Six rounds of cross-rig bisect with Codex/ChatGPT diagnosis closes Cliff 2 at 60K on TP=1 + 24GB. Two shippable variants: Balanced MTP (long-text.yml updated): - Genesis v7.69 dev tip (commit 2db18df) - Codex r1 P103 gate fix applied to nested Genesis tree (cu_seqlens=[0,T] treated as dense single-seq, not multi-seq varlen). Sent to Sander as v7.70 proposal — diff in /tmp/cliff2_v770_cu_seqlens_response.md. - vllm#35975 backport sidecar (patch_inputs_embeds_optional.py) - mem-util 0.93 (down from 0.95) - max_model_len 180000 (admission ceiling at this mem-util) - MTP K=3 retained - 60K probe: HTTP 200 in 623s, recall correct, MTP AL=4.00 Max-context safety (long-text-no-mtp.yml — NEW): - Same patches, but MTP off + mem-util 0.95 - max_model_len 200000 (admission unlocked by removing MTP residency) - 60K probe: HTTP 200 in 537s, recall correct - 90K probe: indeterminate within 25-min curl budget - For long single-shot RAG / codebase analysis Diagnostic chain: 1. Codex r1 identified P103 gate as too broad (cu_seqlens != None bypasses chunking even for single-seq [0,T] case). Applied fix. 2. T=4128 distribution showed chunked path never engages on real serving (vLLM's outer chunked-prefill caps T well below MAX_T). 3. Codex r2: real Cliff 2 source is residency, not gate logic. 4. PR #35975 backport (skip inputs_embeds for text-only) frees 444 MiB at boot — necessary but not sufficient at 0.95 mem-util. 5. mem-util sweep at 0.92/0.93 with MTP+#35975 closed Cliff 2 at 60K. 6. MTP-off + 0.95 + 200K admission validated max-context variant. Codex's P103 gate fix is semantically correct and worth shipping in Genesis v7.70 even though it's not what closes 60K Cliff 2 on this config (the FLA call sees T=4128 already, well below MAX_T). Full diagnostic trail: results/v0.20-migration/v769-codex-r1-test.summary Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
288 lines
12 KiB
Bash
Executable File
288 lines
12 KiB
Bash
Executable File
#!/usr/bin/env bash
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#
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# Model-aware one-shot setup for club-3090.
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#
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# bash scripts/setup.sh <model-name>
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#
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# Currently supported:
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# qwen3.6-27b → Lorbus/Qwen3.6-27B-int4-AutoRound + Genesis patches
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#
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# What it does (per supported model):
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# - clones Sandermage/genesis-vllm-patches into models/<model>/vllm/patches/genesis
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# (vLLM-only; skip with SKIP_GENESIS=1 if you only need llama.cpp / SGLang)
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# - downloads model weights into $MODEL_DIR with SHA256 verification
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# against HF x-linked-etag
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#
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# Env vars (optional):
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# MODEL_DIR Where to place model weights. Default: <repo>/models-cache
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# HF_TOKEN HF token (public models, usually unnecessary)
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# SKIP_MODEL Set to 1 to skip the model download step
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# SKIP_GENESIS Set to 1 to skip cloning Genesis patches
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# WITH_DFLASH_DRAFT Set to 1 to ALSO download z-lab/Qwen3.6-27B-DFlash
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# (~1.75 GB; required ONLY for dual-dflash.yml /
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# dual-dflash-noviz.yml composes). Default: 0.
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# Note: draft model is still under training as of
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# 2026-04-26; bench numbers in DUAL_CARD.md were
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# measured against that snapshot. AL improvements
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# expected when z-lab tags training-complete.
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# PREFLIGHT_DISK_GB Required free space at MODEL_DIR (default: 25, or
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# 28 if WITH_DFLASH_DRAFT=1)
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#
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# Idempotent: safe to re-run — skips steps already done.
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set -euo pipefail
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# ---------- Model dispatch ----------
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MODEL_NAME="${1:-}"
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if [[ -z "${MODEL_NAME}" ]]; then
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echo "Usage: $0 <model-name>"
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echo ""
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echo "Supported model names:"
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echo " qwen3.6-27b"
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exit 1
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fi
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case "${MODEL_NAME}" in
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qwen3.6-27b)
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MODEL_REPO="Lorbus/Qwen3.6-27B-int4-AutoRound"
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MODEL_SUBDIR="qwen3.6-27b-autoround-int4"
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NEEDS_GENESIS=1
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;;
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*)
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echo "ERROR: unsupported model '${MODEL_NAME}'."
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echo "Supported: qwen3.6-27b"
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echo "(To add a new model, extend the case dispatch in scripts/setup.sh)"
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exit 1
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;;
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esac
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ROOT_DIR="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")/.." && pwd)"
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MODEL_DIR="${MODEL_DIR:-${ROOT_DIR}/models-cache}"
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GENESIS_DIR="${ROOT_DIR}/models/${MODEL_NAME}/vllm/patches/genesis"
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cd "${ROOT_DIR}"
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# ---------- Pre-flight checks ----------
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# Catches the common "first-run failures": missing docker, no GPU visible,
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# disk too small for the ~14 GB AutoRound int4 download. Fails fast with
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# actionable hints rather than mid-download or first-boot crash.
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# shellcheck source=preflight.sh
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source "${ROOT_DIR}/scripts/preflight.sh"
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# Required disk: model is ~14 GB on disk; 25 GB gives buffer for download
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# temp files + safetensors + tokenizer/config. Add ~3 GB if also pulling
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# the DFlash draft (~1.75 GB packed + buffer for download tempfiles).
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if [[ "${WITH_DFLASH_DRAFT:-0}" == "1" ]]; then
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PREFLIGHT_DISK_GB="${PREFLIGHT_DISK_GB:-28}"
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else
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PREFLIGHT_DISK_GB="${PREFLIGHT_DISK_GB:-25}"
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fi
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echo "[preflight] checking environment..."
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preflight_docker || exit 1
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preflight_gpu 1 || exit 1
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preflight_disk "${MODEL_DIR}" "${PREFLIGHT_DISK_GB}" || exit 1
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echo "[preflight] ok."
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echo ""
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# ---------- Tool checks ----------
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need() {
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command -v "$1" >/dev/null 2>&1 || {
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echo "ERROR: required tool '$1' not found in PATH." >&2
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exit 1
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}
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}
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need git
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need curl
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need sha256sum
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echo "Setup root: ${ROOT_DIR}"
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echo "Model dir: ${MODEL_DIR}"
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# ---------- Genesis patches ----------
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# We track Sandermage's tree at HEAD and rely on tagged commits / SHA pinning
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# in the compose files for reproducibility. The repo layout changed substantially
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# between v7.13 (monolithic patch_genesis_unified.py shim) and v7.14 (modular
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# vllm/_genesis package + per-patch env opts). Newer composes mount the package;
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# the legacy compose still references the v7.13 shim.
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# Pin Genesis to the exact commit our published numbers were measured against.
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# Currently pointing at v7.69 dev tip (commit 2db18df, 2026-05-02 PM). Bumped
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# from v7.66 (fc89395) for the v7.69 patch set, which addresses the 3
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# regressions the v7.68 cross-rig retest found ([club-3090#19] and our
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# v7.68-cliff2-test branch summary):
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# - F1 (PN30 part3 drift-marker bug) — fixed via specific marker
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# `[Genesis PN30 v7.68 dst-shaped]` so part3 idempotency check no longer
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# collides with part1+2 markers in the same file.
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# - F2 (P103 setattr lost on `exec vllm serve`) — fixed via self-install
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# hook text-patched into chunk.py end-of-file. Survives any startup
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# mechanism (workers, fork, spawn, exec). The "rebound at 0 caller sites"
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# log message in v7.68 was misleading — internal callers DID get the
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# setattr in the entrypoint shell process, but `exec` replaced the image
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# and lost it. v7.69 hook fires every time chunk.py imports.
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# - F3 (PN32 v1 chunked at wrong level) — rewritten as PN32 v2 to patch
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# `_forward_core` directly + thread initial_state via prior chunk's
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# last_recurrent_state. Composes with P103: v2 chunks the OUTER FLA
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# call, P103 chunks INSIDE the FLA inner h tensor.
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# Recommended Cliff 2 closure env bundle for single-24GB-GPU:
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# GENESIS_ENABLE_P103=1 (close inner FLA h tensor)
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# GENESIS_ENABLE_PN32_GDN_CHUNKED_PREFILL=1 (close outer FLA call buffer)
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# GENESIS_PN32_GDN_CHUNK_SIZE=8192 (default)
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# GENESIS_PN32_GDN_CHUNK_THRESHOLD=16384 (default)
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# GENESIS_FLA_FWD_H_MAX_T=16384 (P103 default)
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# v7.69 also retains v7.68's accept-and-fold of our 3 cross-rig sidecars:
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# PN25 v7.68 (TP=1 worker-spawn registration), PN30 v7.68 (DS conv-state
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# layout dst-shaped temp), PN34 (vllm#39226 runtime workspace_lock).
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# Pinned to dev SHA 2db18df because v7.69 is feature-complete on dev pending
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# our retest validation; if clean, Sander will tag stable.
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# Bumping GENESIS_PIN requires re-running verify-stress.sh against your composes
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# to confirm the new commit works on your config.
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GENESIS_PIN="${GENESIS_PIN:-2db18df}"
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if [[ "${SKIP_GENESIS:-0}" != "1" ]]; then
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if [[ -d "${GENESIS_DIR}/.git" ]]; then
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echo "[genesis] Already cloned at ${GENESIS_DIR} — fetching + checking out ${GENESIS_PIN} ..."
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(cd "${GENESIS_DIR}" && git fetch origin && git checkout "${GENESIS_PIN}" 2>&1 | tail -3)
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else
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echo "[genesis] Cloning Sandermage/genesis-vllm-patches at ${GENESIS_PIN} ..."
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# Full clone (commit SHAs aren't reachable via --branch + --depth 1).
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git clone https://github.com/Sandermage/genesis-vllm-patches.git "${GENESIS_DIR}"
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(cd "${GENESIS_DIR}" && git checkout "${GENESIS_PIN}")
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fi
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# v7.14+ layout sanity check
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if [[ ! -d "${GENESIS_DIR}/vllm/_genesis" ]]; then
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echo "ERROR: genesis tree at ${GENESIS_PIN} missing vllm/_genesis package." >&2
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echo " Re-run with GENESIS_PIN=<other-ref> to try a different version." >&2
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exit 1
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fi
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echo "[genesis] Pinned to ${GENESIS_PIN} ($(cd "${GENESIS_DIR}" && git rev-parse --short HEAD))"
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# v7.69 ships PN25 + PN30 + PN34 directly (Sander's accept-and-fold of our
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# cross-rig sidecars). Local patch_pn25_genesis_register_fix.py +
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# patch_pn30_dst_shaped_temp_fix.py + patch_workspace_lock_disable.py are
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# now redundant. Sidecar Python files retained in vllm/patches/ for
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# rollback if any v7.69 patch regresses on your config.
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else
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echo "[genesis] SKIP_GENESIS=1 — not cloning."
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fi
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# ---------- Model download ----------
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if [[ "${SKIP_MODEL:-0}" == "1" ]]; then
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echo "[model] SKIP_MODEL=1 — not downloading."
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exit 0
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fi
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mkdir -p "${MODEL_DIR}/${MODEL_SUBDIR}"
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# Prefer `hf` CLI if available (faster with hf_transfer); fall back to curl.
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download_via_hf() {
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echo "[model] Using 'hf download' (hf_transfer if available) ..."
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HF_HUB_ENABLE_HF_TRANSFER=1 HF_HUB_DISABLE_XET=1 \
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hf download "${MODEL_REPO}" --local-dir "${MODEL_DIR}/${MODEL_SUBDIR}"
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}
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if command -v hf >/dev/null 2>&1; then
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download_via_hf
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elif command -v huggingface-cli >/dev/null 2>&1; then
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echo "[model] Using 'huggingface-cli download' ..."
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HF_HUB_ENABLE_HF_TRANSFER=1 HF_HUB_DISABLE_XET=1 \
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huggingface-cli download "${MODEL_REPO}" --local-dir "${MODEL_DIR}/${MODEL_SUBDIR}"
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else
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echo "ERROR: neither 'hf' nor 'huggingface-cli' found. Install with:" >&2
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echo " pip install 'huggingface-hub[hf_transfer]'" >&2
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echo "or:" >&2
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echo " uv tool install --with hf_transfer huggingface-hub" >&2
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exit 1
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fi
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# ---------- SHA verification ----------
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echo "[verify] Checking SHA256 of every *.safetensors against HF x-linked-etag ..."
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cd "${MODEL_DIR}/${MODEL_SUBDIR}"
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fail=0
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count=0
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for f in *.safetensors; do
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[[ -f "$f" ]] || continue
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count=$((count + 1))
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expected="$(curl -sfI "https://huggingface.co/${MODEL_REPO}/resolve/main/$f" \
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| grep -i '^x-linked-etag:' | tr -d '"\r' | awk '{print $NF}' || true)"
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actual="$(sha256sum "$f" | awk '{print $1}')"
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if [[ -z "$expected" ]]; then
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printf " %-50s SKIP (no etag)\n" "$f"
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elif [[ "$expected" == "$actual" ]]; then
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printf " %-50s OK\n" "$f"
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else
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printf " %-50s FAIL exp=%.12s act=%.12s\n" "$f" "$expected" "$actual"
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fail=$((fail + 1))
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fi
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done
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cd "${ROOT_DIR}"
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if [[ "$fail" != "0" ]]; then
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echo "[verify] ${fail} shard(s) failed SHA check." >&2
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echo " Delete ${MODEL_DIR}/${MODEL_SUBDIR} and re-run setup.sh." >&2
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exit 1
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fi
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if [[ "$count" == "0" ]]; then
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echo "[verify] No .safetensors found in ${MODEL_DIR}/${MODEL_SUBDIR} — download may have failed." >&2
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exit 1
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fi
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echo ""
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echo "[done] ${count} shards SHA-verified."
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[[ -d "${GENESIS_DIR}/.git" ]] && echo " Genesis pinned at ${GENESIS_PIN} ($(cd "${GENESIS_DIR}" && git rev-parse --short HEAD))."
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echo ""
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# ---------- Optional DFlash draft model ----------
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# Required ONLY for `docker-compose.dual-dflash.yml` / `dual-dflash-noviz.yml`.
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# vLLM `method:"dflash"` spec-decode loads this as the draft. The compose
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# expects it at <MODEL_DIR>/qwen3.6-27b-dflash/ (~1.75 GB / card after load).
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#
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# Caveat: as of 2026-04-26, z-lab/Qwen3.6-27B-DFlash is still under training.
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# Published bench in docs/DUAL_CARD.md (82 narr / 125 code TPS on dual-3090)
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# was measured against the 2026-04-26 snapshot at peak code-prompt conditions.
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# Real agent traffic (mixed code + narrative + tool schemas) will see lower
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# AL until z-lab tags training-complete. See docs/UPSTREAM.md for the watch
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# entry and re-test trigger.
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DFLASH_REPO="z-lab/Qwen3.6-27B-DFlash"
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DFLASH_SUBDIR="qwen3.6-27b-dflash"
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if [[ "${WITH_DFLASH_DRAFT:-0}" == "1" ]] && [[ "${SKIP_MODEL:-0}" != "1" ]]; then
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echo "[dflash] WITH_DFLASH_DRAFT=1 — downloading ${DFLASH_REPO} ..."
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mkdir -p "${MODEL_DIR}/${DFLASH_SUBDIR}"
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if command -v hf >/dev/null 2>&1; then
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HF_HUB_ENABLE_HF_TRANSFER=1 HF_HUB_DISABLE_XET=1 \
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hf download "${DFLASH_REPO}" --local-dir "${MODEL_DIR}/${DFLASH_SUBDIR}"
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elif command -v huggingface-cli >/dev/null 2>&1; then
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HF_HUB_ENABLE_HF_TRANSFER=1 HF_HUB_DISABLE_XET=1 \
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huggingface-cli download "${DFLASH_REPO}" --local-dir "${MODEL_DIR}/${DFLASH_SUBDIR}"
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else
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echo "[dflash] ERROR: neither 'hf' nor 'huggingface-cli' available — cannot download DFlash draft." >&2
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exit 1
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fi
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echo "[dflash] Downloaded ${DFLASH_REPO} to ${MODEL_DIR}/${DFLASH_SUBDIR}"
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elif [[ -d "${MODEL_DIR}/${DFLASH_SUBDIR}" ]]; then
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echo "[dflash] ${MODEL_DIR}/${DFLASH_SUBDIR} already exists — using existing draft."
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else
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echo "[dflash] Skipping DFlash draft model. Set WITH_DFLASH_DRAFT=1 to fetch"
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echo " ${DFLASH_REPO} (~1.75 GB; required only for dual-dflash composes)."
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fi
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echo ""
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echo "Next — single-card vLLM (default):"
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echo " cd models/${MODEL_NAME}/vllm/compose && docker compose up -d"
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echo " docker logs -f vllm-qwen36-27b"
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echo ""
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echo "For dual-card composes, you ALSO need the Marlin pad fork mounted at"
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echo "/opt/ai/vllm-src/ (vLLM PR #40361 — open upstream, drops out when it lands):"
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echo " sudo mkdir -p /opt/ai && sudo chown \$USER /opt/ai"
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echo " git clone -b marlin-pad-sub-tile-n https://github.com/noonghunna/vllm.git /opt/ai/vllm-src"
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echo ""
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echo "Then:"
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echo " cd models/${MODEL_NAME}/vllm/compose && docker compose -f docker-compose.dual.yml up -d"
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echo ""
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echo "Sanity test (after 'Application startup complete'):"
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echo " curl -sf http://localhost:8020/v1/chat/completions \\"
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echo " -H 'Content-Type: application/json' \\"
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echo " -d '{\"model\":\"qwen3.6-27b-autoround\",\"messages\":[{\"role\":\"user\",\"content\":\"Capital of France?\"}],\"max_tokens\":200}'"
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