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[https://nvbugs/6900756][perf] KVCMv2: fill the initial host tier in parallel, populate in 4 MiB calls - #20790

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Description

A KVCMv2 host tier is filled by one worker thread per HostMem. It goes 512 MiB at a time: mprotect the step open, prefault it with one MADV_POPULATE_WRITE call, then register it. This PR changes two things:

  1. Prefault in 4 MiB calls (every fill). A MADV_POPULATE_WRITE call holds the process's mmap_lock for reading until it returns. Everything that needs the lock for writing waits behind it: the other pool's mprotect and registrations, and allocations on the executor. One call per 512 MiB step makes those waits long.
  2. Prefault the initial fill in parallel. When the constructor's fill spans more than one 512 MiB chunk, it opens the whole range once. 7 helper threads (8 threads in all), each bound to the GPU's NUMA node, then prefault steps ahead of the existing per-step commits. Grows (resize()) don't use helpers: they overlap serving, and parallel prefaults stall the executor.

Each step of the initial fill is prefaulted by whichever thread claims it first. The helpers and the commit loop share one state per step (pending / claimed / prefaulted). The commit loop either claims a pending step and prefaults it itself, as before, or waits for a helper to finish the step and then only registers it (HostMemBacking::commit(offset, size, /*populated=*/true)). So no step is prefaulted twice, and nothing prefaults a step after it has been handed out. That matters where MADV_POPULATE_WRITE is unavailable (kernel < 5.14, or built without the macro): there, prefaulting falls back to zeroing the memory. Without the claim, a helper that fell behind the commit loop could zero KV data already written into a published step. (The second commit adds this; CodeRabbit found the race.)

Not changed: registration (in order, on the fill thread), the watermark, and waitUsable(). HostMemBacking::commit() is now open() + populate() + the same registration loop, or registration alone for a range the caller already opened and prefaulted. hostPrefaultChunk() is unchanged.

Helpers are std::jthreads, so they are stopped and joined on every exit from commitRange(). A helper that fails hands its step back and stops. commit() then prefaults whatever is left and reports any error, as before. If the initial fill fails, everything above the watermark is decommitted, because the helpers may have prefaulted past the failed step.

Behavior change to review: opening the range up front weakens the guard against reading ahead of the watermark, during the initial fill only. A reader that skips waitUsable() and lands past the watermark reads zeros instead of faulting.

Results

8×B200, DeepSeek-V4-Flash, TP8/EP8, KV cache rebalancing on with cooldown_secs: 0, the reporter's trace from https://nvbugs/6900756 (729 requests). main = this PR's merge base. All runs are on one node and all completed 729/729 with health 200.

The two parts act at different times. The prefault call size matters during serving, where grows run on the fill thread alone. The helper count matters only during the initial fill, which ends before the server is ready. Both values were tuned separately with experiment-only overrides: call size with 16 initial-fill threads, thread count with 8 MiB calls. The final combination, 4 MiB and 8 threads, was not run as one build.

runs p50 / p99 latency each ~40 GiB pool fill at rebalance #1 executor during those fills work lost to rebalance #1 longest initial fill server ready after launch
main 2 46.5 / 85.4 s, 47.9 / 86.1 s 18.6–20.7 s 2.2, 2.1 it/s 31.2 s, 30.2 s 28.7 s, 28.3 s 270 s, 267 s
this PR (4 MiB calls; 16 initial-fill threads) 2 34.3 / 75.1 s, 35.9 / 75.4 s 11.9–14.1 s 4.3, 4.1 it/s 21.9 s, 22.8 s 18.8 s, 18.4 s 257 s, 258 s

Prefault call size, 16 initial-fill threads:

call size runs work lost to rebalance #1 executor during those fills slowest ~40 GiB fill at rebalance #1 longest initial fill
2 MiB 1 21.0 s 4.5 it/s 13.4 s 19.9 s
4 MiB 2 21.9 s, 22.8 s 4.3, 4.1 it/s 14.1 s 18.8 s, 18.4 s
8 MiB 2 23.1 s, 23.5 s 3.8, 3.5 it/s 14.4 s 18.2 s
16 MiB 1 24.9 s 3.2 it/s 15.0 s 17.8 s
32 MiB 1 27.4 s 2.8 it/s 17.8 s 17.7 s
512 MiB (main: one call per step, no helpers) 2 31.2 s, 30.2 s 2.2, 2.1 it/s 20.7 s 28.7 s, 28.3 s

Initial-fill threads, 8 MiB calls: 8 threads 18.0 s, 16 threads 18.2 s (2 runs), 32 threads 19.2 s. Latency doesn't change with the thread count.

  • "Work lost to rebalance Bump onnx from 1.12.0 to 1.13.0 #1" counts executor iterations missing between +40 s and +100 s of the load, in seconds at the pre-rebalance rate. That window covers rebalance Bump onnx from 1.12.0 to 1.13.0 #1 (at ~+46 s), its fills, and rebalance Add static libraries for batch manager #2. It is not the total cost of rebalancing. The run has 13–14 rebalances, and the later ones (at cooldown_secs: 0) fall outside it. They each grow pools by 0.1–20 GiB and pause the executor for 0.6–4.4 s each, on main and with this change alike.
  • p50 varies by up to 4 s between runs of one build, so call sizes are compared on work lost and executor rate, which both change monotonically with call size.

What the numbers show:

  • Prefault call size accounts for the latency gain. The first rebalance grows both host-tier pools on every rank by ~40 GiB each. With 512 MiB calls, each of those fills spends ~5 s in mprotect and ~3 s more in registration, waiting behind the other pool's prefault. Prefaulting itself takes ~10 s either way. With smaller calls those waits shrink: each fill drops from ~20 s to 12–14 s, and the executor keeps ~4 it/s during them instead of ~2. 4 MiB is the smallest size that doesn't slow the initial fill (2 MiB adds ~1.5 s to it).
  • Parallel helpers during grows would add nothing here. With 4 or more threads the executor drops to 0.1 it/s while a pool fills, and early-filling ranks delay the other ranks' adjust().
  • The parallel initial fill shortens startup (numbers in this list are from the first commit; see below for the second). Server startup waits for the initial fill: the server reports ready ~47 s after it ends, however long it takes. With helpers the longest initial fill takes ~18 s instead of ~28.5 s, and the server is ready ~10 s sooner (257–266 s over nine runs of this change at any call size and thread count, against 267–270 s for main). More than 8 threads doesn't make it faster.

Second commit: each step prefaulted once

Same setup, one node (a different one from the tables above), 2 runs each, interleaved. "First commit" = d82badde5, "both commits" = 1c1422574.

runs p50 / p99 latency work lost to rebalance #1 executor during rebalance-#1 fills longest initial fill server ready after launch
first commit 2 36.4 / 76.0 s, 33.7 / 74.8 s 22.5 s, 22.5 s 4.0, 4.2 it/s 19.4 s, 19.1 s 266 s, 258 s
both commits 2 34.8 / 75.7 s, 35.1 / 75.8 s 22.1 s, 22.3 s 4.3, 4.2 it/s 13.5 s, 13.4 s 474 s (first launch on the node, cold page cache), 253 s

The initial fill gets ~6 s shorter: the commit loop no longer prefaults steps the helpers have already prefaulted, and no longer mprotects them again. Serving is unchanged (grows don't use helpers). The server is still ready ~47 s after the initial fill ends.

Test Coverage

  • New KvCacheManagerV2HostMemTest.ParallelInitialFillThenGrow: an initial fill of 2.5 chunks (with helpers), then a grow to 4.25 chunks (without). It checks the contents survive and every unit is registered (cudaHostGetFlags).
  • The existing constructor tests that span several chunks, e.g. DeferredFillIsUsableAfterWaitUsable, now run the helper path.
  • New KvCacheManagerV2HostMemTest.DeferredParallelFillKeepsEarlyWrites: a 4-chunk initial fill with waitForFill=false; each chunk is written as soon as waitUsable() lets it be, and all of it must survive the rest of the fill.
  • New HostMemBackingTest.CommitOfPopulatedRangeKeepsContents: open() + populate(), write, then commit(..., /*populated=*/true); the contents survive and every unit is registered.
  • kvCacheManagerV2HostMemTest 21/21 and kvCacheManagerV2HostMemBackingTest 11/11 pass on B200.
  • End-to-end runs above.

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Dev Engineer Review

  • HostMemBacking::populate uses MADV_POPULATE_WRITE calls of up to 4 MiB. Initial fills use seven NUMA-bound helper threads plus the committing thread. Growth remains single-threaded.
  • The initial fill opens the range before population. Readers that skip waitUsable() may read zeros beyond the watermark instead of faulting.
  • Helper and commit-loop claims coordinate per step. A helper failure returns its step to the committing thread, and registration waits until population finishes. This also protects systems that fall back to zeroing when MADV_POPULATE_WRITE is unavailable.
  • Registration order, the watermark, and waitUsable() are unchanged. Review-finding counts are unavailable. The supplied CI reports include failures or unstable status, but do not identify the failing tests.

QA Engineer Review

  • kvCacheManagerV2HostMemTest.cpp adds DeferredParallelFillKeepsEarlyWrites and ParallelInitialFillThenGrow. kvCacheManagerV2HostMemBackingTest.cpp adds CommitOfPopulatedRangeKeepsContents.
  • The tests cover preservation of writes during deferred fill and growth, CUDA host registration, and committing already-populated ranges. The unit-test target is registered in cpp/tests/unit_tests/batch_manager/CMakeLists.txt. No matching entry was found in the integration test-db/ or manual-QA lists.
  • The author reports 20/20 kvCacheManagerV2HostMemTest cases passing on B200. CI reports also include failed or unstable pipelines without failing-test details. Coverage verdict: needs follow-up.

Per-File QA Perspective

  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMem.cpp: Verify parallel initial fill, single-threaded growth, helper creation failure, step handoff, and failure cleanup.
  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMem.h: commitRange and startFill now accept a helper count. Verify callers select helpers only for initial fill.
  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMemBacking.cpp: commit supports ranges populated before registration; open and chunked populate are separate operations. Verify partial-failure handling and decommit cleanup.
  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMemBacking.h: Adds open and populate and adds a populated parameter to commit. Verify concurrent use on disjoint ranges and error handling.
  • cpp/tests/unit_tests/batch_manager/kvCacheManagerV2HostMemTest.cpp: Adds tests for preserving early writes during parallel fill and preserving data and registration through growth. These unit tests are not listed in the integration CI or manual-QA lists.
  • cpp/tests/unit_tests/batch_manager/kvCacheManagerV2HostMemBackingTest.cpp: Adds coverage for retaining contents when committing a populated range and checking host registration. This unit test is not listed in the integration CI or manual-QA lists.

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thorjohnsen marked this pull request as ready for review October 22, 2026 02:21
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Reviewing files that changed from the base of the PR and between d82badd and 1c14225.

📒 Files selected for processing: 5
  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMem.cpp
  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMemBacking.cpp
  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMemBacking.h
  • cpp/tests/unit_tests/batch_manager/kvCacheManagerV2HostMemBackingTest.cpp
  • cpp/tests/unit_tests/batch_manager/kvCacheManagerV2HostMemTest.cpp
🚧 Files skipped from review as they are similar to previous changes: 3
  • cpp/tests/unit_tests/batch_manager/kvCacheManagerV2HostMemTest.cpp
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Walkthrough

Initial host-memory filling now uses seven helper threads to populate backing-memory chunks. HostMemBacking separates range opening from page population, which runs in chunks of up to 4 MiB. Resize growth uses no helpers. New tests check data preservation and CUDA registration.

Changes

Host-Memory Fill Flow

Layer / File(s) Summary
Backing range operations
cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMemBacking.h, cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMemBacking.cpp, cpp/tests/unit_tests/batch_manager/kvCacheManagerV2HostMemBackingTest.cpp
HostMemBacking adds open and populate. populate prefaults the range in chunks of up to 4 MiB. commit can register an already populated range without opening or populating it. The new test checks content preservation and CUDA host registration.
Parallel initial fill and cleanup
cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMem.h, cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMem.cpp, cpp/tests/unit_tests/batch_manager/kvCacheManagerV2HostMemTest.cpp
HostMem uses seven helpers for initial filling and no helpers for resize growth. Helpers populate claimed chunks while the committing thread commits chunks in order. On a helper-enabled fill failure, the fill worker decommits the uncommitted tail. The new tests check data preservation and CUDA host registration.

Priority: ⬇️ Low

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

Change: Other

Sequence Diagram(s)

sequenceDiagram
  participant HostMem
  participant FillHelpers
  participant HostMemBacking
  HostMem->>HostMemBacking: Open the fill range
  HostMem->>FillHelpers: Launch helpers to populate chunks
  FillHelpers->>HostMemBacking: Populate claimed chunks
  HostMem->>HostMemBacking: Commit populated chunks in order
  HostMem->>HostMemBacking: Decommit the uncommitted tail on fill failure
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Suggested reviewers: lowsfer

Merge Risk: ⚪ Minimal · up to 1c142

No merge-blocking issue is established. The reported tests do not cover the final combined configuration, so normal validation remains appropriate.

Pre-merge checks: Passed 4 · Failed 1

Failed Failed checks: 1 warning

Check name Status Explanation Resolution
Docstring Coverage Warning Docstring coverage is 45.00% which is insufficient. The required threshold is 80.00%. Docstring coverage is scoped to functions touched by this diff. Analyzed 20 functions across 6 files. Write docstrings for the functions missing them to satisfy the coverage threshold.
Passed Passed checks: 4 passed
Check name Status Explanation
Title check Passed The title clearly summarizes the main changes: parallel initial host-tier filling and 4 MiB prefault calls. It includes a valid NVBugs reference and a concise change type.
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.
Description check Passed The pull request description is complete and relevant. It explains the problem, implementation, behavior change, performance results, test coverage, and checklist status. The supplied context does not…
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The pull request description is complete and relevant. It explains the problem, implementation, behavior change, performance results, test coverage, and checklist status. The supplied context does not include the PR title or label state, so those repository-level items cannot be independently verified from the description.

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Actionable comments posted: 1


  • 🪄 Fix comments: Fix CodeRabbit comments on this PR
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@cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMem.cpp:
- Around line 245-278: In the fill setup around `stepStates` and
`helpers.reserve`, perform all potentially throwing allocations before calling
`mBacking.open`; open the host range only after those allocations succeed,
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  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMemBacking.cpp
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@thorjohnsen thorjohnsen added the api-compatible Accepted LLM API contract change that is backwards-compatible label Oct 22, 2026
@thorjohnsen thorjohnsen changed the title [None][perf] KVCMv2: fill the host tier in parallel [https://nvbugs/6900756][perf] KVCMv2: fill the host tier in parallel Oct 22, 2026
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thorjohnsen marked this pull request as draft October 22, 2026 23:41
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thorjohnsen force-pushed the perf/kvcm2-parallel-host-fill branch from 78efb75 to a445cdd Compare October 23, 2026 15:42
@thorjohnsen thorjohnsen changed the title [https://nvbugs/6900756][perf] KVCMv2: fill the host tier in parallel [https://nvbugs/6900756][perf] KVCMv2: fill the initial host tier in parallel, populate in 8 MiB calls Oct 23, 2026
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Actionable comments posted: 1


  • 🪄 Fix comments: Fix CodeRabbit comments on this PR
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Inline comments:
Review comments at
@cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMem.cpp:
- Around line 207-211: Coordinate the helper loop using nextHelperOffset with
the commit loop so commitRange cannot publish a chunk while a helper may still
run hostPrefaultChunk’s zeroing fallback on it. Track claimed chunk completion
and wait before committing or publishing that chunk, while reusing
helper-prefaulted work instead of zeroing it again.

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  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMem.cpp
  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMem.h
  • cpp/tensorrt_llm/batch_manager/kv_cache_manager_v2/utils/hostMemBacking.cpp
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…parallel, populate in 4 MiB calls

Two changes to how HostMem fills the host tier:

- Populate in 4 MiB MADV_POPULATE_WRITE calls instead of one call per
  512 MiB fill step. Each call holds mmap_lock for reading, and mprotect,
  registration and allocations elsewhere in the process wait behind it.
- The initial fill (the constructor's) opens its whole range once and 7
  helper threads populate it ahead of the per-step commits, which then
  mostly register. Grows run on the fill thread alone, as before:
  parallel populates slow the executor while it serves.

Registration, the watermark and waitUsable() are unchanged.

Signed-off-by: Thor Johnsen <tjohnsen@nvidia.com>
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thorjohnsen force-pushed the perf/kvcm2-parallel-host-fill branch from a445cdd to d82badd Compare October 23, 2026 17:42
@thorjohnsen thorjohnsen changed the title [https://nvbugs/6900756][perf] KVCMv2: fill the initial host tier in parallel, populate in 8 MiB calls [https://nvbugs/6900756][perf] KVCMv2: fill the initial host tier in parallel, populate in 4 MiB calls Oct 23, 2026
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… once

A helper could still be populating a step after commit() had handed it
out. Where MADV_POPULATE_WRITE is unavailable, populating means zeroing,
which would wipe data written into that step.

Helpers and the commit loop now share a per-step state: whichever claims
a step first populates it, and commit() waits for a helper's claim to end
and then only registers the step. This also drops commit()'s second,
redundant populate of steps the helpers already filled.

Signed-off-by: Thor Johnsen <tjohnsen@nvidia.com>
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PR_Github #80297 [ run ] completed with state FAILURE. Commit: 1c14225
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LGTM

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Automatically added "ci: full pre-merge approved" because this PR has satisfied the required GitHub review approvals. Unresolved review conversations and other required checks remain independent merge requirements.

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/bot run --disable-fail-fast

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PR_Github #80662 [ run ] triggered by Bot. Commit: 1c14225 Link to invocation

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PR_Github #80662 [ run ] completed with state SUCCESS. Commit: 1c14225
/LLM/main/L0_MergeRequest_PR pipeline #66413 completed with status: 'SUCCESS'

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@thorjohnsen
thorjohnsen merged commit cfae451 into NVIDIA:main Oct 26, 2026
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api-compatible Accepted LLM API contract change that is backwards-compatible ci: full pre-merge approved

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