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[None][fix] Use all reusable blocks for MAX_UTILIZATION token budget - #15065

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[None][fix] Use all reusable blocks for MAX_UTILIZATION token budget#15065
brb-nv wants to merge 1 commit into
NVIDIA:feat/bench_xfrom
brb-nv:user/brb/fix-maxutil-reuse-token-budget

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@brb-nv brb-nv commented Jun 7, 2026

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@coderabbitai summary

Description

getNeededBlocksOneStep (MAX_UTILIZATION) derived estimatedReusableTokens from reusableBlocksAllocated (active-ref blocks only), the same conservative count correctly used for the block/capacity budget since #11731. In steady state, prefixes from completed requests are free-but-cached (no refs), so reusableBlocksAllocated drops to ~0 while reusableBlocksAll stays large. The micro batch scheduler then under-credits reuse, FCFS charges full context chunks, one request saturates max_num_tokens, and context requests serialize to ~1/iter -- inflating TTFT at high concurrency.

Decouple the two budgets in getNeededBlocksOneStep:

This mirrors the accounting getRemainingBlocksToCompletion already uses for GUARANTEED_NO_EVICT, removing the discrepancy between the two policies.

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getNeededBlocksOneStep (MAX_UTILIZATION) derived estimatedReusableTokens
from reusableBlocksAllocated (active-ref blocks only), the same conservative
count correctly used for the block/capacity budget since NVIDIA#11731. In steady
state, prefixes from completed requests are free-but-cached (no refs), so
reusableBlocksAllocated drops to ~0 while reusableBlocksAll stays large. The
micro batch scheduler then under-credits reuse, FCFS charges full context
chunks, one request saturates max_num_tokens, and context requests serialize
to ~1/iter -- inflating TTFT at high concurrency.

Decouple the two budgets in getNeededBlocksOneStep:
- Block/capacity budget keeps reusableBlocksAllocated (avoids the NVIDIA#11731
  double-count / over-admission).
- Token/compute budget now uses reusableBlocksAll, since cached KV is
  recovered via prepopulatedPromptLen regardless of ref state.

This mirrors the accounting getRemainingBlocksToCompletion already uses for
GUARANTEED_NO_EVICT, removing the discrepancy between the two policies.

Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>

@SimengLiu-nv SimengLiu-nv left a comment

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LGTM

@brb-nv

brb-nv commented Jun 10, 2026

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Skipping merge to feat/bench_x. Merged to main: #15066.

@brb-nv brb-nv closed this Jun 10, 2026
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