lossless_provider(None)
def _raise(content: str):
raise RuntimeError("broken provider")
def test_lossless_mode_non_foldable_is_lossless_noop_not_ratio_too_high():
# In lossless-only mode, code with no byte-lossless fold is left verbatim.
# That is NOT a rejected compression, so it must not be bucketed as
# ratio_too_high (which means "a lossy attempt didn't shrink enough").
router = ContentRouter(ContentRouterConfig(lossless=True))
code = "\n".join(f" x{i} = compute_value({i}, offset={i * 3})" for i in range(60)) + "\n"
rc: dict = {}
out, was = router._compress_block_content(
code,
hash(code),
"",
1.0,
1.0,
None,
[],
rc,
[],
"tool_result",
"tool",
True,
)
assert was is False
assert rc.get("lossless_noop", 0) >= 1
assert rc.get("ratio_too_high", 0) == 0
# ── Hostile / third-party provider input ──────────────────────────────────────
# The provider is arbitrary out-of-tree code called on the request path, and
# `_lossless_first`'s caller (`TransformPipeline.apply`) re-raises. Nothing a
# provider returns may fail a request or silently destroy a block.
_SHORT = "SHORTER-THAN-ANY-BUILTIN-FOLD\n"
_MALFORMED_RESULTS = [
(_SHORT, "plugin", "extra"), # 3-tuple -> would raise on unpack
_SHORT, # bare string -> would unpack into 2 chars, or raise
(_SHORT, 42), # non-str kind
(42, "plugin"), # non-str candidate
{"compacted": _SHORT}, # non-tuple entirely
17, # not even iterable
]
def test_malformed_provider_result_is_ignored_not_raised():
block = _grep_block()
for i, bad in enumerate(_MALFORMED_RESULTS):
try:
set_lossless_provider(lambda content, bad=bad: bad)
# Distinct content per shape so nothing is served from a cache/memo.
out, was, tr = _compress(block + "\n" * (i + 1), lossless=True)
finally:
set_lossless_provider(None)
# No exception, and the built-in fold is still the answer.
assert was is True, bad
assert tr == ["router:tool_result:lossless_search"], bad
assert len(out) < len(block), bad
def test_empty_provider_result_is_rejected():
# "" beats every candidate on length, so an unchecked empty result would
# win and silently delete the block's content.
block = _grep_block()
for i, blank in enumerate(("", " ", "\n\t \n")):
try:
set_lossless_provider(lambda content, blank=blank: (blank, "plugin"))
out, was, tr = _compress(block + "x" * (i + 1) + "\n", lossless=True)
finally:
set_lossless_provider(None)
assert was is True, repr(blank)
assert tr == ["router:tool_result:lossless_search"], repr(blank)
assert out.strip(), repr(blank)
def test_provider_is_never_offered_diff_content():
# Diff folding is subtractive with no inverse check and a reflowed hunk
# breaks `git apply`, so a third-party fold must never see a diff — the
# same reason the built-in "diff" fold is strategy-gated.
diff = (
"diff --git a/x b/x\nindex 1111111..2222222 100644\n--- a/x\n+++ b/x\n@@ -1 +1 @@\n-a\n+b\n"
)
router = ContentRouter(ContentRouterConfig(lossless=True))
baseline_diff = router._lossless_first(diff, CompressionStrategy.DIFF)
baseline_pass = router._lossless_first(diff, CompressionStrategy.PASSTHROUGH)
seen: list[str] = []
def recording(content: str):
seen.append(content)
return (_SHORT, "plugin")
try:
set_lossless_provider(recording)
fresh = ContentRouter(ContentRouterConfig(lossless=True))
# Both the DIFF strategy and diff-*shaped* content under another
# strategy must bypass the provider entirely.
assert fresh._lossless_first(diff, CompressionStrategy.DIFF) == baseline_diff
assert fresh._lossless_first(diff, CompressionStrategy.PASSTHROUGH) == baseline_pass
assert seen == []
finally:
set_lossless_provider(None)
def test_provider_kind_label_is_sanitized():
# `kind` reaches transforms_applied and the per-strategy metric/timing keys
# (Prometheus label values), so an unbounded caller-controlled string is a
# cardinality bomb. Only ^[a-z0-9_]{1,32}$ survives.
block = _grep_block()
# "log\n" is the subtle one: Python's `$` matches before a trailing newline,
# so a `re.match`-based check would let a newline into a metric label.
bogus = ["UPPER", "has space", "punct!", "x" * 200, "", "kebab-case", "log\n"]
for i, kind in enumerate(bogus):
try:
set_lossless_provider(lambda content, kind=kind: (_SHORT, kind))
out, was, tr = _compress(block + "\n" * (i + 1), lossless=True)
finally:
set_lossless_provider(None)
assert was is True, kind
assert out == _SHORT, kind
assert tr == ["router:tool_result:lossless_provider"], kind
# A clean label is preserved verbatim.
try:
set_lossless_provider(lambda content: (_SHORT, "log_fold_2"))
_out, _was, tr = _compress(block + "\t", lossless=True)
assert tr == ["router:tool_result:lossless_log_fold_2"]
finally:
set_lossless_provider(None)
def test_lossless_mode_verifier_gates_the_provider_candidate():
# In --lossless mode STAGE 0's output IS the answer: no CCR marker, no
# retrieval. The built-in folds self-verify; a provider only does if the
# operator registered a verifier.
block = _grep_block()
provider = lambda content: (_SHORT, "plugin") # noqa: E731
def _run(verifier, suffix):
try:
set_lossless_provider(provider, verifier=verifier)
return _compress(block + suffix, lossless=True)
finally:
set_lossless_provider(None)
# No verifier -> documented trust, unchanged behaviour.
_out, was, tr = _run(None, "\n")
assert was is True
assert tr == ["router:tool_result:lossless_plugin"]
# Verifier says yes -> adopted.
out, was, tr = _run(lambda original, compacted: True, "\n\n")
assert out == _SHORT
assert tr == ["router:tool_result:lossless_plugin"]
# Verifier says no -> rejected, built-in fold stands.
out, was, tr = _run(lambda original, compacted: False, "\n\n\n")
assert tr == ["router:tool_result:lossless_search"]
assert len(out) < len(block)
# Verifier raises -> "unverified" -> rejected, never fatal.
def _boom(original, compacted):
raise RuntimeError("verifier exploded")
out, was, tr = _run(_boom, "\n\n\n\n")
assert tr == ["router:tool_result:lossless_search"]
assert len(out) < len(block)
def test_memo_does_not_go_stale_when_the_provider_changes():
# The STAGE 0 memo caches a value that depends on the registered provider,
# so its key includes the registration generation. Without that, a provider
# registered (or cleared) after a block was already folded is ignored for
# that exact block forever — invisible in production (extensions register at
# startup) but wrong, and a trap for tests and any hot-reload path.
from headroom.transforms.content_router import CompressionStrategy
router = ContentRouter(ContentRouterConfig(lossless=True))
block = _grep_block()
tiny = "TINY\n"
try:
set_lossless_provider(None)
baseline, baseline_label = router._lossless_first(block, CompressionStrategy.SEARCH)
assert baseline_label == "lossless_search"
# Register AFTER the block was already folded once.
set_lossless_provider(lambda content: (tiny, "plugin"))
out, label = router._lossless_first(block, CompressionStrategy.SEARCH)
assert out == tiny, "provider registered after first fold was ignored (stale memo)"
assert label == "lossless_plugin"
# Clearing it must take effect too.
set_lossless_provider(None)
out, label = router._lossless_first(block, CompressionStrategy.SEARCH)
assert out == baseline, "cleared provider still served from the memo"
assert label == "lossless_search"
finally:
set_lossless_provider(None)
def test_clearing_the_provider_also_clears_the_verifier():
# A verifier with no provider is dead state that would silently start
# gating the *next* provider someone registers.
try:
set_lossless_provider(lambda content: None, verifier=lambda o, c: True)
assert get_lossless_verifier() is not None
set_lossless_provider(None)
assert get_lossless_provider() is None
assert get_lossless_verifier() is None
finally:
set_lossless_provider(None)
def test_provider_is_called_once_per_block_not_twice():
# `_has_lossless_fold` (the small-block admission probe) and STAGE 0 both
# run `_lossless_first` over the same block, under *different* strategies.
# Memoizing the provider's answer by content collapses that to one call
# into third-party code.
calls: list[str] = []
def counting(content: str):
calls.append(content)
return None
small = "\n".join(f"pkg/mod/long_filename.py:{n}:value = {n}" for n in range(1, 8)) + "\n"
try:
set_lossless_provider(counting)
router = ContentRouter(ContentRouterConfig(lossless=True))
assert router._has_lossless_fold(small) is True
assert len(calls) == 1
out, was = router._compress_block_content(
small,
hash(small),
"",
1.0,
1.0,
None,
[],
{},
[],
"tool_result",
"tool",
True,
)
assert was is True
assert len(calls) == 1
finally:
set_lossless_provider(None)