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fix(cache_aware): gate the miss path and ignore idle throughput gauges - #2810

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Description

Problem

With --policy cache_aware, a request whose prefix match is at or below cache_threshold goes straight to the expected-wait score over every healthy worker: select_final_from_affinity treats a miss as "not a spill" and skips the count-pressure gate (candidate_requires_spill) that bounds every other path. The score keeps no count bound of its own. Its queue term is a poll old and its in-flight term is tokens_dispatched_since_poll / gen_throughput, where gen_throughput is the engine's last decode-interval rate, never cleared: an idle SGLang worker reports the ~0.35 tok/s left by its last one-token /health generation, or 0 (replaced by default_throughput). One dispatch scored against the residual reads as ~2800 s, so a burst of unrelated prompts follows whichever worker reported the larger stale number until the next poll. Two 16-slot workers split a 32-request burst 2:30 (mock) and 29:3 (real SGLang 0.5.21), with the loser idle the whole time.

Closes #2804

Solution

Two changes, one per cause:

  • Gate the miss path. select_final_from_affinity now routes a miss, like a spill, among the healthy workers under the count-pressure gate (ungated_candidates), so a burst of misses is bounded by the same balance_abs_threshold/balance_rel_threshold margins a hit spills at. The event-driven no-overlap fallback and every holder-less hash-mode branch (no holder, untokenized, head-only) get the same bound; hash mode now checks KV pressure first, as the tree path does, so those branches are gated only when the fleet is KV-balanced. The KV-pressure fallback itself is untouched: it exists to act on KV, and a count gate there could steer onto a KV-saturated engine.
  • Score only live rates. LeastLoadPolicy scores against live_throughput, the rate summed over ranks with requests running. A rank with nothing running contributes no rate, so a worker with none is scored at the fleet's nominal rate (the mean live rate among the candidates), exactly like one that never reports a rate; that is default_throughput only when no candidate has a live rate. An idle worker beside busy peers therefore reads as fast as they are, not slower, and the idle residual no longer feeds the nominal rate used for workers without a fresh snapshot. Same for power_of_two, which shares the scorer.

Not done here: folding num_running_reqs/max_running_requests into the score itself. The score models the wait to drain the waiting queue; running requests are the batch the throughput term already measures, so counting them again double-counts. The gate is what bounds the in-flight spread.

Changes

  • model_gateway/src/policies/cache_aware.rs: ungated_candidates; select_final_from_affinity uses it for both the spill and the miss; the event-driven fallback and the hash-mode no-holder, untokenized and head-only branches pass the gated set, with the hash-mode KV check moved ahead of them; hash_expected_wait takes the candidate set. Tests: a burst of misses on the string-tree, event-driven and hash paths (tokenized and untokenized) splits 4:4 with the gate at the mean despite a 100× live-rate skew; the issue's two-idle-worker mock splits 4:4 without any gate.
  • model_gateway/src/policies/least_load.rs: live_throughput; the score and the nominal throughput use it, and a report with no live rate is scored at the nominal rate. Tests: an idle rank's gauge counts for nothing, a busy rank's does; two idle workers reporting 0.36 and 0 tok/s water-fill 4:4; an idle worker beside a busy 8000 tok/s peer water-fills 4:4 instead of taking one dispatch in five. Fixtures here and in power_of_two.rs mark their one rank as running so the throughput they state stays live.
  • model_gateway/src/policies/mod.rs: balance_abs_threshold doc mentions the miss bound.

Test Plan

Before (both fixes disabled, same tests): with balance_abs_threshold: 0, balance_rel_threshold: 1.0 and w1 reporting a 100× higher live rate, 8 misses on the string-tree, event-driven and hash paths each split 7:1 (the first pick is a random tie, every later one goes to w1); two idle workers reporting 0.36/0 tok/s split 8 misses 1:7, on the cache-aware miss path and on bare least_load alike. After: 4:4 in every case.

$ cargo test -p smg --lib policies::
test policies::cache_aware::tests::event_miss_burst_is_bounded_by_the_count_pressure_gate ... ok
test policies::cache_aware::tests::hash_miss_burst_is_bounded_by_the_count_pressure_gate ... ok
test policies::cache_aware::tests::hash_untokenized_burst_is_bounded_by_the_count_pressure_gate ... ok
test policies::cache_aware::tests::idle_rate_residual_does_not_herd_misses ... ok
test policies::cache_aware::tests::miss_burst_is_bounded_by_the_count_pressure_gate ... ok
test policies::least_load::tests::idle_rank_rate_is_not_a_live_throughput ... ok
test policies::least_load::tests::idle_worker_is_scored_at_its_busy_peers_rate ... ok
test policies::least_load::tests::stale_idle_rate_does_not_herd_a_burst ... ok
test result: ok. 292 passed; 0 failed; 0 ignored; 0 measured; 1789 filtered out; finished in 12.80s

With ungated_candidates returning the whole fleet and live_throughput returning total_gen_throughput() (first revision of this PR, before the two tests added in the review follow-up):

test policies::cache_aware::tests::hash_miss_burst_is_bounded_by_the_count_pressure_gate ... FAILED
test policies::cache_aware::tests::idle_rate_residual_does_not_herd_misses ... FAILED
test policies::cache_aware::tests::miss_burst_is_bounded_by_the_count_pressure_gate ... FAILED
test policies::cache_aware::tests::event_miss_burst_is_bounded_by_the_count_pressure_gate ... FAILED
test policies::least_load::tests::idle_rank_rate_is_not_a_live_throughput ... FAILED
test policies::least_load::tests::stale_idle_rate_does_not_herd_a_burst ... FAILED
  left: [7, 1]
 right: [4, 4]
  left: [1, 7]
 right: [4, 4]
  left: [7, 1]
 right: [4, 4]
  left: [7, 1]
 right: [4, 4]
  left: 0.36
 right: 0.0
  left: [1, 7]
 right: [4, 4]
test result: FAILED. 0 passed; 6 failed; 0 ignored; 0 measured; 2073 filtered out; finished in 0.20s

Full cargo test -p smg --lib on the current head: 2067 passed, 9 failed. The nine fail in their setup, before any gateway code runs, on sandbox limits of this environment: three routers::grpc::harmony::builder tests download the o200k_base tiktoken vocab (no outbound network here) and six routers::grpc::pipeline::request_release_tests need portpicker, which wants an IPv6 loopback socket this container does not have.

Checklist
  • cargo +nightly fmt passes
  • cargo clippy -p smg --all-targets -- -D warnings passes (--all-features needs system OpenCV, which this environment does not have)
  • (Optional) Documentation updated
  • (Optional) Please join us on Slack #sig-smg to discuss, review, and merge PRs

A request at or below cache_threshold went straight to the expected-wait
score over every healthy worker: a miss was "not a spill", so it skipped
the count-pressure gate every other path applies. The score keeps no
count bound of its own, and its rate term divides by gen_throughput,
which an engine never clears: an idle SGLang worker reports the ~0.35
tok/s left by its last one-token health generation, so one dispatch read
as thousands of seconds and a burst of unrelated prompts piled onto the
other worker until the next poll (2:30 on mock workers, 29:3 on real
ones, with free slots on the loser the whole time).

Route a miss, like a spill, among the healthy workers under the gate, on
the tree, event-driven and hash paths; the KV-pressure fallback stays
ungated, since a count gate there could steer onto a KV-saturated
engine. Score against the rate summed over ranks with requests running,
so an idle rank's stale gauge counts for nothing and the worker scores at
the default throughput, like one that reports no rate.

Closes #2804
@github-actions github-actions Bot added the model-gateway Model gateway crate changes label Oct 6, 2026
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  • model_gateway/src/policies/cache_aware.rs
  • model_gateway/src/policies/least_load.rs
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📝 Summary

Summary by CodeRabbit

  • Bug Fixes
    • Cache-aware routing now applies load limits consistently to cache misses, affinity-based requests, and hash-routing fallbacks. If no healthy worker meets the limits, routing selects from the healthy pool using expected wait.
    • Least-load routing now estimates throughput using workers with active requests, preventing idle workers’ stale readings from skewing selection. When no candidate reports live throughput, it uses the configured default.
  • Documentation
    • Clarified that the least-load default throughput applies when no candidate reports live throughput.

Walkthrough

Cache-aware miss and spill paths now apply count-pressure gating before expected-wait selection. Least-load calculations exclude generation rates reported by ranks with no running requests.

Changes

Routing load selection

Layer / File(s) Summary
Use live throughput in load scoring
model_gateway/src/policies/least_load.rs, model_gateway/src/policies/power_of_two.rs, model_gateway/src/config/types.rs, model_gateway/src/main.rs, bindings/python/src/smg/router_args.py
Least-load scoring and candidate nominal throughput use generation rates only from ranks with active requests. Tests cover idle residual rates and burst distribution. Test fixtures set generated ranks as running. Configuration and CLI help describe the live-throughput fallback.
Gate cache-aware candidate selection
model_gateway/src/policies/cache_aware.rs, model_gateway/src/policies/mod.rs
Tree, event-driven, and hash miss paths use count-gated candidates for expected-wait selection. Affinity spills also use the gated candidate set. If no candidate qualifies, selection uses all healthy workers. KV-pressure fallback remains first. Tests cover distribution across routing modes and idle workers with residual throughput. Configuration documentation describes the gate for misses.

Priority: ➖ Normal

Estimated code review effort: 3 (Moderate) | ~25 minutes

Change: Bug fix · Severity of issue fixed: Medium

Sequence Diagram(s)

sequenceDiagram
  participant CacheAwareRouting
  participant CountPressureGate
  participant ExpectedWaitSelection
  CacheAwareRouting->>CountPressureGate: Filter healthy workers for miss or spill
  CountPressureGate->>ExpectedWaitSelection: Pass gated candidates or all healthy workers when none qualify
Loading

Merge Risk: ⚪ Minimal · up to 8c70e

This change gates cache-aware miss routing and ignores idle throughput gauges. No concrete merge-blocking risk was identified in the supplied context.

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly summarizes both main changes: gating cache-aware misses and ignoring idle throughput gauges.
Description check ✅ Passed The description explains the routing and throughput issues, the proposed fixes, and the reported tests. It is directly related to the changeset.
Linked Issues check ✅ Passed [#2804] The PR gates cache-aware misses across tree, event-driven, and holder-less hash paths, while keeping the fleet-wide KV-pressure fallback ungated. LeastLoadPolicy excludes rates from idle ran…
Out of Scope Changes check ✅ Passed The routing changes, tests, fixture updates, and CLI/configuration documentation support [#2804]. The incremental documentation change clarifies when the miss gate applies. No unrelated changes are ev…
Docstring Coverage ✅ Passed Docstring coverage is 90.32% which is sufficient. The required threshold is 80.00%. Docstring coverage is scoped to functions touched by this diff. Analyzed 31 functions across 7 files.
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Comment thread model_gateway/src/policies/cache_aware.rs
Comment thread model_gateway/src/policies/least_load.rs Outdated
Comment thread model_gateway/src/policies/cache_aware.rs Outdated
…t the fleet rate

Hash mode checked KV pressure only after its untokenized and head-only
early returns, so those two misses (every HTTP-router request, in hash
mode) kept the ungated expected-wait selection. Check KV pressure first,
as the tree path does, then route both through the count-pressure gate
like any other miss.

A worker with no live rate was scored at the flat default throughput,
which beside busy peers made it look slower per dispatched token than
they are: at 8000 tok/s live against a 2000 default, the busy worker
took four of every five dispatches. Score it at the fleet's nominal
rate, the mean live rate among the candidates, which is the default
only when no candidate has one.

Refs: #2804
Comment thread model_gateway/src/policies/least_load.rs
Since the scorer falls back to the fleet's nominal rate, the configured
default only applies when no candidate reports a live rate; the CLI,
config and Python help strings still said "when a backend reports none".

Refs: #2804
@github-actions github-actions Bot added the python-bindings Python bindings changes label Oct 6, 2026

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Some comments are outside the diff and can’t be posted inline due to GitHub limitations.

⚠️ Outside diff range comments (1)

🟡 Minor · Qualify the miss-burst bound for KV pressure. · cache_aware.rs:1284-1287

model_gateway/src/policies/cache_aware.rs:1284-1287
🎯 Functional Correctness | 🟡 Minor | ⚡ Quick win

Qualify the miss-burst bound for KV pressure.

When KV pressure triggers, non-hash routing sends requests to select_worker_fallback before the miss gate. Hash routing also checks KV pressure first. Both fallbacks select from all healthy workers, so no-holder requests do not receive the documented count-margin bound. Qualify both the policy comment and the CacheAwareConfig documentation. Keep the existing KV-priority behavior.

Suggested fix
-    /// (absolute alone would, at high means). A request with no holder is
-    /// routed among the workers under the same gate
-    /// ([`Self::ungated_candidates`]), so a burst of misses is bounded by
-    /// the margins a hit spills at.
+    /// (absolute alone would, at high means). Outside the fleet-wide
+    /// KV-pressure fallback, a request with no holder is routed among the
+    /// workers under the same gate ([`Self::ungated_candidates`]), so a
+    /// burst of misses is bounded by the margins a hit spills at.
-    /// (relative). A request with no cache match routes among the workers
-    /// under the same gate, so a burst of misses is bounded by the same
-    /// margins.
+    /// (relative). Outside the fleet-wide KV-pressure fallback, a request
+    /// with no cache match routes among the workers under the same gate, so
+    /// a burst of misses is bounded by the same margins.
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Review comment at @model_gateway/src/policies/cache_aware.rs around lines 1284 -
1287:
Qualify the miss-burst bound in the policy comment near event_index_for and in
CacheAwareConfig documentation: state that the bound applies outside the
fleet-wide KV-pressure fallback. Preserve the existing KV-priority routing
behavior.

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Outside diff comments:
Review comments at @model_gateway/src/policies/cache_aware.rs:
- Around line 1284-1287: Qualify the miss-burst bound in the policy comment near
event_index_for and in CacheAwareConfig documentation: state that the bound
applies outside the fleet-wide KV-pressure fallback. Preserve the existing
KV-priority routing behavior.

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The count-pressure gate bounds a burst of misses on the tree, event and
hash paths, but the fleet-wide KV-pressure fallback that runs ahead of
them selects from every healthy worker; say so where the bound is
described.

Refs: #2804

slin1237 commented Oct 6, 2026

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CI note: e2e-2gpu-pd (vllm) / run (job 112336957138) shows as cancelled, not failed. It is a job-budget kill with no failing test: the job started at 14:57:48 and GitHub cancelled it at 15:38:09, 40m19s later, which is the matrix's timeout: 40 (the 34-minute test step had run 30m40s). 29 tests were selected; 25 passed, 3 skipped, 0 failed, 0 reruns. The 29th, TestPDMMLUHttp::test_pd_mmlu_basic[pd_http], had already logged its passing score (0.72 against a 0.65 threshold) and was 0.1 s into stopping its second worker in fixture teardown when the cancel landed. Setup took 9m50s of the budget (8m37s in "Install vLLM"); on the last green main run (37233417167) the same job took 34m42s, so it sits close to the limit on a quiet day. Nothing in this diff is on that path: the PD router e2e lanes run with --prefill-policy round_robin --decode-policy round_robin and the fixture default is round_robin, so neither the cache-aware miss gate nor the least-load scorer is exercised there, and the log has no gateway routing warnings or errors. The next push to this branch (the sign-off re-author) will re-run it; every other job on this head is green.


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Before my rule-17 review: this head no longer merges with main. Since fad0f55 (the kv_index chain index), a merge with main 9a28cb1..fad0f55 conflicts in model_gateway/src/policies/cache_aware.rs and model_gateway/src/policies/least_load.rs, so the gates can't run on what would land. I'll review at the rebased head.

From reading the diff at 8c70ec2, the approach looks right:

  • The miss path and the hash-mode no-holder, untokenized and head-only branches now go through the count-pressure gate. When every worker is gated, the selection still falls back to all healthy workers.
  • Hash mode checks KV pressure before those branches, as the tree path does, and keeps its expected_wait_fallback / short_request labels.
  • live_throughput drops the idle ranks' stale gauges. A worker with none is scored at the candidates' mean live rate, or default_throughput when no candidate has one.

One note, not this PR's: a multi-rank worker with one idle rank and one busy rank is scored at the busy rank's rate alone. So it reads as slower than a peer whose ranks are all busy, as it did before this change. Counting an idle rank at the busy ranks' mean would fix that, separately.

At the rebased head I'll run fmt, clippy -p smg --all-targets, cargo test -p smg --lib policies:: and --test routing_tests on the merge with main.

Resolves the conflicts with fad0f55 (the kv_index chain index) in
cache_aware.rs and least_load.rs, keeping main's structure:

- select_final_from_affinity routes a miss and an all-gated spill among
  the ungated candidates; resolve_selection reaches it for the
  event-driven miss, so the explicit gated fallback there is gone.
- drain_rate takes the candidates' nominal rate and prices a report
  with no live rate (none, or only idle ranks) at it; score_inputs folds
  live_throughput for that nominal rate.

slin1237 commented Oct 7, 2026

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Merged main at fad0f55 into this branch in fc5995b and resolved both files. It is a merge commit rather than a rebase: this session cannot force-push, and the sign-off re-author that DCO still needs will linearize the history anyway.

What the resolution kept from main and from this PR:

  • least_load.rs: main's drain_rate / score_inputs split stays. drain_rate now takes the candidates' nominal rate and prices a report with no live rate (none, or only idle ranks) at it, and score_inputs folds live_throughput for that nominal rate. Everything else there is main's (timestamped since-poll credit, seeded tie-break).
  • cache_aware.rs: select_final_from_affinity keeps the gated miss and spill via ungated_candidates. Main's resolve_selection reaches it for the event-driven miss (Pick::None), so the explicit gated fallback this PR had in select_worker_event_driven is gone; a Pick::Final from a selection policy stays ungated as main documents. The hash path is as at 8c70ec2.

Gates on the merged tree: cargo +nightly fmt --all -- --check clean, cargo clippy -p smg --all-targets -- -D warnings clean, cargo test -p smg --lib policies:: 330 passed, cargo test -p smg --test routing_tests 137 passed and 1 failed in setup: grpc_completion_accepts_prompt_arrays_in_every_mode downloads the TinyLlama tokenizer from huggingface.co and this environment has no outbound network. Nothing in that test touches the policies.

On the multi-rank note: agreed. A worker with one idle rank and one busy rank is scored at the busy rank's rate alone, as before this change, so it reads slower than a peer whose ranks are all busy. Counting an idle rank at the busy ranks' mean is a separate change; I can take it as a follow-up.


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slin1237 commented Oct 7, 2026 •

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CI note on fc5995b: three jobs failed on tests whose outcome is a remote MCP server's or the model's on the day, none on code this diff touches. The other 45 jobs of the run are green.

Update 21:56Z: all three passed on the single re-run (attempt 2: openai-responses, e2e-1gpu-responses, go-bindings-e2e), and the run is green. The record of the first attempt stays below.

openai-responses (job 112994662699) failed on two tests in e2e_test/responses/test_tools_call.py::TestToolCallingCloud, each after its two reruns: test_concurrent_mcp_different_servers[openai] (the Brave and DeepWiki responses came back with no mcp_call item) and test_mcp_approval_required_interrupts_and_resumes[openai] (the resumed response carried mcp_list_tools, mcp_list_tools, mcp_approval_request, reasoning and no mcp_call). The other 61 selected tests passed. Both tests drive remote MCP servers (Brave Search, DeepWiki) through the live OpenAI Responses API, and whether the model issues the call is the model's choice. The responses e2e gateway runs round_robin, and the OpenAI vendor path never calls the routing policies.

e2e-1gpu-responses / run (job 112994663268) failed on e2e_test/responses/test_tools_call.py::TestToolChoiceLocal::test_tool_choice_with_mcp_tools[smg-grpc] after its two reruns: Qwen2.5-14B-Instruct on one SGLang gRPC worker, asked about the MCP spec with the remote DeepWiki MCP server as its only tool, ended in a 400 from the engine, "maximum context length is 16384 tokens. However, your request has 133432 input tokens". What DeepWiki returns for that question, and how many times the model calls it, set the prompt size; the gateway runs round_robin here too. The other 110 tests passed.

go-bindings-e2e (job 112994662405) failed on e2e_test/bindings_go/test_go_oai_server.py::TestGoOAIServerResponseValidation::test_finish_reason_stop after its two reruns: Llama-3.2-1B-Instruct answered "Say 'hi'." past the test's max_tokens=50 on all three attempts, so finish_reason was length instead of stop. The other 18 tests passed (4 xfailed). The Go OAI server talks to a single SGLang gRPC worker, the request sets no temperature or seed, and the finish reason is the engine's; no routing decision is involved.

Not this PR's: the diff touches only the routing policies (cache_aware.rs, least_load.rs, the power_of_two.rs fixture, help text). All three jobs passed on this PR's previous head 8c70ec2 with the identical policy change (openai-responses, e2e-1gpu-responses, go-bindings-e2e) and on #2814 at 16:41Z today (openai-responses, e2e-1gpu-responses, go-bindings-e2e), which is the main this branch merged. No commit in b17855a..fad0f55 touches crates/mcp, the Responses router, the Go bindings or e2e_test/responses, so there is no fix to port. Once the run completed at 21:28Z, the three failed jobs were re-run once (attempt 2, queued 21:29Z).

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Review of #2810 at fc5995b: approve. I checked it against the routing-policy checklist.

What it does:

  • Misses go under the count-pressure gate. Hits already spilled at that gate.
    • In tree and event mode, a request with no holder now routes among the workers under the gate (ungated_candidates). Expected wait alone keeps no count bound, so a burst of misses piled onto one worker while another had free slots.
    • In hash mode, KV pressure is checked first, as the tree path does. The untokenized, head-only and no-holder misses then go through the same gate.
  • Idle workers are scored at the fleet's nominal rate. A worker with no live rate is scored at the mean live rate of the candidates that have one, or at default_throughput when none does. At a flat 2000 tok/s beside a peer at 8000, the busy worker took four of every five dispatches.

What I checked:

  • Both paths: HTTP and gRPC reach the same select_worker. The PR adds no state, so nothing new needs Send + Sync.
  • An empty selection: ungated_candidates falls back to every healthy worker when the gate leaves none, so a selection never returns no worker. healthy_indices already holds only healthy workers whose circuit breaker can execute.
  • The tests: each mode has a burst test asserting 4/4 picks under rates 100× apart, at a gate set to the mean: tree, event, hash, and hash untokenized. A test puts an idle worker at its busy peer's rate (4/4). The tests' loads now mark a request running, so their rate gauges count as live.
  • The docs: the operator help for default_throughput matches the new fallback, both for the CLI and the Python binding.
  • Main moved: #2866 added decision tracing to cache_aware.rs. The merge with main a7e2828 is clean, and the gates below ran on it.

Gates. I ran them on fc5995b merged on main a7e2828, with Rust 1.98.0, its own target dir and -j 2; each exited 0:

  • cargo +nightly fmt --all --check
  • cargo clippy -p smg --all-targets -- -D warnings
  • cargo test -p smg --lib policies::: 330 passed
  • cargo test -p smg --test routing_tests: 138 passed

A note, not a blocker: a multi-rank worker with some idle ranks is still scored at its busy ranks' summed rate, which undercounts what its idle ranks would drain. That was so before this PR, and the PR doesn't change it.

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