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fix: derive synthetic output tokens from request identity - #330

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fix/deterministic-synthetic-output-tokens
Sep 30, 2026
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PeaBrane merged 6 commits into
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fix/deterministic-synthetic-output-tokens

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@PeaBrane PeaBrane commented Sep 27, 2026 •

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Summary

Bug. On the vLLM and TRT-LLM scheduler path, an output position with no planned token was filled with rand::random::<u32>(). Those tokens feed the output-block hashes. As a result, two otherwise identical replays produce different output token IDs and different KV Stored events, even under ReplayDeterminism::CanonicalV1. This affects any request that reaches the engine without output_token_ids:

  • ReplaySpec requests that omit them, including JSON specs submitted through the Python binding
  • generated requests that have no plan
  • direct Engine callers

Trace and workload drivers are unaffected because they already plan outputs from a fixed seed. SGLang already derived these tokens from the request UUID and the output ordinal, but hashed them with std's DefaultHasher, whose algorithm Rust does not guarantee across releases.

Root cause. RequestSequence::generate_token (crates/core/src/engine/common/sequence.rs) fell back to the unseeded thread RNG.

Fix.

  • RequestSequence now stores its request ID, which is its owner UUID. Each missing position is xxh3_64(request_uuid_bytes ‖ ordinal_le) truncated to u32, via one shared synthetic_output_token helper.
  • SGLang now calls the same helper instead of DefaultHasher(uuid, ordinal), so every engine derives unplanned output tokens identically and stably across toolchains.
  • I chose XXH3 over DefaultHasher for two reasons. XXH3 is already a dependency for block hashing, and its output is specified across Rust releases and platforms. It also keeps the decode hot path at parity; DefaultHasher added about 5% host time in the probe below.
  • Planned outputs are unchanged. Synthetic tokens still span the full u32 range, as before.
  • The RequestSequence::new signature gains the request ID. Every other call site is a test or fixture; they pass their existing owner UUID, or Uuid::nil() in sequence.rs's own unit tests.

Determinism mode. No new knob, on purpose. Synthetic tokens follow request identity, and ReplayDeterminism already controls identity:

  • Random assigns fresh v4 UUIDs, so outputs still vary from run to run as before.
  • CanonicalV1 assigns ordinal UUIDs, so outputs and KV hashes now reproduce.
  • Direct AISimulate Engine callers get reproducible outputs whenever they pass reproducible request_ids. (Dynamo's live mocker assigns its own fresh scheduler UUID, so live outputs stay random.)

The engine never needs to know the replay mode, and all three engines behave the same way.

Observable change. Only output token IDs and output-block KV hashes of unplanned requests change: vLLM/TRT-LLM move from unseeded random values to the shared derivation (in Random mode they now follow the v4 request UUID), and SGLang's values change from DefaultHasher to xxh3 outputs over the same inputs. Simulated timing and metrics are unchanged, and there is no public or serialized contract change.

Not changed.

Test. canonical_replay_reproduces_unplanned_output_tokens_and_kv_hashes in crates/core/tests/artifacts.rs runs the same CanonicalV1 artifact replay twice for each backend (vLLM, TRT-LLM, SGLang). The replay has two requests with identical materialized prompts (6 tokens) and no output plan (9 output tokens each). The test requires:

  • identical per-request output tokens across the two runs
  • identical KV events across the two runs
  • different output streams for the two requests, so no output blocks are falsely shared
  • an identical request-0 stream from all three engines, so SGLang cannot drift from the shared derivation
  • a stored KV block holding only generated tokens, whose tokens_hash matches XXH3 of those tokens

synthetic_output_tokens_match_independent_xxh3_values pins the helper to values computed with an independent XXH3 implementation (Python xxhash). A per-process hasher seed or a dropped ordinal therefore fails the test, even though both runs share one test process.

Validation

  • Unchanged main (9f140b7) plus only the new test: fails. The Vllm request 0 output tokens differ between the two runs.
  • This branch (at ba96a1a0, with current main merged in): cargo test --workspace passes, 1,772 passed, 0 failed, 1 already ignored. cargo fmt --all -- --check is clean.
  • Sensitivity checks: I perturbed the code temporarily, then restored it.
    • Offsetting SGLang's token fails the all-engines-agree assertion.
    • Dropping the ordinal from the hash fails the known-answer test.
  • Contracts CI: it was red from a Vizier/googleapis-common-protos break that already failed on main at the old base. That break was fixed on main by fix(deps): constrain Google protos for Vizier compatibility #335, which is now merged into this branch.
  • Full suite: cargo test --workspace passes (1656 lib tests plus all integration tests; 0 failed, 1 ignored, which was already ignored). cargo fmt --all -- --check is clean. Run on Linux x86_64 with rustc 1.93.1.
  • Hot path: I ran an uncommitted release-build probe: one vLLM worker replaying 2,000 requests x 1,024 unplanned output tokens (2.05M generated tokens) with a fixed timing model, 10 interleaved rounds per build. Median host time was 687.3 ms on main and 684.1 ms on this branch, which is within noise.

🤖 Generated with Claude Code

The vLLM and TRT-LLM scheduler path filled output positions without a
planned token with unseeded random u32 values. Those tokens determine
output-block hashes, so two otherwise identical canonical replays emitted
different output token IDs and KV events.

Derive each missing position from the request UUID and output ordinal,
matching the inputs SGLang already uses. RequestSequence now carries its
request ID. XXH3 over a fixed little-endian encoding keeps the values
stable across platforms and toolchains and costs no more than the thread
RNG it replaces.

Signed-off-by: PeaBrane <yanrpei@gmail.com>
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  • crates/core/src/engine/kv_manager/g1_manager.rs
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  • crates/core/src/engine/kv_manager/g1_manager.rs
  • crates/core/src/engine/scheduler/sglang/request.rs
  • crates/core/src/engine/kv_manager/vllm_backend.rs
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  • crates/core/src/engine/scheduler/sglang/request.rs
  • crates/core/src/engine/kv_manager/vllm_backend.rs
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  • crates/core/src/engine/kv_manager/g1_manager.rs
  • crates/core/src/engine/scheduler/sglang/request.rs
  • crates/core/src/engine/kv_manager/vllm_backend.rs
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Files:

  • crates/core/src/engine/kv_manager/g1_manager.rs
  • crates/core/src/engine/scheduler/sglang/request.rs
  • crates/core/src/engine/kv_manager/vllm_backend.rs
🔀 Multi-repo context ai-dynamo/dynamo, ai-dynamo/aiconfigurator

Linked repositories findings

ai-dynamo/dynamo

  • The vLLM mock independently derives tokens from config.seed and request ID, then always sets DirectRequest.output_token_ids: Some(...); it bypasses aisimulate’s new fallback. lib/mocker/servers/vllm/src/server_request.rs:178-205 [::ai-dynamo/dynamo::]
  • Generic response replay also supplies explicit planned token IDs to DirectRequest, preserving existing replay behavior. lib/llm/src/mocker.rs:121-145, 874-880 [::ai-dynamo/dynamo::]
  • Requests whose context IDs are not valid UUIDs are assigned Uuid::new_v4(). Such requests will not get reproducible synthetic outputs across canonical replay runs. lib/llm/src/mocker.rs:814, 868-878 [::ai-dynamo/dynamo::]

ai-dynamo/aiconfigurator

  • No relevant consumers or compatibility contracts for synthetic output tokens, output token IDs, replay determinism, or XXH3 were found. [::ai-dynamo/aiconfigurator::]

📝 Summary

Risk: Moderate. Three areas need human attention:

  1. Synthetic token derivation: Unplanned output tokens now use XXH3 over the request UUID and output ordinal, encoded in little-endian form and truncated to u32. Confirm deterministic replay uses stable request UUIDs.
  2. SGLang output compatibility: SGLang replaces its local DefaultHasher derivation with the shared XXH3 helper. This changes synthetic tokens and may change KV hashes.
  3. Constructor contract: RequestSequence::new now requires a request UUID. Confirm all internal and downstream callers pass the intended request identity.

Planned output tokens remain unchanged. The Request.output_token_ids documentation now states that synthetic outputs depend on request ID and output position. The supplied changes show an internal constructor signature change and no exported public API change.

Evidence: The supplied changes add cross-backend CanonicalV1 coverage for Vllm, Trtllm, and Sglang. The test checks replayed token and KV-event equality, distinct streams for distinct requests, agreement across engines, and a stored KV block hash. The author reports that cross-backend and workspace tests, formatting, and a release-build timing probe passed. These results were not independently verified. The author also reports that Random mode varies because it uses fresh request UUIDs. The latest repository inspection returned no diff output, so it did not independently confirm the implementation details.

Technical quality and merge readiness: The supplied evidence supports the intended behavior and test coverage. Merge readiness is not established. Current review findings and severity counts were not supplied. Bot review is not approval.

Walkthrough

RequestSequence now uses a request UUID and output ordinal to generate deterministic tokens for unplanned positions. Call sites provide the UUID. Cross-backend tests verify replay consistency, distinct request streams, matching KV events, and generated-token hashes.

Changes

Request token generation

Layer / File(s) Summary
Request-scoped token generation
crates/core/src/engine/common/sequence.rs, crates/core/src/engine/scheduler/sglang/request.rs, crates/core/src/engine/protocol.rs, crates/core/src/replay/capture.rs
RequestSequence stores a request UUID. Unplanned output positions use the UUID and generated-token ordinal with XXH3. Sglang uses the shared generator. Planned output IDs still take precedence. Documentation describes UUID-based replay and random replay behavior.
Request UUID at construction sites
crates/core/src/engine/kv_manager/*, crates/core/src/engine/scheduler/vllm/*, crates/core/src/engine/trace.rs
RequestSequence constructor calls now pass the request owner UUID. The trace helper initializes the UUID before constructing the sequence.
Cross-backend replay coverage
crates/core/tests/artifacts.rs
Tests run repeated length-only requests on Vllm, Trtllm, and Sglang. They verify token and KV-event replay, token counts, distinct request streams, cross-backend token equality, and the generated-token block hash.

Priority: ➖ Normal

Estimated code review effort: 3 (Moderate) | ~20 minutes

Merge Risk: ⚪ Minimal · up to ee90a

Unplanned outputs are now reproducible for stable request IDs across the inspected engines. The repository shows no new output-contract violation, so no actionable merge-blocking risk is established.

🚥 Pre-merge checks | ✅ 7 | ❌ 1

❌ Failed checks (1 warning)

Check name Status Explanation Resolution
Cross-Layer Contract ⚠️ Warning The changed synthetic-output contract is not traced through all affected Rust consumers. engine::Request is a public, serializable input, and rank::core_request forwards its request_id and absen… Update the public replay schema documentation for ReplayRequest.output_token_ids and any corresponding generated schema or user documentation to state that absent plans derive tokens from the runtime request identity and output ordinal. A…
✅ Passed checks (7 passed)
Check name Status Explanation
Title check ✅ Passed The title precisely describes the behavioral change: synthetic output tokens are derived from request identity. It is directly related to the main changeset.
Description check ✅ Passed The description clearly explains the problem, root cause, implementation, determinism behavior, observable changes, tests, validation commands, and performance evidence. It does not use every template…
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
Modeling And Data Evidence ✅ Passed The PR provides provenance and reproducible evidence for the synthetic-token formula. synthetic_output_token uses the existing xxhash-rust XXH3 dependency over a fixed 24-byte encoding of UUID byt…
Compatibility Boundaries ✅ Passed No compatibility boundary failure is introduced. The PR changes only Rust engine behavior, tests, and documentation. RequestSequence::new remains pub(crate), while the public engine::Request fie…
Review Evidence ✅ Passed The full PR description names relevant commands and results: cargo test --workspace passed with 1,772 passed and 0 failed, and cargo fmt --all -- --check was clean. It includes negative and bounda…
Full details: Cross-Layer Contract

Explanation

The changed synthetic-output contract is not traced through all affected Rust consumers. engine::Request is a public, serializable input, and rank::core_request forwards its request_id and absent output_token_ids into the changed generation path. Existing direct Engine tests construct such requests, but only check request IDs, completion, scheduling, or output counts; they do not check generated token values or repeatability. The new test covers ReplayRequest through Replayer, not the direct public Engine path. The public serialized ReplayRequest.output_token_ids documentation also remains limited to exact planned tokens and does not describe the new absent-field derivation, while engine::Request received that documentation update.

Resolution

Update the public replay schema documentation for ReplayRequest.output_token_ids and any corresponding generated schema or user documentation to state that absent plans derive tokens from the runtime request identity and output ordinal. Add a direct public-API Rust test that submits engine::Request with a fixed request_id, no output plan, and multiple output tokens, then asserts the shared XXH3 values, repeatability for the same ID, and separation for a different ID. Include serialization round-trip coverage for this request shape if the direct request JSON form is supported.

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@PeaBrane
PeaBrane marked this pull request as ready for review September 29, 2026 05:16
@PeaBrane
PeaBrane requested review from a team as code owners September 29, 2026 05:16

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  • 🪄 Fix CodeRabbit comments on this PR
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Inline comments:
Review comments at @crates/core/tests/artifacts.rs:
- Around line 314-315: Update the artifact test around kv_parts so each backend
must capture a Stored block containing generated output tokens, then verify that
block’s hash against those tokens. Do not rely on kv_events being non-empty or
equality between first and second captures as evidence of output-block hashing.

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📒 Files selected for processing (8)
  • crates/core/src/engine/common/sequence.rs
  • crates/core/src/engine/kv_manager/g1_manager.rs
  • crates/core/src/engine/kv_manager/state_cache_tests.rs
  • crates/core/src/engine/kv_manager/vllm_backend.rs
  • crates/core/src/engine/scheduler/vllm/host_offload.rs
  • crates/core/src/engine/scheduler/vllm/request.rs
  • crates/core/src/engine/trace.rs
  • crates/core/tests/artifacts.rs
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⚠️ CI failures not shown inline (31)

GitHub Actions: Full CI / 1_Full CI Success.txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run python - <<'PY'
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 �[36;1mexpected = {�[0m
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 �[36;1m    if selected not in {"true", "false"}:�[0m
 �[36;1m        invalid_outputs.append(f"{output}={selected!r}")�[0m
 �[36;1m        continue�[0m
 �[36;1m    expected[job] = "success" if selected == "true" else "skipped"�[0m
 �[36;1mfailures = []�[0m
 �[36;1msummary = [�[0m
 �[36;1m    f"### Full CI evidence for `{os.environ.get('GITHUB_SHA', 'local')}`",�[0m
 �[36;1m    "",�[0m
 �[36;1m    "| Required job | Result |",�[0m
 �[36;1m    "| --- | --- |",�[0m
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 �[36;1mfor name, payload in sorted(needs.items()):�[0m
 �[36;1m    result = payload["result"]�[0m
 �[36;1m    wanted = expected.ge...

GitHub Actions: Full CI / 3_Application Tests (amd64, support-matrix, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run set -euo pipefail
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 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 4_Application Tests (amd64, contracts, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run set -euo pipefail
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GitHub Actions: Full CI / 5_Application Tests (amd64, unit, 3).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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GitHub Actions: Full CI / 6_Application Tests (arm64, cli-build, 2).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run set -euo pipefail
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GitHub Actions: Full CI / 7_Application Tests (arm64, support-matrix, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run set -euo pipefail
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 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 8_Application Tests (amd64, unit, 2).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run set -euo pipefail
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 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 9_Application Tests (arm64, unit, 2).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run set -euo pipefail
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 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 10_Application Tests (arm64, cli-build, 4).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run set -euo pipefail
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 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 11_Application Tests (arm64, tools-build, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 12_Application Tests (arm64, unit, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 13_Application Tests (arm64, unit, 3).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 14_Application Tests (arm64, integration, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 15_Application Tests (amd64, tools-build, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

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##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 16_Application Tests (arm64, contracts, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 17_Application Tests (amd64, cli-build, 4).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 18_Application Tests (arm64, cli-build, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 19_Application Tests (arm64, unit, 4).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 20_Application Tests (arm64, cli-build, 3).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 21_Application Tests (amd64, unit, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 22_Application Tests (amd64, cli-build, 2).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 23_Application Tests (amd64, cli-build, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 24_Application Tests (amd64, integration, 1).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 25_Application Tests (amd64, unit, 4).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 26_Application Tests (amd64, cli-build, 3).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mshopt -s nullglob�[0m
 �[36;1mwheels=(application-test-dist/aisimulate-*.whl)�[0m
 �[36;1mif [[ "${#wheels[@]}" -ne 1 ]]; then�[0m
 �[36;1m  echo "::error::expected exactly one application test wheel, found ${#wheels[@]}"�[0m

GitHub Actions: Full CI / 38_Release Artifact Contract (amd64).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1m"${MANYLINUX_PYTHON_ROOT}/bin/python" -c \�[0m
 �[36;1m  'import sys; assert sys.version_info[:2] == (3, 12), sys.version'�[0m
 �[36;1mfor tool in cc c++ make auditwheel patchelf; do�[0m
 �[36;1m  command -v "${tool}" >/dev/null || {�[0m
 �[36;1m    echo "::error::manylinux image is missing required tool: ${tool}"�[0m

GitHub Actions: Full CI / 46_Application Test Wheel (arm64).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1m"${MANYLINUX_PYTHON_ROOT}/bin/python" -c \�[0m
 �[36;1m  'import sys; assert sys.version_info[:2] == (3, 12), sys.version'�[0m
 �[36;1mfor tool in cc c++ make auditwheel patchelf; do�[0m
 �[36;1m  command -v "${tool}" >/dev/null || {�[0m
 �[36;1m    echo "::error::manylinux image is missing required tool: ${tool}"�[0m

GitHub Actions: Full CI / 47_Application Test Wheel (amd64).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1m"${MANYLINUX_PYTHON_ROOT}/bin/python" -c \�[0m
 �[36;1m  'import sys; assert sys.version_info[:2] == (3, 12), sys.version'�[0m
 �[36;1mfor tool in cc c++ make auditwheel patchelf; do�[0m
 �[36;1m  command -v "${tool}" >/dev/null || {�[0m
 �[36;1m    echo "::error::manylinux image is missing required tool: ${tool}"�[0m

GitHub Actions: Full CI / 48_Release Artifact Contract (arm64).txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1m"${MANYLINUX_PYTHON_ROOT}/bin/python" -c \�[0m
 �[36;1m  'import sys; assert sys.version_info[:2] == (3, 12), sys.version'�[0m
 �[36;1mfor tool in cc c++ make auditwheel patchelf; do�[0m
 �[36;1m  command -v "${tool}" >/dev/null || {�[0m
 �[36;1m    echo "::error::manylinux image is missing required tool: ${tool}"�[0m

GitHub Actions: Full CI / 52_Select Full CI Scope.txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run set -euo pipefail
 �[36;1mset -euo pipefail�[0m
 �[36;1mpaths="${RUNNER_TEMP}/full-ci-paths.b64"�[0m
 �[36;1mforce_all=false�[0m
 �[36;1m�[0m
 �[36;1mcase "${GITHUB_EVENT_NAME}:${GITHUB_REF}" in�[0m
 �[36;1m  workflow_dispatch:*|push:refs/heads/main|push:refs/heads/release/*)�[0m
 �[36;1m    force_all=true�[0m
 �[36;1m    : > "${paths}"�[0m
 �[36;1m    ;;�[0m
 �[36;1m  push:refs/heads/pull-request/*)�[0m
 �[36;1m    pr_number="${GITHUB_REF#refs/heads/pull-request/}"�[0m
 �[36;1m    if [[ ! "${pr_number}" =~ ^[0-9]+$ ]]; then�[0m
 �[36;1m      echo "::error::invalid trusted PR copy ref: ${GITHUB_REF}"�[0m

GitHub Actions: Full CI / 53_Verify Exact Target.txt: fix: derive vLLM synthetic output tokens from request identity

Conclusion: failure

View job details

##[group]Run if [[ "${GITHUB_EVENT_NAME}" == "workflow_dispatch" && -z "${EXPECTED_SHA}" ]]; then
 �[36;1mif [[ "${GITHUB_EVENT_NAME}" == "workflow_dispatch" && -z "${EXPECTED_SHA}" ]]; then�[0m
 �[36;1m  echo "::error::manual Full CI requires a nonempty expected_sha"�[0m
🧰 Additional context used
📓 Path-based instructions (4)
Review scheduler state transitions and event ordering, including cancel, preempt, drain, retry, duplicate, empty, and terminal paths.

⚙️ CodeRabbit configuration file

Files:

  • crates/core/src/engine/scheduler/vllm/host_offload.rs
  • crates/core/src/engine/kv_manager/g1_manager.rs
  • crates/core/src/engine/kv_manager/vllm_backend.rs
  • crates/core/src/engine/scheduler/vllm/request.rs
  • crates/core/src/engine/kv_manager/state_cache_tests.rs
  • crates/core/src/engine/common/sequence.rs
  • crates/core/src/engine/trace.rs
Read REVIEW.md before commenting.

⚙️ CodeRabbit configuration file

Files:

  • crates/core/src/engine/scheduler/vllm/host_offload.rs
  • crates/core/src/engine/kv_manager/g1_manager.rs
  • crates/core/src/engine/kv_manager/vllm_backend.rs
  • crates/core/src/engine/scheduler/vllm/request.rs
  • crates/core/src/engine/kv_manager/state_cache_tests.rs
  • crates/core/src/engine/common/sequence.rs
  • crates/core/tests/artifacts.rs
  • crates/core/src/engine/trace.rs
Before making any change under: `python/aisimulate/src/aisimulate/generator/**` MUST read: `python/aisimulate/.claude/rules/generator-development.md` Before making any change under `python/aisimulate/collector/**` MUST read: `python/aisimul...

📄 CodeRabbit inference engine (AGENTS.md)

Files:

  • crates/core/src/engine/scheduler/vllm/host_offload.rs
  • crates/core/src/engine/kv_manager/g1_manager.rs
  • crates/core/src/engine/kv_manager/vllm_backend.rs
  • crates/core/src/engine/scheduler/vllm/request.rs
  • crates/core/src/engine/kv_manager/state_cache_tests.rs
  • crates/core/src/engine/common/sequence.rs
  • crates/core/tests/artifacts.rs
  • crates/core/src/engine/trace.rs
Source excerpt: Only workflows under the repository-root `.github/workflows/` run for this repository.

📄 CodeRabbit inference engine (REVIEW.md)

Files:

  • crates/core/src/engine/scheduler/vllm/host_offload.rs
  • crates/core/src/engine/kv_manager/g1_manager.rs
  • crates/core/src/engine/kv_manager/vllm_backend.rs
  • crates/core/src/engine/scheduler/vllm/request.rs
  • crates/core/src/engine/kv_manager/state_cache_tests.rs
  • crates/core/src/engine/common/sequence.rs
  • crates/core/tests/artifacts.rs
  • crates/core/src/engine/trace.rs
🔀 Multi-repo context ai-dynamo/dynamo, ai-dynamo/aiconfigurator

Linked repositories findings

ai-dynamo/dynamo

  • The vLLM mock server derives a stable UUID from (seed, request_id) and supplies explicit synthetic output_token_ids, so this path should not depend on the new fallback derivation. SGLang likewise supplies deterministic output IDs. [::ai-dynamo/dynamo::]

    • lib/mocker/servers/vllm/src/server_request.rs:183-205
    • lib/mocker/servers/sglang/src/server_request.rs:87-110
  • Potential determinism boundary: lib/llm/src/mocker.rs:814 parses ctx.id() as a UUID but falls back to Uuid::new_v4(), then passes it as DirectRequest.uuid (:868-878). Canonical replay using non-UUID context IDs would therefore still receive run-varying derived tokens.

  • Offline replay fixtures use explicit UUIDs (lib/mocker/src/replay/entrypoints.rs:2692-2700), aligning with the new request-ID-based derivation. No references to planned_output_ids were found; the only RequestSequence::new matches belong to a separate lib/kvbm-logical API.

ai-dynamo/aiconfigurator

  • No references to RequestSequence, planned_output_ids, or replay determinism contracts were found. [::ai-dynamo/aiconfigurator::]

Comment thread crates/core/tests/artifacts.rs Resolved
SGLang hashed (request uuid, ordinal) with std's DefaultHasher, whose algorithm is not
guaranteed stable across Rust releases, so canonical SGLang output-block hashes could
shift with a toolchain upgrade. Route SGLang through the same xxh3-based
synthetic_output_token helper as vLLM/TRT-LLM so every engine derives unplanned output
tokens identically and stably.

Signed-off-by: PeaBrane <yanrpei@gmail.com>
…thetic-output-tokens

Signed-off-by: PeaBrane <yanrpei@gmail.com>
Pin synthetic_output_token to independently computed XXH3 values, require every
engine to emit the same unplanned stream for one request identity, and check that a
stored block holding only generated tokens carries the hash of those tokens. Document
that absent output_token_ids derive from request_id and position.

Signed-off-by: PeaBrane <yanrpei@gmail.com>
@PeaBrane PeaBrane changed the title fix: derive vLLM synthetic output tokens from request identity fix: derive synthetic output tokens from request identity Sep 29, 2026
@PeaBrane
PeaBrane enabled auto-merge (squash) September 29, 2026 17:35
Resolve the import conflict in the SGLang request module: keep main's new
queue imports (VecDeque, Deref, RangeFull, QueueStats, QueuedLength) and drop
the hashing imports that this branch replaced with the shared
synthetic_output_token helper.

Signed-off-by: PeaBrane <yanrpei@gmail.com>
@PeaBrane
PeaBrane merged commit 9e8a8a4 into main Sep 30, 2026
67 checks passed
@PeaBrane
PeaBrane deleted the fix/deterministic-synthetic-output-tokens branch September 30, 2026 23:13
tianhaox added a commit to tianhaox/aisimulate that referenced this pull request Oct 1, 2026
Brings in the FPM decoupling / self-service onboarding stack (ai-dynamo#238, ai-dynamo#248,
ai-dynamo#347), the output adapters (ai-dynamo#334) and the CI changes (ai-dynamo#349, ai-dynamo#351, ai-dynamo#353,
ai-dynamo#354, ai-dynamo#330, ai-dynamo#319).

Conflict resolutions:

- ENGINE_SPEC_SCHEMA_VERSION: upstream claimed 25 for the FPM decoupling
  selector; decode CP is renumbered to 26 (positional dcp_size tails on the
  attention / MLA / DSA ops). Stale-payload loops reject 20..25; the 25
  payload keeps the selector like the decoupling branch's 21.
- cp_size: upstream added a CP1-only `cp_size` to compile_engine,
  estimate_kv_cache / estimate_num_gpu_blocks, EngineBuildRequest and the
  legacy Rust compile path ("this SDK entry point does not support context
  parallelism"). This branch supports prefill CP at exactly those entry
  points, so the duplicate parameters / struct field are folded into ours,
  the CP1 gates become positive-integer validation, and the FPM profile cell
  selection receives the real cp_size (a profile without that cell fails
  loud with "no matching FPM deployment profile"). Upstream's tests are
  adjusted accordingly.
- FpmCompileConfig / AicTimingConfig parallel-shape checks combine
  upstream's `fpm_profile.is_none()` exemption with the `* cp_size` fold;
  aic_capacity_kwargs gains cp_size / dcp_size; fpm best_available keeps
  upstream's registered-architecture check ahead of the DCP mode gate.
- capacity.py worker resolution carries aic_cp_size / aic_dcp_size next to
  aic_fpm_profile / worker_type.
- ParallelismPresetConfig.prefill_context becomes Optional (None = 1), like
  decode_context, so default parallelism dumps carry no CP keys; the new
  onboarding topology tests (ai-dynamo#248) compare those dumps against the
  six-key request parallelism. Consumers read it through compiler._prefill_cp.

Signed-off-by: Tianhao Xu <tianhaox@nvidia.com>
Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
carlory pushed a commit to carlory/aisimulate that referenced this pull request Oct 30, 2026
)

* fix: derive vLLM synthetic output tokens from request identity

The vLLM and TRT-LLM scheduler path filled output positions without a
planned token with unseeded random u32 values. Those tokens determine
output-block hashes, so two otherwise identical canonical replays emitted
different output token IDs and KV events.

Derive each missing position from the request UUID and output ordinal,
matching the inputs SGLang already uses. RequestSequence now carries its
request ID. XXH3 over a fixed little-endian encoding keeps the values
stable across platforms and toolchains and costs no more than the thread
RNG it replaces.

Signed-off-by: PeaBrane <yanrpei@gmail.com>

* fix: derive SGLang synthetic output tokens from the shared helper

SGLang hashed (request uuid, ordinal) with std's DefaultHasher, whose algorithm is not
guaranteed stable across Rust releases, so canonical SGLang output-block hashes could
shift with a toolchain upgrade. Route SGLang through the same xxh3-based
synthetic_output_token helper as vLLM/TRT-LLM so every engine derives unplanned output
tokens identically and stably.

Signed-off-by: PeaBrane <yanrpei@gmail.com>

* test: pin synthetic output tokens and hash a generated block

Pin synthetic_output_token to independently computed XXH3 values, require every
engine to emit the same unplanned stream for one request identity, and check that a
stored block holding only generated tokens carries the hash of those tokens. Document
that absent output_token_ids derive from request_id and position.

Signed-off-by: PeaBrane <yanrpei@gmail.com>

---------

Signed-off-by: PeaBrane <yanrpei@gmail.com>
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