v0.7.0 - Pre-flight launch validation (Test button on every model card)
validate.py:
- Builds the same args list a real swap would pass to 'vllm serve'
- SSHes into Spark 1 and runs vLLM's own argparse layer inside the running vllm_node container, WITHOUT initializing the engine
- Uses FlexibleArgumentParser (from vllm.utils.argparse_utils, with fallback to engine.arg_utils) + make_arg_parser — the exact same parser the 'vllm serve' CLI uses. Earlier attempt with bare argparse.ArgumentParser was too strict (rejected '--moe_backend' with underscore that the real CLI accepts via FlexibleArgumentParser's normalization)
- Returns structured {ok, stage, error, cmd_args, launch_cmd} so the UI can surface the exact failure cause
Endpoint: POST /api/swap/{key}/validate. Cheap (~5s), no engine init, no disruption to the currently-loaded model.
Frontend: 'Test' button on every model card, inline result below the action row (green check or red detailed error). Result stays visible until the user reloads or clicks Test again.
Catches: typos in flag names, deprecated/removed flags after a vLLM upgrade, type mismatches. Does NOT catch runtime-only failures (Mamba block-size assertion, OOM at load, kernel-compat). Ok=true is necessary-but-not-sufficient; ok=false is definitive 'don't bother running it'.
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"""Pre-flight validation of a proposed vLLM launch command.
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Runs vLLM's own argparse layer (EngineArgs) inside the vllm_node container WITHOUT
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starting the engine. Catches:
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* unknown flag names (typos)
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* bad types / values that argparse rejects
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* deprecated flags removed in the installed vLLM version
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Does NOT catch (these surface only during real engine init):
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* model-architecture-specific constraints (e.g. Qwen3.6 Mamba block_size)
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* OOM at weight-loading time
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* Triton / CUDA-kernel compatibility errors
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A pre-flight check that returns "ok" is therefore NOT a guarantee — but a
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"failed" verdict is a definitive 'don't bother with the real swap'.
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"""
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from __future__ import annotations
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import json
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import shlex
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from typing import Any
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from .config import Settings
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from .models import Catalog, build_launch_command
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from .ssh import ssh_run
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# Validates the proposed args against the same combined parser vLLM uses for
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# `vllm serve` (engine args + server args + frontend args). Returns one JSON
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# line on stdout: {"ok": true, ...} or {"ok": false, ...}.
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_VALIDATOR_SCRIPT = r"""
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import argparse, json, sys
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# Mirror what `vllm serve` does internally: FlexibleArgumentParser (which is
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# more lenient about dashes vs underscores) wrapped with make_arg_parser
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# (which adds engine + server + frontend args).
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parser = None
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try:
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# Newer vLLM path
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from vllm.utils.argparse_utils import FlexibleArgumentParser
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except Exception:
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try:
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# Older fallback
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from vllm.engine.arg_utils import FlexibleArgumentParser
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except Exception:
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FlexibleArgumentParser = argparse.ArgumentParser # type: ignore
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try:
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from vllm.entrypoints.openai.cli_args import make_arg_parser
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parser = make_arg_parser(FlexibleArgumentParser(add_help=False))
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except Exception:
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pass
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if parser is None:
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try:
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from vllm.engine.arg_utils import EngineArgs
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parser = FlexibleArgumentParser(add_help=False)
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EngineArgs.add_cli_args(parser)
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except Exception as e:
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print(json.dumps({"ok": False, "stage": "import", "error": f"{type(e).__name__}: {e}"}))
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sys.exit(0)
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class _ArgError(Exception):
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pass
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def _err(message):
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raise _ArgError(message)
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parser.error = _err # capture argparse errors instead of sys.exit(2)
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try:
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raw = sys.stdin.read()
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arglist = json.loads(raw)
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ns = parser.parse_args(arglist)
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print(json.dumps({"ok": True, "model": getattr(ns, "model", None)}))
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except _ArgError as e:
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print(json.dumps({"ok": False, "stage": "parse", "error": str(e)}))
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except SystemExit as e:
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print(json.dumps({"ok": False, "stage": "parse", "error": f"argparse exit {e.code}"}))
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except Exception as e:
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print(json.dumps({"ok": False, "stage": "parse", "error": f"{type(e).__name__}: {e}"}))
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"""
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def _vllm_arg_list(key: str, model_def, catalog: Catalog) -> list[str]:
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"""Reconstruct the args list passed to `vllm serve` (without the positional model)."""
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cmd = build_launch_command(key, model_def, catalog.defaults)
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# build_launch_command yields:
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# ./launch-cluster.sh [--solo] -d exec vllm serve <repo> <args...>
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# We just want the bits after `vllm serve <repo>`.
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tokens = shlex.split(cmd)
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if "serve" not in tokens:
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return []
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i = tokens.index("serve")
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after = tokens[i + 1 :] # repo, then args
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if not after:
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return []
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args = after[1:] # drop the repo
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# EngineArgs expects --model=REPO rather than positional, so prepend it.
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return [f"--model={after[0]}", *args]
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async def validate_launch(key: str, catalog: Catalog, settings: Settings) -> dict:
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if key not in catalog.models:
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return {"ok": False, "stage": "lookup", "error": f"unknown model: {key}"}
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if not settings.spark1_host or not settings.spark1_user:
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return {"ok": False, "stage": "config", "error": "spark1 not configured"}
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model = catalog.models[key]
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arg_list = _vllm_arg_list(key, model, catalog)
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if not arg_list:
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return {"ok": False, "stage": "build", "error": "failed to build args list"}
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payload = json.dumps(arg_list).replace("'", "'\\''")
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# Pipe the JSON args list to a here-doc Python invocation. The validator
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# reads from stdin to avoid shell-escaping the args themselves.
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cmd = (
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f"echo '{payload}' | docker exec -i vllm_node python3 -c "
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+ shlex.quote(_VALIDATOR_SCRIPT)
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)
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rc, out, err = await ssh_run(settings.spark1_host, settings.spark1_user, cmd, settings, timeout=20)
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if rc != 0 and not out.strip():
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return {
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"ok": False,
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"stage": "ssh",
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"error": err.strip() or f"rc={rc}",
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"cmd_args": arg_list,
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"launch_cmd": build_launch_command(key, model, catalog.defaults),
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}
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last = out.strip().splitlines()[-1] if out.strip() else ""
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try:
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result: dict[str, Any] = json.loads(last)
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except json.JSONDecodeError:
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result = {"ok": False, "stage": "decode", "error": "validator did not return JSON", "raw": out[-500:]}
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result["cmd_args"] = arg_list
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result["launch_cmd"] = build_launch_command(key, model, catalog.defaults)
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return result
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