Adds analysis/pd_sep_paper_section/ as the home for the "PD separation is
net negative under agentic workloads" paper section: plot scripts for C1
(workload chars), C6 (roofline), C7 (routing-vs-PD-sep lever), the C6/C7
PDFs already rendered, and a README mapping candidate claims to required
figures plus open re-run items.
Removes --enforce-eager from bench.sh and all active launch scripts so
cuda graphs are captured -- the prior methodology suppressed one of
PD-sep's structural advantages (D-node fixed-shape decode). Legacy
scripts under scripts/legacy/ are intentionally untouched as historical
records.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
The replayer and proxy were building multi-turn prompts from trace tokens,
but the model generates different output tokens. Subsequent turns had wrong
prefix tokens, causing cache misses and invalid experimental measurements.
- replay.py: min_tokens=max_tokens for deterministic length, return_token_ids
to capture actual output, _apply_realized_prefix for next-turn correction
- proxy: extract output token_ids from SSE, record prompt+output as realized
prefix in shadow cache, extract _handle_local_request to deduplicate
- bench.sh/launch_elastic_p2p.sh: default elastic mode to unified policy
- mooncake_connector: only send prompt blocks (not stale output blocks),
track failed_recving_block_ids for error recovery
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Root cause confirmed: NONE_HASH = os.urandom(32) differs between
scheduler and bootstrap server even in the same process (init_none_hash
called separately by each import path). PYTHONHASHSEED makes it
deterministic: NONE_HASH = hash_fn(seed), same across all code paths.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Replace mutable module constants (HEAVY_THRESHOLD/OVERLOAD_FACTOR/
MAX_OFFLOAD_INFLIGHT/PREFILL_THROUGHPUT/RDMA_OVERHEAD_S/
CACHE_CAPACITY_BLOCKS) with a Settings dataclass + SETTINGS singleton.
__main__ now mutates SETTINGS so CLI overrides survive even when the
module is imported as a library (e.g. by tests/) (D5).
- Add --max-offload-inflight CLI flag (M3) and read it from SETTINGS.
- Add --cache-gate-ratio CLI flag and a real gate before the cost-model
branch: if cache_hit/input_length < ratio, mark cache_gate_REASON and
fall back to colocated. cache_ratio is no longer a write-only field
(B4).
- P candidate selection penalises instances already running offloaded
HEAVY prefills, so back-to-back HEAVY requests don't pile onto the
same P (M2).
- bench.sh forwards --max-offload-inflight / --cache-gate-ratio to the
proxy.
- Tests cover SETTINGS knobs + the heavy_threshold-driven P-offload
penalty.
The default MODEL pointed at /home/admin/cpfs/... which never existed on
the public dev machines (other launch_*.sh and TODO.md use $HOME/models),
and the default TRACE pointed at traces/sampled_1000req_seed42.jsonl
which was deleted when the sampler moved to window+thin output. Update
both to the values the rest of the repo already standardized on.
Added EXIT/INT/TERM traps to ensure vLLM, proxy, and gpu_monitor
processes are cleaned up even when bench.sh is killed externally.
Also includes gpu_monitor in cleanup_gpu pattern matching.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
The replayer was artificially limiting concurrency with --max-inflight-sessions
(semaphore) and --time-scale (time compression), producing unrealistically low
1 req/GPU load that masked prefill-decode interference.
Replayer changes:
- Remove session_sem and time_scale entirely
- Each request dispatched at its trace timestamp exactly
- Sessions still sequential (turn N+1 waits for turn N completion)
- If turn completes late, next turn fires immediately
Sampler changes:
- Add --sample-ratio for GPU-proportional session sampling
- Keep --target-requests for backwards compat
- No time compression (preserve original arrival pattern)
bench.sh: remove --time-scale and --max-inflight-sessions args
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
LMetric was incorrectly sharing session-sticky logic with Linear policy.
Fixed to pure per-request routing: score = P_tokens × BS where
P = pending_prefill + (input - cache_hit), BS = num_requests.
Experiment result (200 req, fresh restart): Linear vs corrected LMetric
show <2% difference on all metrics — LMetric's cache-hit estimation
provides implicit soft affinity that preserves locality without explicit
session stickiness.
Also fix bench.sh missing cd (replayer module not found from non-project
cwd) and rewrite run_lmetric_ab.sh as thin wrapper around bench.sh to
eliminate duplicated launch/cleanup logic that broke under set -euo.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
H7: Sweeping OVERLOAD_FACTOR (2.0/1.5/1.3/1.0) has no effect on GPU
imbalance (~3.5-4x across all settings). Root cause: imbalance is from
workload skew at session placement (turn 1), not from routing at turn 2+.
H4 GPU profiling confirms: GPU balance improvement IS real (4.0x→2.0x),
and it directly improves HEAVY_COLO TTFT by 10.5%. But RDMA-offloaded
requests have bimodal transfer times (0.6s or 18-31s) that negate the
routing benefit.
Updated elastic_hypotheses.md with H7 results and next directions:
higher load experiments where contention amplifies routing differences.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
