e8bcfd8da1
launch.sh/switch.sh now detect GPU arch and export KV_CACHE_DTYPE= fp8_e4m3 (native FP8 compute) on sm_89+ cards for the pilot slugs (vllm/dual, vllm/minimal). The injected value is the hardware profiles' dormant kv_format_default.balanced -- one source of truth shared with the pull gates; the Ampere no-op is data equality (3090-class balanced = fp8_e5m2 = compose default -> nothing emitted), not a code branch. Injection guards (all load-bearing): - pilot allowlist only; expansion gated on the #246 cross-rig A/B - per-variant: registry kv_format == fp8_e5m2 only (int8-PTH/TQ/bf16 slugs never touched -- compressed-tensors weights reject fp8 KV) - vLLM-family variants only; explicit user KV_CACHE_DTYPE= wins; unmapped cards / heterogeneous rigs / no nvidia-smi -> no injection - direct `docker compose up` keeps Ampere-safe compose defaults Rides the existing resolve-variant-pin export seam (new optional --gpu-spec); VLLM_ATTENTION_BACKEND is whitelisted but ships no value (vLLM auto-detect stays the default until measured). Preflight banner names the detected arch class. Consistency fixes the injection exposed: - gates.py _ARCH_KERNEL_SM: fp8_e4m3 9.0 -> 8.9 (vLLM's real floor is SM89+; we'd otherwise inject e4m3 on 4090s our own pull-gate calls unloadable) + new nvfp4: 10.0 row (v0.24.0 literal had NO gate -- a 3090 pull of an nvfp4 config wouldn't have been rejected) - Blackwell hardware profiles: nvfp4 declared as CANDIDATE capability (engine list unchanged until validated -- gates take the intersection) - kv-calc: projected nvfp4 rows (bytes/elem + activation coefs), calibration unchanged Docs: HARDWARE.md new section, KV_MATH/QUANTIZATION/DTYPE_MATRIX rows (incl. retiring the Genesis-era "e4m3 undertuned per #51" advisory in favor of the A/B). Validated: 8-case injection matrix in test-launch-compat; live no-op on the real 2x3090 (spec built, nothing injected); faked 4090 through the real bash detection path emits e4m3; compose interpolation both ways; kv-calc --calibration green; full scripts gate 64/64. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01EfF565T9eSLaqGzidyJ1Pm
1350 lines
48 KiB
Bash
Executable File
1350 lines
48 KiB
Bash
Executable File
#!/usr/bin/env bash
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#
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# Interactive launcher for club-3090 — pick model + GPUs, project the
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# VRAM budget, boot the right compose, run verify-full to confirm it's serving.
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#
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# For first-run users coming in from the README. If you already know
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# what you want, use `scripts/switch.sh <variant>` directly.
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#
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# Usage:
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# bash scripts/launch.sh # interactive model/GPU wizard
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# bash scripts/launch.sh --variant <name> # skip wizard, boot directly
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# bash scripts/launch.sh --estate # multi-model estate wizard
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# bash scripts/launch.sh --estate-file <path> # boot an existing estate plan
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# bash scripts/launch.sh --estate-file <path> --parallel --parallel-jobs 3 --parallel-stagger 30
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# bash scripts/launch.sh --validate-estate <path> # validate estate.yml, no boot
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# bash scripts/launch.sh --down-estate <path> # stop estate instances
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# bash scripts/launch.sh --topology # print GPU topology advisory, no boot
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# bash scripts/launch.sh --model qwen3.6-27b --gpus 0,1
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# bash scripts/launch.sh --engine vllm --cards 1 # deprecated; prefer --gpus
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# bash scripts/launch.sh --workload long-ctx-single # profile-aware filter
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# bash scripts/launch.sh --stable # stable engine profiles only
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# bash scripts/launch.sh --tp 2 --pp 1 # override vLLM parallelism
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# bash scripts/launch.sh --no-projection # skip kv-calc budget projection
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# bash scripts/launch.sh --no-verify # skip post-launch verify-full
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# bash scripts/launch.sh --no-preflight # skip docker/GPU pre-flight
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#
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# The wizard marks variants that don't fit the detected GPUs; direct
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# --variant keeps the power-user path and delegates final gating to switch.sh.
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# All flags accept the same names as `switch.sh --list` produces.
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# Examples:
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# bash scripts/launch.sh --variant vllm/default
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# bash scripts/launch.sh --variant llamacpp/default
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# bash scripts/launch.sh --variant vllm/dual
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#
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# Defaults & pins (design §3/§13):
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# bash scripts/launch.sh # bare → your pinned default (or
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# # the recommended default for the
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# # first installed shortlist model),
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# # else the interactive wizard
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# bash scripts/launch.sh --variant qwen3.6-27b/default # YOUR default for that model
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# # (.env pin ‖ curated pick for the rig)
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# bash scripts/launch.sh --variant vllm/default # the maintainer's recommended vLLM
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# # config on the detected topology
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# After a successful boot, launch.sh offers to pin the config as your default.
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# Pin/clear directly: scripts/switch.sh --set-default <slug> | --clear-default <model>
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#
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# Env vars:
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# NVLINK_MODE=auto|force_on|force_off — NVLink auto-detection for dual-card composes
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# auto (default): detects NVLink via nvidia-smi topo -m
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# force_on: assume NVLink bridge present, set NVLink env vars
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# force_off: force PCIe-only path even if NVLink detected
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set -euo pipefail
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# The VRAM-budget block formats dot-decimal numbers emitted by kv-calc.py JSON
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# (e.g. "9.0") with `printf "%.2f"`. Under a comma-decimal LC_NUMERIC locale
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# (de_DE, fr_FR, …) bash printf rejects the dot — `printf: 9.0: invalid number`
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# / `Ungültige Zahl` — and the launcher aborts at the budget print (#159).
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# Force C numeric parsing for the whole script; LC_CTYPE/encoding is left
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# untouched so UTF-8 UI glyphs (—, ×, ⚠) still render.
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export LC_NUMERIC=C
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ROOT_DIR="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")/.." && pwd)"
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SWITCH="${SWITCH:-${ROOT_DIR}/scripts/switch.sh}"
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VERIFY="${VERIFY:-${ROOT_DIR}/scripts/verify-full.sh}"
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LAUNCH_PROFILE="${LAUNCH_PROFILE:-${ROOT_DIR}/scripts/lib/profiles/launch_compat.py}"
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ESTATE_HELPER="${ESTATE_HELPER:-${ROOT_DIR}/scripts/lib/profiles/estate_cli.py}"
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if [[ -z "${MODEL_DIR:-}" && -f "${ROOT_DIR}/.env" ]]; then
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set -a
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# shellcheck source=/dev/null
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source "${ROOT_DIR}/.env"
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set +a
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fi
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# PR-B: the above only sources .env when MODEL_DIR is unset, so a user with
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# `export MODEL_DIR=…` in their shell would never see their `.env` model-default
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# pins (CLUB3090_DEFAULT_*). Load just those keys here, regardless — with
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# shell-env-wins precedence (matching switch.sh's loader / #425). Values are
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# taken literally (no shell expansion), CRLF-tolerant.
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if [[ -f "${ROOT_DIR}/.env" ]]; then
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while IFS= read -r _env_line || [[ -n "$_env_line" ]]; do
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_env_line="${_env_line#"${_env_line%%[![:space:]]*}"}" # strip leading whitespace
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_env_line="${_env_line%$'\r'}" # strip trailing CR
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[[ "$_env_line" == "export "* ]] && _env_line="${_env_line#export }"
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[[ "$_env_line" == CLUB3090_DEFAULT_* ]] || continue
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_env_key="${_env_line%%=*}"
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[[ "$_env_key" == "$_env_line" || -z "$_env_key" ]] && continue
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[[ -n "${!_env_key+x}" ]] && continue # already set in env → shell wins
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_env_val="${_env_line#*=}"
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_env_val="${_env_val#\"}"; _env_val="${_env_val%\"}"
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_env_val="${_env_val#\'}"; _env_val="${_env_val%\'}"
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export "${_env_key}=${_env_val}"
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done < "${ROOT_DIR}/.env"
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unset _env_line _env_key _env_val
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fi
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MODEL_DIR="${MODEL_DIR:-${ROOT_DIR}/models-cache}"
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# shellcheck source=preflight.sh
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source "${ROOT_DIR}/scripts/preflight.sh"
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# --- arg parsing ---
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ENGINE=""
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WORKLOAD_ID=""
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DRAFTER_ID="__unset__"
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WEIGHTS_VARIANT=""
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STABLE_ONLY=0
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ESTATE_MODE=0
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ESTATE_APPEND=0
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ESTATE_REPLACE=""
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ESTATE_FILE=""
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VALIDATE_ESTATE=""
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DOWN_ESTATE=""
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ONLY_NAMES=""
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TOPOLOGY_ONLY=0
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PARALLEL_BOOT=0
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PARALLEL_JOBS=""
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PARALLEL_STAGGER=""
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CARDS=""
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VARIANT=""
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MODEL_NAME=""
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GPU_ARG=""
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TP_OVERRIDE=""
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PP_OVERRIDE=""
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PARALLELISM="auto"
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SKIP_VERIFY=0
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SKIP_PREFLIGHT=0
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SKIP_PROJECTION=0
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VERBOSE=0
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while [[ $# -gt 0 ]]; do
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case "$1" in
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--single) ESTATE_MODE=0; shift ;;
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--estate) ESTATE_MODE=1; shift ;;
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--append) ESTATE_APPEND=1; ESTATE_MODE=1; shift ;;
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--replace) ESTATE_REPLACE="$2"; ESTATE_MODE=1; shift 2 ;;
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--estate-file) ESTATE_FILE="$2"; shift 2 ;;
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--validate-estate) VALIDATE_ESTATE="$2"; shift 2 ;;
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--down-estate) DOWN_ESTATE="$2"; shift 2 ;;
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--only) ONLY_NAMES="$2"; shift 2 ;;
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--topology) TOPOLOGY_ONLY=1; SKIP_PREFLIGHT=1; shift ;;
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--parallel) PARALLEL_BOOT=1; shift ;;
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--parallel-jobs) PARALLEL_BOOT=1; PARALLEL_JOBS="$2"; shift 2 ;;
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--parallel-stagger) PARALLEL_BOOT=1; PARALLEL_STAGGER="$2"; shift 2 ;;
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--engine) ENGINE="$2"; shift 2 ;;
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--workload) WORKLOAD_ID="$2"; shift 2 ;;
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--drafter) DRAFTER_ID="$2"; shift 2 ;;
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--weights-variant) WEIGHTS_VARIANT="$2"; shift 2 ;;
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--stable) STABLE_ONLY=1; shift ;;
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--cards) CARDS="$2"; shift 2 ;;
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--variant) VARIANT="$2"; shift 2 ;;
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--model) MODEL_NAME="$2"; shift 2 ;;
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--gpus) GPU_ARG="$2"; shift 2 ;;
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--tp) TP_OVERRIDE="$2"; shift 2 ;;
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--pp) PP_OVERRIDE="$2"; shift 2 ;;
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--parallelism) PARALLELISM="$2"; shift 2 ;;
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--no-projection) SKIP_PROJECTION=1; shift ;;
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--no-verify) SKIP_VERIFY=1; shift ;;
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--no-preflight) SKIP_PREFLIGHT=1; shift ;;
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--verbose) VERBOSE=1; shift ;;
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-h|--help)
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sed -n '2,/^$/p' "$0" | sed 's/^# \{0,1\}//'
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exit 0 ;;
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--*) echo "Unknown flag: $1"; exit 1 ;;
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*)
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if [[ -n "$VARIANT" ]]; then
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echo "ERROR: multiple variants supplied: '${VARIANT}' and '$1'" >&2
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exit 1
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fi
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VARIANT="$1"; shift ;;
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esac
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done
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if [[ -n "$VALIDATE_ESTATE" ]]; then
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python3 "$ESTATE_HELPER" validate --file "$VALIDATE_ESTATE"
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exit $?
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fi
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if [[ -n "$DOWN_ESTATE" ]]; then
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_estate_down_cmd=(python3 "$ESTATE_HELPER" down --file "$DOWN_ESTATE")
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[[ -n "$ONLY_NAMES" ]] && _estate_down_cmd+=(--only "$ONLY_NAMES")
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"${_estate_down_cmd[@]}"
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exit $?
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fi
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# --- pre-flight ---
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if [[ $SKIP_PREFLIGHT -eq 0 ]]; then
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echo "[preflight] checking environment..."
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preflight_docker || exit 1
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preflight_gpu 1 || exit 1
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preflight_gpu_idle
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preflight_running
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preflight_genesis_pin "${ROOT_DIR}"
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preflight_repo_drift "${ROOT_DIR}"
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echo "[preflight] ok."
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echo ""
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fi
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ask() {
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# ask "prompt" "default" -> echoes user input or default
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local p="$1" d="${2:-}" reply
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if [[ -n "$d" ]]; then
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read -rp "$p [${d}]: " reply
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echo "${reply:-$d}"
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else
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read -rp "$p: " reply
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echo "$reply"
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fi
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}
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read_or_interrupt() {
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local prompt="$1"
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local __reply_var="$2"
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local reply
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if ! read -rp "$prompt" reply; then
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echo "" >&2
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echo " EOF on stdin — wizard needs interactive input. Use --variant <name> to skip." >&2
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kill -INT $$
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exit 1
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fi
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printf -v "$__reply_var" '%s' "$reply"
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}
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choose() {
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# choose "prompt" "label1" "value1" "label2" "value2" ... -> echoes chosen value
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local prompt="$1"; shift
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local i=1 labels=() values=()
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while [[ $# -gt 0 ]]; do
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labels+=("$1"); values+=("$2"); shift 2
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done
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echo "" >&2
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echo "$prompt" >&2
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for l in "${labels[@]}"; do
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printf " %d) %s\n" "$i" "$l" >&2
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i=$((i+1))
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done
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while true; do
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local pick
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if ! read -rp "Choice [1-${#labels[@]}]: " pick; then
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echo "" >&2
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echo " EOF on stdin — wizard needs interactive input. Use --variant <name> to skip." >&2
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kill -INT $$
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exit 1
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fi
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if [[ "$pick" =~ ^[0-9]+$ ]] && (( pick >= 1 && pick <= ${#labels[@]} )); then
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echo "${values[$((pick-1))]}"
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return
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fi
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echo " invalid — pick a number 1-${#labels[@]}" >&2
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done
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}
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declare -A LAUNCH_VARIANT_COMPOSE=()
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declare -A LAUNCH_VARIANT_MODEL=()
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declare -A LAUNCH_VARIANT_ENGINE=()
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declare -A LAUNCH_VARIANT_PROFILE_ENGINE=()
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declare -A LAUNCH_VARIANT_KVCALC=()
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declare -A LAUNCH_DEFAULT_PORT=()
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declare -A LAUNCH_DEFAULT_CONTAINER=()
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declare -A LAUNCH_VARIANT_STATUS=()
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declare -A LAUNCH_VARIANT_STATUS_NOTE=()
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LAUNCH_VARIANT_ORDER=()
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PRIMARY_MODEL="${PRIMARY_MODEL:-qwen3.6-27b}"
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# shellcheck source=lib/registry-emit.sh
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source "${ROOT_DIR}/scripts/lib/registry-emit.sh"
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derive_launch_variant_tables "${ROOT_DIR}"
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variant_hw_status() {
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local variant="$1"
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local rel="${LAUNCH_VARIANT_COMPOSE[$variant]:-}"
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if [[ -z "$rel" ]]; then
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printf 'ok|fits your rig'
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return 0
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fi
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local compose_file="${ROOT_DIR}/${rel}"
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if [[ ! -f "$compose_file" ]]; then
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printf 'unknown|compose metadata unavailable'
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return 2
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fi
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compose_hw_compose_status "$compose_file" 2>/dev/null || true
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}
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choose_variant() {
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# choose_variant "prompt" "default-variant" "label1" "value1" ...
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local prompt="$1" default_variant="$2"
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shift 2
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local i labels=() values=() statuses=() eligible=()
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while [[ $# -gt 0 ]]; do
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labels+=("$1")
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values+=("$2")
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statuses+=("$(variant_hw_status "$2")")
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shift 2
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done
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local default_idx=""
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for i in "${!values[@]}"; do
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if [[ "${values[$i]}" == "$default_variant" && "${statuses[$i]}" == ok\|* ]]; then
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default_idx=$((i + 1))
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break
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fi
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done
|
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if [[ -z "$default_idx" ]]; then
|
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for i in "${!values[@]}"; do
|
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if [[ "${statuses[$i]}" == ok\|* || "${statuses[$i]}" == unknown\|* ]]; then
|
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default_idx=$((i + 1))
|
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break
|
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fi
|
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done
|
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fi
|
||
|
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echo "" >&2
|
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echo "$prompt" >&2
|
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for i in "${!labels[@]}"; do
|
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local status="${statuses[$i]}"
|
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local state="${status%%|*}"
|
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local reason="${status#*|}"
|
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local marker="✓"
|
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case "$state" in
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ok) marker="✓" ;;
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unknown) marker="?" ;;
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*) marker="✗" ;;
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esac
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if [[ -n "$default_idx" && $((i + 1)) -eq "$default_idx" ]]; then
|
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printf " %d) %s %s %s [default]\n" "$((i + 1))" "${labels[$i]}" "$marker" "$reason" >&2
|
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else
|
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printf " %d) %s %s %s\n" "$((i + 1))" "${labels[$i]}" "$marker" "$reason" >&2
|
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fi
|
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done
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|
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if [[ -z "$default_idx" ]]; then
|
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echo "ERROR: no eligible variants in this menu. Use scripts/switch.sh --force <variant> to attempt anyway." >&2
|
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exit 1
|
||
fi
|
||
|
||
while true; do
|
||
local pick
|
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if ! read -rp "Choice [1-${#labels[@]}, default ${default_idx}]: " pick; then
|
||
echo "" >&2
|
||
echo " EOF on stdin — wizard needs interactive input. Use --variant <name> to skip." >&2
|
||
kill -INT $$
|
||
exit 1
|
||
fi
|
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pick="${pick:-$default_idx}"
|
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if [[ "$pick" =~ ^[0-9]+$ ]] && (( pick >= 1 && pick <= ${#labels[@]} )); then
|
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local status="${statuses[$((pick - 1))]}"
|
||
if [[ "$status" == no\|* ]]; then
|
||
echo " That variant won't run on your detected rig: ${status#*|}" >&2
|
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echo " Pick another, or use: bash scripts/switch.sh --force ${values[$((pick - 1))]}" >&2
|
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continue
|
||
fi
|
||
echo "${values[$((pick - 1))]}"
|
||
return
|
||
fi
|
||
echo " invalid — pick a number 1-${#labels[@]}" >&2
|
||
done
|
||
}
|
||
|
||
model_label() {
|
||
case "$1" in
|
||
qwen3.6-27b) echo "Qwen 3.6 27B" ;;
|
||
gemma-4-31b) echo "Gemma 4 31B" ;;
|
||
*) echo "$1" ;;
|
||
esac
|
||
}
|
||
|
||
normalize_model_name() {
|
||
case "$1" in
|
||
qwen3.6-27b|qwen3.6-27b-gguf) echo "qwen3.6-27b" ;;
|
||
gemma-4-31b|gemma-4-31b-awq|gemma-4-31b-gguf) echo "gemma-4-31b" ;;
|
||
*) echo "$1" ;;
|
||
esac
|
||
}
|
||
|
||
MODEL_ORDER=()
|
||
declare -A MODEL_ENGINES=()
|
||
|
||
add_installed_model_engine() {
|
||
local model="$1" engine="$2"
|
||
if [[ -z "${MODEL_ENGINES[$model]:-}" ]]; then
|
||
MODEL_ORDER+=("$model")
|
||
MODEL_ENGINES[$model]="$engine"
|
||
elif [[ ",${MODEL_ENGINES[$model]}," != *",${engine},"* ]]; then
|
||
MODEL_ENGINES[$model]="${MODEL_ENGINES[$model]},${engine}"
|
||
fi
|
||
}
|
||
|
||
detect_installed_models() {
|
||
MODEL_ORDER=()
|
||
MODEL_ENGINES=()
|
||
[[ -d "${MODEL_DIR}/qwen3.6-27b-autoround-int4" ]] && add_installed_model_engine "qwen3.6-27b" "vllm"
|
||
[[ -d "${MODEL_DIR}/qwen3.6-27b-gguf" ]] && add_installed_model_engine "qwen3.6-27b" "llamacpp"
|
||
[[ -d "${MODEL_DIR}/gemma-4-31b-autoround-int4" ]] && add_installed_model_engine "gemma-4-31b" "vllm"
|
||
[[ -d "${MODEL_DIR}/gemma-4-31b-it-AWQ-4bit" ]] && add_installed_model_engine "gemma-4-31b" "vllm"
|
||
[[ -d "${MODEL_DIR}/gemma-4-31b-gguf" ]] && add_installed_model_engine "gemma-4-31b" "llamacpp"
|
||
return 0
|
||
}
|
||
|
||
model_has_engine() {
|
||
local model="$1" engine="$2"
|
||
[[ ",${MODEL_ENGINES[$model]:-}," == *",${engine},"* ]]
|
||
}
|
||
|
||
engine_hint() {
|
||
case "$1" in
|
||
vllm,llamacpp|llamacpp,vllm) echo "vLLM + llama.cpp engines available" ;;
|
||
vllm) echo "vLLM only" ;;
|
||
llamacpp) echo "llama.cpp only" ;;
|
||
*) echo "$1" ;;
|
||
esac
|
||
}
|
||
|
||
choose_model() {
|
||
detect_installed_models
|
||
if [[ -n "$MODEL_NAME" ]]; then
|
||
MODEL_NAME="$(normalize_model_name "$MODEL_NAME")"
|
||
if [[ -z "${MODEL_ENGINES[$MODEL_NAME]:-}" ]]; then
|
||
echo "[launch] ERROR: ${MODEL_NAME} is not installed under ${MODEL_DIR}." >&2
|
||
echo "[launch] Run: bash scripts/setup.sh ${MODEL_NAME}" >&2
|
||
echo "[launch] Already have weights elsewhere? Point MODEL_DIR at them, e.g.:" >&2
|
||
echo "[launch] echo 'MODEL_DIR=/path/to/your/models' >> .env # launch.sh, switch.sh + docker compose all read it" >&2
|
||
exit 1
|
||
fi
|
||
return
|
||
fi
|
||
if [[ "${#MODEL_ORDER[@]}" -eq 0 ]]; then
|
||
echo "[launch] ERROR: no supported model weights found under ${MODEL_DIR}." >&2
|
||
echo "[launch] Run: bash scripts/setup.sh" >&2
|
||
echo "[launch] Already have weights elsewhere? Point MODEL_DIR at them, e.g.:" >&2
|
||
echo "[launch] echo 'MODEL_DIR=/path/to/your/models' >> .env # launch.sh, switch.sh + docker compose all read it" >&2
|
||
exit 1
|
||
fi
|
||
if [[ "${#MODEL_ORDER[@]}" -eq 1 ]]; then
|
||
MODEL_NAME="${MODEL_ORDER[0]}"
|
||
echo "[launch] using installed model: $(model_label "$MODEL_NAME")" >&2
|
||
return
|
||
fi
|
||
echo "" >&2
|
||
echo "[launch] Installed models:" >&2
|
||
local i=1 model
|
||
for model in "${MODEL_ORDER[@]}"; do
|
||
printf " %d) %-16s (%s)\n" "$i" "$(model_label "$model")" "$(engine_hint "${MODEL_ENGINES[$model]}")" >&2
|
||
i=$((i + 1))
|
||
done
|
||
while true; do
|
||
local pick
|
||
read_or_interrupt "Choice [1-${#MODEL_ORDER[@]}]: " pick
|
||
if [[ "$pick" =~ ^[0-9]+$ ]] && (( pick >= 1 && pick <= ${#MODEL_ORDER[@]} )); then
|
||
MODEL_NAME="${MODEL_ORDER[$((pick - 1))]}"
|
||
return
|
||
fi
|
||
echo " invalid — pick a number 1-${#MODEL_ORDER[@]}" >&2
|
||
done
|
||
}
|
||
|
||
GPU_LINES=""
|
||
CARD_INDICES=()
|
||
CARD_NAMES=()
|
||
CARD_MEM_MIB=()
|
||
CARD_SM=()
|
||
MIN_VRAM_GB=0
|
||
MAX_VRAM_GB=0
|
||
HET_VRAM_MIXED=0
|
||
SELECTED_GPU_CSV=""
|
||
SELECTED_VRAM_SUMMARY=""
|
||
|
||
gpu_exists() {
|
||
local want="$1" idx name mem_mib sm
|
||
while IFS=$'\t' read -r idx name mem_mib sm; do
|
||
[[ "$idx" == "$want" ]] && return 0
|
||
done <<< "$GPU_LINES"
|
||
return 1
|
||
}
|
||
|
||
gpu_is_busy() {
|
||
local want="$1" busy
|
||
while IFS= read -r busy; do
|
||
[[ "$busy" == "$want" ]] && return 0
|
||
done <<< "$(compose_hw_in_use_gpus 2>/dev/null || true)"
|
||
return 1
|
||
}
|
||
|
||
append_selected_gpu() {
|
||
local want="$1" idx name mem_mib sm
|
||
while IFS=$'\t' read -r idx name mem_mib sm; do
|
||
if [[ "$idx" == "$want" ]]; then
|
||
CARD_INDICES+=("$idx")
|
||
CARD_NAMES+=("$name")
|
||
CARD_MEM_MIB+=("$mem_mib")
|
||
CARD_SM+=("$sm")
|
||
return 0
|
||
fi
|
||
done <<< "$GPU_LINES"
|
||
return 1
|
||
}
|
||
|
||
select_gpus_from_arg() {
|
||
local arg="$1"
|
||
CARD_INDICES=()
|
||
CARD_NAMES=()
|
||
CARD_MEM_MIB=()
|
||
CARD_SM=()
|
||
local available=() idx name mem_mib sm
|
||
while IFS=$'\t' read -r idx name mem_mib sm; do
|
||
[[ -z "$idx" ]] && continue
|
||
if ! gpu_is_busy "$idx"; then
|
||
available+=("$idx")
|
||
fi
|
||
done <<< "$GPU_LINES"
|
||
if [[ "$arg" == "all" ]]; then
|
||
[[ "${#available[@]}" -gt 0 ]] || { echo "[launch] ERROR: no available NVIDIA GPUs detected." >&2; exit 1; }
|
||
for idx in "${available[@]}"; do append_selected_gpu "$idx"; done
|
||
return
|
||
fi
|
||
IFS=',' read -ra _launch_gpu_tokens <<< "$arg"
|
||
for idx in "${_launch_gpu_tokens[@]}"; do
|
||
idx="$(_compose_meta_trim "$idx")"
|
||
[[ -z "$idx" ]] && continue
|
||
gpu_exists "$idx" || { echo "[launch] ERROR: requested GPU ${idx}, but it was not detected." >&2; exit 1; }
|
||
append_selected_gpu "$idx"
|
||
done
|
||
}
|
||
|
||
summarize_selected_vram() {
|
||
local parts=() i gb
|
||
MIN_VRAM_GB=0
|
||
MAX_VRAM_GB=0
|
||
HET_VRAM_MIXED=0
|
||
for i in "${!CARD_INDICES[@]}"; do
|
||
gb="$(compose_hw_vram_gb "${CARD_MEM_MIB[$i]}")"
|
||
parts+=("${gb} GB")
|
||
if [[ "$MIN_VRAM_GB" -eq 0 || "$gb" -lt "$MIN_VRAM_GB" ]]; then MIN_VRAM_GB="$gb"; fi
|
||
if [[ "$gb" -gt "$MAX_VRAM_GB" ]]; then MAX_VRAM_GB="$gb"; fi
|
||
done
|
||
[[ "$MIN_VRAM_GB" != "$MAX_VRAM_GB" ]] && HET_VRAM_MIXED=1
|
||
local joined="" part
|
||
for part in "${parts[@]}"; do
|
||
[[ -n "$joined" ]] && joined="${joined} + "
|
||
joined="${joined}${part}"
|
||
done
|
||
SELECTED_VRAM_SUMMARY="$joined"
|
||
printf '%s' "$joined"
|
||
}
|
||
|
||
choose_gpus() {
|
||
GPU_LINES="$(compose_hw_detect_gpus 2>/dev/null || true)"
|
||
[[ -n "$GPU_LINES" ]] || { echo "[launch] ERROR: no NVIDIA GPUs detected." >&2; exit 1; }
|
||
local available=() idx name mem_mib sm state
|
||
echo "" >&2
|
||
echo "[launch] Detected GPUs:" >&2
|
||
while IFS=$'\t' read -r idx name mem_mib sm; do
|
||
[[ -z "$idx" ]] && continue
|
||
state="available"
|
||
if gpu_is_busy "$idx"; then
|
||
state="in-use (skipped)"
|
||
else
|
||
available+=("$idx")
|
||
fi
|
||
printf " GPU %s: %s (%s GB, sm_%s) — %s\n" "$idx" "${name#NVIDIA }" "$(compose_hw_vram_gb "$mem_mib")" "${sm/./}" "$state" >&2
|
||
done <<< "$GPU_LINES"
|
||
|
||
if [[ -n "$GPU_ARG" ]]; then
|
||
select_gpus_from_arg "$GPU_ARG"
|
||
elif [[ -n "$CARDS" ]]; then
|
||
[[ "$CARDS" =~ ^[0-9]+$ && "$CARDS" -ge 1 ]] || { echo "[launch] ERROR: --cards expects a positive integer." >&2; exit 1; }
|
||
(( CARDS <= ${#available[@]} )) || { echo "[launch] ERROR: --cards ${CARDS} requested, but only ${#available[@]} GPU(s) are available." >&2; exit 1; }
|
||
local i
|
||
for ((i = 0; i < CARDS; i++)); do append_selected_gpu "${available[$i]}"; done
|
||
else
|
||
case "${#available[@]}" in
|
||
0) echo "[launch] ERROR: no available NVIDIA GPUs detected." >&2; exit 1 ;;
|
||
1) select_gpus_from_arg "${available[0]}" ;;
|
||
2)
|
||
local pick
|
||
read_or_interrupt "Use GPU ${available[0]}, GPU ${available[1]}, or both? [both]: " pick
|
||
pick="${pick:-both}"
|
||
case "$pick" in
|
||
both|all) select_gpus_from_arg "${available[0]},${available[1]}" ;;
|
||
"${available[0]}"|"${available[1]}") select_gpus_from_arg "$pick" ;;
|
||
*) echo "[launch] ERROR: invalid GPU choice: $pick" >&2; exit 1 ;;
|
||
esac
|
||
;;
|
||
*)
|
||
local default_csv pick
|
||
default_csv="$(IFS=','; echo "${available[*]}")"
|
||
read_or_interrupt "Which GPU(s)? (comma-separated indices, or 'all') [all]: " pick
|
||
pick="${pick:-all}"
|
||
[[ "$pick" == "all" ]] && pick="$default_csv"
|
||
select_gpus_from_arg "$pick"
|
||
;;
|
||
esac
|
||
fi
|
||
[[ "${#CARD_INDICES[@]}" -gt 0 ]] || { echo "[launch] ERROR: no GPUs selected." >&2; exit 1; }
|
||
SELECTED_GPU_CSV="$(IFS=','; echo "${CARD_INDICES[*]}")"
|
||
summarize_selected_vram >/dev/null
|
||
echo "[launch] selected GPU(s): ${SELECTED_GPU_CSV} (${SELECTED_VRAM_SUMMARY})" >&2
|
||
}
|
||
|
||
selected_gpu_profile_spec() {
|
||
local parts=() i
|
||
for i in "${!CARD_INDICES[@]}"; do
|
||
parts+=("${CARD_INDICES[$i]}|${CARD_NAMES[$i]}|${CARD_MEM_MIB[$i]}|${CARD_SM[$i]}")
|
||
done
|
||
local joined
|
||
joined="$(IFS=';'; echo "${parts[*]}")"
|
||
printf '%s' "$joined"
|
||
}
|
||
|
||
select_topology_gpus() {
|
||
GPU_LINES="$(compose_hw_detect_gpus 2>/dev/null || true)"
|
||
[[ -n "$GPU_LINES" ]] || return 1
|
||
CARD_INDICES=()
|
||
CARD_NAMES=()
|
||
CARD_MEM_MIB=()
|
||
CARD_SM=()
|
||
|
||
if [[ -n "$GPU_ARG" && "$GPU_ARG" != "all" ]]; then
|
||
IFS=',' read -ra _launch_topology_tokens <<< "$GPU_ARG"
|
||
local idx
|
||
for idx in "${_launch_topology_tokens[@]}"; do
|
||
idx="$(_compose_meta_trim "$idx")"
|
||
[[ -z "$idx" ]] && continue
|
||
gpu_exists "$idx" || { echo "[launch] ERROR: requested GPU ${idx}, but it was not detected." >&2; exit 1; }
|
||
append_selected_gpu "$idx"
|
||
done
|
||
elif [[ -n "$CARDS" ]]; then
|
||
[[ "$CARDS" =~ ^[0-9]+$ && "$CARDS" -ge 1 ]] || { echo "[launch] ERROR: --cards expects a positive integer." >&2; exit 1; }
|
||
local idx name mem_mib sm selected=0
|
||
while IFS=$'\t' read -r idx name mem_mib sm; do
|
||
[[ -z "$idx" ]] && continue
|
||
append_selected_gpu "$idx"
|
||
selected=$((selected + 1))
|
||
(( selected >= CARDS )) && break
|
||
done <<< "$GPU_LINES"
|
||
(( selected == CARDS )) || { echo "[launch] ERROR: --cards ${CARDS} requested, but only ${selected} GPU(s) were detected." >&2; exit 1; }
|
||
else
|
||
local idx name mem_mib sm
|
||
while IFS=$'\t' read -r idx name mem_mib sm; do
|
||
[[ -z "$idx" ]] && continue
|
||
append_selected_gpu "$idx"
|
||
done <<< "$GPU_LINES"
|
||
fi
|
||
|
||
[[ "${#CARD_INDICES[@]}" -gt 0 ]] || return 1
|
||
SELECTED_GPU_CSV="$(IFS=','; echo "${CARD_INDICES[*]}")"
|
||
summarize_selected_vram >/dev/null
|
||
return 0
|
||
}
|
||
|
||
print_topology_advisory() {
|
||
local output
|
||
output="$(python3 "$LAUNCH_PROFILE" topology --gpu-spec "$(selected_gpu_profile_spec)" --format wizard 2>&1)" || {
|
||
echo "$output" >&2
|
||
exit 2
|
||
}
|
||
if [[ -n "$output" ]]; then
|
||
echo "$output" >&2
|
||
fi
|
||
}
|
||
|
||
print_topology_and_exit() {
|
||
local output
|
||
if ! select_topology_gpus; then
|
||
echo "Detected hardware:"
|
||
echo " no NVIDIA GPUs detected"
|
||
echo ""
|
||
echo "Topology class: unavailable"
|
||
echo ""
|
||
echo "For details, see docs/MULTI_CARD.md."
|
||
exit 0
|
||
fi
|
||
output="$(python3 "$LAUNCH_PROFILE" topology --gpu-spec "$(selected_gpu_profile_spec)" --format standalone 2>&1)" || {
|
||
echo "$output" >&2
|
||
exit 0
|
||
}
|
||
echo "$output"
|
||
exit 0
|
||
}
|
||
|
||
launch_nvlink_active() {
|
||
if [[ "${#CARD_INDICES[@]}" -ne 2 ]]; then
|
||
printf '0'
|
||
return
|
||
fi
|
||
if [[ "${NVLINK_MODE:-auto}" == "force_on" ]]; then
|
||
printf '1'
|
||
return
|
||
fi
|
||
if [[ "${NVLINK_MODE:-auto}" == "force_off" ]]; then
|
||
printf '0'
|
||
return
|
||
fi
|
||
(
|
||
# shellcheck source=detect_nvlink.sh
|
||
source "${ROOT_DIR}/scripts/detect_nvlink.sh" >/dev/null 2>&1 || true
|
||
printf '%s' "${_NVLINK_ENABLED:-0}"
|
||
)
|
||
}
|
||
|
||
valid_tp_values() {
|
||
case "$1" in
|
||
qwen3.6-27b) echo "1 2 4" ;;
|
||
gemma-4-31b) echo "1 2 4 8 16" ;;
|
||
*) echo "1" ;;
|
||
esac
|
||
}
|
||
|
||
tp_is_valid_for_model() {
|
||
local model="$1" tp="$2" v
|
||
for v in $(valid_tp_values "$model"); do [[ "$v" == "$tp" ]] && return 0; done
|
||
return 1
|
||
}
|
||
|
||
largest_valid_tp_for_cards() {
|
||
local model="$1" cards="$2" v best=1
|
||
for v in $(valid_tp_values "$model"); do
|
||
if (( v <= cards && cards % v == 0 && v > best )); then best="$v"; fi
|
||
done
|
||
echo "$best"
|
||
}
|
||
|
||
TP_VALUE=""
|
||
PP_VALUE=""
|
||
|
||
pick_parallelism() {
|
||
local cards="${#CARD_INDICES[@]}"
|
||
local tp_set=0 pp_set=0
|
||
[[ -n "$TP_OVERRIDE" ]] && tp_set=1
|
||
[[ -n "$PP_OVERRIDE" ]] && pp_set=1
|
||
[[ -z "$TP_OVERRIDE" || "$TP_OVERRIDE" =~ ^[0-9]+$ ]] || { echo "[launch] ERROR: --tp expects an integer." >&2; exit 1; }
|
||
[[ -z "$PP_OVERRIDE" || "$PP_OVERRIDE" =~ ^[0-9]+$ ]] || { echo "[launch] ERROR: --pp expects an integer." >&2; exit 1; }
|
||
case "$PARALLELISM" in auto|tp|pp) ;; *) echo "[launch] ERROR: --parallelism expects auto, tp, or pp." >&2; exit 1 ;; esac
|
||
|
||
if (( cards == 1 )); then
|
||
TP_VALUE="${TP_OVERRIDE:-1}"
|
||
PP_VALUE="${PP_OVERRIDE:-1}"
|
||
elif (( tp_set == 1 && pp_set == 1 )); then
|
||
TP_VALUE="$TP_OVERRIDE"; PP_VALUE="$PP_OVERRIDE"
|
||
elif (( tp_set == 1 )); then
|
||
TP_VALUE="$TP_OVERRIDE"
|
||
(( cards % TP_VALUE == 0 )) || { echo "[launch] ERROR: --tp ${TP_VALUE} does not divide selected GPU count ${cards}." >&2; exit 1; }
|
||
PP_VALUE=$(( cards / TP_VALUE ))
|
||
elif (( pp_set == 1 )); then
|
||
PP_VALUE="$PP_OVERRIDE"
|
||
(( cards % PP_VALUE == 0 )) || { echo "[launch] ERROR: --pp ${PP_VALUE} does not divide selected GPU count ${cards}." >&2; exit 1; }
|
||
TP_VALUE=$(( cards / PP_VALUE ))
|
||
elif [[ "$PARALLELISM" == "pp" ]]; then
|
||
TP_VALUE=1; PP_VALUE="$cards"
|
||
elif [[ "$PARALLELISM" == "tp" ]]; then
|
||
TP_VALUE="$cards"; PP_VALUE=1
|
||
elif (( HET_VRAM_MIXED == 1 )); then
|
||
TP_VALUE=1; PP_VALUE="$cards"
|
||
echo "[launch] ${cards} GPUs selected (${MIN_VRAM_GB} GB + ${MAX_VRAM_GB} GB — heterogeneous)." >&2
|
||
echo "[launch] Recommended: pipeline parallel PP=${PP_VALUE} to avoid bottlenecking on the smallest card." >&2
|
||
else
|
||
TP_VALUE="$(largest_valid_tp_for_cards "$MODEL_NAME" "$cards")"
|
||
PP_VALUE=$(( cards / TP_VALUE ))
|
||
fi
|
||
|
||
(( TP_VALUE * PP_VALUE == cards )) || { echo "[launch] ERROR: TP × PP must equal selected GPU count (${TP_VALUE} × ${PP_VALUE} != ${cards})." >&2; exit 1; }
|
||
if ! tp_is_valid_for_model "$MODEL_NAME" "$TP_VALUE"; then
|
||
echo "[launch] ERROR: $(model_label "$MODEL_NAME") num_kv_heads does not divide TP=${TP_VALUE}." >&2
|
||
echo "[launch] Valid TP values: $(valid_tp_values "$MODEL_NAME")" >&2
|
||
exit 1
|
||
fi
|
||
if (( cards > 1 && PP_VALUE == 1 )); then
|
||
echo "[launch] Tensor parallel TP=${TP_VALUE} (PP=1)." >&2
|
||
elif (( PP_VALUE > 1 )); then
|
||
echo "[launch] Pipeline parallel PP=${PP_VALUE}, TP=${TP_VALUE}." >&2
|
||
echo "[launch] WARN: pipeline parallel is experimental on this stack — no benchmarks yet." >&2
|
||
fi
|
||
}
|
||
|
||
variant_min_gpu_count() {
|
||
local rel="${LAUNCH_VARIANT_COMPOSE[$1]:-}" value
|
||
[[ -n "$rel" && -f "${ROOT_DIR}/${rel}" ]] || { echo 1; return; }
|
||
value="$(compose_meta_get "${ROOT_DIR}/${rel}" requires-min-gpu-count || true)"
|
||
echo "${value:-1}"
|
||
}
|
||
|
||
variant_min_vram_gb() {
|
||
local rel="${LAUNCH_VARIANT_COMPOSE[$1]:-}" value
|
||
[[ -n "$rel" && -f "${ROOT_DIR}/${rel}" ]] || { echo 0; return; }
|
||
value="$(compose_meta_get "${ROOT_DIR}/${rel}" requires-min-vram-gb || true)"
|
||
echo "${value:-0}"
|
||
}
|
||
|
||
variant_engine_available() {
|
||
local variant="$1" engine
|
||
engine="${LAUNCH_VARIANT_ENGINE[$variant]:-vllm}"
|
||
[[ -z "$ENGINE" || "$ENGINE" == "$engine" ]] || return 1
|
||
model_has_engine "$MODEL_NAME" "$engine"
|
||
}
|
||
|
||
variant_engine_installed() {
|
||
local variant="$1" engine
|
||
engine="${LAUNCH_VARIANT_ENGINE[$variant]:-vllm}"
|
||
model_has_engine "$MODEL_NAME" "$engine"
|
||
}
|
||
|
||
variant_survives_filter() {
|
||
local variant="$1"
|
||
[[ "${LAUNCH_VARIANT_MODEL[$variant]:-}" == "$MODEL_NAME" ]] || return 1
|
||
variant_engine_available "$variant" || return 1
|
||
local min_gpu min_vram engine
|
||
min_gpu="$(variant_min_gpu_count "$variant")"
|
||
min_vram="$(variant_min_vram_gb "$variant")"
|
||
engine="${LAUNCH_VARIANT_ENGINE[$variant]:-vllm}"
|
||
[[ "$engine" == "llamacpp" && "${#CARD_INDICES[@]}" -ne 1 ]] && return 1
|
||
(( min_gpu <= ${#CARD_INDICES[@]} )) || return 1
|
||
(( min_vram == 0 || min_vram <= MIN_VRAM_GB )) || return 1
|
||
return 0
|
||
}
|
||
|
||
profile_filter_candidates() {
|
||
local variant_csv candidate_text line use_runtime=0 nvlink_flag=()
|
||
variant_csv="$(IFS=','; echo "${LAUNCH_VARIANT_ORDER[*]}")"
|
||
[[ -n "$TP_OVERRIDE" || -n "$PP_OVERRIDE" ]] && use_runtime=1
|
||
[[ "$(launch_nvlink_active)" == "1" ]] && nvlink_flag=(--nvlink-active)
|
||
|
||
local cmd=(
|
||
python3 "$LAUNCH_PROFILE" filter-candidates
|
||
--variants "$variant_csv"
|
||
--model "$MODEL_NAME"
|
||
--gpu-spec "$(selected_gpu_profile_spec)"
|
||
--tp "$TP_VALUE"
|
||
--pp "$PP_VALUE"
|
||
--drafter "$DRAFTER_ID"
|
||
)
|
||
[[ -n "$ENGINE" ]] && cmd+=(--engine "$ENGINE")
|
||
[[ -n "$WORKLOAD_ID" ]] && cmd+=(--workload "$WORKLOAD_ID")
|
||
[[ -n "$WEIGHTS_VARIANT" ]] && cmd+=(--weights-variant "$WEIGHTS_VARIANT")
|
||
[[ "$STABLE_ONLY" -eq 1 ]] && cmd+=(--stable)
|
||
[[ "$use_runtime" -eq 1 ]] && cmd+=(--use-runtime-parallelism)
|
||
[[ "$VERBOSE" -eq 1 ]] && cmd+=(--verbose)
|
||
cmd+=("${nvlink_flag[@]}")
|
||
|
||
if ! candidate_text="$("${cmd[@]}")"; then
|
||
echo "$candidate_text" >&2
|
||
exit 2
|
||
fi
|
||
|
||
CANDIDATE_VARIANTS=()
|
||
while IFS= read -r line; do
|
||
[[ -n "$line" ]] || continue
|
||
if variant_engine_installed "$line"; then
|
||
CANDIDATE_VARIANTS+=("$line")
|
||
fi
|
||
done <<< "$candidate_text"
|
||
}
|
||
|
||
suggest_default_variant() {
|
||
local cards="${#CARD_INDICES[@]}"
|
||
if [[ "$MODEL_NAME" == "qwen3.6-27b" ]]; then
|
||
if [[ "$ENGINE" == "llamacpp" ]] || { ! model_has_engine "$MODEL_NAME" "vllm" && model_has_engine "$MODEL_NAME" "llamacpp"; }; then
|
||
echo "llamacpp/default"
|
||
elif (( cards >= 4 )); then
|
||
echo "vllm/dual4"
|
||
elif (( cards >= 2 )); then
|
||
echo "vllm/dual"
|
||
else
|
||
# Single card: llamacpp/default is the recommended path — full 262K, cliff-immune,
|
||
# and no purged-nightly dependency. The old vllm/long-text suggestion is dead
|
||
# (#167 image purge + single-card Cliff 2b); vLLM single-card users can still pick
|
||
# vllm/tools-text explicitly.
|
||
echo "llamacpp/default"
|
||
fi
|
||
elif [[ "$MODEL_NAME" == "qwen3.6-40b-deckard" ]]; then
|
||
# Deckard: only one compose (dual llama.cpp MTP). Dual-only (31 GB > 24 GB).
|
||
echo "llamacpp/deckard40B-dual-mtp"
|
||
else
|
||
if (( cards >= 2 )); then
|
||
echo "vllm/gemma-31b-dual"
|
||
else
|
||
# Single card: beellama/gemma-dflash is the recommended Gemma-4 path — the
|
||
# only viable fast single-card config on Ampere. vLLM single-card is dead
|
||
# here (no fp8 KV path on sm_86; the old vllm/gemma-mtp-tp1 was deprecated).
|
||
echo "beellama/gemma-dflash"
|
||
fi
|
||
fi
|
||
}
|
||
|
||
|
||
launch_topology_from_selected() {
|
||
local cards="${#CARD_INDICES[@]}"
|
||
case "$cards" in
|
||
0|1) printf 'single' ;;
|
||
2) printf 'dual' ;;
|
||
4) printf 'multi4' ;;
|
||
*) printf 'multi%s' "$cards" ;;
|
||
esac
|
||
}
|
||
|
||
resolve_launch_default_variant() {
|
||
# Resolves a `<…>/default` token (design §13.1) — mirrors switch.sh:
|
||
# <engine>/<topology>/default → engine-recommendation, explicit topology
|
||
# <X>/default → dispatch: engine name → engine rec; model-id
|
||
# → that model's default (.env pin ‖ curated)
|
||
# anything else → passthrough (already a concrete slug)
|
||
local variant="$1" engine topology target
|
||
if [[ "$variant" =~ ^([^/]+)/(single|dual|multi[0-9]+)/default$ ]]; then
|
||
engine="${BASH_REMATCH[1]}"
|
||
topology="${BASH_REMATCH[2]}"
|
||
MODEL_NAME="${MODEL_NAME:-$PRIMARY_MODEL}"
|
||
MODEL_NAME="$(normalize_model_name "$MODEL_NAME")"
|
||
if ! target="$(registry_default_target "$ROOT_DIR" "$MODEL_NAME" "$engine" "$topology")"; then
|
||
echo "[launch] ERROR: cannot resolve default variant '${variant}' for model ${MODEL_NAME}." >&2
|
||
exit 1
|
||
fi
|
||
printf '%s' "$target"
|
||
return 0
|
||
elif [[ "$variant" =~ ^([^/]+)/default$ ]]; then
|
||
if [[ "${#CARD_INDICES[@]}" -eq 0 ]]; then
|
||
select_topology_gpus || {
|
||
echo "[launch] ERROR: cannot autodetect topology for '${variant}' because no GPUs were detected." >&2
|
||
exit 1
|
||
}
|
||
fi
|
||
topology="$(launch_topology_from_selected)"
|
||
MODEL_NAME="${MODEL_NAME:-$PRIMARY_MODEL}"
|
||
MODEL_NAME="$(normalize_model_name "$MODEL_NAME")"
|
||
if ! target="$(x_default_dispatch "$ROOT_DIR" "$variant" "$topology" "$MODEL_NAME")"; then
|
||
echo "[launch] ERROR: cannot resolve default variant '${variant}'." >&2
|
||
exit 1
|
||
fi
|
||
printf '%s' "$target"
|
||
return 0
|
||
fi
|
||
printf '%s' "$variant"
|
||
}
|
||
|
||
# --- PR-B: bare-launch default + user pin (design §13.3, §13.6) -------------
|
||
|
||
# Echo RECOMMENDED_DEFAULT_MODELS (one per line, in shortlist order).
|
||
recommended_default_models() {
|
||
python3 -c "import sys; sys.path.insert(0,'$ROOT_DIR'); from scripts.lib.profiles.compose_registry import RECOMMENDED_DEFAULT_MODELS; print('\n'.join(RECOMMENDED_DEFAULT_MODELS))"
|
||
}
|
||
|
||
# Echo the .env pin key for a model.
|
||
model_pin_key() {
|
||
python3 -c "import sys; sys.path.insert(0,'$ROOT_DIR'); from scripts.lib.profiles.compose_registry import model_default_pin_key; print(model_default_pin_key('$1'))"
|
||
}
|
||
|
||
# First INSTALLED model on the shortlist (uses detect_installed_models →
|
||
# MODEL_ENGINES). Echoes the model-id or nothing.
|
||
first_installed_shortlist_model() {
|
||
local model
|
||
while IFS= read -r model; do
|
||
[[ -n "$model" ]] || continue
|
||
[[ -n "${MODEL_ENGINES[$model]:-}" ]] && { printf '%s' "$model"; return 0; }
|
||
done < <(recommended_default_models)
|
||
return 1
|
||
}
|
||
|
||
# Bare-launch default (no --variant, no --model, no GPU/TP override): pick the
|
||
# first installed shortlist model, then its `<model>/default` (.env pin ‖
|
||
# curated walk) on the detected topology. Sets VARIANT + MODEL_NAME on success.
|
||
# Returns 1 (caller falls through to the interactive wizard) when no shortlist
|
||
# model is installed OR no functional default resolves.
|
||
try_bare_launch_default() {
|
||
detect_installed_models
|
||
local model
|
||
if ! model="$(first_installed_shortlist_model)"; then
|
||
return 1
|
||
fi
|
||
if [[ "${#CARD_INDICES[@]}" -eq 0 ]]; then
|
||
select_topology_gpus || return 1
|
||
fi
|
||
local topology target
|
||
topology="$(launch_topology_from_selected)"
|
||
local pin_key pin_value
|
||
pin_key="$(model_pin_key "$model")"
|
||
pin_value="${!pin_key:-}"
|
||
if ! target="$(model_default_target "$ROOT_DIR" "$model" "$topology")"; then
|
||
return 1
|
||
fi
|
||
MODEL_NAME="$model"
|
||
VARIANT="$target"
|
||
if [[ -n "$pin_value" && "$target" == "$pin_value" ]]; then
|
||
echo "[launch] using your pinned default for $(model_label "$model"): ${VARIANT}" >&2
|
||
else
|
||
echo "[launch] using the recommended default for $(model_label "$model") (${topology}): ${VARIANT}" >&2
|
||
echo "[launch] (pin your own with: bash scripts/switch.sh --set-default <slug>)" >&2
|
||
fi
|
||
return 0
|
||
}
|
||
|
||
# Fast-path (design §13.6): bare launch.sh with a pin set for the first
|
||
# installed shortlist model → "Launch your default <slug>? [Y/n]". `n` drops
|
||
# into the full wizard (returns 1). On accept, sets VARIANT + MODEL_NAME and
|
||
# returns 0. Skipped on a non-interactive stdin (returns 1 → wizard handles it).
|
||
try_pinned_fast_path() {
|
||
detect_installed_models
|
||
local model
|
||
if ! model="$(first_installed_shortlist_model)"; then
|
||
return 1
|
||
fi
|
||
local pin_key pin_value
|
||
pin_key="$(model_pin_key "$model")"
|
||
pin_value="${!pin_key:-}"
|
||
[[ -n "$pin_value" ]] || return 1
|
||
if [[ "${#CARD_INDICES[@]}" -eq 0 ]]; then
|
||
select_topology_gpus || return 1
|
||
fi
|
||
local topology target
|
||
topology="$(launch_topology_from_selected)"
|
||
if ! target="$(model_default_target "$ROOT_DIR" "$model" "$topology")"; then
|
||
return 1
|
||
fi
|
||
if [[ ! -t 0 ]]; then
|
||
# Non-interactive: honour the resolved default without prompting.
|
||
MODEL_NAME="$model"; VARIANT="$target"
|
||
echo "[launch] using your default for $(model_label "$model"): ${VARIANT}" >&2
|
||
return 0
|
||
fi
|
||
local reply
|
||
read -rp "Launch your default ${target} for $(model_label "$model")? [Y/n]: " reply
|
||
case "${reply:-Y}" in
|
||
n|N|no|NO)
|
||
return 1
|
||
;;
|
||
*)
|
||
MODEL_NAME="$model"; VARIANT="$target"
|
||
return 0
|
||
;;
|
||
esac
|
||
}
|
||
|
||
# Post-successful-boot prompt (design §5): offer to pin the just-launched slug
|
||
# as the user's default for its model. Skipped when it is already the pin or on
|
||
# a non-interactive stdin.
|
||
maybe_offer_set_default() {
|
||
local slug="$1"
|
||
[[ -n "$slug" ]] || return 0
|
||
[[ -t 0 ]] || return 0
|
||
local model pin_key pin_value
|
||
model="$(python3 -c "import sys; sys.path.insert(0,'$ROOT_DIR'); from scripts.lib.profiles.compose_registry import model_of_slug; print(model_of_slug('$slug') or '')")"
|
||
[[ -n "$model" ]] || return 0
|
||
pin_key="$(model_pin_key "$model")"
|
||
pin_value="${!pin_key:-}"
|
||
[[ "$pin_value" == "$slug" ]] && return 0 # already pinned
|
||
local reply
|
||
read -rp "[launch] Make ${slug} your default for ${model}? [y/N]: " reply
|
||
case "${reply:-N}" in
|
||
y|Y|yes|YES)
|
||
bash "$SWITCH" --set-default "$slug" || true
|
||
;;
|
||
esac
|
||
}
|
||
|
||
no_fit_guidance() {
|
||
echo "[launch] Selected GPU budget: ${MIN_VRAM_GB} GB minimum per card." >&2
|
||
echo "" >&2
|
||
echo "No shipped model variant fits this GPU selection:" >&2
|
||
echo " Qwen 3.6 27B (INT4): needs >=20 GB" >&2
|
||
echo " Gemma 4 31B (INT4): needs >=32 GB single-card or 2x24 GB" >&2
|
||
echo "" >&2
|
||
echo "Your options:" >&2
|
||
echo " 1) Combine with another GPU." >&2
|
||
echo " 2) Try llama.cpp with a smaller GGUF. See docs/SINGLE_CARD.md#sub-16gb" >&2
|
||
echo " 3) Re-run with --gpus to pick a different card set." >&2
|
||
exit 2
|
||
}
|
||
|
||
gemma_single_24gb_guidance() {
|
||
echo "[launch] Selected: Gemma 4 31B on GPU ${SELECTED_GPU_CSV} (${MIN_VRAM_GB} GB)." >&2
|
||
echo "" >&2
|
||
echo "Gemma 4 31B does not fit on a single ${MIN_VRAM_GB} GB card today." >&2
|
||
echo "Reason: vLLM's Gemma 4 single-card path needs >=32 GB; use TP=2 on 2x24 GB." >&2
|
||
echo "" >&2
|
||
echo "Your options:" >&2
|
||
echo " 1) Re-run with --gpus 0,1 for TP=2 if you have two 24 GB cards." >&2
|
||
echo " 2) Use Qwen 3.6 27B for single-card: bash scripts/launch.sh --model qwen3.6-27b" >&2
|
||
exit 2
|
||
}
|
||
|
||
json_field() {
|
||
local field="$1"
|
||
python3 -c 'import json,sys; data=json.load(sys.stdin); print(data.get(sys.argv[1], ""))' "$field"
|
||
}
|
||
|
||
kv_projection() {
|
||
local variant="$1"
|
||
[[ "$SKIP_PROJECTION" -eq 0 ]] || return 0
|
||
local mapping="${LAUNCH_VARIANT_KVCALC[$variant]:-}"
|
||
if [[ -z "$mapping" || "$mapping" == "SKIP" ]]; then
|
||
echo "[launch] KV projection only available for vLLM variants today." >&2
|
||
return 0
|
||
fi
|
||
local kv_model="${mapping%%:*}" kv_compose="${mapping#*:}" kv_json status
|
||
if kv_json="$("${ROOT_DIR}/tools/kv-calc.py" --model "$kv_model" --compose "$kv_compose" --vram "$MIN_VRAM_GB" --tp "$TP_VALUE" --json 2>&1)"; then
|
||
status=0
|
||
else
|
||
status=$?
|
||
fi
|
||
if [[ "$kv_json" != \{* ]]; then
|
||
echo "[launch] WARN: kv-calc failed for ${variant}: ${kv_json}" >&2
|
||
return 0
|
||
fi
|
||
|
||
local verdict weights kv_pool activation overhead drafter total budget pct
|
||
verdict="$(json_field verdict <<< "$kv_json")"
|
||
weights="$(json_field weights_gb <<< "$kv_json")"
|
||
kv_pool="$(json_field kv_pool_actual_gb <<< "$kv_json")"
|
||
activation="$(json_field activation_gb <<< "$kv_json")"
|
||
overhead="$(json_field cudagraph_overhead_gb <<< "$kv_json")"
|
||
drafter="$(json_field drafter_gb <<< "$kv_json")"
|
||
total="$(json_field total_gb <<< "$kv_json")"
|
||
budget="$(json_field budget_gb <<< "$kv_json")"
|
||
pct="$(json_field pct_of_vram <<< "$kv_json")"
|
||
|
||
echo "" >&2
|
||
echo "[launch] Suggested: ${variant} ($(model_label "$MODEL_NAME") on GPU ${SELECTED_GPU_CSV}, TP=${TP_VALUE} PP=${PP_VALUE})" >&2
|
||
echo "" >&2
|
||
echo "VRAM budget — per card (~${MIN_VRAM_GB} GB):" >&2
|
||
printf " Weights/TP=%s: %.2f GB\n" "$TP_VALUE" "$weights" >&2
|
||
printf " KV pool: %.2f GB\n" "$kv_pool" >&2
|
||
printf " Activations: %.2f GB\n" "$activation" >&2
|
||
printf " Cudagraph + NCCL: %.2f GB\n" "$overhead" >&2
|
||
if python3 -c 'import sys; sys.exit(0 if float(sys.argv[1]) > 0.01 else 1)' "$drafter"; then
|
||
printf " Drafter: %.2f GB\n" "$drafter" >&2
|
||
fi
|
||
echo " --------------" >&2
|
||
printf " Predicted peak: %.2f GB %s (%.0f%% of %.2f GB engine budget)\n" "$total" "$verdict" "$pct" "$budget" >&2
|
||
if (( PP_VALUE > 1 )); then
|
||
echo " Note: PP is not modelled in projection; real per-card weights should be lower." >&2
|
||
fi
|
||
python3 -c 'import json,sys; data=json.load(sys.stdin); [print(" Note: " + n) for n in data.get("notes", [])]' <<< "$kv_json" >&2
|
||
if [[ "$verdict" == "FAIL" || "$status" -ne 0 ]]; then
|
||
echo "" >&2
|
||
echo "[launch] Projection says this variant will not fit. Pick another GPU set or model." >&2
|
||
exit 2
|
||
fi
|
||
}
|
||
|
||
validate_selected_variant() {
|
||
[[ "${#CARD_INDICES[@]}" -gt 0 ]] || return 0
|
||
[[ -n "$TP_VALUE" && -n "$PP_VALUE" ]] || return 0
|
||
[[ -x "$LAUNCH_PROFILE" || -f "$LAUNCH_PROFILE" ]] || {
|
||
echo "[launch] ERROR: profile launch helper missing: ${LAUNCH_PROFILE}" >&2
|
||
exit 2
|
||
}
|
||
|
||
local project_flag="--project-vram" nvlink_flag=()
|
||
[[ "$SKIP_PROJECTION" -eq 1 ]] && project_flag="--no-project-vram"
|
||
[[ "$(launch_nvlink_active)" == "1" ]] && nvlink_flag=(--nvlink-active)
|
||
|
||
local cmd=(
|
||
python3 "$LAUNCH_PROFILE" validate-variant
|
||
--variant "$VARIANT"
|
||
--gpu-spec "$(selected_gpu_profile_spec)"
|
||
--tp "$TP_VALUE"
|
||
--pp "$PP_VALUE"
|
||
"$project_flag"
|
||
)
|
||
[[ "$VERBOSE" -eq 1 ]] && cmd+=(--verbose)
|
||
cmd+=("${nvlink_flag[@]}")
|
||
|
||
"${cmd[@]}"
|
||
}
|
||
|
||
export_variant_engine_pin() {
|
||
local variant="$1" output line key value gpu_spec
|
||
[[ "$variant" == vllm/* || "$variant" == beellama/* ]] || return 0
|
||
# detected-GPU spec enables the #246 arch-aware env for pilot variants;
|
||
# empty (no selection yet / no nvidia-smi) -> pin exports only.
|
||
gpu_spec="$(selected_gpu_profile_spec 2>/dev/null || true)"
|
||
if ! output="$(python3 "$LAUNCH_PROFILE" resolve-variant-pin --variant "$variant" --format shell --gpu-spec "$gpu_spec" 2>&1)"; then
|
||
echo "$output" >&2
|
||
exit 2
|
||
fi
|
||
while IFS='=' read -r key value; do
|
||
[[ -n "$key" ]] || continue
|
||
case "$key" in
|
||
VLLM_NIGHTLY_SHA) export VLLM_NIGHTLY_SHA="$value" ;;
|
||
VLLM_IMAGE) export VLLM_IMAGE="$value" ;;
|
||
BEELLAMA_IMAGE) export BEELLAMA_IMAGE="$value" ;;
|
||
# #246 arch-aware env (pilot slugs; hardware-profile balanced default)
|
||
KV_CACHE_DTYPE)
|
||
export KV_CACHE_DTYPE="$value"
|
||
echo "[launch] arch-aware KV dtype: ${value} (hardware-profile default for detected GPUs — #246)" ;;
|
||
VLLM_ATTENTION_BACKEND) export VLLM_ATTENTION_BACKEND="$value" ;;
|
||
*) echo "[launch] ERROR: unexpected engine pin export: $key" >&2; exit 2 ;;
|
||
esac
|
||
done <<< "$output"
|
||
}
|
||
|
||
if [[ "$ESTATE_MODE" -eq 1 || -n "$ESTATE_FILE" ]]; then
|
||
if [[ "$ESTATE_MODE" -eq 1 ]]; then
|
||
_estate_cmd=(python3 "$ESTATE_HELPER" wizard)
|
||
[[ -n "$ESTATE_FILE" ]] && _estate_cmd+=(--file "$ESTATE_FILE")
|
||
[[ "$ESTATE_APPEND" -eq 1 ]] && _estate_cmd+=(--append)
|
||
[[ -n "$ESTATE_REPLACE" ]] && _estate_cmd+=(--replace "$ESTATE_REPLACE")
|
||
else
|
||
_estate_cmd=(python3 "$ESTATE_HELPER" boot --file "$ESTATE_FILE")
|
||
[[ -n "$ONLY_NAMES" ]] && _estate_cmd+=(--only "$ONLY_NAMES")
|
||
[[ "$PARALLEL_BOOT" -eq 1 ]] && _estate_cmd+=(--parallel)
|
||
[[ -n "$PARALLEL_JOBS" ]] && _estate_cmd+=(--parallel-jobs "$PARALLEL_JOBS")
|
||
[[ -n "$PARALLEL_STAGGER" ]] && _estate_cmd+=(--parallel-stagger "$PARALLEL_STAGGER")
|
||
fi
|
||
"${_estate_cmd[@]}"
|
||
exit $?
|
||
fi
|
||
|
||
if [[ "$TOPOLOGY_ONLY" -eq 1 ]]; then
|
||
print_topology_and_exit
|
||
fi
|
||
|
||
# --- wizard ---
|
||
if [[ -n "$VARIANT" ]]; then
|
||
VARIANT="$(resolve_launch_default_variant "$VARIANT")"
|
||
fi
|
||
|
||
# PR-B: bare `launch.sh` (no variant + no narrowing flags) → resolve a default
|
||
# without the full wizard. Fast-path a pin if one is set (§13.6), else the
|
||
# recommended-shortlist default (§13.3). Either may decline / not fire, in which
|
||
# case we fall through to the interactive wizard below. Any narrowing flag
|
||
# (--model/--engine/--workload/--gpus/--cards/--tp/--pp/--weights-variant/
|
||
# --stable/--drafter) keeps the explicit wizard path so it isn't surprising.
|
||
LAUNCH_BARE_INVOCATION=0
|
||
if [[ -z "$VARIANT" && -z "$MODEL_NAME" && -z "$ENGINE" && -z "$WORKLOAD_ID" \
|
||
&& -z "$GPU_ARG" && -z "$CARDS" && -z "$TP_OVERRIDE" && -z "$PP_OVERRIDE" \
|
||
&& -z "$WEIGHTS_VARIANT" && "$STABLE_ONLY" -eq 0 && "$DRAFTER_ID" == "__unset__" ]]; then
|
||
LAUNCH_BARE_INVOCATION=1
|
||
fi
|
||
if [[ -z "$VARIANT" && "$LAUNCH_BARE_INVOCATION" -eq 1 ]]; then
|
||
if try_pinned_fast_path; then
|
||
:
|
||
else
|
||
try_bare_launch_default || true
|
||
fi
|
||
fi
|
||
|
||
if [[ -z "$VARIANT" ]]; then
|
||
echo "" >&2
|
||
echo "club-3090 launcher — pick model, GPU set, and serving variant." >&2
|
||
echo "(Use --variant <name> next time to skip the wizard.)" >&2
|
||
choose_model
|
||
choose_gpus
|
||
print_topology_advisory
|
||
pick_parallelism
|
||
if [[ "$MODEL_NAME" == "gemma-4-31b" && "${#CARD_INDICES[@]}" -eq 1 && "$MIN_VRAM_GB" -lt 32 ]]; then
|
||
gemma_single_24gb_guidance
|
||
fi
|
||
|
||
profile_filter_candidates
|
||
[[ "${#CANDIDATE_VARIANTS[@]}" -gt 0 ]] || no_fit_guidance
|
||
|
||
VARIANT="$(suggest_default_variant)"
|
||
if [[ " ${CANDIDATE_VARIANTS[*]} " != *" ${VARIANT} "* ]]; then
|
||
VARIANT="${CANDIDATE_VARIANTS[0]}"
|
||
fi
|
||
echo "[launch] model: $(model_label "$MODEL_NAME")" >&2
|
||
if (( HET_VRAM_MIXED == 1 && TP_VALUE > 1 )); then
|
||
echo "[launch] Note: heterogeneous TP is bottlenecked by the smallest selected card (${MIN_VRAM_GB} GB)." >&2
|
||
fi
|
||
if (( PP_VALUE > 1 )) && [[ "$VARIANT" == vllm/* ]]; then
|
||
echo "[launch] WARN: PP + vLLM drafter/spec-decode paths are experimental on this stack." >&2
|
||
fi
|
||
kv_projection "$VARIANT"
|
||
validate_selected_variant
|
||
|
||
other_variants=()
|
||
for candidate in "${CANDIDATE_VARIANTS[@]}"; do
|
||
[[ "$candidate" == "$VARIANT" ]] && continue
|
||
other_variants+=("$candidate")
|
||
done
|
||
if [[ "${#other_variants[@]}" -gt 0 ]]; then
|
||
echo "[launch] Other variants that fit this selection: ${other_variants[*]}" >&2
|
||
fi
|
||
else
|
||
if [[ -n "$GPU_ARG" ]]; then
|
||
choose_gpus
|
||
fi
|
||
if [[ -n "$TP_OVERRIDE" || -n "$PP_OVERRIDE" ]]; then
|
||
if [[ "${#CARD_INDICES[@]}" -eq 0 ]]; then
|
||
TP_VALUE="${TP_OVERRIDE:-1}"
|
||
PP_VALUE="${PP_OVERRIDE:-1}"
|
||
else
|
||
MODEL_NAME="${LAUNCH_VARIANT_MODEL[$VARIANT]:-qwen3.6-27b}"
|
||
summarize_selected_vram >/dev/null
|
||
pick_parallelism
|
||
fi
|
||
fi
|
||
fi
|
||
|
||
# --- launch + verify ---
|
||
echo ""
|
||
echo "[launch] selected variant: ${VARIANT}"
|
||
# Surface the lifecycle health flag (PR-A) before handing off. The actual gate
|
||
# (caveats notice / (NA) → require --force) lives in switch.sh up_variant, which
|
||
# this script delegates to; this is just a heads-up so the user isn't surprised.
|
||
_launch_status="${LAUNCH_VARIANT_STATUS[$VARIANT]:-production}"
|
||
_launch_status_note="${LAUNCH_VARIANT_STATUS_NOTE[$VARIANT]:-}"
|
||
case "$_launch_status" in
|
||
production) ;;
|
||
caveats)
|
||
echo "[launch] NOTE: this is a ⚠️ production-with-caveats config.${_launch_status_note:+ ${_launch_status_note}}"
|
||
;;
|
||
*)
|
||
echo "[launch] WARNING: this is a (NA: ${_launch_status}) config — not a reliable path.${_launch_status_note:+ ${_launch_status_note}}"
|
||
echo "[launch] switch.sh will require --force (FORCE=1) to bring it up."
|
||
;;
|
||
esac
|
||
echo ""
|
||
if [[ -n "$SELECTED_GPU_CSV" ]]; then
|
||
export CUDA_VISIBLE_DEVICES="$SELECTED_GPU_CSV"
|
||
export NVIDIA_VISIBLE_DEVICES="$SELECTED_GPU_CSV"
|
||
fi
|
||
if [[ -n "$TP_VALUE" ]]; then
|
||
export TP="$TP_VALUE"
|
||
fi
|
||
if [[ -n "$PP_VALUE" ]]; then
|
||
export PP="$PP_VALUE"
|
||
fi
|
||
export_variant_engine_pin "$VARIANT"
|
||
"$SWITCH" "$VARIANT"
|
||
|
||
ENDPOINT_PORT="${PORT:-${LAUNCH_DEFAULT_PORT[$VARIANT]:-8020}}"
|
||
ENDPOINT_URL="http://localhost:${ENDPOINT_PORT}"
|
||
ENDPOINT_CONTAINER="${CONTAINER:-${LAUNCH_DEFAULT_CONTAINER[$VARIANT]:-vllm-qwen36-27b}}"
|
||
|
||
if [[ $SKIP_VERIFY -eq 1 ]]; then
|
||
echo "[launch] --no-verify — skipping verify-full.sh"
|
||
else
|
||
echo ""
|
||
echo "[launch] running verify-full.sh against the new server (URL=${ENDPOINT_URL}, CONTAINER=${ENDPOINT_CONTAINER})..."
|
||
echo ""
|
||
URL="$ENDPOINT_URL" CONTAINER="$ENDPOINT_CONTAINER" bash "$VERIFY" || {
|
||
echo ""
|
||
echo "[launch] some checks failed — see hints above. Common cases:"
|
||
echo " - 'reasoning field empty' on llama.cpp = expected (parser gap, not a bug)"
|
||
echo " - 'Genesis patches' / 'MTP acceptance' skipped on llama.cpp = expected (vLLM-only checks)"
|
||
exit 1
|
||
}
|
||
fi
|
||
|
||
echo ""
|
||
echo "[launch] done. Endpoint: ${ENDPOINT_URL}"
|
||
|
||
# PR-B (design §5): offer to pin this config as the user's default for its
|
||
# model, so a future bare `launch.sh` goes straight here. Interactive-only;
|
||
# skipped when it's already the pin.
|
||
maybe_offer_set_default "$VARIANT"
|
||
|
||
echo "[launch] sample request:"
|
||
echo " curl -sf ${ENDPOINT_URL}/v1/chat/completions \\"
|
||
echo " -H 'Content-Type: application/json' \\"
|
||
echo " -d '{\"model\":\"qwen3.6-27b\",\"messages\":[{\"role\":\"user\",\"content\":\"Capital of France?\"}],\"max_tokens\":200}'"
|
||
echo ""
|
||
echo "[launch] switch later with: bash scripts/switch.sh <variant>"
|
||
echo "[launch] list variants: bash scripts/switch.sh --list"
|
||
echo "[launch] pin your default: bash scripts/switch.sh --set-default <variant>"
|