> ## Documentation Index
> Fetch the complete documentation index at: https://docs.sglang.io/llms.txt
> Use this file to discover all available pages before exploring further.

# PPLX-Decider-v1-27B

> Deploy PPLX-Decider-v1-27B with SGLang. Perplexity's decision model, fine-tuned from Qwen3.8-27B, returns calibrated probabilities for choice, yes or no, and score questions on /v1/systemone, on one NVIDIA H200 or GB300 in BF16.

export const Playground = ({config}) => {
  if (!config) {
    return <div style={{
      padding: 12,
      color: "#b91c1c"
    }}>Playground: missing <code>config</code> prop</div>;
  }
  const DIMENSIONS = ["hw", ...(config.matchDims || [{
    id: "variant"
  }, {
    id: "quant"
  }, {
    id: "strategy"
  }, {
    id: "nodes"
  }]).map(d => d.id)];
  const optionVisible = (opt, sel) => typeof opt.showWhen !== "function" || opt.showWhen(sel);
  const optionDisabled = (opt, sel) => typeof opt.disabled === "function" ? opt.disabled(sel) : !!opt.disabled;
  const visibleOptions = (spec, sel) => (spec.options || []).filter(o => optionVisible(o, sel));
  const rowVisible = (spec, sel) => (typeof spec.showWhen !== "function" || spec.showWhen(sel)) && visibleOptions(spec, sel).length > 0;
  const overlayPick = sel => {
    const picked = [];
    for (const spec of config.overlayDims || []) {
      if (!rowVisible(spec, sel)) continue;
      const opt = (spec.options || []).find(o => o.id === sel[spec.id]);
      if (opt && !optionDisabled(opt, sel)) picked.push(opt);
    }
    return picked;
  };
  const overlayPart = (sel, key) => {
    const out = [];
    for (const opt of overlayPick(sel)) {
      const add = typeof opt[key] === "function" ? opt[key](sel) : opt[key];
      if (add) out.push(...add);
    }
    return out;
  };
  const overlayCompose = (cellFlags, sel) => {
    const strip = overlayPart(sel, "stripPrefixes");
    const add = overlayPart(sel, "flags");
    if (!strip.length) return [...cellFlags || [], ...add];
    const used = new Set();
    const replacementsFor = tok => {
      const out = [];
      add.forEach((f, i) => {
        if (used.has(i) || f.split(/[\s=]/)[0] !== tok) return;
        used.add(i);
        out.push(f);
      });
      return out;
    };
    const out = [];
    for (const f of cellFlags || []) {
      const tok = f.split(/[\s=]/)[0];
      if (!strip.includes(tok)) out.push(f); else out.push(...replacementsFor(tok));
    }
    add.forEach((f, i) => {
      if (!used.has(i)) out.push(f);
    });
    return out;
  };
  const withOverlay = (cell, sel) => cell && ({
    ...cell,
    flags: overlayCompose(cell.flags, sel),
    env: [...cell.env || [], ...overlayPart(sel, "env")]
  }) || cell;
  const STORAGE_KEY = "sglang-deploy-env";
  const DEPLOYMENT_COMPONENT_ID = "deployment-configurator";
  const pgFeatures = config.playgroundFeatures || ({});
  const PD_PORTS = {
    prefill: {
      serve: 30000,
      dist: 30335
    },
    decode: {
      serve: 30100,
      dist: 30435
    }
  };
  const findCell = (cells, sel) => {
    const cell = cells.find(c => DIMENSIONS.every(d => c.match[d] === sel[d]));
    return cell && typeof config.resolveRecipe === "function" ? config.resolveRecipe(cell, sel) : cell;
  };
  const findMatchingCell = (cells, sel, pgEnv, pgFlags) => {
    const fixedDims = DIMENSIONS.filter(d => d !== "strategy");
    const flagsEq = (a, b) => a.length === b.length && a.every((x, i) => x === b[i]);
    const envEq = (a, b) => {
      if (a.length !== b.length) return false;
      const set = new Set(a);
      for (const x of b) if (!set.has(x)) return false;
      return true;
    };
    for (const raw of cells) {
      const c = typeof config.resolveRecipe === "function" ? config.resolveRecipe(raw, {
        ...sel,
        ...raw.match
      }) : raw;
      if (fixedDims.some(d => c.match[d] !== sel[d])) continue;
      if (flagsEq(c.flags || [], pgFlags || []) && envEq(c.env || [], pgEnv || [])) {
        return c;
      }
    }
    return null;
  };
  const resolveModelName = sel => {
    const keys = [`${sel.hw}|${sel.variant}|${sel.quant}`, `${sel.variant}|${sel.quant}`, `${sel.hw}|${sel.quant}`, sel.quant, sel.hw, "default"];
    for (const k of keys) {
      const hit = config.modelNames[k];
      if (hit) return hit;
    }
    return "";
  };
  const interpolate = (text, env, modelName) => text.replace(/{{(\w+)}}/g, (_, key) => key === "MODEL_NAME" ? modelName : env[key] ?? `{{${key}}}`);
  const parseNnodes = id => {
    if (id === "single") return 1;
    const m = (/^multi-(\d+)$/).exec(id);
    return m ? parseInt(m[1], 10) : 1;
  };
  const placeholderDefaults = schema => {
    const out = {};
    for (const [k, v] of Object.entries(schema || ({}))) out[k] = v.default ?? "";
    return out;
  };
  const matchConstraint = (base, constraint) => {
    if (!constraint || typeof constraint !== "object") return false;
    const entries = Object.entries(constraint);
    if (entries.length === 0) return false;
    return entries.every(([k, vs]) => Array.isArray(vs) && vs.includes(base[k]));
  };
  const exclusiveGroupsFor = (axisId, base) => (config.playgroundExclusiveGroups || []).filter(group => group.axes.includes(axisId) && matchConstraint(base, group.when));
  const updateAxisDeltas = (deltas, axisId, next, base) => {
    const updated = {
      ...deltas,
      [axisId]: next
    };
    if (next?.enable === true) {
      for (const group of exclusiveGroupsFor(axisId, base)) {
        for (const peer of group.axes) {
          if (peer !== axisId && updated[peer]) {
            updated[peer] = {
              ...updated[peer],
              enable: false
            };
          }
        }
      }
    }
    return updated;
  };
  const backendEnv = (entry, base) => {
    if (!entry) return [];
    const override = (entry.envOverrides || []).find(r => matchConstraint(base, r.when));
    return override ? override.env || [] : entry.env || [];
  };
  const resolveRouter = (fc, sel) => {
    if (!fc || !fc.router) return null;
    const hit = (fc.routerOverrides || []).find(r => r && matchConstraint(sel, r.when));
    return hit ? {
      ...fc.router,
      ...hit
    } : fc.router;
  };
  const evaluateChip = (entry, base) => {
    if (entry === null || typeof entry !== "object") {
      return {
        value: entry,
        label: undefined,
        hidden: false,
        disabled: false,
        disableReason: ""
      };
    }
    const hidden = entry.hide ? matchConstraint(base, entry.hide) : false;
    let disabled = entry.disabled === true || entry.disable === true;
    let disableReason = typeof entry.disableReason === "function" ? entry.disableReason(base) : entry.disableReason || "";
    if (!disabled && entry.disable && typeof entry.disable === "object") {
      if (Array.isArray(entry.disable)) {
        for (const item of entry.disable) {
          const cond = item && item.when || item;
          if (matchConstraint(base, cond)) {
            disabled = true;
            if (item && item.reason) disableReason = item.reason;
            break;
          }
        }
      } else {
        disabled = matchConstraint(base, entry.disable);
      }
    }
    const labelOverride = (entry.labelWhen || []).find(l => l && l.when && matchConstraint(base, l.when));
    return {
      ...entry,
      value: entry.id !== undefined ? entry.id : entry.value,
      label: labelOverride ? labelOverride.label : entry.label,
      hidden,
      disabled,
      disableReason
    };
  };
  const findEntry = (entries, picked) => {
    for (const e of entries || []) {
      const v = e === null || typeof e !== "object" ? e : e.id !== undefined ? e.id : e.value;
      if (v === picked) return e;
    }
    return null;
  };
  const isHidden = (entries, picked, base) => {
    const e = findEntry(entries, picked);
    if (e === null || e === undefined) return false;
    return evaluateChip(e, base).hidden;
  };
  const stripFlagsByFirstToken = (flags, prefixes) => {
    const set = new Set(prefixes);
    return flags.filter(f => !set.has(f.split(/[\s=]/)[0]));
  };
  const stripEnvByPrefix = (envList, prefixes) => {
    if (!prefixes || !prefixes.length) return envList;
    const set = new Set(prefixes);
    return envList.filter(e => !set.has(e.split("=")[0]));
  };
  const insertBeforeTail = (flags, additions) => {
    const idx = flags.findIndex(f => f.startsWith("--host"));
    const at = idx === -1 ? flags.length : idx;
    const out = flags.slice();
    out.splice(at, 0, ...additions);
    return out;
  };
  const insertAfter = (flags, afterAnyOf, additions) => {
    let idx = -1;
    for (const anchor of afterAnyOf) {
      idx = flags.findIndex(f => f.split(/[\s=]/)[0] === anchor);
      if (idx !== -1) break;
    }
    if (idx === -1) idx = flags.findIndex(f => f.startsWith("--model-path"));
    const out = flags.slice();
    out.splice(idx + 1, 0, ...additions);
    return out;
  };
  const parseIntFlag = (flags, prefix) => {
    for (const f of flags || []) {
      if (f.split(/[\s=]/)[0] !== prefix) continue;
      const rest = f.slice(prefix.length).replace(/^[\s=]+/, "");
      const n = parseInt(rest, 10);
      if (!isNaN(n)) return n;
    }
    return null;
  };
  const hasFlag = (flags, name) => (flags || []).some(f => f.split(/[\s=]/)[0] === name);
  const findFlagArg = (flags, prefix) => {
    for (const f of flags || []) {
      if (f.split(/[\s=]/)[0] !== prefix) continue;
      const rest = f.slice(prefix.length).replace(/^[\s=]+/, "");
      return rest.length ? rest : null;
    }
    return null;
  };
  const TP_HEADS = ["--tp-size", "--tp", "--tensor-parallel-size"];
  const EP_HEADS = ["--ep-size", "--ep", "--expert-parallel-size"];
  const DP_HEADS = ["--dp-size", "--dp", "--data-parallel-size"];
  const ATTN_DP_HEADS = ["--attn-dp-size", "--attention-data-parallel-size"];
  const parseIntFlagAny = (flags, heads) => {
    for (const head of heads) {
      const n = parseIntFlag(flags, head);
      if (n !== null) return n;
    }
    return null;
  };
  const flagSpelling = (flags, heads, fallback) => heads.find(head => (flags || []).some(f => f.split(/[\s=]/)[0] === head)) || fallback;
  const dpAttnOnIn = flags => (parseIntFlagAny(flags, ATTN_DP_HEADS) ?? 1) > 1;
  const ANCHOR_NEAR_MODEL_PATH = ["--model-path"];
  const ANCHOR_NEAR_TP = ["--tp-size", "--tp", "--model-path"];
  const ANCHOR_NEAR_DP = ["--dp-size", "--dp", "--tp-size", "--tp", "--model-path"];
  const ANCHOR_NEAR_DPATTN = [...ATTN_DP_HEADS, "--dp-size", "--dp", "--tp-size", "--tp", "--model-path"];
  const ANCHOR_NEAR_MOE = ["--moe-a2a-backend", "--moe-runner-backend", ...ATTN_DP_HEADS, "--dp-size", "--dp", "--tp-size", "--tp", "--model-path"];
  const helpers = {
    matchConstraint,
    evaluateChip,
    findEntry,
    isHidden,
    stripFlagsByFirstToken,
    stripEnvByPrefix,
    insertBeforeTail,
    insertAfter,
    parseIntFlag,
    hasFlag,
    findFlagArg,
    TP_HEADS,
    EP_HEADS,
    DP_HEADS,
    ATTN_DP_HEADS,
    parseIntFlagAny,
    flagSpelling,
    dpAttnOnIn,
    ANCHOR_NEAR_MODEL_PATH,
    ANCHOR_NEAR_TP,
    ANCHOR_NEAR_DP,
    ANCHOR_NEAR_DPATTN,
    ANCHOR_NEAR_MOE
  };
  const HICACHE_HEADS = ["--enable-hierarchical-cache", "--hicache-ratio", "--hicache-size", "--hicache-write-policy", "--hicache-mem-layout", "--hicache-io-backend", "--hicache-storage-backend", "--hicache-storage-prefetch-policy", "--hicache-storage-backend-extra-config"];
  const umbpRoleOverride = (fc, sel, h) => (fc.roleOverrides || []).find(r => r && sel && r.mode === sel.pdMode && (!r.when || h.matchConstraint(sel, r.when)));
  const CP_ENABLE_HEADS = ["--enable-prefill-cp", "--enable-nsa-prefill-context-parallel", "--enable-dsa-prefill-context-parallel", "--enable-prefill-context-parallel"];
  const CP_MODE_HEADS = ["--nsa-prefill-cp-mode", "--dsa-prefill-cp-mode", "--prefill-cp-mode"];
  const CP_OWNED_HEADS = [...CP_ENABLE_HEADS, ...CP_MODE_HEADS, "--cp-strategy", "--attn-cp-size"];
  const CP_MODE_TO_STRATEGY = {
    "in-seq-split": "zigzag",
    "round-robin-split": "interleave"
  };
  const cpEnabledIn = flags => CP_ENABLE_HEADS.some(head => hasFlag(flags, head));
  const bakedCpStrategy = flags => findFlagArg(flags, "--cp-strategy") || CP_MODE_TO_STRATEGY[findFlagArg(flags, "--nsa-prefill-cp-mode")] || CP_MODE_TO_STRATEGY[findFlagArg(flags, "--dsa-prefill-cp-mode")] || CP_MODE_TO_STRATEGY[findFlagArg(flags, "--prefill-cp-mode")] || null;
  const AXIS_HANDLERS = {
    attention: {
      initState: () => ({
        tp: null,
        cp: null,
        cpStrategy: null,
        dpAttn: null
      }),
      deriveFromBase: (cell, fc, h) => {
        const flags = cell && cell.flags || [];
        const dpVal = h.parseIntFlagAny(flags, h.ATTN_DP_HEADS);
        const dpAttn = dpVal !== null ? dpVal : false;
        const cpSize = h.parseIntFlag(flags, "--attn-cp-size");
        return {
          tp: h.parseIntFlagAny(flags, h.TP_HEADS),
          cp: cpEnabledIn(flags) ? cpSize !== null ? cpSize : 2 : null,
          cpStrategy: bakedCpStrategy(flags),
          dpAttn
        };
      },
      apply: ({flags, env, value, fc, sel, h}) => {
        const knobEntry = id => (fc.knobs || []).find(k => k.id === id) || ({});
        const factsNow = () => ({
          ...sel || ({}),
          dpAttnOn: h.dpAttnOnIn(flags),
          cpOn: cpEnabledIn(flags),
          cpStrategy: bakedCpStrategy(flags) || "interleave",
          effTp: h.parseIntFlagAny(flags, h.TP_HEADS)
        });
        const cpSizeTargetNow = () => {
          if (knobEntry("cp").freeSize) return null;
          const dpIntent = value.dpAttn !== null && value.dpAttn !== undefined ? value.dpAttn : h.parseIntFlagAny(flags, h.ATTN_DP_HEADS) ?? false;
          if (typeof dpIntent === "number" && dpIntent > 1) return null;
          return h.parseIntFlagAny(flags, h.TP_HEADS);
        };
        const blocked = (id, v) => {
          const facts = factsNow();
          const kc = h.evaluateChip(knobEntry(id), facts);
          if (kc.hidden || kc.disabled) return true;
          if (id === "cp" && typeof v === "number" && v > 1) {
            const target = cpSizeTargetNow();
            if (target !== null && v !== target) return true;
          }
          const e = h.findEntry(knobEntry(id).values || [], v);
          return !!(e !== null && e !== undefined && h.evaluateChip(e, facts).disabled);
        };
        if (value.tp !== null && !blocked("tp", value.tp)) {
          const tpHead = h.flagSpelling(flags, h.TP_HEADS, "--tp");
          flags = h.stripFlagsByFirstToken(flags, h.TP_HEADS);
          flags = h.insertAfter(flags, h.ANCHOR_NEAR_MODEL_PATH, [`${tpHead} ${value.tp}`]);
        }
        const cpStrategyOverride = value.cpStrategy && !blocked("cpStrategy", value.cpStrategy) ? value.cpStrategy : null;
        const cpPick = value.cp !== null ? value.cp : cpStrategyOverride && cpEnabledIn(flags) ? h.parseIntFlag(flags, "--attn-cp-size") ?? 2 : null;
        const cpStrategyPick = cpStrategyOverride || bakedCpStrategy(flags) || "interleave";
        if (cpPick !== null && !blocked("cp", cpPick)) {
          flags = h.stripFlagsByFirstToken(flags, CP_OWNED_HEADS);
          if (cpPick > 1) {
            flags = h.insertAfter(flags, h.ANCHOR_NEAR_DPATTN, [`--attn-cp-size ${cpPick}`, "--enable-prefill-cp", `--cp-strategy ${cpStrategyPick}`]);
          }
        }
        const dpForced = (knobEntry("dpAttn").forceOff || []).find(r => r && h.matchConstraint(factsNow(), r.when));
        if (dpForced) {
          flags = h.stripFlagsByFirstToken(flags, [...h.ATTN_DP_HEADS, "--enable-dp-attention-local-control-broadcast"]);
          const stripEnv = dpForced.stripEnv || [];
          if (stripEnv.length) {
            env = env.filter(e => !stripEnv.includes(e.split("=")[0]));
          }
        } else if (value.dpAttn !== null && value.dpAttn !== undefined && !blocked("dpAttn", value.dpAttn)) {
          const dpHead = h.flagSpelling(flags, h.ATTN_DP_HEADS, "--attn-dp-size");
          const hadLocalBroadcast = h.hasFlag(flags, "--enable-dp-attention-local-control-broadcast");
          flags = h.stripFlagsByFirstToken(flags, [...h.ATTN_DP_HEADS, "--enable-dp-attention-local-control-broadcast"]);
          if (typeof value.dpAttn === "number" && value.dpAttn > 0) {
            flags = h.insertAfter(flags, h.ANCHOR_NEAR_TP, [`${dpHead} ${value.dpAttn}`, ...hadLocalBroadcast ? ["--enable-dp-attention-local-control-broadcast"] : []]);
          }
        }
        return {
          flags,
          env
        };
      },
      render: ({axisId, value, setValue, fc, base, s, h, renderSelect, derived}) => {
        const knobs = fc.knobs || [];
        if (!knobs.length) return null;
        const setKnob = (k, v) => setValue({
          ...value,
          [k]: v
        });
        const labelFor = knob => c => {
          if (c.label !== undefined) return c.label;
          if (knob.id === "dpAttn") {
            const labelMap = knob.labels || ({
              "auto": "Auto",
              "false": "Off"
            });
            const k = c.value === null ? "auto" : String(c.value);
            return labelMap[k] || k;
          }
          return c.value === null ? "Auto" : String(c.value);
        };
        const knobDisplay = knob => {
          const v = value[knob.id];
          if (v !== null && v !== undefined) return v;
          if (derived && derived[knob.id] !== undefined) return derived[knob.id];
          return null;
        };
        const hideNullFor = knob => {
          const d = derived ? derived[knob.id] : null;
          return d !== null && d !== undefined ? [null] : [];
        };
        const entriesFor = knob => {
          const vals = knob.values || [null];
          if (knob.id !== "cp" || knob.freeSize) return vals;
          const target = base.cpSizeTarget;
          if (target === null || target === undefined) return vals;
          return vals.map(entry => {
            const v = entry === null || typeof entry !== "object" ? entry : entry.id !== undefined ? entry.id : entry.value;
            if (typeof v !== "number" || v <= 1 || v === target) return entry;
            const wrapped = entry === null || typeof entry !== "object" ? {
              value: entry
            } : {
              ...entry
            };
            return {
              ...wrapped,
              disabled: true,
              disableReason: `SGLang derives the prefill-CP size as attn_cp_size = TP / DP-Attention (= ${target} here), so only that size can be enabled.`
            };
          });
        };
        return <div key={axisId} style={s.card}>
            <div style={s.compactRow}>
              <span style={s.axisTitle}>Attention</span>
              {knobs.map(knob => {
          const kc = h.evaluateChip(knob, base);
          if (kc.hidden) return null;
          const forced = (knob.forceOff || []).find(r => r && h.matchConstraint(base, r.when));
          return <span key={knob.id} style={s.field}>
                    <span style={s.fieldLabel}>{knob.label || knob.id.toUpperCase()}</span>
                    {renderSelect(forced ? false : knobDisplay(knob), entriesFor(knob), nv => setKnob(knob.id, nv), base, labelFor(knob), {
            hideValues: hideNullFor(knob),
            disabled: kc.disabled || !!forced,
            disabledReason: forced ? forced.reason : kc.disableReason
          })}
                  </span>;
        })}
            </div>
          </div>;
      }
    },
    moe: {
      initState: () => ({
        backend: null,
        ep: null,
        mmQuant: null
      }),
      deriveFromBase: (cell, fc, h) => {
        const flags = cell && cell.flags || [];
        const a2a = h.findFlagArg(flags, "--moe-a2a-backend");
        const runner = h.findFlagArg(flags, "--moe-runner-backend");
        const w4a4 = h.hasFlag(flags, "--enable-w4a4-mxfp4-megamoe");
        return {
          backend: a2a || runner || null,
          ep: h.parseIntFlagAny(flags, h.EP_HEADS),
          mmQuant: w4a4 ? "w4a4" : "w4a8"
        };
      },
      apply: ({flags, env, value, fc, sel, h, derived}) => {
        if (value.backend !== null) {
          flags = h.stripFlagsByFirstToken(flags, ["--moe-a2a-backend", "--moe-runner-backend"]);
          const backendEnvKeys = [];
          for (const o of fc.backend?.options || []) {
            const allEnv = [...o.env || [], ...(o.envOverrides || []).flatMap(r => r.env || [])];
            for (const e of allEnv) backendEnvKeys.push(e.split("=")[0]);
          }
          if (backendEnvKeys.length) env = h.stripEnvByPrefix(env, backendEnvKeys);
          const opt = (fc.backend?.options || []).find(o => o.id === value.backend);
          if (opt?.flags?.length) {
            flags = h.insertAfter(flags, h.ANCHOR_NEAR_DPATTN, opt.flags);
          }
          const selectedEnv = backendEnv(opt, sel);
          if (selectedEnv.length && (!opt.envWhen || h.matchConstraint(sel, opt.envWhen))) {
            env = [...env, ...selectedEnv];
          }
        }
        const mq = fc.megamoeQuant;
        const mqActive = !!mq && !(mq.hideHw || []).includes(sel && sel.hw);
        if (mq) {
          const quantKeys = [];
          const quantFlagHeads = [];
          for (const o of mq.options || []) {
            for (const e of o.env || []) quantKeys.push(e.split("=")[0]);
            for (const f of o.flags || []) quantFlagHeads.push(f.split(/[\s=]/)[0]);
          }
          flags = h.stripFlagsByFirstToken(flags, quantFlagHeads);
          const effBackend = value.backend !== null ? value.backend : derived && derived.backend;
          if (effBackend === "megamoe" && mqActive) {
            env = h.stripEnvByPrefix(env, [...mq.stripEnv || [], ...quantKeys]);
            const quant = value.mmQuant != null ? value.mmQuant : derived && derived.mmQuant || "w4a8";
            const opt = (mq.options || []).find(o => o.id === quant);
            if (opt?.flags?.length) {
              flags = h.insertAfter(flags, h.ANCHOR_NEAR_MOE, opt.flags);
            }
            if (opt?.env?.length) env = [...env, ...opt.env];
          } else if (value.backend !== null) {
            env = h.stripEnvByPrefix(env, quantKeys);
          }
        }
        if (value.ep !== null) {
          const epHead = h.flagSpelling(flags, h.EP_HEADS, "--ep");
          flags = h.stripFlagsByFirstToken(flags, h.EP_HEADS);
          if (value.ep > 1) {
            flags = h.insertAfter(flags, h.ANCHOR_NEAR_MOE, [`${epHead} ${value.ep}`]);
          }
        }
        return {
          flags,
          env
        };
      },
      render: ({axisId, value, setValue, fc, base, s, renderSelect, derived}) => {
        if (!fc.backend && !fc.ep) return null;
        const setSlot = (k, v) => setValue({
          ...value,
          [k]: v
        });
        const slotDisplay = k => {
          const v = value[k];
          if (v !== null && v !== undefined) return v;
          if (derived && derived[k] !== undefined) return derived[k];
          return null;
        };
        const hideNull = k => {
          const d = derived ? derived[k] : null;
          return d !== null && d !== undefined ? [null] : [];
        };
        const mmOpt = (fc.backend?.options || []).find(o => o.id === "megamoe");
        const mmAvail = !!mmOpt && (!mmOpt.requiresHw || mmOpt.requiresHw.includes(base.hw)) && (!mmOpt.excludesStrategy || !mmOpt.excludesStrategy.includes(base.strategy));
        const backendIsMega = slotDisplay("backend") === "megamoe";
        const epShown = !!fc.ep && !(typeof fc.ep.showWhen === "function" && !fc.ep.showWhen(base));
        return <div key={axisId} style={s.card}>
            <div style={s.compactRow}>
              <span style={s.axisTitle}>MoE</span>
              {fc.backend && <span style={s.field}>
                  <span style={s.fieldLabel}>Backend</span>
                  {renderSelect(slotDisplay("backend"), fc.backend.options || [], v => setSlot("backend", v), base, undefined, {
          hideValues: [...hideNull("backend"), ...mmAvail ? [] : ["megamoe"]]
        })}
                </span>}
              {fc.megamoeQuant && backendIsMega && !(fc.megamoeQuant.hideHw || []).includes(base.hw) && <span style={s.field}>
                  <span style={s.fieldLabel}>Quantization</span>
                  {renderSelect(value.mmQuant != null ? value.mmQuant : derived && derived.mmQuant || "w4a8", fc.megamoeQuant.options || [], v => setSlot("mmQuant", v), base)}
                </span>}
              {epShown && <span style={s.field}>
                  <span style={s.fieldLabel}>{fc.ep.label || "EP"}</span>
                  {renderSelect(slotDisplay("ep"), fc.ep.values || [null], v => setSlot("ep", v), base, undefined, {
          hideValues: hideNull("ep")
        })}
                </span>}
            </div>
          </div>;
      }
    },
    parsers: {
      initState: fc => {
        const out = {};
        for (const item of fc.items || []) out[item.id] = null;
        return out;
      },
      deriveFromBase: (cell, fc, h) => {
        const flags = cell && cell.flags || [];
        const out = {};
        for (const item of fc.items || []) {
          const prefix = item.flag.split(/[\s=]/)[0];
          out[item.id] = h.hasFlag(flags, prefix);
        }
        return out;
      },
      apply: ({flags, env, value, fc, h, derived}) => {
        const items = fc.items || [];
        const eff = {};
        const baseOf = {};
        for (const item of items) {
          baseOf[item.id] = derived ? !!derived[item.id] : false;
          const v = value[item.id];
          eff[item.id] = v === null || v === undefined ? baseOf[item.id] : v;
        }
        const anyOverride = items.some(it => eff[it.id] !== baseOf[it.id]);
        if (!anyOverride) return {
          flags,
          env
        };
        flags = h.stripFlagsByFirstToken(flags, ["--reasoning-parser", "--tool-call-parser"]);
        const adds = [];
        for (const item of items) {
          if (eff[item.id]) adds.push(item.flag);
        }
        if (adds.length) flags = h.insertBeforeTail(flags, adds);
        return {
          flags,
          env
        };
      },
      render: ({axisId, value, setValue, fc, base, s, h, renderChip, derived}) => {
        const visible = (fc.items || []).map(item => ({
          item,
          c: h.evaluateChip(item, base)
        })).filter(({c}) => !c.hidden);
        if (visible.length === 0) return null;
        const effOn = id => {
          const v = value[id];
          if (v !== null && v !== undefined) return v;
          if (derived && derived[id] !== undefined) return derived[id];
          return false;
        };
        return <div key={axisId} style={s.card}>
            <div style={s.compactRow}>
              <span style={s.axisTitle}>Parsers</span>
              {visible.map(({item, c}) => <span key={item.id} style={s.field}>
                  {renderChip(item.label, effOn(item.id), true, () => setValue({
          ...value,
          [item.id]: !effOn(item.id)
        }), {
          disabled: c.disabled,
          disabledReason: c.disableReason
        })}
                </span>)}
            </div>
          </div>;
      }
    },
    speculative: {
      initState: () => "current",
      deriveFromBase: (cell, fc) => {
        const flags = cell && cell.flags || [];
        const baseSpec = flags.filter(f => {
          const head = f.split(/[\s=]/)[0];
          return head === "--speculative-algorithm" || head === "--speculative-num-steps" || head === "--speculative-eagle-topk" || head === "--speculative-num-draft-tokens" || head === "--speculative-adaptive" || head === "--speculative-dspark-block-size" || head === "--enable-linear-replayssm-spec" || head === "--linear-replayssm-cache-len" || head === "--speculative-ngram-max-bfs-breadth";
        });
        if (baseSpec.length === 0) return "off";
        for (const opt of fc.options || []) {
          if (!opt.flags || opt.flags.length !== baseSpec.length) continue;
          const ok = opt.flags.every(pf => baseSpec.includes(pf));
          if (ok) return opt.id;
        }
        if (!cell.pd) return "current";
        const algorithm = flags.find(f => f.startsWith("--speculative-algorithm "));
        const algorithmOnly = (fc.options || []).find(opt => opt.flags && opt.flags.length === 1 && opt.flags[0] === algorithm);
        return algorithmOnly ? algorithmOnly.id : "current";
      },
      apply: ({flags, env, value, fc, sel, h, derived}) => {
        if (value === "current") return {
          flags,
          env
        };
        if (derived && value === derived) return {
          flags,
          env
        };
        const picked = (fc.options || []).find(p => p.id === value);
        if (picked && h.evaluateChip(picked, {
          ...sel,
          dpAttnOn: h.dpAttnOnIn(flags)
        }).disabled) {
          return {
            flags,
            env
          };
        }
        flags = flags.filter(flag => {
          const head = flag.split(/[\s=]/)[0];
          return !head.startsWith("--speculative-") && !["--enable-linear-replayssm-spec", "--linear-replayssm-cache-len"].includes(head);
        });
        const preset = (fc.options || []).find(p => p.id === value);
        if (preset?.flags?.length) flags = h.insertBeforeTail(flags, preset.flags);
        return {
          flags,
          env
        };
      },
      render: ({axisId, value, setValue, fc, base, s, h, renderChip, derived}) => {
        const opts = fc.options || [];
        if (!opts.length) return null;
        const display = value !== "current" ? value : derived ? derived : "current";
        const hideCurrent = !!(derived && derived !== "current");
        const visible = opts.map(opt => h.evaluateChip(opt, base)).filter(c => !c.hidden && !(hideCurrent && c.value === "current"));
        if (visible.length === 0) return null;
        const note = (visible.find(c => c.value === display) || ({})).note;
        return <div key={axisId} style={s.card}>
            <div style={s.compactRow}>
              <span style={s.axisTitle}>Speculative</span>
              {visible.map(c => <span key={c.value} style={s.field}>
                  {renderChip(c.label, display, c.value, () => setValue(c.value), {
          disabled: c.disabled,
          disabledReason: c.disableReason
        })}
                </span>)}
            </div>
            {note && <div style={s.axisNote}>{note}</div>}
          </div>;
      }
    },
    pdDisagg: {
      initState: (fc, base) => {
        const visible = entries => (entries || []).filter(e => e && !(e.hide && base && matchConstraint(base, e.hide)));
        const pick = entries => (entries || []).find(e => e && e.defaultWhen && base && matchConstraint(base, e.defaultWhen));
        const backends = visible(fc && fc.transferBackends);
        const cell = findCell(config.cells, base || ({}));
        return {
          mode: cell && cell.pd ? cell.pdMode : "off",
          transferBackend: (pick(backends) || backends[0] || ({})).id || "mooncake",
          ibDevice: (pick(visible(fc && fc.ibDevices)) || ({})).id || "auto"
        };
      },
      apply: ({flags, env, value, sel, fc, h}) => {
        const cell = findCell(config.cells, sel);
        if (cell && cell.pd) {
          const replace = (head, arg) => {
            const line = arg ? `${head} ${arg}` : null;
            const present = flags.some(f => f.split(/[\s=]/)[0] === head);
            flags = flags.flatMap(f => f.split(/[\s=]/)[0] === head ? line ? [line] : [] : [f]);
            if (!present && line) flags = h.insertBeforeTail(flags, [line]);
          };
          replace("--disaggregation-transfer-backend", value.transferBackend);
          replace("--disaggregation-ib-device", value.ibDevice === "auto" ? null : value.ibDevice);
          return {
            flags,
            env
          };
        }
        const bootstrapPort = h.findFlagArg(flags, "--disaggregation-bootstrap-port");
        flags = h.stripFlagsByFirstToken(flags, ["--disaggregation-mode", "--disaggregation-transfer-backend", "--disaggregation-ib-device", "--disaggregation-bootstrap-port"]);
        const backends = fc.transferBackends || [];
        const mode = (fc.modes || []).length ? value.mode : sel && sel.pdMode || "off";
        if (mode === "prefill" || mode === "decode") {
          const specAlgorithm = (h.findFlagArg(flags, "--speculative-algorithm") || "").toUpperCase();
          if ((fc.incompatibleSpeculativeAlgorithms || []).includes(specAlgorithm)) {
            flags = flags.filter(flag => !flag.split(/[\s=]/)[0].startsWith("--speculative-"));
          }
          const backend = value.transferBackend || (backends[0] || ({})).id || "mooncake";
          const adds = [`--disaggregation-mode ${mode}`, `--disaggregation-transfer-backend ${backend}`];
          if (bootstrapPort) {
            adds.push(`--disaggregation-bootstrap-port ${bootstrapPort}`);
          }
          if (value.ibDevice && value.ibDevice !== "auto") {
            adds.push(`--disaggregation-ib-device ${value.ibDevice}`);
          }
          const modeMeta = (fc.modes || []).find(m => m.id === mode);
          const roleOverride = (fc.roleOverrides || []).find(r => r && r.mode === mode && r.when && h.matchConstraint(sel, r.when));
          const roleSpec = roleOverride || modeMeta;
          const modeGate = roleOverride ? null : modeMeta && modeMeta.when;
          const modeOk = !modeGate || Object.keys(modeGate).every(k => (modeGate[k] || []).includes(sel[k]));
          if (modeOk && roleSpec && roleSpec.flags && roleSpec.flags.length) {
            const byHead = new Map();
            for (const f of roleSpec.flags) {
              const t = f.split(/[\s=]/)[0];
              if (!byHead.has(t)) byHead.set(t, []);
              byHead.get(t).push(f);
            }
            const consumed = new Set();
            const next = [];
            for (const f of flags) {
              const t = f.split(/[\s=]/)[0];
              if (!byHead.has(t)) {
                next.push(f);
                continue;
              }
              if (consumed.has(t)) continue;
              consumed.add(t);
              for (const r of byHead.get(t)) next.push(r);
            }
            flags = next;
            for (const [t, fs] of byHead) {
              if (!consumed.has(t)) adds.push(...fs);
            }
          }
          if (modeOk && roleSpec && roleSpec.stripFlags && roleSpec.stripFlags.length) {
            flags = h.stripFlagsByFirstToken(flags, roleSpec.stripFlags);
          }
          flags = h.insertBeforeTail(flags, adds);
          const servePort = PD_PORTS[mode].serve;
          flags = flags.map(f => f.split(/[\s=]/)[0] === "--port" ? `--port ${servePort}` : f);
          if (modeOk && roleSpec && roleSpec.stripEnv && roleSpec.stripEnv.length) {
            env = h.stripEnvByPrefix(env, roleSpec.stripEnv);
          }
          const meta = backends.find(b => b.id === backend);
          const selectedEnv = backendEnv(meta, sel);
          if (meta && selectedEnv.length) {
            const gate = meta.envWhen;
            const ok = !gate || Object.keys(gate).every(k => (gate[k] || []).includes(sel[k]));
            if (ok) env = [...env, ...selectedEnv.filter(e => !env.includes(e))];
          }
          if (modeOk && roleSpec && roleSpec.env && roleSpec.env.length) {
            env = [...env, ...roleSpec.env.filter(e => !env.includes(e))];
          }
        }
        return {
          flags,
          env
        };
      },
      getRenderHints: (value, fc, context) => {
        const specAlgorithm = (context.h.findFlagArg(context.flags, "--speculative-algorithm") || "").toUpperCase();
        if ((fc.incompatibleSpeculativeAlgorithms || []).includes(specAlgorithm)) {
          return null;
        }
        const cell = findCell(config.cells, context.sel);
        const mode = cell && cell.pd ? cell.pdMode : value.mode;
        if (mode === "prefill" || mode === "decode") {
          return {
            pdMode: mode
          };
        }
        return null;
      },
      render: ({axisId, value, setValue, fc, base, s, h, renderSelect}) => {
        const setSlot = (k, v) => setValue({
          ...value,
          [k]: v
        });
        const showModes = (fc.modes || []).length > 0 && !findCell(config.cells, base)?.pd;
        const showBackends = (fc.transferBackends || []).length > 0;
        const showIb = (fc.ibDevices || []).length > 0;
        if (!showModes && !showBackends && !showIb) return null;
        const note = (fc.notes || []).find(n => n && (!n.mode || [].concat(n.mode).includes(value.mode)) && h.matchConstraint(base, n.when));
        return <div key={axisId} style={s.card}>
            <div style={s.compactRow}>
              <span style={s.axisTitle}>PD Disagg</span>
              {showModes && <span style={s.field}>
                  <span style={s.fieldLabel}>Mode</span>
                  {renderSelect(value.mode, fc.modes, v => setSlot("mode", v), base)}
                </span>}
              {showBackends && <span style={s.field}>
                  <span style={s.fieldLabel}>Transfer Backend</span>
                  {renderSelect(value.transferBackend, fc.transferBackends, v => setSlot("transferBackend", v), base)}
                </span>}
              {showIb && <span style={s.field}>
                  <span style={s.fieldLabel}>IB Device</span>
                  {renderSelect(value.ibDevice, fc.ibDevices, v => setSlot("ibDevice", v), base)}
                </span>}
            </div>
            {note && <div style={s.axisNote}>{note.text}</div>}
          </div>;
      }
    },
    hisparse: {
      initState: fc => ({
        enable: false,
        hostRatio: fc && fc.defaultHostRatio || null
      }),
      apply: ({flags, env, value, fc, h}) => {
        const ownedHeads = ["--enable-hisparse", "--hisparse-config", ...(fc.requiredFlags || []).map(f => f.split(/\s/)[0])];
        flags = h.stripFlagsByFirstToken(flags, ownedHeads);
        const isDecode = flags.includes("--disaggregation-mode decode");
        if (value.enable && isDecode) {
          const ratio = value.hostRatio !== null && value.hostRatio !== undefined ? value.hostRatio : fc.defaultHostRatio || 10;
          const cfg = {
            ...fc.config || ({}),
            host_to_device_ratio: ratio
          };
          const adds = [...fc.requiredFlags || [], "--enable-hisparse", `--hisparse-config '${JSON.stringify(cfg)}'`];
          flags = h.insertBeforeTail(flags, adds);
        }
        return {
          flags,
          env
        };
      },
      render: ({axisId, value, setValue, fc, base, s, renderChip, renderSelect}) => {
        if (base.pdMode !== "decode") return null;
        const setSlot = (k, v) => setValue({
          ...value,
          [k]: v
        });
        const hasRatios = (fc.hostRatios || []).length > 0;
        return <div key={axisId} style={s.card}>
            <div style={s.compactRow}>
              <span style={s.axisTitle}>HiSparse</span>
              {typeof fc.showWhen !== "function" && <span style={s.field}>
                  {renderChip("Enable", value.enable, true, () => setSlot("enable", !value.enable))}
                </span>}
              {hasRatios && <span style={s.field}>
                  <span style={s.fieldLabel}>Host ratio</span>
                  {renderSelect(value.hostRatio, fc.hostRatios, v => setSlot("hostRatio", v), base)}
                </span>}
            </div>
          </div>;
      }
    },
    hicache: {
      initState: () => ({
        enable: null,
        backend: null,
        writePolicy: "auto"
      }),
      deriveFromBase: (cell, fc, h) => {
        const flags = cell && cell.flags || [];
        return {
          enable: h.hasFlag(flags, "--enable-hierarchical-cache"),
          backend: h.findFlagArg(flags, "--hicache-storage-backend"),
          writePolicy: h.findFlagArg(flags, "--hicache-write-policy") || "auto"
        };
      },
      apply: ({flags, env, value, fc, sel, h, derived}) => {
        if (fc.excludesHw && sel && fc.excludesHw.includes(sel.hw)) return {
          flags,
          env
        };
        if (typeof fc.showWhen === "function") {
          const set = (name, val) => {
            flags = h.stripFlagsByFirstToken(flags, [name]);
            if (val) flags = h.insertBeforeTail(flags, [`${name} ${val}`]);
          };
          if (value.backend) set("--hicache-storage-backend", value.backend);
          if (value.writePolicy && value.writePolicy !== "auto") {
            set("--hicache-write-policy", value.writePolicy);
          }
          return {
            flags,
            env
          };
        }
        const hasOverride = value.enable !== null || value.backend !== null || value.writePolicy && value.writePolicy !== "auto";
        if (!hasOverride) return {
          flags,
          env
        };
        const backendOptions = fc.backends || [];
        const ownedHeads = [...HICACHE_HEADS, ...(fc.requiredFlags || []).map(f => f.split(/\s/)[0]), ...backendOptions.flatMap(o => (o.flags || []).map(f => f.split(/\s/)[0]))];
        const ownedEnvKeys = [...fc.requiredEnv || [], ...backendOptions.flatMap(o => o.env || [])].map(e => e.split("=")[0]);
        flags = h.stripFlagsByFirstToken(flags, ownedHeads);
        if (ownedEnvKeys.length) env = h.stripEnvByPrefix(env, ownedEnvKeys);
        const enabled = value.enable !== null ? value.enable : !!(derived && derived.enable);
        const backend = value.backend !== null ? value.backend : derived && derived.backend || fc.defaultBackend || null;
        if (enabled) {
          const isAmd = sel && (/^mi\d/).test(sel.hw);
          const pdMode = h.findFlagArg(flags, "--disaggregation-mode") || "off";
          const pdBackend = h.findFlagArg(flags, "--disaggregation-transfer-backend");
          const roleOverride = (fc.roleOverrides || []).find(item => {
            if (!item || item.mode !== pdMode) return false;
            if (item.transferBackend && item.transferBackend !== pdBackend) return false;
            return !item.when || h.matchConstraint(sel, item.when);
          });
          const amdIo = roleOverride || isAmd && fc.amdIo;
          const ratio = amdIo && amdIo.ratio || 2;
          const useAmdIo = isAmd && amdIo;
          const adds = ["--enable-hierarchical-cache", `--hicache-ratio ${ratio}`];
          if (!useAmdIo) {
            adds.push("--hicache-size 0");
          }
          if (useAmdIo) {
            adds.push(`--hicache-mem-layout ${amdIo.memLayout}`, `--hicache-io-backend ${amdIo.ioBackend}`);
          } else if (backend) {
            adds.push("--hicache-mem-layout page_first_direct", "--hicache-io-backend direct");
          }
          const writePolicy = value.writePolicy && value.writePolicy !== "auto" ? value.writePolicy : amdIo && amdIo.writePolicy || "write_through";
          adds.push(`--hicache-write-policy ${writePolicy}`);
          if (isAmd && fc.amdStorageFileOnly ? backend === "file" : !!backend) {
            adds.push(`--hicache-storage-backend ${backend}`, `--hicache-storage-prefetch-policy ${amdIo && amdIo.prefetchPolicy || "wait_complete"}`);
          } else if (amdIo && amdIo.prefetchPolicy) {
            adds.push(`--hicache-storage-prefetch-policy ${amdIo.prefetchPolicy}`);
          }
          const backendOption = backendOptions.find(o => o.id === backend);
          adds.push(...backendOption?.flags || [], ...fc.requiredFlags || []);
          flags = h.insertBeforeTail(flags, adds);
          env = [...env, ...backendOption?.env || [], ...fc.requiredEnv || []];
        }
        return {
          flags,
          env
        };
      },
      render: ({axisId, value, setValue, fc, base, s, renderChip, renderSelect, derived}) => {
        if (fc.excludesHw && fc.excludesHw.includes(base.hw)) return null;
        const setSlot = (k, v) => setValue({
          ...value,
          [k]: v
        });
        const hasBackends = (fc.backends || []).length > 0;
        const hasPolicies = (fc.writePolicies || []).length > 0;
        const enabled = value.enable !== null ? value.enable : !!(derived && derived.enable);
        const hasAutoBackend = (fc.backends || []).some(o => o.id === null);
        const backend = value.backend !== null ? value.backend : hasAutoBackend ? null : derived && derived.backend || fc.defaultBackend || null;
        const writePolicy = value.writePolicy !== "auto" ? value.writePolicy : derived && derived.writePolicy || "auto";
        return <div key={axisId} style={s.card}>
            <div style={s.compactRow}>
              <span style={s.axisTitle}>HiCache</span>
              {typeof fc.showWhen !== "function" && <span style={s.field}>
                  {renderChip("Enable", enabled, true, () => setSlot("enable", !enabled))}
                </span>}
              {hasBackends && <span style={s.field}>
                  <span style={s.fieldLabel}>Storage</span>
                  {renderSelect(backend, fc.backends, v => setSlot("backend", v), base)}
                </span>}
              {hasPolicies && <span style={s.field}>
                  <span style={s.fieldLabel}>Write</span>
                  {renderSelect(writePolicy, fc.writePolicies, v => setSlot("writePolicy", v), base)}
                </span>}
            </div>
          </div>;
      }
    },
    umbp: {
      initState: () => ({
        enable: null,
        backend: null
      }),
      deriveFromBase: (cell, fc, h) => {
        const flags = cell && cell.flags || [];
        return {
          enable: h.hasFlag(flags, "--enable-unified-cache-external-linker"),
          backend: h.findFlagArg(flags, "--unified-cache-external-linker-backend")
        };
      },
      apply: ({flags, env, value, fc, sel, h, derived}) => {
        const roleOverride = umbpRoleOverride(fc, sel, h);
        const inherited = derived && derived.enable && findCell(config.cells, sel)?.pd;
        const ownsOptimisticPrefill = inherited || exclusiveGroupsFor("umbp", sel).length > 0;
        if (inherited && value.enable !== false && (value.backend === null || value.backend === derived.backend) && h.hasFlag(flags, "--enable-unified-cache-external-linker") && !h.hasFlag(flags, "--enable-hierarchical-cache")) return {
          flags,
          env
        };
        const linkerConfig = h.findFlagArg(flags, "--hicache-storage-backend-extra-config");
        const optimisticPrefill = h.findFlagArg(flags, "--optimistic-prefill-attempts");
        const ownedHeads = [...inherited ? ["--hicache-storage-backend-extra-config"] : [], ...ownsOptimisticPrefill ? ["--optimistic-prefill-attempts"] : [], "--enable-unified-cache-external-linker", "--unified-cache-external-linker-backend", ...(fc.requiredFlags || []).map(f => f.split(/\s/)[0])];
        flags = h.stripFlagsByFirstToken(flags, ownedHeads);
        const ownedEnv = [...fc.requiredEnv || [], ...roleOverride && roleOverride.env || []];
        const standalone = env.find(e => e.startsWith("UMBP_STANDALONE_ADDRESS="));
        if (inherited && standalone) ownedEnv.push(standalone);
        if (ownedEnv.length) {
          env = h.stripEnvByPrefix(env, ownedEnv.map(e => e.split("=")[0]));
        }
        const enabled = value.enable !== null ? value.enable : roleOverride ? !!roleOverride.enable : !!(derived && derived.enable);
        if (!enabled) return {
          flags,
          env
        };
        if (fc.onlyHw && sel && !fc.onlyHw.includes(sel.hw)) return {
          flags,
          env
        };
        if (fc.requiresDpAttention && !(roleOverride && roleOverride.allowTp) && !h.dpAttnOnIn(flags)) {
          return {
            flags,
            env
          };
        }
        flags = h.stripFlagsByFirstToken(flags, HICACHE_HEADS);
        const backend = value.backend || derived && derived.backend || fc.defaultBackend || "mori";
        flags = h.insertBeforeTail(flags, ["--enable-unified-cache-external-linker", `--unified-cache-external-linker-backend ${backend}`, ...fc.requiredFlags || [], ...roleOverride && roleOverride.flags || [], ...ownsOptimisticPrefill && optimisticPrefill ? [`--optimistic-prefill-attempts ${optimisticPrefill}`] : [], ...inherited && backend === "mori" && linkerConfig ? [`--hicache-storage-backend-extra-config ${linkerConfig}`] : []]);
        const extraEnv = [...fc.requiredEnv || [], ...roleOverride && roleOverride.env || []];
        if (inherited && backend === "mori" && standalone) extraEnv.push(standalone);
        env = [...env, ...extraEnv.filter(e => !env.includes(e))];
        return {
          flags,
          env
        };
      },
      render: ({axisId, value, setValue, fc, base, s, h, renderChip, renderSelect, derived}) => {
        if (fc.onlyHw && !fc.onlyHw.includes(base.hw)) return null;
        const setSlot = (k, v) => setValue({
          ...value,
          [k]: v
        });
        const roleOverride = umbpRoleOverride(fc, base, h);
        const enabled = value.enable !== null ? value.enable : roleOverride ? !!roleOverride.enable : !!(derived && derived.enable);
        const needsDp = !!fc.requiresDpAttention && !base.dpAttnOn && !(roleOverride && roleOverride.allowTp);
        const backend = value.backend !== null ? value.backend : derived && derived.backend || fc.defaultBackend || "mori";
        return <div key={axisId} style={s.card}>
            <div style={s.compactRow}>
              {}
              <span style={s.axisTitle}>Unified Cache External Linker</span>
              <span style={s.field}>
                {renderChip("Enable", enabled, true, () => setSlot("enable", !enabled), {
          disabled: needsDp,
          disabledReason: needsDp ? "Needs DP Attention — the linker keyspace is per DP rank, so under pure TP the store holds one copy per TP rank." : ""
        })}
              </span>
              {(fc.backends || []).length > 0 && <span style={s.field}>
                  <span style={s.fieldLabel}>Backend</span>
                  {renderSelect(backend, fc.backends, v => setSlot("backend", v), base)}
                </span>}
            </div>
            {enabled && !needsDp && roleOverride && roleOverride.note && <div style={s.axisNote}>{roleOverride.note}</div>}
          </div>;
      }
    },
    flagSelects: {
      initState: (fc, base) => {
        const out = {};
        for (const spec of fc || []) {
          const d = typeof spec.default === "function" ? spec.default(base) : spec.default;
          out[spec.id] = d ?? null;
        }
        return out;
      },
      deriveFromBase: (cell, fc) => {
        const flags = cell && cell.flags || [];
        const out = {};
        for (const spec of fc || []) {
          const prefixes = spec.stripPrefixes || [];
          const fam = flags.filter(f => prefixes.includes(f.split(/[\s=]/)[0]));
          let hit = null;
          for (const opt of spec.options || []) {
            if (typeof opt.flags === "function") continue;
            const of = opt.flags || [];
            if (of.length === fam.length && of.every(x => fam.includes(x))) {
              hit = opt.id;
              break;
            }
          }
          out[spec.id] = hit;
        }
        return out;
      },
      apply: ({flags, env, value, fc, sel, h, derived}) => {
        const evalBase = {
          ...sel || ({}),
          dpAttnOn: h.dpAttnOnIn(flags),
          pdMode: h.findFlagArg(flags, "--disaggregation-mode") || "off"
        };
        for (const spec of fc || []) {
          if (typeof spec.showWhen === "function" && !spec.showWhen(sel, value, derived)) continue;
          const v = value ? value[spec.id] : null;
          if (v === null || v === undefined) continue;
          const d = derived ? derived[spec.id] : null;
          if (v === d) continue;
          const opt = (spec.options || []).find(o => o.id === v);
          if (!opt) continue;
          if (h.evaluateChip(opt, evalBase).disabled) continue;
          const optFlags = typeof opt.flags === "function" ? opt.flags(value, evalBase) : opt.flags || [];
          if (optFlags === null) continue;
          const strip = new Set(spec.stripPrefixes || []);
          const byTok = new Map();
          for (const f of optFlags) {
            const t = f.split(/[\s=]/)[0];
            if (!byTok.has(t)) byTok.set(t, []);
            byTok.get(t).push(f);
          }
          const consumed = new Set();
          const next = [];
          for (const f of flags) {
            const t = f.split(/[\s=]/)[0];
            if (byTok.has(t)) {
              if (!consumed.has(t)) {
                next.push(...byTok.get(t));
                consumed.add(t);
              }
            } else if (!strip.has(t)) {
              next.push(f);
            }
          }
          const fresh = [];
          for (const [t, fs] of byTok) {
            if (!consumed.has(t)) fresh.push(...fs);
          }
          flags = fresh.length ? h.insertBeforeTail(next, fresh) : next;
          const envKeys = [...spec.stripEnv || []];
          for (const o of spec.options || []) {
            for (const e of o.env || []) envKeys.push(e.split("=")[0]);
          }
          if (envKeys.length) env = h.stripEnvByPrefix(env, envKeys);
          if (opt.env && opt.env.length) env = [...env, ...opt.env];
        }
        return {
          flags,
          env
        };
      },
      render: ({axisId, value, setValue, fc, base, s, h, renderChip, derived}) => {
        const cards = [];
        for (const spec of fc || []) {
          if (typeof spec.showWhen === "function" && !spec.showWhen(base, value, derived)) continue;
          const opts = (spec.options || []).map(o => h.evaluateChip(o, base)).filter(c => !c.hidden);
          if (!opts.length) continue;
          const explicit = value ? value[spec.id] : null;
          const display = explicit !== null && explicit !== undefined ? explicit : derived ? derived[spec.id] : null;
          if (spec.control === "slider") {
            const idx = Math.max(0, opts.findIndex(c => c.value === display));
            const cur = opts[idx];
            cards.push(<div key={`${axisId}-${spec.id}`} style={s.card}>
                <div style={s.compactRow}>
                  <span style={s.axisTitle}>{spec.title}</span>
                  <input type="range" min={0} max={opts.length - 1} step={1} value={idx} onChange={e => setValue({
              ...value,
              [spec.id]: opts[Number(e.target.value)].value
            })} style={{
              flex: 1,
              minWidth: "120px",
              accentColor: "#D45D44"
            }} />
                  <span style={{
              ...s.axisTitle,
              minWidth: "24px",
              textAlign: "right"
            }}>
                    {cur ? cur.label : "-"}
                  </span>
                </div>
              </div>);
            continue;
          }
          cards.push(<div key={`${axisId}-${spec.id}`} style={s.card}>
              <div style={s.compactRow}>
                <span style={s.axisTitle}>{spec.title}</span>
                {opts.map(c => <span key={c.value} style={s.field}>
                    {renderChip(c.label, display, c.value, () => setValue({
            ...value,
            [spec.id]: c.value
          }), {
            disabled: c.disabled,
            disabledReason: c.disableReason
          })}
                  </span>)}
              </div>
            </div>);
        }
        return cards.length ? cards : null;
      }
    }
  };
  const applyAllDeltas = (baseFlags, baseEnv, allDeltas, sel, derivedMap) => {
    let flags = [...baseFlags];
    let env = [...baseEnv || []];
    let pdMode = null;
    const pdFc = pgFeatures.pdDisagg;
    const pdDelta = allDeltas.pdDisagg;
    const resolvedCell = findCell(config.cells, sel);
    const pdRoleSel = resolvedCell && resolvedCell.pd ? resolvedCell.pdMode : pdFc && (pdFc.modes || []).length && pdDelta ? pdDelta.mode : sel && sel.pdMode || "off";
    for (const [axisId, handler] of Object.entries(AXIS_HANDLERS)) {
      const fc = pgFeatures[axisId];
      if (!fc) continue;
      const value = allDeltas[axisId];
      if (value === undefined) continue;
      const derived = derivedMap ? derivedMap[axisId] : null;
      const specAlgorithm = (findFlagArg(flags, "--speculative-algorithm") || "").toUpperCase() || null;
      const liveSel = {
        ...sel,
        specAlgorithm,
        pdMode: pdRoleSel,
        workerNnodes: resolvedCell?.nnodes ?? parseNnodes(sel.nodes)
      };
      const out = handler.apply({
        flags,
        env,
        value,
        fc,
        sel: liveSel,
        h: helpers,
        derived
      });
      flags = out.flags;
      env = out.env;
      if (handler.getRenderHints) {
        const hints = handler.getRenderHints(value, fc, {
          flags,
          env,
          sel: liveSel,
          h: helpers
        }) || ({});
        if (hints.pdMode) pdMode = hints.pdMode;
      }
    }
    return {
      flags,
      env,
      pdMode
    };
  };
  const renderCommandLines = (cell, flags, cellEnv, sel, envValues, pdMode = null, mode = "python") => {
    const modelName = resolveModelName(sel);
    if (cell.pd && cell.commands) return interpolate(cell.commands[mode] || cell.commands.python, envValues, modelName);
    pdMode = cell.pd ? cell.pdMode : pdMode;
    let f = [...flags];
    const nnodesFlag = f.find(x => x.split(/[\s=]/)[0] === "--nnodes");
    const nnodesMatch = nnodesFlag && (/^--nnodes(?:\s+|=)(\d+)$/).exec(nnodesFlag.trim());
    const baseNnodes = cell && cell.pd ? cell.nnodes || 1 : sel.nodes !== undefined ? parseNnodes(sel.nodes) : cell && cell.nnodes || 1;
    const nnodes = nnodesMatch ? parseInt(nnodesMatch[1], 10) : baseNnodes;
    const multinode = nnodes > 1;
    if (multinode && !f.some(x => x.startsWith("--nnodes"))) {
      const PARALLELISM_ANCHORS = [...ATTN_DP_HEADS, "--dp-size", "--dp", "--tp-size", "--tp"];
      let at = -1;
      for (const anchor of PARALLELISM_ANCHORS) {
        at = f.findIndex(x => x.split(/[\s=]/)[0] === anchor);
        if (at !== -1) break;
      }
      if (at === -1) at = f.findIndex(x => x.startsWith("--model-path"));
      const distPort = pdMode && PD_PORTS[pdMode] ? PD_PORTS[pdMode].dist : 20000;
      f.splice(at + 1, 0, `--nnodes ${nnodes}`, `--node-rank {{NODE_RANK}}`, `--dist-init-addr {{NODE0_IP}}:${distPort}`);
    }
    let cmd;
    if (mode === "docker") {
      const di = config.dockerImages || ({});
      const image = cell.pd && cell.dockerImage || di[`${sel.hw}|${sel.variant}|${sel.quant}`] || di[`${sel.variant}|${sel.quant}`] || di[`${sel.hw}|${sel.quant}|${sel.strategy}`] || di[`${sel.hw}|${sel.quant}`] || di[sel.hw] || "lmsysorg/sglang:dev";
      const dockerRunCommand = typeof config.dockerRunCommand === "function" ? config.dockerRunCommand(sel) : config.dockerRunCommand || "sglang serve";
      const portFlag = f.find(x => x.split(/[\s=]/)[0] === "--port");
      const servePort = portFlag ? portFlag.slice(("--port").length).trim() : "{{PORT}}";
      const hostNetwork = multinode || pdMode || typeof config.dockerHostNetworkWhen === "function" && config.dockerHostNetworkWhen(sel, {
        flags: f,
        env: cellEnv
      });
      const AMD_RDMA_DOCKER_FLAGS = ["--device /dev/infiniband", "--cap-add IPC_LOCK", "--ulimit memlock=-1", "--ulimit stack=67108864", "--ulimit nofile=1048576:1048576"];
      const HW_MULTINODE_DOCKER_FLAGS = {
        "dgx-spark": ["--ulimit memlock=-1:-1", "--cap-add IPC_LOCK", "--device /dev/infiniband"],
        mi300x: AMD_RDMA_DOCKER_FLAGS,
        mi325x: AMD_RDMA_DOCKER_FLAGS,
        mi350x: AMD_RDMA_DOCKER_FLAGS,
        mi355x: AMD_RDMA_DOCKER_FLAGS
      };
      const fabricFlags = HW_MULTINODE_DOCKER_FLAGS[sel.hw] || [];
      const isAmdHw = (/^mi\d/).test(sel.hw || "");
      const HW_NPU_DEVICES = {
        a3: 16,
        a5: 8
      };
      const npuDevices = HW_NPU_DEVICES[sel.hw];
      const davinciLines = devices => {
        const lines = [];
        for (let i = 0; i < devices; i += 4) {
          const group = [];
          for (let k = i; k < Math.min(i + 4, devices); k++) {
            group.push(`--device=/dev/davinci${k}`);
          }
          lines.push("  " + group.join(" "));
        }
        return lines;
      };
      const dockerLines = [...isAmdHw ? ["docker run", "  --device=/dev/kfd --device=/dev/dri", "  --group-add video", "  --cap-add=SYS_PTRACE --security-opt seccomp=unconfined", "  --shm-size 32g"] : npuDevices ? ["docker run --privileged --shm-size=16g", ...davinciLines(npuDevices), "  --device=/dev/davinci_manager", "  --device=/dev/hisi_hdc", "  -v /usr/local/sbin:/usr/local/sbin", "  -v /usr/local/Ascend/driver:/usr/local/Ascend/driver", "  -v /usr/local/Ascend/firmware:/usr/local/Ascend/firmware", "  -v /etc/ascend_install.info:/etc/ascend_install.info", "  -v /var/queue_schedule:/var/queue_schedule", "  -v ~/.cache/:/root/.cache/"] : ["docker run --gpus all", "  --shm-size 32g"], hostNetwork ? "  --network host" : `  -p ${servePort}:${servePort}`, ...multinode || pdMode ? fabricFlags.map(x => "  " + x) : [], ...npuDevices ? [] : ["  -v ~/.cache/huggingface:/root/.cache/huggingface"], ...[...config.dockerMounts || [], ...cell.pd ? cell.dockerMounts || [] : []].map(mount => `  -v ${mount}`), `  --env "HF_TOKEN={{HF_TOKEN}}"`, ...cellEnv.map(e => `  --env ${e}`), "  --ipc=host", `  ${image}`, `  ${dockerRunCommand}`, ...f.map(x => "    " + x)];
      cmd = dockerLines.join(" \\\n");
    } else {
      const flagBlock = f.map(x => "  " + x).join(" \\\n");
      const envBlock = cellEnv.length ? cellEnv.join(" \\\n") + " \\\n" : "";
      cmd = `${envBlock}sglang serve \\\n${flagBlock}`;
    }
    const cellHints = (cell.pd ? cell.hints || [] : []).filter(() => f.some(x => x === "--enable-unified-cache-external-linker"));
    if (cellHints.length) cmd = cellHints.map(line => "# " + line).join("\n") + "\n" + cmd;
    if (multinode && config.multiNodeHints && config.multiNodeHints[sel.hw]) {
      const hint = config.multiNodeHints[sel.hw].map(line => line.length ? "# " + line : "#").join("\n");
      cmd = `${hint}\n${cmd}`;
    }
    cmd = interpolate(cmd, envValues, modelName);
    if (multinode) {
      const header = `# Multi-node (${nnodes} nodes). Run the same command on every node with:\n` + `#   <node-rank> = 0 on the head node, 1..${nnodes - 1} on the others\n` + `#   <node0-ip>  = IP of the head node (reachable from all others)`;
      cmd = `${header}\n${cmd}`;
    }
    if (!cell.pd && (pdMode === "prefill" || pdMode === "decode")) {
      const sibling = pdMode === "prefill" ? "decode" : "prefill";
      const routerCfg = resolveRouter(config.playgroundFeatures && config.playgroundFeatures.pdDisagg, sel);
      const routerPort = routerCfg && routerCfg.port || 8000;
      const routerLine = routerCfg ? `# then front BOTH with the Router shown below.\n` + `# Client traffic (cURL) targets the router (:${routerPort}), not this role server.` : `# then front BOTH with a router; client traffic targets the router, not this role server.`;
      const hicacheCfg = config.playgroundFeatures && config.playgroundFeatures.hicache;
      const pdBackend = findFlagArg(f, "--disaggregation-transfer-backend");
      const hicacheEnabled = f.some(x => x === "--enable-hierarchical-cache");
      const hicacheNotice = hicacheEnabled && hicacheCfg ? (hicacheCfg.notices || []).find(item => {
        if (!item || item.mode !== pdMode) return false;
        if (item.transferBackend && item.transferBackend !== pdBackend) return false;
        return !item.when || matchConstraint(sel, item.when);
      }) : null;
      const noticeLine = hicacheNotice && hicacheNotice.text ? `# Note: ${hicacheNotice.text}\n` : "";
      const banner = `# === PD Disaggregation: ${pdMode.toUpperCase()} role ===\n` + noticeLine + `# Runs the ${pdMode} server. Also run the ${sibling} role on its peer host,\n` + routerLine;
      cmd = `${banner}\n${cmd}`;
    }
    return cmd;
  };
  const computeDiff = (baseStr, pgStr) => {
    const a = baseStr.split("\n");
    const b = pgStr.split("\n");
    const m = a.length, n = b.length;
    const dp = Array(m + 1).fill(null).map(() => new Array(n + 1).fill(0));
    for (let i = 1; i <= m; i++) {
      for (let j = 1; j <= n; j++) {
        if (a[i - 1] === b[j - 1]) dp[i][j] = dp[i - 1][j - 1] + 1; else dp[i][j] = Math.max(dp[i - 1][j], dp[i][j - 1]);
      }
    }
    const out = [];
    let i = m, j = n;
    while (i > 0 || j > 0) {
      if (i > 0 && j > 0 && a[i - 1] === b[j - 1]) {
        out.unshift({
          line: a[i - 1],
          kind: "unchanged"
        });
        i--;
        j--;
      } else if (j > 0 && (i === 0 || dp[i][j - 1] >= dp[i - 1][j])) {
        out.unshift({
          line: b[j - 1],
          kind: "added"
        });
        j--;
      } else {
        out.unshift({
          line: a[i - 1],
          kind: "removed"
        });
        i--;
      }
    }
    return out;
  };
  const serializeCell = (sel, env, flags) => {
    const matchEntries = [`hw: ${JSON.stringify(sel.hw)}`, `variant: ${JSON.stringify(sel.variant)}`, `quant: ${JSON.stringify(sel.quant)}`, `strategy: ${JSON.stringify(sel.strategy)}`, `nodes: ${JSON.stringify(sel.nodes)}`].join(", ");
    const fmtList = items => {
      if (!items || items.length === 0) return "[]";
      const lines = items.map(s => `        ${JSON.stringify(s)},`).join("\n");
      return `[\n${lines}\n      ]`;
    };
    return ["    {", `      match: { ${matchEntries} },`, "      verified: true,", `      env: ${fmtList(env)},`, `      flags: ${fmtList(flags)},`, "    },"].join("\n");
  };
  const buildSubmitUrl = (sel, fields) => {
    const gh = config.github || ({});
    const owner = gh.owner || "sgl-project";
    const repo = gh.repo || "sglang";
    const tmpl = gh.issueTemplate || "3-playground-verified-cell.yml";
    const cookbookModel = gh.cookbookModel || "deepseek-ai/deepseek-v4";
    const combo = `${sel.hw} / ${sel.variant} / ${sel.quant} / ${sel.strategy} / ${sel.nodes}`;
    const params = new URLSearchParams({
      template: tmpl,
      title: `[Playground] Verified cell: ${combo}`,
      model: cookbookModel,
      combination: combo,
      "cell-snippet": fields.cellSnippet || "",
      "existing-cell": fields.existingCell || "",
      "sglang-version": fields.sglangVersion || "",
      "bench-result": fields.benchResult || "",
      notes: fields.notes || ""
    });
    return `https://github.com/${owner}/${repo}/issues/new?${params.toString()}`;
  };
  const makeStyles = isDark => ({
    container: {
      maxWidth: "900px",
      margin: "0 auto",
      display: "flex",
      flexDirection: "column",
      gap: "6px"
    },
    card: {
      padding: "6px 10px",
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      borderLeft: `3px solid ${isDark ? "#FDBA74" : "#FB923C"}`,
      borderRadius: "4px",
      background: isDark ? "#1f2937" : "#fff"
    },
    cardStack: {
      display: "flex",
      flexDirection: "column",
      gap: "6px"
    },
    baseStrip: {
      padding: "8px 12px",
      borderRadius: "4px",
      background: isDark ? "#064e3b" : "#d1fae5",
      color: isDark ? "#a7f3d0" : "#065f46",
      fontSize: "12px",
      display: "flex",
      alignItems: "center",
      gap: "10px"
    },
    title: {
      fontSize: "13px",
      fontWeight: "600",
      color: isDark ? "#e5e7eb" : "inherit",
      marginBottom: "8px"
    },
    compactRow: {
      display: "flex",
      flexWrap: "wrap",
      alignItems: "center",
      gap: "10px",
      rowGap: "4px"
    },
    axisTitle: {
      fontSize: "12px",
      fontWeight: 700,
      color: isDark ? "#FDBA74" : "#C2410C",
      letterSpacing: "0.02em",
      minWidth: "100px",
      flexShrink: 0
    },
    field: {
      display: "inline-flex",
      alignItems: "center",
      gap: "4px"
    },
    fieldLabel: {
      fontSize: "11px",
      fontWeight: 500,
      color: isDark ? "#9ca3af" : "#6b7280"
    },
    select: {
      padding: "2px 6px",
      border: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`,
      borderRadius: "3px",
      fontSize: "12px",
      background: isDark ? "#111827" : "#fff",
      color: isDark ? "#e5e7eb" : "#111827",
      cursor: "pointer",
      lineHeight: "1.4"
    },
    rowFlex: {
      display: "flex",
      flexWrap: "wrap",
      gap: "6px",
      alignItems: "center",
      flex: 1
    },
    subRow: {
      display: "flex",
      alignItems: "center",
      gap: "10px"
    },
    subLabel: {
      fontSize: "11px",
      fontWeight: 600,
      color: isDark ? "#9ca3af" : "#6b7280",
      minWidth: "96px",
      flexShrink: 0,
      letterSpacing: "0.02em"
    },
    chipRow: {
      display: "flex",
      flexWrap: "wrap",
      gap: "6px",
      flex: 1
    },
    chip: {
      padding: "3px 9px",
      border: `1px solid ${isDark ? "#9ca3af" : "#d1d5db"}`,
      borderRadius: "3px",
      cursor: "pointer",
      fontSize: "12px",
      userSelect: "none",
      background: isDark ? "#374151" : "#fff",
      color: isDark ? "#e5e7eb" : "inherit",
      textAlign: "center"
    },
    chipChecked: {
      background: "#D45D44",
      color: "white",
      borderColor: "#D45D44"
    },
    chipDisabled: {
      cursor: "not-allowed",
      opacity: 0.4
    },
    commandWrap: {
      position: "relative",
      background: isDark ? "#111827" : "#f5f5f5",
      borderRadius: "6px",
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      overflow: "hidden"
    },
    commandHeader: {
      display: "flex",
      flexWrap: "wrap",
      justifyContent: "space-between",
      alignItems: "center",
      gap: "6px 10px",
      padding: "6px 10px",
      borderBottom: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      background: isDark ? "#1f2937" : "#fafafa"
    },
    commandPre: {
      padding: "12px 16px",
      fontFamily: "'Menlo', 'Monaco', 'Courier New', monospace",
      fontSize: "12px",
      lineHeight: "1.5",
      color: isDark ? "#e5e7eb" : "#374151",
      whiteSpace: "pre-wrap",
      overflowX: "auto",
      margin: 0
    },
    axisNote: {
      margin: "6px 0 0",
      padding: "6px 10px",
      borderRadius: "6px",
      fontSize: "11px",
      lineHeight: "1.45",
      background: isDark ? "#78350f" : "#fef3c7",
      color: isDark ? "#fde68a" : "#92400e",
      border: `1px solid ${isDark ? "#92400e" : "#fcd34d"}`
    },
    mtpWarn: {
      margin: "8px 0 0",
      padding: "8px 12px",
      borderRadius: "8px",
      fontSize: "12px",
      lineHeight: "1.45",
      background: isDark ? "#78350f" : "#fef3c7",
      color: isDark ? "#fde68a" : "#92400e",
      border: `1px solid ${isDark ? "#92400e" : "#fcd34d"}`
    },
    diffLineUnchanged: {
      display: "block"
    },
    diffLineAdded: {
      display: "block",
      background: isDark ? "rgba(16,185,129,0.15)" : "rgba(16,185,129,0.18)",
      color: isDark ? "#a7f3d0" : "#065f46",
      borderLeft: `3px solid #10b981`,
      paddingLeft: "8px",
      marginLeft: "-8px"
    },
    diffLineRemoved: {
      display: "block",
      background: isDark ? "rgba(239,68,68,0.10)" : "rgba(239,68,68,0.10)",
      color: isDark ? "#fca5a5" : "#991b1b",
      textDecoration: "line-through",
      opacity: 0.7,
      borderLeft: `3px solid #ef4444`,
      paddingLeft: "8px",
      marginLeft: "-8px"
    },
    badge: verified => ({
      display: "inline-flex",
      alignItems: "center",
      gap: "6px",
      padding: "2px 8px",
      borderRadius: "10px",
      background: verified ? isDark ? "#064e3b" : "#d1fae5" : isDark ? "#78350f" : "#fef3c7",
      color: verified ? isDark ? "#a7f3d0" : "#065f46" : isDark ? "#fde68a" : "#92400e",
      fontSize: "11px",
      fontWeight: 600
    }),
    badgeDot: verified => ({
      width: "8px",
      height: "8px",
      borderRadius: "50%",
      background: verified ? "#10b981" : "#f59e0b"
    }),
    iconButton: {
      padding: "4px 10px",
      border: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`,
      borderRadius: "4px",
      background: isDark ? "#1f2937" : "#fff",
      color: isDark ? "#e5e7eb" : "#374151",
      fontSize: "11px",
      fontWeight: 500,
      cursor: "pointer",
      display: "inline-flex",
      alignItems: "center",
      gap: "4px"
    },
    iconRow: {
      display: "inline-flex",
      flexWrap: "wrap",
      gap: "6px"
    },
    runModeWrap: {
      display: "inline-flex",
      border: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`,
      borderRadius: "10px",
      overflow: "hidden",
      fontSize: "11px",
      fontWeight: 600,
      userSelect: "none"
    },
    runModeChip: active => ({
      padding: "2px 10px",
      cursor: "pointer",
      background: active ? isDark ? "#1f2937" : "#fff" : "transparent",
      color: active ? isDark ? "#e5e7eb" : "#111827" : isDark ? "#9ca3af" : "#6b7280",
      borderRight: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`
    }),
    runModeChipLast: active => ({
      padding: "2px 10px",
      cursor: "pointer",
      background: active ? isDark ? "#1f2937" : "#fff" : "transparent",
      color: active ? isDark ? "#e5e7eb" : "#111827" : isDark ? "#9ca3af" : "#6b7280"
    }),
    headerLeft: {
      display: "inline-flex",
      flexWrap: "wrap",
      alignItems: "center",
      gap: "8px"
    },
    dialog: {
      background: isDark ? "#1f2937" : "#fff",
      color: isDark ? "#e5e7eb" : "#111827",
      borderRadius: "8px",
      padding: "20px",
      maxWidth: "720px",
      width: "92%",
      maxHeight: "calc(100vh - 80px)",
      overflowY: "auto",
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      boxShadow: "0 10px 25px rgba(0,0,0,0.25)",
      margin: "auto"
    },
    modalHeader: {
      display: "flex",
      justifyContent: "space-between",
      alignItems: "center",
      marginBottom: "12px"
    },
    modalTitle: {
      fontSize: "15px",
      fontWeight: 600
    },
    modalCloseBtn: {
      background: "transparent",
      border: "none",
      color: "inherit",
      fontSize: "20px",
      cursor: "pointer",
      padding: "0 6px",
      lineHeight: 1
    },
    formField: {
      display: "flex",
      flexDirection: "column",
      gap: "4px",
      marginBottom: "10px"
    },
    formLabel: {
      fontSize: "12px",
      fontWeight: 500,
      color: isDark ? "#9ca3af" : "#4b5563"
    },
    formInput: {
      padding: "6px 10px",
      fontSize: "13px",
      border: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`,
      borderRadius: "4px",
      background: isDark ? "#111827" : "#fff",
      color: isDark ? "#e5e7eb" : "#111827",
      fontFamily: "'Menlo', 'Monaco', 'Courier New', monospace"
    },
    sectionHeading: {
      fontSize: "12px",
      fontWeight: 600,
      textTransform: "uppercase",
      letterSpacing: "0.04em",
      color: isDark ? "#9ca3af" : "#6b7280",
      margin: "12px 0 6px 0"
    },
    primaryBtn: {
      padding: "6px 14px",
      background: isDark ? "#FDBA74" : "#FB923C",
      color: isDark ? "#7C2D12" : "white",
      border: "none",
      borderRadius: "4px",
      cursor: "pointer",
      fontSize: "13px",
      fontWeight: 500
    },
    resetBtn: {
      marginLeft: "auto",
      padding: "2px 8px",
      fontSize: "11px",
      border: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`,
      borderRadius: "3px",
      background: "transparent",
      color: isDark ? "#9ca3af" : "#6b7280",
      cursor: "pointer"
    },
    switchBaseBtn: {
      padding: "2px 8px",
      fontSize: "11px",
      fontWeight: 600,
      border: `1px solid ${isDark ? "#FDBA74" : "#FB923C"}`,
      borderRadius: "3px",
      background: "transparent",
      color: isDark ? "#FDBA74" : "#C2410C",
      cursor: "pointer"
    },
    matchedHint: {
      fontSize: "11px",
      color: isDark ? "#9ca3af" : "#6b7280",
      marginLeft: "8px",
      display: "inline-flex",
      alignItems: "center",
      gap: "4px"
    },
    matchedSwitchBtn: {
      marginLeft: "4px",
      background: "transparent",
      border: "none",
      padding: 0,
      color: isDark ? "#FDBA74" : "#C2410C",
      cursor: "pointer",
      fontSize: "11px",
      fontWeight: 600,
      textDecoration: "underline",
      textUnderlineOffset: "2px"
    }
  });
  const [isDark, setIsDark] = useState(false);
  useEffect(() => {
    const check = () => {
      const html = document.documentElement;
      setIsDark(html.classList.contains("dark") || html.getAttribute("data-theme") === "dark" || html.style.colorScheme === "dark");
    };
    check();
    const observer = new MutationObserver(check);
    observer.observe(document.documentElement, {
      attributes: true,
      attributeFilter: ["class", "data-theme", "style"]
    });
    return () => observer.disconnect();
  }, []);
  const [env, setEnv] = useState(() => placeholderDefaults(config.placeholders));
  useEffect(() => {
    try {
      const raw = window.localStorage.getItem(STORAGE_KEY);
      if (raw) {
        const parsed = JSON.parse(raw);
        setEnv({
          ...placeholderDefaults(config.placeholders),
          ...parsed
        });
      }
    } catch {}
  }, []);
  const saveEnv = next => {
    setEnv(next);
    try {
      window.localStorage.setItem(STORAGE_KEY, JSON.stringify(next));
    } catch {}
  };
  const overlayDefaults = () => {
    const out = {};
    for (const d of config.overlayDims || []) {
      const opts = d.options || [];
      out[d.id] = d.default !== undefined ? d.default : opts[0] && opts[0].id || "";
    }
    return out;
  };
  const baseFallback = () => ({
    ...config.cells[0].match,
    ...overlayDefaults()
  });
  const initialBaseFromHash = () => {
    const fallback = baseFallback();
    if (typeof window === "undefined") return {
      ...fallback
    };
    const raw = window.location.hash.replace(/^#/, "");
    if (!raw) return {
      ...fallback
    };
    const params = new URLSearchParams(raw);
    const out = {
      ...fallback
    };
    params.forEach((value, key) => {
      if ((key in out)) out[key] = value;
    });
    return out;
  };
  const [base, setBase] = useState(() => initialBaseFromHash());
  useEffect(() => {
    const onHash = () => setBase(initialBaseFromHash());
    const onSelEvent = e => {
      const fallback = baseFallback();
      const incoming = e && e.detail || ({});
      const next = {
        ...fallback
      };
      for (const k of Object.keys(next)) {
        if (incoming[k] !== undefined) next[k] = incoming[k];
      }
      setBase(next);
    };
    window.addEventListener("hashchange", onHash);
    window.addEventListener("sglang-deploy-sel", onSelEvent);
    return () => {
      window.removeEventListener("hashchange", onHash);
      window.removeEventListener("sglang-deploy-sel", onSelEvent);
    };
  }, []);
  const [pgRatios, setPgRatios] = useState({
    eff: null,
    base: null
  });
  useEffect(() => {
    const onRatio = e => setPgRatios({
      eff: e.detail && e.detail.ratio || null,
      base: e.detail && (e.detail.baseRatio || e.detail.ratio) || null
    });
    window.addEventListener("sglang-k3-mamba-ratio", onRatio);
    return () => window.removeEventListener("sglang-k3-mamba-ratio", onRatio);
  }, []);
  const initialDeltas = () => {
    const out = {};
    for (const [axisId, handler] of Object.entries(AXIS_HANDLERS)) {
      const fc = pgFeatures[axisId];
      if (fc) out[axisId] = handler.initState(fc, base);
    }
    return out;
  };
  const [deltas, setDeltas] = useState(initialDeltas);
  useEffect(() => {
    setDeltas(initialDeltas());
  }, [Object.keys(base).sort().map(k => `${k}=${base[k]}`).join("&")]);
  const [modal, setModal] = useState(null);
  const openDialog = el => {
    if (el && !el.open) {
      try {
        el.showModal();
      } catch {}
    }
  };
  const onDialogClick = e => {
    if (e.target !== e.currentTarget) return;
    const r = e.currentTarget.getBoundingClientRect();
    const {clientX: x, clientY: y} = e;
    if (x < r.left || x > r.right || y < r.top || y > r.bottom) setModal(null);
  };
  useEffect(() => {
    const ID = "__playground_dialog_backdrop";
    if (document.getElementById(ID)) return undefined;
    const style = document.createElement("style");
    style.id = ID;
    style.textContent = `dialog::backdrop { background: rgba(0, 0, 0, 0.5); }`;
    document.head.appendChild(style);
    return () => {
      const el = document.getElementById(ID);
      if (el) el.remove();
    };
  }, []);
  const [copied, setCopied] = useState(false);
  const [curlCopied, setCurlCopied] = useState(false);
  const [routerCopied, setRouterCopied] = useState(false);
  const [envDraft, setEnvDraft] = useState(env);
  useEffect(() => {
    if (modal === "env") setEnvDraft(env);
  }, [modal, env]);
  const [runMode, setRunMode] = useState("python");
  const [submitDraft, setSubmitDraft] = useState({
    sglangVersion: "",
    benchResult: "",
    notes: ""
  });
  const [submitAttest, setSubmitAttest] = useState({
    ranCommand: false,
    reachedReady: false,
    outputCorrect: false
  });
  useEffect(() => {
    if (modal === "submit") {
      setSubmitDraft({
        sglangVersion: "",
        benchResult: "",
        notes: ""
      });
      setSubmitAttest({
        ranCommand: false,
        reachedReady: false,
        outputCorrect: false
      });
    }
  }, [modal]);
  const s = makeStyles(isDark);
  const baseCell = withOverlay(findCell(config.cells, base), base);
  const modelName = resolveModelName(base);
  const derivedMap = {};
  if (baseCell) {
    for (const [axisId, handler] of Object.entries(AXIS_HANDLERS)) {
      const fc = pgFeatures[axisId];
      if (!fc || !handler.deriveFromBase) continue;
      derivedMap[axisId] = handler.deriveFromBase(baseCell, fc, helpers);
    }
  }
  const attnDelta = deltas.attention || ({});
  const attnDerived = derivedMap.attention || ({});
  const attnKnobs = (pgFeatures.attention || ({})).knobs || [];
  const effTp = attnDelta.tp !== null && attnDelta.tp !== undefined ? attnDelta.tp : attnDerived.tp !== undefined ? attnDerived.tp : null;
  const staleExplicit = (knobId, picked) => {
    const knob = attnKnobs.find(k => k.id === knobId);
    const e = knob ? findEntry(knob.values || [], picked) : null;
    return !!(e !== null && e !== undefined && evaluateChip(e, {
      ...base,
      effTp
    }).disabled);
  };
  const effDpAttn = attnDelta.dpAttn !== null && attnDelta.dpAttn !== undefined ? staleExplicit("dpAttn", attnDelta.dpAttn) ? null : attnDelta.dpAttn : attnDerived.dpAttn !== undefined ? attnDerived.dpAttn : null;
  const dpAttnOn = effDpAttn === true || typeof effDpAttn === "number" && effDpAttn > 1;
  const dpDegEff = typeof effDpAttn === "number" && effDpAttn > 0 ? effDpAttn : 1;
  const cpKnobFreeSize = !!(attnKnobs.find(k => k.id === "cp") || ({})).freeSize;
  const cpSizeTarget = !cpKnobFreeSize && dpDegEff === 1 && typeof effTp === "number" && effTp > 0 ? effTp : null;
  const cpSizeStale = v => typeof v === "number" && v > 1 && cpSizeTarget !== null && v !== cpSizeTarget;
  const effCp = attnDelta.cp !== null && attnDelta.cp !== undefined ? staleExplicit("cp", attnDelta.cp) || cpSizeStale(attnDelta.cp) ? null : attnDelta.cp : attnDerived.cp !== undefined ? attnDerived.cp : null;
  const cpOn = typeof effCp === "number" && effCp > 1;
  const cpStrategy = (attnDelta.cpStrategy && !staleExplicit("cpStrategy", attnDelta.cpStrategy) ? attnDelta.cpStrategy : attnDerived.cpStrategy !== undefined ? attnDerived.cpStrategy : null) || "interleave";
  const constraintEffective = baseCell ? applyAllDeltas(baseCell.flags, baseCell.env, deltas, base, derivedMap) : null;
  const pdCardOwnsMode = (pgFeatures.pdDisagg && pgFeatures.pdDisagg.modes || []).length > 0;
  const pdMode = pdCardOwnsMode ? constraintEffective && constraintEffective.pdMode || "off" : base.pdMode || "off";
  const specAlgorithm = constraintEffective ? (findFlagArg(constraintEffective.flags, "--speculative-algorithm") || "").toUpperCase() || null : null;
  const constraintBase = {
    ...base,
    dpAttnOn,
    cpOn,
    cpStrategy,
    cpSizeTarget,
    effTp,
    pdMode,
    workerNnodes: baseCell?.nnodes ?? parseNnodes(base.nodes),
    specAlgorithm
  };
  let baseCommand = "";
  let playgroundCommand = "";
  let diffLines = [];
  let pgFlagsLatest = [];
  let pgEnvLatest = [];
  const withRatio = (fl, value) => {
    if (!value) return fl;
    if (fl.some(f => f.startsWith("--mamba-full-memory-ratio") || f.startsWith("--max-mamba-cache-size"))) return fl;
    const out = [...fl];
    const line = `--mamba-full-memory-ratio ${value}`;
    const i = out.findIndex(f => f.startsWith("--host"));
    if (i >= 0) out.splice(i, 0, line); else out.push(line);
    return out;
  };
  if (baseCell) {
    baseCommand = renderCommandLines(baseCell, withRatio(baseCell.flags, pgRatios.base), baseCell.env, base, env, null, runMode);
    const {flags: pgFlags, env: pgEnv, pdMode} = applyAllDeltas(baseCell.flags, baseCell.env, deltas, base, derivedMap);
    pgFlagsLatest = pgFlags;
    pgEnvLatest = pgEnv;
    playgroundCommand = renderCommandLines(baseCell, withRatio(pgFlags, pgRatios.eff), pgEnv, base, env, pdMode, runMode);
    diffLines = computeDiff(baseCommand, playgroundCommand);
  }
  const effectiveKey = pgFlagsLatest.join("\n") + " " + pgEnvLatest.join("\n") + " " + (baseCell ? baseCell.flags.join("\n") + " " + baseCell.env.join("\n") : "");
  useEffect(() => {
    if (typeof window === "undefined" || !baseCell) return;
    window.dispatchEvent(new CustomEvent("sglang-k3-effective-config", {
      detail: {
        flags: pgFlagsLatest,
        env: pgEnvLatest,
        baseFlags: baseCell.flags,
        baseEnv: baseCell.env
      }
    }));
  }, [effectiveKey]);
  const matchedCell = baseCell ? findMatchingCell(config.cells, base, pgEnvLatest, pgFlagsLatest) : null;
  const playgroundVerified = !!(matchedCell && matchedCell.verified);
  const matchedSiblingCell = matchedCell && DIMENSIONS.some(d => matchedCell.match[d] !== base[d]) ? matchedCell : null;
  const pgSpecAlgoFlag = pgFlagsLatest.find(f => f.split(/[\s=]/)[0] === "--speculative-algorithm");
  const pgPdRole = pdMode === "prefill" || pdMode === "decode";
  const pgSpecHint = !!pgSpecAlgoFlag && (pgPdRole || !pgFlagsLatest.some(f => f.split(/[\s=]/)[0] === "--max-running-requests"));
  const specAlgoLabels = {
    EAGLE: "MTP",
    EAGLE3: "MTP",
    FROZEN_KV_MTP: "MTP",
    DSPARK: "DSpark",
    DFLASH: "DFlash",
    NGRAM: "N-gram",
    STANDALONE: "standalone draft"
  };
  const pgSpecAlgoValue = pgSpecAlgoFlag ? pgSpecAlgoFlag.split(/[\s=]/).filter(Boolean)[1] || "" : "";
  const pgSpecAlgoName = specAlgoLabels[pgSpecAlgoValue.toUpperCase()] || pgSpecAlgoValue || "MTP";
  const pgCpDpHint = cpEnabledIn(pgFlagsLatest) && (bakedCpStrategy(pgFlagsLatest) || "interleave") === "interleave" && dpAttnOnIn(pgFlagsLatest);
  const proposedCellSnippet = baseCell ? serializeCell(base, pgEnvLatest, pgFlagsLatest) : "";
  const existingCellSnippet = baseCell ? serializeCell(base, baseCell.env || [], baseCell.flags) : "";
  const submitUrl = baseCell ? buildSubmitUrl(base, {
    cellSnippet: proposedCellSnippet,
    existingCell: existingCellSnippet,
    sglangVersion: submitDraft.sglangVersion,
    benchResult: submitDraft.benchResult,
    notes: submitDraft.notes
  }) : "";
  const submitReady = submitAttest.ranCommand && submitAttest.reachedReady && submitAttest.outputCorrect && submitDraft.sglangVersion.trim().length > 0;
  const pdRouter = baseCell && baseCell.pd && baseCell.router || pdMode !== "off" && resolveRouter(config.playgroundFeatures && config.playgroundFeatures.pdDisagg, base) || null;
  const curlEnv = pdRouter && pdRouter.port != null ? {
    ...env,
    CURL_PORT: String(pdRouter.port)
  } : env;
  const curlText = interpolate(config.curl || "", curlEnv, modelName);
  const routerText = pdRouter && pdRouter.command ? interpolate(pdRouter.command, {
    ...env,
    PREFILL_PORT: PD_PORTS.prefill.serve,
    DECODE_PORT: PD_PORTS.decode.serve,
    ROUTER_PORT: pdRouter.port
  }, modelName) : "";
  const resetAll = () => setDeltas(initialDeltas());
  const placeholderGroups = (() => {
    const out = {
      command: [],
      curl: []
    };
    for (const [key, meta] of Object.entries(config.placeholders || ({}))) {
      (out[meta.target] || (out[meta.target] = [])).push({
        key,
        ...meta
      });
    }
    return out;
  })();
  const handleCopy = () => {
    navigator.clipboard.writeText(playgroundCommand);
    setCopied(true);
    setTimeout(() => setCopied(false), 1200);
  };
  const copyCurl = () => {
    navigator.clipboard.writeText(curlText);
    setCurlCopied(true);
    setTimeout(() => setCurlCopied(false), 1200);
  };
  const baseSummary = baseCell ? Object.entries(base).filter(([k, v]) => v !== undefined && v !== "" && (!config.resolveRecipe || !(config.overlayDims || []).some(d => d.id === k && !rowVisible(d, base)))).map(([k, v]) => k === "hw" ? String(v).toUpperCase() : String(v)).join(" · ") : "(no verified cell at the current Deploy selection — showing playground only)";
  const renderChip = (label, current, value, onPick, opts = {}) => {
    const checked = current === value;
    const disabled = !!opts.disabled;
    return <span key={`${label}-${value === null ? "auto" : value}`} style={{
      ...s.chip,
      ...checked ? s.chipChecked : {},
      ...disabled ? s.chipDisabled : {}
    }} title={disabled ? opts.disabledReason || "Not available" : ""} onClick={() => {
      if (!disabled) onPick(value);
    }}>
        {label}
      </span>;
  };
  const renderSelect = (current, entries, onPick, base, labelFor, opts = {}) => {
    const hideSet = new Set(opts.hideValues || []);
    const items = [];
    for (const entry of entries || []) {
      const c = helpers.evaluateChip(entry, base);
      if (c.hidden) continue;
      if (hideSet.has(c.value)) continue;
      const lbl = labelFor ? labelFor(c) : c.label !== undefined ? c.label : c.value === null ? "Auto" : String(c.value);
      items.push({
        ...c,
        label: lbl
      });
    }
    let idx = items.findIndex(c => c.value === current);
    if (idx === -1) idx = 0;
    return <select style={{
      ...s.select,
      ...opts.disabled ? s.chipDisabled : {}
    }} disabled={!!opts.disabled} title={opts.disabled ? opts.disabledReason || "Not available" : ""} value={idx} onChange={e => {
      const next = items[parseInt(e.target.value, 10)];
      if (next && !next.disabled) onPick(next.value);
    }}>
        {items.map((c, i) => <option key={i} value={i} disabled={c.disabled}>
            {c.label}{c.disabled ? " (n/a)" : ""}
          </option>)}
      </select>;
  };
  if (baseCell && baseCell.pd && baseCell.pdMode === "router") return <div style={s.baseStrip}>
      Select Prefill or Decode in the Deployment panel to tune that worker.
      The Router tab contains the shared frontend command.
    </div>;
  return <div style={s.container} className="not-prose">
      {}
      <div style={s.baseStrip}>
        <span style={{
    fontWeight: 600
  }}>Inherited base from Deployment:</span>
        <code style={{
    fontFamily: "Menlo, monospace"
  }}>{baseSummary}</code>
        {}
        <button type="button" style={s.switchBaseBtn} onClick={() => {
    const el = document.getElementById(DEPLOYMENT_COMPONENT_ID) || document.getElementById("deployment") || document.getElementById("deploy");
    if (el) el.scrollIntoView({
      behavior: "smooth",
      block: "start"
    });
  }}>
          ↑ Switch base
        </button>
        <button style={s.resetBtn} onClick={resetAll}>Reset all overrides</button>
      </div>

      {}
      {Object.entries(AXIS_HANDLERS).map(([axisId, handler]) => {
    const fc = pgFeatures[axisId];
    if (!fc) return null;
    if (typeof fc.showWhen === "function" && !fc.showWhen(constraintBase)) return null;
    const setValue = next => setDeltas(d => updateAxisDeltas(d, axisId, next, constraintBase));
    const rendered = handler.render({
      axisId,
      value: deltas[axisId],
      setValue,
      fc,
      base: constraintBase,
      s,
      h: helpers,
      renderChip,
      renderSelect,
      derived: derivedMap[axisId] || null
    });
    const group = exclusiveGroupsFor(axisId, constraintBase).find(g => g.axes[0] === axisId && g.note);
    return rendered && group ? <div key={axisId}>
            {rendered}
            <div role="note" style={{
      fontSize: 11,
      opacity: 0.75,
      margin: "4px 10px"
    }}>
              {group.note}
            </div>
          </div> : rendered;
  })}

      {}
      <div style={s.card}>
        <div style={s.title}>Playground Command (compare with base)</div>
        <div style={s.commandWrap}>
          <div style={s.commandHeader}>
            <div style={s.headerLeft}>
              <div style={s.badge(playgroundVerified)}>
                <span style={s.badgeDot(playgroundVerified)} />
                {playgroundVerified ? "Verified" : "Not Verified"}
              </div>
              {}
              {matchedSiblingCell && <span style={s.matchedHint}>
                  matches <code style={{
    fontFamily: "Menlo, monospace"
  }}>
                    {matchedSiblingCell.match.strategy}
                  </code>
                  <button type="button" style={s.matchedSwitchBtn} onClick={() => {
    const m = matchedSiblingCell.match;
    setDeltas(initialDeltas());
    const hash = new URLSearchParams(m).toString();
    window.location.hash = hash;
    window.dispatchEvent(new CustomEvent("sglang-deploy-sel", {
      detail: m
    }));
  }}>
                    switch base →
                  </button>
                </span>}
              <div style={s.runModeWrap} role="tablist" aria-label="Output format">
                <span style={s.runModeChip(runMode === "python")} onClick={() => setRunMode("python")} role="tab" aria-selected={runMode === "python"}>
                  Python
                </span>
                <span style={s.runModeChipLast(runMode === "docker")} onClick={() => setRunMode("docker")} role="tab" aria-selected={runMode === "docker"}>
                  Docker
                </span>
              </div>
            </div>
            <div style={s.iconRow}>
              <button style={s.iconButton} onClick={handleCopy}>
                {copied ? "✓ Copied" : "⧉ Copy"}
              </button>
              <button style={s.iconButton} onClick={() => setModal("curl")}>$ cURL</button>
              <button style={s.iconButton} onClick={() => setModal("env")}>⚙ Env</button>
              {}
              {!playgroundVerified && baseCell && <button style={{
    ...s.iconButton,
    borderColor: isDark ? "#FDBA74" : "#FB923C",
    color: isDark ? "#FDBA74" : "#C2410C",
    fontWeight: 600
  }} onClick={() => setModal("submit")} title="I verified this command on my hardware — open a pre-filled GitHub issue to land it as a cookbook cell.">
                  Submit ↗
                </button>}
            </div>
          </div>
          <pre style={s.commandPre}>
            {baseCell ? diffLines.map((d, i) => <span key={i} style={d.kind === "added" ? s.diffLineAdded : d.kind === "removed" ? s.diffLineRemoved : s.diffLineUnchanged}>
                {d.kind === "added" ? "+ " : d.kind === "removed" ? "- " : "  "}
                {d.line}{"\n"}
              </span>) : "# No verified base cell at the current Deployment selection.\n# Pick a supported hardware/variant in the Deployment panel to populate the playground base."}
          </pre>
          {pgSpecHint && <div style={s.mtpWarn}>
              {pgPdRole ? <>⚠️ Speculative decoding ({pgSpecAlgoName}) is on — for a target concurrency of N, set <code>--max-running-requests &lt;N*2&gt;</code> on <strong>both</strong> the prefill and decode roles. That ceiling is server-wide and floor-divided by <code>attn_dp_size</code>, so size the decode graphs to the per-rank batch it leaves: <code>--cuda-graph-bs-decode</code> up to <code>N*2 / dp_size</code>.</> : <>⚠️ Speculative decoding ({pgSpecAlgoName}) is on — SGLang resets <code>--max-running-requests</code> to <strong>48</strong> when it isn't set. Add <code>--max-running-requests &lt;N&gt;</code> sized for your target concurrency.</>}
            </div>}
          {pgCpDpHint && <div style={s.mtpWarn}>
              ⚠️ Interleave prefill-CP together with DP-Attention: current SGLang releases assert <code>attn_dp_size == 1</code> for the interleave layout, so this command fails at startup. Combined CP + DP-Attention support is planned upstream — keep one of the two off until it lands.
            </div>}
        </div>
      </div>

      {}
      {pdRouter && routerText && <div style={s.card}>
          <div style={s.title}>Router</div>
          <div style={{
    fontSize: 11,
    opacity: 0.7,
    margin: "0 0 6px"
  }}>
            Run after both roles are up. Substitute <code>{"<prefill-host>"}</code> /{" "}
            <code>{"<decode-host>"}</code> with reachable hosts (both <code>127.0.0.1</code>{" "}
            on a same-host deployment). Client traffic (cURL) targets this router.
          </div>
          <div style={s.commandWrap}>
            <div style={s.commandHeader}>
              <div style={{
    fontSize: 11,
    opacity: 0.7
  }}>port {pdRouter.port}</div>
              <button style={s.iconButton} onClick={() => {
    navigator.clipboard.writeText(routerText);
    setRouterCopied(true);
    setTimeout(() => setRouterCopied(false), 1200);
  }}>
                {routerCopied ? "✓ Copied" : "⧉ Copy"}
              </button>
            </div>
            <pre style={s.commandPre}>{routerText}</pre>
          </div>
        </div>}

      {}
      {modal === "curl" && <dialog ref={openDialog} style={s.dialog} onClose={() => setModal(null)} onClick={onDialogClick}>
          <div style={s.modalHeader}>
            <div style={s.modalTitle}>cURL example</div>
            <button style={s.modalCloseBtn} onClick={() => setModal(null)} aria-label="Close">×</button>
          </div>
          <div style={s.commandWrap}>
            <div style={s.commandHeader}>
              <div style={{
    fontSize: 11,
    opacity: 0.7
  }}>
                Model: <code>{modelName || "(unresolved)"}</code>
              </div>
              <button style={s.iconButton} onClick={copyCurl}>
                {curlCopied ? "✓ Copied" : "⧉ Copy"}
              </button>
            </div>
            <pre style={s.commandPre}>{curlText}</pre>
          </div>
          {pdRouter && <p style={{
    fontSize: 11,
    opacity: 0.85,
    marginTop: 8
  }}>
              <strong>PD-Disaggregation active</strong> — this targets the router on
              {" "}<code>:{pdRouter.port}</code>; client traffic must not hit the role
              servers directly.
            </p>}
          <p style={{
    fontSize: 11,
    opacity: 0.7,
    marginTop: 8
  }}>
            Edit <code>CURL_HOST</code> / <code>CURL_PORT</code> in the Env panel.
          </p>
        </dialog>}

      {}
      {modal === "env" && <dialog ref={openDialog} style={s.dialog} onClose={() => setModal(null)} onClick={onDialogClick}>
          <div style={s.modalHeader}>
            <div style={s.modalTitle}>Env / placeholder values</div>
            <button style={s.modalCloseBtn} onClick={() => setModal(null)} aria-label="Close">×</button>
          </div>
            {placeholderGroups.curl.length > 0 && <div>
                <div style={s.sectionHeading}>cURL placeholders</div>
                {placeholderGroups.curl.map(({key, label}) => <div key={key} style={s.formField}>
                    <label style={s.formLabel}>
                      {label} <code style={{
    opacity: 0.6
  }}>{`{{${key}}}`}</code>
                    </label>
                    <input style={s.formInput} value={envDraft[key] ?? ""} onChange={e => setEnvDraft({
    ...envDraft,
    [key]: e.target.value
  })} />
                  </div>)}
              </div>}
            {placeholderGroups.command.length > 0 && <div>
                <div style={s.sectionHeading}>Command placeholders</div>
                {placeholderGroups.command.map(({key, label}) => <div key={key} style={s.formField}>
                    <label style={s.formLabel}>
                      {label} <code style={{
    opacity: 0.6
  }}>{`{{${key}}}`}</code>
                    </label>
                    <input style={s.formInput} value={envDraft[key] ?? ""} onChange={e => setEnvDraft({
    ...envDraft,
    [key]: e.target.value
  })} />
                  </div>)}
              </div>}
            <div style={{
    display: "flex",
    justifyContent: "flex-end",
    gap: 8,
    marginTop: 16
  }}>
              <button style={{
    ...s.iconButton,
    padding: "6px 14px"
  }} onClick={() => setModal(null)}>Cancel</button>
              <button style={s.primaryBtn} onClick={() => {
    saveEnv(envDraft);
    setModal(null);
  }}>Save</button>
            </div>
          <p style={{
    fontSize: 11,
    opacity: 0.7,
    marginTop: 10
  }}>
            Values persist in localStorage and are shared with the Deployment panel.
          </p>
        </dialog>}

      {}
      {modal === "submit" && <dialog ref={openDialog} style={s.dialog} onClose={() => setModal(null)} onClick={onDialogClick}>
            <div style={s.modalHeader}>
              <div style={s.modalTitle}>Submit verified cell</div>
              <button style={s.modalCloseBtn} onClick={() => setModal(null)} aria-label="Close">×</button>
            </div>
            <p style={{
    fontSize: 12,
    opacity: 0.85,
    marginTop: 0,
    marginBottom: 12
  }}>
              You've put together a combination that isn't in the verified
              catalog yet. After you've run the command end-to-end on the
              target hardware, this submits a pre-filled GitHub Issue that a
              maintainer can convert into a PR.
            </p>

            <div style={s.sectionHeading}>Combination</div>
            <code style={{
    fontFamily: "Menlo, monospace",
    fontSize: 12
  }}>
              {base.hw} / {base.variant} / {base.quant} / {base.strategy} / {base.nodes}
            </code>
            {}
            {(() => {
    const adds = diffLines.filter(d => d.kind === "added");
    const rems = diffLines.filter(d => d.kind === "removed");
    if (adds.length === 0 && rems.length === 0) return null;
    return <>
                  <div style={{
      ...s.sectionHeading,
      marginTop: 10
    }}>
                    Overrides vs base ({adds.length} added · {rems.length} removed)
                  </div>
                  <pre style={{
      margin: 0,
      padding: "8px 10px",
      background: isDark ? "#111827" : "#f5f5f5",
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      borderRadius: 4,
      fontFamily: "'Menlo', 'Monaco', 'Courier New', monospace",
      fontSize: 12,
      lineHeight: 1.4,
      maxHeight: 160,
      overflowY: "auto",
      whiteSpace: "pre-wrap"
    }}>
                    {[...rems, ...adds].map((d, i) => <div key={i} style={d.kind === "added" ? s.diffLineAdded : s.diffLineRemoved}>
                        {d.kind === "added" ? "+ " : "- "}
                        {d.line.replace(/^\s*/, "")}
                      </div>)}
                  </pre>
                </>;
  })()}

            <div style={{
    ...s.sectionHeading,
    marginTop: 14
  }}>Attestation (all required)</div>
            <div style={s.formField}>
              <label style={{
    fontSize: 12,
    display: "flex",
    alignItems: "flex-start",
    gap: 6
  }}>
                <input type="checkbox" checked={submitAttest.ranCommand} onChange={e => setSubmitAttest({
    ...submitAttest,
    ranCommand: e.target.checked
  })} />
                I ran this exact command on the listed hardware.
              </label>
              <label style={{
    fontSize: 12,
    display: "flex",
    alignItems: "flex-start",
    gap: 6
  }}>
                <input type="checkbox" checked={submitAttest.reachedReady} onChange={e => setSubmitAttest({
    ...submitAttest,
    reachedReady: e.target.checked
  })} />
                The server reached READY and answered a cURL request successfully.
              </label>
              <label style={{
    fontSize: 12,
    display: "flex",
    alignItems: "flex-start",
    gap: 6
  }}>
                <input type="checkbox" checked={submitAttest.outputCorrect} onChange={e => setSubmitAttest({
    ...submitAttest,
    outputCorrect: e.target.checked
  })} />
                Output looked correct on at least one prompt.
              </label>
            </div>

            <div style={{
    ...s.sectionHeading,
    marginTop: 14
  }}>SGLang version (required)</div>
            <input style={{
    ...s.formInput,
    width: "100%",
    boxSizing: "border-box"
  }} placeholder="sglang==0.5.4  (or git SHA abc1234)" value={submitDraft.sglangVersion} onChange={e => setSubmitDraft({
    ...submitDraft,
    sglangVersion: e.target.value
  })} />

            <div style={{
    ...s.sectionHeading,
    marginTop: 14
  }}>Benchmark result (optional)</div>
            <input style={{
    ...s.formInput,
    width: "100%",
    boxSizing: "border-box"
  }} placeholder="TTFT 95 ms / TPOT 18 ms / 1820 tok/s @ bs=64" value={submitDraft.benchResult} onChange={e => setSubmitDraft({
    ...submitDraft,
    benchResult: e.target.value
  })} />

            <div style={{
    ...s.sectionHeading,
    marginTop: 14
  }}>Notes / caveats (optional)</div>
            <textarea style={{
    ...s.formInput,
    width: "100%",
    boxSizing: "border-box",
    minHeight: 110,
    resize: "vertical",
    fontFamily: "inherit"
  }} placeholder="Cluster config, env-var quirks, NIC mappings, multi-node bootstrap details, …" value={submitDraft.notes} onChange={e => setSubmitDraft({
    ...submitDraft,
    notes: e.target.value
  })} />

            <div style={{
    display: "flex",
    justifyContent: "flex-end",
    gap: 8,
    marginTop: 16,
    alignItems: "center"
  }}>
              {!submitReady && <span style={{
    fontSize: 11,
    opacity: 0.7,
    marginRight: "auto"
  }}>
                  Tick all attestations and fill SGLang version to enable submit.
                </span>}
              <button style={{
    ...s.iconButton,
    padding: "6px 14px"
  }} onClick={() => setModal(null)}>Cancel</button>
              <a href={submitReady ? submitUrl : undefined} target="_blank" rel="noopener noreferrer" onClick={e => {
    if (!submitReady) e.preventDefault(); else setModal(null);
  }} style={{
    ...s.primaryBtn,
    textDecoration: "none",
    display: "inline-flex",
    alignItems: "center",
    opacity: submitReady ? 1 : 0.4,
    cursor: submitReady ? "pointer" : "not-allowed"
  }}>
                Open submission on GitHub →
              </a>
            </div>
          <p style={{
    fontSize: 11,
    opacity: 0.7,
    marginTop: 10
  }}>
            The CTA opens a pre-filled GitHub Issue using the
            <code> 3-playground-verified-cell.yml</code> template. A
            maintainer with the listed hardware will review and convert it
            into a cookbook PR.
          </p>
        </dialog>}
    </div>;
};

export const benchmarks = [{
  match: {
    hw: "gb300",
    variant: "default",
    quant: "bf16",
    strategy: "balanced",
    nodes: "single"
  },
  sglang_version: "main @ 70f0b7351e",
  speed: [{
    workload: {
      dataset: "random",
      isl: 382,
      osl: 0,
      max_concurrency: 1,
      num_prompts: 64
    },
    ttft_ms: 51.4,
    tpot_ms: null,
    tokens_per_sec_per_gpu: 7413
  }, {
    workload: {
      dataset: "random",
      isl: 382,
      osl: 0,
      max_concurrency: 64,
      num_prompts: 256
    },
    ttft_ms: 881.9,
    tpot_ms: null,
    tokens_per_sec_per_gpu: 27039
  }, {
    workload: {
      dataset: "random",
      isl: 8224,
      osl: 0,
      max_concurrency: 1,
      num_prompts: 64
    },
    ttft_ms: 324.7,
    tpot_ms: null,
    tokens_per_sec_per_gpu: 25297
  }, {
    workload: {
      dataset: "random",
      isl: 8224,
      osl: 0,
      max_concurrency: 16,
      num_prompts: 64
    },
    ttft_ms: 4796.2,
    tpot_ms: null,
    tokens_per_sec_per_gpu: 27175
  }],
  accuracy: {
    belebele_pct: 96.67,
    winogrande_pct: 84.21
  },
  notes: "Prefill-only model: TTFT is the full decision latency and throughput is prompt tokens/s/GPU. TPOT and interactivity do not apply."
}];

export const config = {
  modelName: "PPLX-Decider-v1-27B",
  latencyPercentile: "P50",
  supportedHardware: ["h200", "gb300"],
  variants: [{
    id: "default",
    label: "Default",
    subtitle: "27B dense, 1 GPU"
  }],
  quantizations: [{
    id: "bf16",
    label: "BF16"
  }],
  strategies: [{
    id: "balanced",
    label: "Balanced"
  }],
  nodesOptions: [{
    id: "single",
    label: "Single Node"
  }],
  modelNames: {
    "default|bf16": "perplexity-ai/pplx-decider-v1-27b"
  },
  placeholders: {
    HOST_IP: {
      target: "command",
      label: "Bind host",
      default: "0.0.0.0"
    },
    PORT: {
      target: "command",
      label: "Bind port",
      default: "30000"
    },
    HF_TOKEN: {
      target: "command",
      label: "HF token (Docker)",
      default: "<your-hf-token>"
    },
    CURL_HOST: {
      target: "curl",
      label: "Server host",
      default: "localhost"
    },
    CURL_PORT: {
      target: "curl",
      label: "Server port",
      default: "30000"
    }
  },
  curl: `curl http://{{CURL_HOST}}:{{CURL_PORT}}/v1/systemone \\
  -H 'Content-Type: application/json' \\
  -d '{"model":"{{MODEL_NAME}}","state":"My Stripe integration keeps failing. Please help ASAP.","questions":{"urgency":{"type":"noul","instructions":"Does this message express urgency?"}}}'`,
  accuracyLabels: [["belebele_pct", "Belebele (eng_Latn, 900)", "%"], ["winogrande_pct", "WinoGrande (xl dev, 1267)", "%"]],
  dockerImages: {
    h200: "lmsysorg/sglang:dev",
    gb300: "lmsysorg/sglang:dev"
  },
  github: {
    cookbookModel: "perplexity-ai/pplx-decider-v1-27b"
  },
  playgroundFeatures: {
    attention: {
      knobs: [{
        id: "tp",
        label: "TP",
        values: [null, 1, 2, 4]
      }]
    },
    flagSelects: [{
      id: "dp",
      title: "Data Parallel Replicas",
      stripPrefixes: ["--dp-size"],
      options: [{
        id: "1",
        label: "1"
      }, {
        id: "2",
        label: "2",
        flags: ["--dp-size 2"]
      }, {
        id: "4",
        label: "4",
        flags: ["--dp-size 4"]
      }]
    }, {
      id: "prefixCache",
      title: "Prefix Cache",
      stripPrefixes: ["--disable-radix-cache"],
      options: [{
        id: "on",
        label: "On (reuses identical prompts)"
      }, {
        id: "off",
        label: "Off (unique states)",
        flags: ["--disable-radix-cache"]
      }]
    }, {
      id: "attnBackend",
      title: "Attention Backend",
      stripPrefixes: ["--attention-backend", "--page-size"],
      options: [{
        id: "auto",
        label: "Auto"
      }, {
        id: "trtllm",
        label: "TRT-LLM MHA",
        flags: ["--attention-backend trtllm_mha", "--page-size 64"],
        disable: {
          hw: ["h200"]
        },
        disableReason: "trtllm_mha is a Blackwell (SM100) kernel"
      }, {
        id: "triton",
        label: "Triton",
        flags: ["--attention-backend triton"]
      }]
    }, {
      id: "gdnPrefill",
      title: "Gated DeltaNet Prefill Kernel",
      stripPrefixes: ["--linear-attn-prefill-backend"],
      options: [{
        id: "auto",
        label: "Auto"
      }, {
        id: "triton",
        label: "Triton",
        flags: ["--linear-attn-prefill-backend triton"]
      }, {
        id: "flashinfer",
        label: "FlashInfer",
        flags: ["--linear-attn-prefill-backend flashinfer"]
      }]
    }, {
      id: "weights",
      title: "Weight Precision",
      stripPrefixes: ["--quantization"],
      options: [{
        id: "bf16",
        label: "BF16 (checkpoint)"
      }, {
        id: "fp8",
        label: "FP8 at load (shifts probabilities)",
        flags: ["--quantization fp8"]
      }]
    }]
  },
  cells: [{
    match: {
      hw: "h200",
      variant: "default",
      quant: "bf16",
      strategy: "balanced",
      nodes: "single"
    },
    verified: true,
    env: [],
    flags: ["--model-path {{MODEL_NAME}}", "--host {{HOST_IP}}", "--port {{PORT}}"]
  }, {
    match: {
      hw: "gb300",
      variant: "default",
      quant: "bf16",
      strategy: "balanced",
      nodes: "single"
    },
    verified: true,
    env: [],
    flags: ["--model-path {{MODEL_NAME}}", "--disable-radix-cache", "--host {{HOST_IP}}", "--port {{PORT}}"]
  }]
};

export const Deployment = ({config, benchmarks, agenticLink}) => {
  if (!config) {
    return <div style={{
      padding: 12,
      color: "#b91c1c"
    }}>Deployment: missing <code>config</code> prop</div>;
  }
  const AMD_RDMA_DOCKER_FLAGS = ["--device /dev/infiniband", "--cap-add IPC_LOCK", "--ulimit memlock=-1", "--ulimit stack=67108864", "--ulimit nofile=1048576:1048576"];
  const HARDWARE_CATALOG = {
    blackwell: [{
      id: "b300",
      label: "B300",
      vram: "288GB"
    }, {
      id: "gb300",
      label: "GB300",
      vram: "288GB"
    }, {
      id: "b200",
      label: "B200",
      vram: "192GB"
    }, {
      id: "gb200",
      label: "GB200",
      vram: "192GB"
    }, {
      id: "dgx-spark",
      label: "DGX Spark",
      vram: "128GB",
      multiNodeDockerFlags: ["--ulimit memlock=-1:-1", "--cap-add IPC_LOCK", "--device /dev/infiniband"]
    }],
    hopper: [{
      id: "h200",
      label: "H200",
      vram: "141GB"
    }, {
      id: "h100",
      label: "H100",
      vram: "80GB"
    }, {
      id: "h20-3e",
      label: "H20-3e",
      vram: "141GB"
    }, {
      id: "h800",
      label: "H800",
      vram: "80GB"
    }],
    amd: [{
      id: "mi300x",
      label: "MI300X",
      vram: "192GB",
      multiNodeDockerFlags: [...AMD_RDMA_DOCKER_FLAGS]
    }, {
      id: "mi325x",
      label: "MI325X",
      vram: "256GB",
      multiNodeDockerFlags: [...AMD_RDMA_DOCKER_FLAGS]
    }, {
      id: "mi350x",
      label: "MI350X",
      vram: "288GB",
      multiNodeDockerFlags: [...AMD_RDMA_DOCKER_FLAGS]
    }, {
      id: "mi355x",
      label: "MI355X",
      vram: "288GB",
      multiNodeDockerFlags: [...AMD_RDMA_DOCKER_FLAGS]
    }],
    npu: [{
      id: "a3",
      label: "A3 Series",
      vram: "64GB/die",
      npuDevices: 16
    }, {
      id: "a5",
      label: "950PR/DT Series",
      vram: "128GB",
      npuDevices: 8
    }]
  };
  const makeStyles = isDark => ({
    container: {
      maxWidth: "900px",
      margin: "0 auto",
      display: "flex",
      flexDirection: "column",
      gap: "3px"
    },
    card: {
      padding: "5px 10px",
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      borderLeft: `3px solid ${isDark ? "#E85D4D" : "#D45D44"}`,
      borderRadius: "4px",
      display: "flex",
      alignItems: "center",
      gap: "10px",
      background: isDark ? "#1f2937" : "#fff"
    },
    cardColumn: {
      padding: "5px 10px",
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      borderLeft: `3px solid ${isDark ? "#E85D4D" : "#D45D44"}`,
      borderRadius: "4px",
      display: "flex",
      flexDirection: "column",
      gap: "4px",
      background: isDark ? "#1f2937" : "#fff"
    },
    title: {
      fontSize: "12px",
      fontWeight: "600",
      minWidth: "108px",
      flexShrink: 0,
      color: isDark ? "#e5e7eb" : "inherit"
    },
    vendorRow: {
      display: "flex",
      alignItems: "center",
      gap: "6px"
    },
    vendorLabel: {
      fontSize: "10px",
      fontWeight: "600",
      color: isDark ? "#9ca3af" : "#6b7280",
      width: "68px",
      flexShrink: 0,
      textTransform: "uppercase",
      letterSpacing: "0.04em"
    },
    itemsGrid: () => ({
      display: "grid",
      gridTemplateColumns: "repeat(auto-fit, minmax(72px, 1fr))",
      gap: "4px",
      flex: 1
    }),
    labelBase: {
      padding: "2px 8px",
      border: `1px solid ${isDark ? "#9ca3af" : "#d1d5db"}`,
      borderRadius: "3px",
      cursor: "pointer",
      display: "inline-flex",
      flexDirection: "column",
      alignItems: "center",
      justifyContent: "center",
      fontWeight: "500",
      fontSize: "12px",
      transition: "all 0.2s",
      userSelect: "none",
      minHeight: "26px",
      textAlign: "center",
      background: isDark ? "#374151" : "#fff",
      color: isDark ? "#e5e7eb" : "inherit"
    },
    checked: {
      background: "#D45D44",
      color: "white",
      borderColor: "#D45D44"
    },
    disabled: {
      cursor: "not-allowed",
      opacity: 0.4
    },
    subtitle: {
      display: "block",
      fontSize: "9px",
      marginTop: "1px",
      lineHeight: "1.1",
      opacity: 0.7
    },
    commandWrap: {
      position: "relative",
      flex: 1,
      background: isDark ? "#111827" : "#f5f5f5",
      borderRadius: "6px",
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      overflow: "hidden"
    },
    commandHeader: {
      display: "flex",
      flexWrap: "wrap",
      justifyContent: "space-between",
      alignItems: "center",
      gap: "6px 10px",
      padding: "6px 10px",
      borderBottom: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      background: isDark ? "#1f2937" : "#fafafa"
    },
    commandPre: {
      padding: "12px 16px",
      fontFamily: "'Menlo', 'Monaco', 'Courier New', monospace",
      fontSize: "12px",
      lineHeight: "1.5",
      color: isDark ? "#e5e7eb" : "#374151",
      whiteSpace: "pre-wrap",
      overflowX: "auto",
      margin: 0
    },
    mtpWarn: {
      margin: "8px 0 0",
      padding: "8px 12px",
      borderRadius: "8px",
      fontSize: "12px",
      lineHeight: "1.45",
      background: isDark ? "#78350f" : "#fef3c7",
      color: isDark ? "#fde68a" : "#92400e",
      border: `1px solid ${isDark ? "#92400e" : "#fcd34d"}`
    },
    badge: status => ({
      display: "inline-flex",
      alignItems: "center",
      gap: "6px",
      padding: "2px 8px",
      borderRadius: "10px",
      background: ({
        verified: isDark ? "#064e3b" : "#d1fae5",
        "in-progress": isDark ? "#1e3a8a" : "#dbeafe",
        unverified: isDark ? "#78350f" : "#fef3c7"
      })[verifyStatusOf(status)],
      color: ({
        verified: isDark ? "#a7f3d0" : "#065f46",
        "in-progress": isDark ? "#bfdbfe" : "#1e40af",
        unverified: isDark ? "#fde68a" : "#92400e"
      })[verifyStatusOf(status)],
      fontSize: "11px",
      fontWeight: 600,
      whiteSpace: "nowrap"
    }),
    badgeDot: status => ({
      width: "8px",
      height: "8px",
      borderRadius: "50%",
      background: ({
        verified: "#10b981",
        "in-progress": "#3b82f6",
        unverified: "#f59e0b"
      })[verifyStatusOf(status)]
    }),
    iconButton: {
      padding: "4px 10px",
      border: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`,
      borderRadius: "4px",
      background: isDark ? "#1f2937" : "#fff",
      color: isDark ? "#e5e7eb" : "#374151",
      fontSize: "11px",
      fontWeight: 500,
      cursor: "pointer",
      display: "inline-flex",
      alignItems: "center",
      gap: "4px"
    },
    iconRow: {
      display: "inline-flex",
      flexWrap: "wrap",
      gap: "6px"
    },
    runModeWrap: {
      display: "inline-flex",
      border: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`,
      borderRadius: "10px",
      overflow: "hidden",
      fontSize: "11px",
      fontWeight: 600,
      userSelect: "none"
    },
    runModeChip: active => ({
      padding: "2px 10px",
      cursor: "pointer",
      background: active ? isDark ? "#1f2937" : "#fff" : "transparent",
      color: active ? isDark ? "#e5e7eb" : "#111827" : isDark ? "#9ca3af" : "#6b7280",
      borderRight: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`
    }),
    runModeChipLast: active => ({
      padding: "2px 10px",
      cursor: "pointer",
      background: active ? isDark ? "#1f2937" : "#fff" : "transparent",
      color: active ? isDark ? "#e5e7eb" : "#111827" : isDark ? "#9ca3af" : "#6b7280"
    }),
    headerLeft: {
      display: "inline-flex",
      flexWrap: "wrap",
      alignItems: "center",
      gap: "8px"
    },
    modalBackdrop: {
      position: "fixed",
      inset: 0,
      background: "rgba(0,0,0,0.5)",
      display: "flex",
      alignItems: "center",
      justifyContent: "center",
      zIndex: 9999
    },
    modalBox: {
      background: isDark ? "#1f2937" : "#fff",
      color: isDark ? "#e5e7eb" : "#111827",
      borderRadius: "8px",
      padding: "20px",
      maxWidth: "720px",
      width: "92%",
      maxHeight: "85vh",
      overflowY: "auto",
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      boxShadow: "0 10px 25px rgba(0,0,0,0.25)"
    },
    modalHeader: {
      display: "flex",
      justifyContent: "space-between",
      alignItems: "center",
      marginBottom: "12px"
    },
    modalTitle: {
      fontSize: "15px",
      fontWeight: 600
    },
    modalCloseBtn: {
      background: "transparent",
      border: "none",
      color: "inherit",
      fontSize: "20px",
      cursor: "pointer",
      padding: "0 6px",
      lineHeight: 1
    },
    formField: {
      display: "flex",
      flexDirection: "column",
      gap: "4px",
      marginBottom: "10px"
    },
    formLabel: {
      fontSize: "12px",
      fontWeight: 500,
      color: isDark ? "#9ca3af" : "#4b5563"
    },
    formInput: {
      padding: "6px 10px",
      fontSize: "13px",
      border: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`,
      borderRadius: "4px",
      background: isDark ? "#111827" : "#fff",
      color: isDark ? "#e5e7eb" : "#111827",
      fontFamily: "'Menlo', 'Monaco', 'Courier New', monospace"
    },
    sectionHeading: {
      fontSize: "12px",
      fontWeight: 600,
      textTransform: "uppercase",
      letterSpacing: "0.04em",
      color: isDark ? "#9ca3af" : "#6b7280",
      margin: "12px 0 6px 0"
    },
    primaryBtn: {
      padding: "6px 14px",
      background: "#D45D44",
      color: "white",
      border: "none",
      borderRadius: "4px",
      cursor: "pointer",
      fontSize: "13px",
      fontWeight: 500
    },
    benchCard: {
      padding: "8px 12px",
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      borderLeft: `3px solid ${isDark ? "#E85D4D" : "#D45D44"}`,
      borderRadius: "4px",
      background: isDark ? "#1f2937" : "#fff",
      display: "flex",
      flexDirection: "column",
      gap: "8px"
    },
    benchHeader: {
      display: "flex",
      flexWrap: "wrap",
      alignItems: "baseline",
      justifyContent: "space-between",
      gap: "6px 12px"
    },
    benchTitle: {
      fontSize: "13px",
      fontWeight: 600,
      color: isDark ? "#e5e7eb" : "inherit"
    },
    benchVersion: {
      fontSize: "11px",
      color: isDark ? "#9ca3af" : "#6b7280"
    },
    benchHeaderRight: {
      display: "flex",
      flexWrap: "wrap",
      alignItems: "center",
      gap: "6px 10px",
      flexShrink: 0
    },
    benchChipRow: {
      display: "flex",
      alignItems: "center",
      gap: "6px",
      flexWrap: "wrap",
      margin: "2px 0 8px"
    },
    benchChip: {
      padding: "2px 10px",
      fontSize: "12px",
      cursor: "pointer",
      border: `1px solid ${isDark ? "#4b5563" : "#d1d5db"}`,
      borderRadius: "4px",
      background: isDark ? "#1f2937" : "#fff",
      color: isDark ? "#e5e7eb" : "#374151",
      fontFamily: "'Menlo', 'Monaco', 'Courier New', monospace"
    },
    benchChipActive: {
      background: "#D45D44",
      color: "white",
      borderColor: "#D45D44"
    },
    benchBlock: {
      border: `1px solid ${isDark ? "#374151" : "#e5e7eb"}`,
      borderRadius: "4px",
      padding: "8px 10px",
      background: isDark ? "#111827" : "#fafafa"
    },
    benchBlockTitle: {
      fontSize: "11px",
      fontWeight: 600,
      textTransform: "uppercase",
      letterSpacing: "0.04em",
      color: isDark ? "#9ca3af" : "#6b7280",
      marginBottom: "4px"
    },
    benchWorkload: {
      fontSize: "11px",
      fontStyle: "italic",
      color: isDark ? "#9ca3af" : "#6b7280",
      marginBottom: "6px",
      lineHeight: "1.3"
    },
    benchRow: {
      display: "flex",
      justifyContent: "space-between",
      fontSize: "12px",
      padding: "2px 0"
    },
    benchKey: {
      color: isDark ? "#9ca3af" : "#6b7280"
    },
    benchVal: {
      color: isDark ? "#e5e7eb" : "#111827",
      fontFamily: "'Menlo', 'Monaco', 'Courier New', monospace",
      fontWeight: 500
    },
    benchNotes: {
      fontSize: "11px",
      fontStyle: "italic",
      color: isDark ? "#9ca3af" : "#6b7280"
    },
    benchLegend: {
      fontSize: "10px",
      fontStyle: "italic",
      color: isDark ? "#6b7280" : "#9ca3af",
      marginTop: "6px",
      fontFamily: "'Menlo', 'Monaco', 'Courier New', monospace"
    },
    benchEmpty: {
      fontSize: "12px",
      fontStyle: "italic",
      color: isDark ? "#9ca3af" : "#6b7280"
    },
    benchTableScroll: {
      overflowX: "auto",
      overflowY: "hidden",
      marginTop: "4px"
    },
    benchTable: {
      display: "grid",
      columnGap: 0,
      rowGap: "3px",
      alignItems: "baseline",
      minWidth: "max-content"
    },
    benchTableHead: {
      textAlign: "right",
      fontWeight: 500,
      fontSize: "11px",
      color: isDark ? "#9ca3af" : "#6b7280",
      paddingLeft: "16px",
      paddingBottom: "4px",
      whiteSpace: "nowrap"
    },
    benchTableCornerHead: {
      paddingBottom: "4px",
      position: "sticky",
      left: 0,
      background: isDark ? "#111827" : "#fafafa",
      zIndex: 1,
      alignSelf: "stretch"
    },
    benchTableSeparator: {
      gridColumn: "1 / -1",
      height: "1px",
      background: isDark ? "#374151" : "#e5e7eb",
      marginTop: "-3px"
    },
    benchTableLabel: {
      textAlign: "left",
      fontSize: "12px",
      color: isDark ? "#9ca3af" : "#6b7280",
      whiteSpace: "nowrap",
      position: "sticky",
      left: 0,
      background: isDark ? "#111827" : "#fafafa",
      zIndex: 1
    },
    benchTableValue: {
      textAlign: "right",
      fontSize: "12px",
      color: isDark ? "#e5e7eb" : "#111827",
      fontFamily: "'Menlo', 'Monaco', 'Courier New', monospace",
      fontWeight: 500,
      paddingLeft: "16px",
      whiteSpace: "nowrap"
    },
    benchTableValueMissing: {
      color: isDark ? "#6b7280" : "#9ca3af"
    }
  });
  const VERIFY_LABEL = {
    verified: "Verified",
    "in-progress": "Final Verification In Progress",
    unverified: "Not Verified"
  };
  const verifyStatusOf = v => typeof v === "string" ? VERIFY_LABEL[v] ? v : "unverified" : v ? "verified" : "unverified";
  const cellVerifyStatus = (c, sel) => {
    if (!c) return "unverified";
    const v = typeof c.verificationStatus === "function" ? c.verificationStatus(sel) : c.verificationStatus;
    return verifyStatusOf(v ?? c.verified);
  };
  const LEGACY_MATCH_DIMS = [{
    id: "variant",
    title: "Model Variant",
    optionsKey: "variants"
  }, {
    id: "quant",
    title: "Quantization",
    optionsKey: "quantizations"
  }, {
    id: "strategy",
    title: "Strategy",
    optionsKey: "strategies"
  }, {
    id: "nodes",
    title: "Nodes",
    optionsKey: "nodesOptions"
  }];
  const matchDimSpecs = (config.matchDims || LEGACY_MATCH_DIMS).map(d => ({
    ...d,
    options: d.options || config[d.optionsKey] || []
  }));
  const overlayDimSpecs = config.overlayDims || [];
  const commandBuilder = config.commandBuilder || null;
  const DIMENSIONS = ["hw", ...matchDimSpecs.map(d => d.id)];
  const optionVisible = (opt, sel) => typeof opt.showWhen !== "function" || opt.showWhen(sel);
  const optionDisabled = (opt, sel) => typeof opt.disabled === "function" ? opt.disabled(sel) : !!opt.disabled;
  const visibleOptions = (spec, sel) => (spec.options || []).filter(o => optionVisible(o, sel));
  const rowVisible = (spec, sel) => (typeof spec.showWhen !== "function" || spec.showWhen(sel)) && visibleOptions(spec, sel).length > 0;
  const overlayPick = sel => {
    const picked = [];
    for (const spec of config.overlayDims || []) {
      if (!rowVisible(spec, sel)) continue;
      const opt = (spec.options || []).find(o => o.id === sel[spec.id]);
      if (opt && !optionDisabled(opt, sel)) picked.push(opt);
    }
    return picked;
  };
  const overlayPart = (sel, key) => {
    const out = [];
    for (const opt of overlayPick(sel)) {
      const add = typeof opt[key] === "function" ? opt[key](sel) : opt[key];
      if (add) out.push(...add);
    }
    return out;
  };
  const overlayCompose = (cellFlags, sel) => {
    const strip = overlayPart(sel, "stripPrefixes");
    const add = overlayPart(sel, "flags");
    if (!strip.length) return [...cellFlags || [], ...add];
    const used = new Set();
    const replacementsFor = tok => {
      const out = [];
      add.forEach((f, i) => {
        if (used.has(i) || f.split(/[\s=]/)[0] !== tok) return;
        used.add(i);
        out.push(f);
      });
      return out;
    };
    const out = [];
    for (const f of cellFlags || []) {
      const tok = f.split(/[\s=]/)[0];
      if (!strip.includes(tok)) out.push(f); else out.push(...replacementsFor(tok));
    }
    add.forEach((f, i) => {
      if (!used.has(i)) out.push(f);
    });
    return out;
  };
  const optionSoft = (opt, sel) => typeof opt.soft === "function" ? opt.soft(sel) : !!opt.soft;
  const findCell = (cells, sel) => {
    const cell = cells.find(c => DIMENSIONS.every(d => c.match[d] === sel[d]));
    return cell && typeof config.resolveRecipe === "function" ? config.resolveRecipe(cell, sel) : cell;
  };
  const findBenchmark = (list, sel) => {
    const hits = (list || []).filter(b => Object.entries(b.match || ({})).every(([k, v]) => sel[k] === v));
    return hits.sort((a, b) => Object.keys(b.match).length - Object.keys(a.match).length)[0] || null;
  };
  const normalizeSpeed = speed => {
    if (!speed) return [];
    return Array.isArray(speed) ? speed : [speed];
  };
  const effectiveAccuracy = (entry, sel) => entry ? {
    ...config.defaultAccuracy && config.defaultAccuracy[sel.variant] || ({}),
    ...entry.accuracy || ({})
  } : {};
  const benchmarkIsEmpty = (entry, accuracy) => {
    for (const m of normalizeSpeed(entry && entry.speed)) {
      if (m && typeof m === "object") {
        for (const [key, v] of Object.entries(m)) {
          if (key === "workload") continue;
          if (v !== null && v !== undefined) return false;
        }
      }
    }
    if (accuracy && typeof accuracy === "object") {
      for (const v of Object.values(accuracy)) {
        if (v !== null && v !== undefined) return false;
      }
    }
    return true;
  };
  const isOptionAvailable = (cells, sel, dim, value) => {
    const idx = DIMENSIONS.indexOf(dim);
    const higher = DIMENSIONS.slice(0, idx);
    return cells.some(c => c.match[dim] === value && higher.every(d => c.match[d] === sel[d]));
  };
  const snapToValidCell = (cells, sel, dim, value) => {
    const idx = DIMENSIONS.indexOf(dim);
    const higher = DIMENSIONS.slice(0, idx);
    const lower = DIMENSIONS.slice(idx + 1);
    let best = null, bestLowerMatches = -1;
    for (const c of cells) {
      if (c.match[dim] !== value) continue;
      if (!higher.every(d => c.match[d] === sel[d])) continue;
      let s = 0;
      for (const d of lower) if (c.match[d] === sel[d]) s++;
      if (s > bestLowerMatches) {
        bestLowerMatches = s;
        best = c;
      }
    }
    if (!best) return sel;
    const next = {
      ...sel,
      [dim]: value
    };
    for (const d of lower) next[d] = best.match[d];
    return next;
  };
  const validateSelection = (cells, parsed) => {
    const valid = {};
    for (const dim of DIMENSIONS) {
      const want = parsed[dim];
      const works = cells.some(c => c.match[dim] === want && DIMENSIONS.slice(0, DIMENSIONS.indexOf(dim)).every(d => c.match[d] === valid[d]));
      if (works) {
        valid[dim] = want;
      } else {
        const fallback = cells.find(c => DIMENSIONS.slice(0, DIMENSIONS.indexOf(dim)).every(d => c.match[d] === valid[d]));
        valid[dim] = fallback ? fallback.match[dim] : want;
      }
    }
    for (const spec of overlayDimSpecs) {
      const want = parsed[spec.id];
      const opts = spec.options || [];
      const picked = opts.some(o => o.id === want) ? want : (spec.default ?? (opts[0] && opts[0].id)) ?? "";
      const withPick = {
        ...valid,
        [spec.id]: picked
      };
      const usable = visibleOptions(spec, withPick).filter(o => !optionDisabled(o, withPick));
      valid[spec.id] = usable.some(o => o.id === picked) ? picked : (usable[0] && usable[0].id) ?? picked;
    }
    return valid;
  };
  const resolveModelName = sel => {
    const keys = [`${sel.hw}|${sel.variant}|${sel.quant}`, `${sel.variant}|${sel.quant}`, `${sel.hw}|${sel.quant}`, sel.quant, sel.hw, "default"];
    for (const k of keys) {
      const hit = config.modelNames[k];
      if (hit) return hit;
    }
    return "";
  };
  const interpolate = (text, env, modelName) => text.replace(/{{(\w+)}}/g, (_, key) => key === "MODEL_NAME" ? modelName : env[key] ?? `{{${key}}}`);
  const parseNnodes = id => {
    if (Number.isInteger(id)) return id;
    if ((/^\d+$/).test(id || "")) return parseInt(id, 10);
    if (id === "single") return 1;
    const m = (/^multi-(\d+)$/).exec(id || "");
    return m ? parseInt(m[1], 10) : 1;
  };
  const cellNnodes = (cell, sel) => cell.pd ? cell.nnodes || 1 : sel.nodes !== undefined ? parseNnodes(sel.nodes) : cell.nnodes || 1;
  const PD_SERVE_PORTS = {
    prefill: 30000,
    decode: 30100
  };
  const overlayEnv = sel => overlayPart(sel, "env");
  const overlayHints = sel => overlayPart(sel, "hints");
  const renderCommand = (cell, sel, envValues, mode = "python") => {
    if (!cell) return "# No command available for the current selection.";
    const modelName = resolveModelName(sel);
    if (cell.pd && cell.commands) return interpolate(cell.commands[mode] || cell.commands.python, envValues, modelName);
    const nnodes = cellNnodes(cell, sel);
    const multinode = nnodes > 1;
    const cellEnv = [...cell.env || [], ...overlayEnv(sel)];
    const flags = overlayCompose(cell.flags, sel);
    if (multinode) {
      const PARALLELISM_ANCHORS = new Set(["--attn-dp-size", "--attention-data-parallel-size", "--dp-size", "--dp", "--tp-size", "--tp", "--sp-degree", "--ulysses-degree", "--ring-degree"]);
      let i = flags.reduce((last, flag, index) => PARALLELISM_ANCHORS.has(flag.split(/[\s=]/)[0]) ? index : last, -1);
      if (i === -1) i = flags.findIndex(f => f.startsWith("--model-path"));
      flags.splice(i + 1, 0, `--nnodes ${nnodes}`, `--node-rank {{NODE_RANK}}`, `--dist-init-addr {{NODE0_IP}}:20000`);
    }
    const pdServePort = PD_SERVE_PORTS[cell.pd ? cell.pdMode : config.resolveRecipe ? null : sel.pdMode];
    if (pdServePort !== undefined) {
      for (let j = 0; j < flags.length; j++) {
        if (flags[j].split(/[\s=]/)[0] === "--port") {
          flags[j] = `--port ${pdServePort}`;
        }
      }
    }
    let cmd;
    if (mode === "docker") {
      const di = config.dockerImages || ({});
      const image = cell.pd && cell.dockerImage || di[`${sel.hw}|${sel.variant}|${sel.quant}`] || di[`${sel.variant}|${sel.quant}`] || di[`${sel.hw}|${sel.quant}|${sel.strategy}`] || di[`${sel.hw}|${sel.quant}`] || di[sel.hw] || "lmsysorg/sglang:dev";
      const dockerRunCommand = typeof config.dockerRunCommand === "function" ? config.dockerRunCommand(sel) : config.dockerRunCommand || "sglang serve";
      const portFlag = flags.find(x => x.split(/[\s=]/)[0] === "--port");
      const servePort = portFlag ? portFlag.slice(("--port").length).trim() : "{{PORT}}";
      const hostNetwork = multinode || cell.pd || typeof config.dockerHostNetworkWhen === "function" && config.dockerHostNetworkWhen(sel, {
        flags,
        env: cellEnv
      });
      const vendorOf = hwId => {
        for (const [vendor, list] of Object.entries(HARDWARE_CATALOG)) {
          if (list.some(h => h.id === hwId)) return vendor;
        }
        const extra = (config.hardware || []).find(h => h.id === hwId);
        return extra && extra.vendor || "nvidia";
      };
      const catalogEntryOf = hwId => {
        const extra = (config.hardware || []).find(h => h.id === hwId);
        if (extra) return extra;
        for (const list of Object.values(HARDWARE_CATALOG)) {
          const hit = list.find(h => h.id === hwId);
          if (hit) return hit;
        }
        return null;
      };
      const fabricFlagsOf = hwId => (catalogEntryOf(hwId) || ({})).multiNodeDockerFlags || [];
      const davinciLines = devices => {
        const lines = [];
        for (let i = 0; i < devices; i += 4) {
          const group = [];
          for (let k = i; k < Math.min(i + 4, devices); k++) {
            group.push(`--device=/dev/davinci${k}`);
          }
          lines.push("  " + group.join(" "));
        }
        return lines;
      };
      const gpuAccessLines = vendorOf(sel.hw) === "amd" ? ["docker run", "  --device=/dev/kfd --device=/dev/dri", "  --group-add video", "  --cap-add=SYS_PTRACE --security-opt seccomp=unconfined", "  --shm-size 32g"] : vendorOf(sel.hw) === "npu" ? ["docker run --privileged --shm-size=16g", ...davinciLines((catalogEntryOf(sel.hw) || ({})).npuDevices || 16), "  --device=/dev/davinci_manager", "  --device=/dev/hisi_hdc", "  -v /usr/local/sbin:/usr/local/sbin", "  -v /usr/local/Ascend/driver:/usr/local/Ascend/driver", "  -v /usr/local/Ascend/firmware:/usr/local/Ascend/firmware", "  -v /etc/ascend_install.info:/etc/ascend_install.info", "  -v /var/queue_schedule:/var/queue_schedule", "  -v ~/.cache/:/root/.cache/"] : ["docker run --gpus all", "  --shm-size 32g"];
      const dockerLines = [...gpuAccessLines, hostNetwork ? "  --network host" : `  -p ${servePort}:${servePort}`, ...multinode || cell.pd ? fabricFlagsOf(sel.hw).map(f => "  " + f) : [], ...vendorOf(sel.hw) === "npu" ? [] : ["  -v ~/.cache/huggingface:/root/.cache/huggingface"], ...[...config.dockerMounts || [], ...cell.pd ? cell.dockerMounts || [] : []].map(mount => `  -v ${mount}`), ...config.placeholders && config.placeholders.HF_TOKEN ? [`  --env "HF_TOKEN={{HF_TOKEN}}"`] : [], ...cellEnv.map(e => `  --env ${e}`), "  --ipc=host", `  ${image}`, `  ${dockerRunCommand}`, ...flags.map(f => "    " + f)];
      cmd = dockerLines.join(" \\\n");
    } else {
      const flagBlock = flags.map(f => "  " + f).join(" \\\n");
      const envBlock = cellEnv.length ? cellEnv.join(" \\\n") + " \\\n" : "";
      cmd = `${envBlock}sglang serve \\\n${flagBlock}`;
    }
    const hintLines = [...cell.pd ? cell.hints || [] : [], ...overlayHints(sel), ...multinode && config.multiNodeHints && config.multiNodeHints[sel.hw] ? config.multiNodeHints[sel.hw] : []];
    if (hintLines.length) {
      const hint = hintLines.map(line => line.length ? "# " + line : "#").join("\n");
      cmd = `${hint}\n${cmd}`;
    }
    cmd = interpolate(cmd, envValues, modelName);
    if (multinode) {
      const header = `# Multi-node (${nnodes} nodes). Run the same command on every node with:\n` + `#   <node-rank> = 0 on the head node, 1..${nnodes - 1} on the others\n` + `#   <node0-ip>  = IP of the head node (reachable from all others)`;
      cmd = `${header}\n${cmd}`;
    }
    return cmd;
  };
  const ACCURACY_LABELS = config.accuracyLabels || [];
  const renderBenchmarkCard = entry => {
    const pct = entry && entry.latencyPercentile || config.latencyPercentile || "P50";
    const SPEED_LABELS = [["ttft_ms", `TTFT (${pct})`, "ms"], ["tpot_ms", `TPOT (${pct})`, "ms"], ["tokens_per_sec_per_gpu", "throughput per gpu", "tok/s"], ["interactivity", "interactivity", "tokens/s/user", m => m.tpot_ms != null && m.tpot_ms !== 0 ? Math.round(1000 / m.tpot_ms * 10) / 10 : null]];
    const WORKLOAD_KEYS = ["dataset", "isl", "osl", "max_concurrency"];
    const fmt = (val, unit) => {
      if (val === null || val === undefined) return null;
      return `${val}${unit ? " " + unit : ""}`;
    };
    const formatWorkloadParts = (workload, keys) => {
      if (!workload) return "";
      const parts = [];
      if (keys.has("dataset") && workload.dataset) parts.push(workload.dataset);
      if (keys.has("isl") || keys.has("osl")) {
        if (workload.isl != null || workload.osl != null) {
          parts.push(`in/out=${workload.isl != null ? workload.isl : "?"}/${workload.osl != null ? workload.osl : "?"}`);
        }
      }
      if (keys.has("max_concurrency") && workload.max_concurrency != null) {
        parts.push(`max-concurrency=${workload.max_concurrency}`);
      }
      return parts.join(", ");
    };
    const ALWAYS_PER_COLUMN = new Set(["max_concurrency"]);
    const ATOMIC_WORKLOAD_GROUPS = [["isl", "osl"]];
    const partitionWorkload = measurements => {
      const shared = new Set();
      const differing = new Set();
      for (const k of WORKLOAD_KEYS) {
        const seen = new Set();
        let anyPresent = false;
        for (const m of measurements) {
          const v = m && m.workload ? m.workload[k] : undefined;
          if (v != null) anyPresent = true;
          seen.add(v);
        }
        if (!anyPresent) continue;
        if (ALWAYS_PER_COLUMN.has(k) || seen.size > 1) differing.add(k); else shared.add(k);
      }
      for (const group of ATOMIC_WORKLOAD_GROUPS) {
        if (!group.some(k => differing.has(k))) continue;
        for (const k of group) if (shared.delete(k)) differing.add(k);
      }
      return {
        shared,
        differing
      };
    };
    const renderBenchTable = ({title, sharedText, colHeaders, rows, colCount, legend}) => {
      if (rows.length === 0) return null;
      const showColHeaders = colHeaders.length > 0 && colHeaders.some(h => h !== "");
      return <div style={s.benchBlock}>
          <div style={s.benchBlockTitle}>{title}</div>
          {sharedText && <div style={s.benchWorkload}>{sharedText}</div>}
          {}
          <div className="sg-bench-scroll" style={s.benchTableScroll} {...colCount > 1 ? {
        tabIndex: 0,
        role: "group",
        "aria-label": sharedText ? `${title} — ${sharedText}` : title
      } : {}}>
            <div style={{
        ...s.benchTable,
        gridTemplateColumns: `max-content repeat(${colCount}, minmax(max-content, 1fr))`
      }}>
              {showColHeaders && <div key="corner" style={s.benchTableCornerHead}></div>}
              {showColHeaders && colHeaders.map((h, i) => <div key={`hdr-${i}`} style={s.benchTableHead}>{h}</div>)}
              {showColHeaders && <div key="sep" style={s.benchTableSeparator}></div>}
              {rows.map(r => [<div key={`lbl-${r.label}`} style={s.benchTableLabel}>{r.label}</div>, ...r.values.map((v, i) => <div key={`val-${r.label}-${i}`} style={v === null ? {
        ...s.benchTableValue,
        ...s.benchTableValueMissing
      } : s.benchTableValue}>
                    {v !== null ? v : "—"}
                  </div>)])}
            </div>
          </div>
          {legend && <div style={s.benchLegend}>
              {(Array.isArray(legend) ? legend : [legend]).map((line, i) => <div key={`legend-${i}`}>{line}</div>)}
            </div>}
        </div>;
    };
    const buildSpeedTable = measurements => {
      if (measurements.length === 0) return null;
      const {shared, differing} = partitionWorkload(measurements);
      const sharedText = formatWorkloadParts(measurements[0] && measurements[0].workload, shared);
      const colHeaders = measurements.map(m => formatWorkloadParts(m && m.workload, differing));
      const rows = SPEED_LABELS.map(tup => {
        const [key, label, unit, compute] = tup;
        const values = measurements.map(m => {
          const raw = compute ? compute(m) : m[key];
          return fmt(raw, unit);
        });
        return {
          label,
          values
        };
      });
      return {
        title: "Speed",
        sharedText,
        colHeaders,
        rows,
        colCount: measurements.length,
        legend: [`throughput per gpu = (input+output tokens)/elapsed/GPU`, `interactivity = 1000/TPOT(ms) (tokens/s/user)`]
      };
    };
    const buildAccuracyTable = accuracy => {
      if (!accuracy) return null;
      const rows = ACCURACY_LABELS.map(([key, label, unit]) => {
        const v = fmt(accuracy[key], unit);
        if (v === null) return null;
        return {
          label,
          values: [v]
        };
      }).filter(r => r !== null);
      if (rows.length === 0) return null;
      return {
        title: "Accuracy",
        sharedText: null,
        colHeaders: [],
        rows,
        colCount: 1
      };
    };
    const accuracy = effectiveAccuracy(entry, sel);
    const isEmpty = benchmarkIsEmpty(entry, accuracy);
    const measurements = !isEmpty ? normalizeSpeed(entry && entry.speed) : [];
    const accuracyTable = !isEmpty ? buildAccuracyTable(accuracy) : null;
    const speedTable = !isEmpty ? buildSpeedTable(measurements) : null;
    const hasBenchCmds = !isEmpty && buildBenchCommands(entry, sel) !== null;
    return <div style={s.benchCard}>
        <div style={s.benchHeader}>
          <div style={s.benchTitle}>Benchmark</div>
          <div style={s.benchHeaderRight}>
            {!isEmpty && entry && entry.sglang_version && <div style={s.benchVersion}>measured on sglang <code>{entry.sglang_version}</code></div>}
            {hasBenchCmds && <button style={s.iconButton} onClick={() => setModal("bench")}>⚡ Reproduce</button>}
          </div>
        </div>
        {isEmpty ? <div style={s.benchEmpty}>
            Benchmark data pending for this combination — submit yours via the Playground's Submit ↗ button.
          </div> : <>
            {accuracyTable && renderBenchTable(accuracyTable)}
            {speedTable && renderBenchTable(speedTable)}
            {entry && entry.notes && <div style={s.benchNotes}>{entry.notes}</div>}
          </>}
      </div>;
  };
  const buildBenchCommands = (entry, sel) => {
    const bc = config.benchmarkCommands;
    if (!bc) return null;
    const acc = effectiveAccuracy(entry, sel);
    const accuracy = [];
    if (bc.accuracy) {
      for (const [key, label] of ACCURACY_LABELS) {
        if (acc[key] == null) continue;
        const tmpl = bc.accuracy[key];
        const resolved = typeof tmpl === "string" ? tmpl : tmpl && tmpl[sel.variant] || null;
        if (resolved) accuracy.push({
          key,
          label,
          template: resolved
        });
      }
    }
    let speed = null;
    if (bc.speed && entry) {
      const ms = normalizeSpeed(entry.speed).filter(m => m && m.workload && m.workload.max_concurrency != null);
      const concurrencies = [...new Set(ms.map(m => m.workload.max_concurrency))].sort((a, b) => a - b);
      if (concurrencies.length) {
        speed = {
          template: bc.speed,
          concurrencies,
          workload: ms[0].workload,
          numPromptsOf: c => {
            const m = ms.find(x => x.workload.max_concurrency === c);
            if (m && m.workload.num_prompts != null) return m.workload.num_prompts;
            const tbl = bc.numPromptsByConc;
            if (tbl && tbl[c] != null) return tbl[c];
            return Math.max(c * 2, 200);
          }
        };
      }
    }
    if (accuracy.length === 0 && !speed) return null;
    return {
      accuracy,
      speed
    };
  };
  const buildHardwareGroups = () => {
    const supported = new Set(config.supportedHardware);
    const catalog = {};
    for (const [vendor, list] of Object.entries(HARDWARE_CATALOG)) catalog[vendor] = [...list];
    for (const hw of config.hardware || []) {
      const vendor = hw.vendor || "nvidia";
      const list = catalog[vendor] || (catalog[vendor] = []);
      const entry = {
        id: hw.id,
        label: hw.label,
        vram: hw.vram
      };
      const i = list.findIndex(x => x.id === hw.id);
      if (i >= 0) list[i] = entry; else list.push(entry);
    }
    const groups = [];
    for (const [vendor, list] of Object.entries(catalog)) {
      const items = list.filter(hw => supported.has(hw.id)).map(hw => ({
        id: hw.id,
        label: hw.label,
        subtitle: hw.vram
      }));
      if (items.length) groups.push({
        label: vendor.toUpperCase(),
        items
      });
    }
    if (config.groupHardware === false) {
      return [{
        label: null,
        items: groups.flatMap(group => group.items)
      }];
    }
    return groups;
  };
  const initialSelectionFromCells = () => {
    const first = (config.cells || [])[0];
    const sel = Object.fromEntries(DIMENSIONS.map(d => [d, first ? first.match[d] : ""]));
    for (const spec of overlayDimSpecs) {
      const opts = spec.options || [];
      sel[spec.id] = (spec.default ?? (opts[0] && opts[0].id)) ?? "";
    }
    if (!commandBuilder) return sel;
    return {
      ...sel,
      hw: commandBuilder.defaultSelection?.hw || config.supportedHardware?.[0] || "",
      ...commandBuilder.defaultSelection || ({})
    };
  };
  const normalizeBuilderSelection = parsed => {
    const out = {
      ...initialSelectionFromCells(),
      ...parsed
    };
    if (!(config.supportedHardware || []).includes(out.hw)) {
      out.hw = commandBuilder.defaultSelection?.hw || config.supportedHardware?.[0] || "";
    }
    for (const spec of overlayDimSpecs) {
      if (spec.kind === "number") {
        const value = Number.parseInt(out[spec.id], 10);
        out[spec.id] = Math.min(spec.max, Math.max(spec.min, Number.isFinite(value) ? value : Number(spec.default ?? spec.min)));
        continue;
      }
      const options = spec.options || [];
      if (!options.some(option => option.id === out[spec.id])) {
        out[spec.id] = (spec.default ?? options[0]?.id) ?? "";
      }
    }
    for (const [key, bounds] of Object.entries(commandBuilder.resource?.limits || ({}))) {
      const fallback = Number((commandBuilder.defaultSelection?.[key] ?? bounds.min) ?? 1);
      const value = Number.parseInt(out[key], 10);
      out[key] = Math.min(bounds.max, Math.max(bounds.min, Number.isFinite(value) ? value : fallback));
    }
    for (const key of ["tp_size", "ulysses_degree", "ring_degree"]) {
      const value = Number.parseInt(out[key], 10);
      out[key] = Number.isFinite(value) && value > 0 ? value : 1;
    }
    out.topology_mode = out.topology_mode === "manual" ? "manual" : "auto";
    return out;
  };
  const placeholderDefaults = schema => {
    const out = {};
    for (const [k, v] of Object.entries(schema || ({}))) out[k] = v.default ?? "";
    return out;
  };
  const [isDark, setIsDark] = useState(false);
  useEffect(() => {
    const check = () => {
      const html = document.documentElement;
      setIsDark(html.classList.contains("dark") || html.getAttribute("data-theme") === "dark" || html.style.colorScheme === "dark");
    };
    check();
    const observer = new MutationObserver(check);
    observer.observe(document.documentElement, {
      attributes: true,
      attributeFilter: ["class", "data-theme", "style"]
    });
    return () => observer.disconnect();
  }, []);
  const STORAGE_KEY = "sglang-deploy-env";
  const [env, setEnv] = useState(() => placeholderDefaults(config.placeholders));
  useEffect(() => {
    try {
      const raw = window.localStorage.getItem(STORAGE_KEY);
      if (raw) {
        const parsed = JSON.parse(raw);
        setEnv({
          ...placeholderDefaults(config.placeholders),
          ...parsed
        });
      }
    } catch {}
  }, []);
  const saveEnv = next => {
    setEnv(next);
    try {
      window.localStorage.setItem(STORAGE_KEY, JSON.stringify(next));
    } catch {}
  };
  const [sel, setSel] = useState(() => initialSelectionFromCells());
  const [selectionHydrated, setSelectionHydrated] = useState(false);
  const INTERNAL_HASH_STATE_KEY = "__sglangDeployInternalHash";
  const DEPLOYMENT_COMPONENT_ID = "deployment-configurator";
  useEffect(() => {
    const hydrate = () => {
      const raw = window.location.hash.replace(/^#/, "");
      if (!raw) return;
      const params = new URLSearchParams(raw);
      const initial = initialSelectionFromCells();
      const parsed = {
        ...initial
      };
      let touched = false;
      params.forEach((value, key) => {
        if ((key in parsed)) {
          parsed[key] = value;
          touched = true;
        }
      });
      if (!touched) return;
      setSel(commandBuilder ? normalizeBuilderSelection(parsed) : validateSelection(config.cells, parsed));
      const historyState = window.history.state;
      const isInternalHash = historyState && typeof historyState === "object" && historyState[INTERNAL_HASH_STATE_KEY] === `#${raw}`;
      if (isInternalHash) return;
      const el = document.getElementById(DEPLOYMENT_COMPONENT_ID);
      if (el) el.scrollIntoView({
        behavior: "smooth",
        block: "start"
      });
    };
    hydrate();
    setSelectionHydrated(true);
    window.addEventListener("hashchange", hydrate);
    return () => window.removeEventListener("hashchange", hydrate);
  }, []);
  useEffect(() => {
    if (!selectionHydrated) return;
    const target = "#" + new URLSearchParams(sel).toString();
    if (window.location.hash !== target) {
      const historyState = window.history.state && typeof window.history.state === "object" ? window.history.state : {};
      window.history.replaceState({
        ...historyState,
        [INTERNAL_HASH_STATE_KEY]: target
      }, "", target);
    }
    window.dispatchEvent(new CustomEvent("sglang-deploy-sel", {
      detail: sel
    }));
  }, [sel, selectionHydrated]);
  const [modal, setModal] = useState(null);
  useEffect(() => {
    if (modal === null) return;
    const onKey = e => {
      if (e.key === "Escape") setModal(null);
    };
    const prev = document.body.style.overflow;
    document.body.style.overflow = "hidden";
    window.addEventListener("keydown", onKey);
    return () => {
      window.removeEventListener("keydown", onKey);
      document.body.style.overflow = prev;
    };
  }, [modal]);
  const [copied, setCopied] = useState(false);
  const [curlCopied, setCurlCopied] = useState(false);
  const [envDraft, setEnvDraft] = useState(env);
  const [benchConc, setBenchConc] = useState(null);
  const [benchAcc, setBenchAcc] = useState(null);
  const [benchCopied, setBenchCopied] = useState(null);
  const configuredRunModes = typeof config.runModes === "function" ? config.runModes(sel) : config.runModes;
  const runModes = configuredRunModes || ["python", "docker"];
  const [runMode, setRunMode] = useState(runModes[0]);
  const [builderScope, setBuilderScope] = useState("base");
  const [builderServerSetting, setBuilderServerSetting] = useState(null);
  const [builderAdvanced, setBuilderAdvanced] = useState(false);
  const [serveExpanded, setServeExpanded] = useState(false);
  const [requestExpanded, setRequestExpanded] = useState(false);
  const [builderHeadAddress, setBuilderHeadAddress] = useState("<head-node-ip>");
  const [builderNodeRank, setBuilderNodeRank] = useState(0);
  const [blockedNote, setBlockedNote] = useState(null);
  const flashBlockedNote = (dim, reason) => {
    const note = {
      dim,
      reason
    };
    setBlockedNote(note);
    setTimeout(() => setBlockedNote(cur => cur === note ? null : cur), 4000);
  };
  useEffect(() => {
    if (builderNodeRank >= Number(sel.nodes || 1)) setBuilderNodeRank(0);
  }, [sel.nodes, builderNodeRank]);
  const hasRunMode = runModes.includes(runMode);
  const fallbackRunMode = runModes[0];
  const activeRunMode = hasRunMode ? runMode : fallbackRunMode;
  useEffect(() => {
    if (!hasRunMode) setRunMode(fallbackRunMode);
  }, [hasRunMode, fallbackRunMode]);
  useEffect(() => {
    if (modal === "env") setEnvDraft(env);
  }, [modal, env]);
  const [mambaRatio, setMambaRatio] = useState(null);
  useEffect(() => {
    const onRatio = e => setMambaRatio(e.detail && (e.detail.baseRatio || e.detail.ratio) || null);
    window.addEventListener("sglang-k3-mamba-ratio", onRatio);
    return () => window.removeEventListener("sglang-k3-mamba-ratio", onRatio);
  }, []);
  const s = makeStyles(isDark);
  const cell = commandBuilder ? commandBuilder.resolveDeployment(sel) : findCell(config.cells, sel);
  const builderMeta = cell && cell.builder || ({});
  const verifyStatus = cellVerifyStatus(cell, sel);
  const cellWithRatio = (() => {
    if (!cell || !mambaRatio) return cell;
    if (cell.flags.some(f => f.startsWith("--mamba-full-memory-ratio") || f.startsWith("--max-mamba-cache-size"))) return cell;
    const flags = [...cell.flags];
    const line = `--mamba-full-memory-ratio ${mambaRatio}`;
    const i = flags.findIndex(f => f.startsWith("--host"));
    if (i >= 0) flags.splice(i, 0, line); else flags.push(line);
    return {
      ...cell,
      flags
    };
  })();
  const commandEnv = commandBuilder ? {
    ...env,
    NODE_RANK: String(builderNodeRank),
    NODE0_IP: builderHeadAddress || "<head-node-ip>"
  } : env;
  const command = renderCommand(cellWithRatio, sel, commandEnv, activeRunMode);
  const effFlags = cell ? overlayCompose(cell.flags, sel) : [];
  const specAlgoFlag = effFlags.find(f => f.split(/[\s=]/)[0] === "--speculative-algorithm");
  const specMrrFlag = effFlags.find(f => f.split(/[\s=]/)[0] === "--max-running-requests");
  const mtpHint = !!specAlgoFlag && !specMrrFlag;
  const specPinnedHint = !!specAlgoFlag && !!specMrrFlag;
  const specMrrValue = specMrrFlag ? specMrrFlag.split(/[\s=]/).filter(Boolean)[1] || "" : "";
  const SPEC_ALGO_LABEL = {
    EAGLE: "MTP",
    EAGLE3: "MTP",
    FROZEN_KV_MTP: "MTP",
    DSPARK: "DSpark",
    DFLASH: "DFlash",
    NGRAM: "N-gram",
    STANDALONE: "standalone draft"
  };
  const specAlgoName = (() => {
    if (!specAlgoFlag) return "MTP";
    const v = specAlgoFlag.split(/[\s=]/).filter(Boolean)[1] || "";
    return SPEC_ALGO_LABEL[v.toUpperCase()] || v || "MTP";
  })();
  const renderWarn = text => {
    const out = [];
    const re = /\[([^\]]+)\]\(#([^)]+)\)/g;
    let last = 0;
    for (let m; m = re.exec(text); last = m.index + m[0].length) {
      if (m.index > last) out.push(text.slice(last, m.index));
      const anchor = m[2];
      out.push(<button key={m.index} type="button" onClick={() => {
        const el = document.getElementById(anchor);
        if (el) el.scrollIntoView({
          behavior: "smooth",
          block: "start"
        });
      }} style={{
        background: "transparent",
        border: "none",
        padding: 0,
        color: isDark ? "#FDBA74" : "#C2410C",
        cursor: "pointer",
        font: "inherit",
        fontWeight: 600,
        textDecoration: "underline",
        textUnderlineOffset: "2px"
      }}>
          {m[1]}
        </button>);
    }
    if (last < text.length) out.push(text.slice(last));
    return out;
  };
  const modelName = resolveModelName(sel);
  const curlTemplate = typeof config.curl === "function" ? config.curl(sel, cell) : config.curl;
  const curlText = interpolate(curlTemplate || "", cell && cell.pd && cell.router ? {
    ...env,
    CURL_PORT: String(cell.router.port)
  } : env, modelName);
  const hwGroups = buildHardwareGroups();
  const benchEntry = benchmarks ? findBenchmark(benchmarks, sel) : null;
  const isOverlayDim = dim => overlayDimSpecs.some(d => d.id === dim);
  const findOption = (dim, value) => {
    const spec = [...matchDimSpecs, ...overlayDimSpecs].find(d => d.id === dim);
    return spec && (spec.options || []).find(o => o.id === value);
  };
  const isEnabled = (dim, value) => {
    const opt = findOption(dim, value);
    if (opt && optionDisabled(opt, sel)) return false;
    if (commandBuilder && dim === "hw") return true;
    return isOverlayDim(dim) || isOptionAvailable(config.cells || [], sel, dim, value);
  };
  const reseatHiddenPicks = next => {
    let out = next;
    for (const spec of [...matchDimSpecs, ...overlayDimSpecs]) {
      const opts = visibleOptions(spec, out).filter(o => !optionDisabled(o, out));
      if (!opts.length) continue;
      if (!opts.some(o => o.id === out[spec.id])) {
        out = {
          ...out,
          [spec.id]: opts[0].id
        };
      }
    }
    return out;
  };
  const recommendedBuilderRecipe = hw => {
    const recipes = commandBuilder.resource?.verifiedRecipes || [];
    return recipes.find(entry => entry.hw === hw && entry.default) || recipes.find(entry => entry.hw === hw);
  };
  const handleSelect = (dim, value) => {
    if (commandBuilder) {
      setSel(prev => {
        let next = {
          ...prev,
          [dim]: value
        };
        if (dim === "hw") {
          const currentRecipe = recommendedBuilderRecipe(prev.hw);
          const nextRecipe = recommendedBuilderRecipe(value);
          const resourcesFollowPlatformDefault = !!currentRecipe && Number(prev.nodes) === Number(currentRecipe.nodes) && Number(prev.gpus_per_node) === Number(currentRecipe.gpus_per_node);
          next = {
            ...next,
            nodes: resourcesFollowPlatformDefault ? nextRecipe?.nodes ?? next.nodes : next.nodes,
            gpus_per_node: resourcesFollowPlatformDefault ? nextRecipe?.gpus_per_node ?? next.gpus_per_node : next.gpus_per_node,
            topology_mode: "auto",
            tp_size: resourcesFollowPlatformDefault ? nextRecipe?.tp_size ?? 1 : next.tp_size,
            ulysses_degree: resourcesFollowPlatformDefault ? nextRecipe?.ulysses_degree ?? 1 : next.ulysses_degree,
            ring_degree: resourcesFollowPlatformDefault ? nextRecipe?.ring_degree ?? 1 : next.ring_degree,
            placement: resourcesFollowPlatformDefault ? nextRecipe?.placement || "auto" : next.placement,
            encoder: resourcesFollowPlatformDefault ? nextRecipe?.encoder || "auto" : next.encoder
          };
        }
        return reseatHiddenPicks(normalizeBuilderSelection(next));
      });
      return;
    }
    setSel(prev => reseatHiddenPicks(isOverlayDim(dim) ? {
      ...prev,
      [dim]: value
    } : snapToValidCell(config.cells, prev, dim, value)));
  };
  const commitBuilderNumber = (event, currentValue, bounds, commit) => {
    const parsed = Number(event.currentTarget.value);
    if (!Number.isInteger(parsed)) {
      event.currentTarget.value = String(currentValue);
      return;
    }
    const value = Math.min(bounds.max, Math.max(bounds.min, parsed));
    event.currentTarget.value = String(value);
    commit(value);
  };
  const renderBuilderNumberInput = ({identity, value, min, max, label, onCommit}) => <input key={identity} type="number" inputMode="numeric" min={min} max={max} step="1" defaultValue={value} aria-label={label} onFocus={event => event.currentTarget.select()} onBlur={event => commitBuilderNumber(event, value, {
    min,
    max
  }, onCommit)} onKeyDown={event => {
    if (event.key === "Enter") event.currentTarget.blur();
  }} />;
  const updateBuilderResource = (key, delta) => {
    if (!commandBuilder) return;
    const bounds = commandBuilder.resource?.limits?.[key] || ({
      min: 1,
      max: 8
    });
    setSel(prev => {
      const value = Math.min(bounds.max, Math.max(bounds.min, Number(prev[key]) + delta));
      return normalizeBuilderSelection({
        ...prev,
        [key]: value,
        topology_mode: "auto"
      });
    });
  };
  const setBuilderResource = (key, rawValue) => {
    if (!commandBuilder) return;
    const value = Number.parseInt(rawValue, 10);
    if (!Number.isFinite(value)) return;
    const bounds = commandBuilder.resource?.limits?.[key] || ({
      min: 1,
      max: 8
    });
    setSel(prev => normalizeBuilderSelection({
      ...prev,
      [key]: Math.min(bounds.max, Math.max(bounds.min, value)),
      topology_mode: "auto"
    }));
  };
  const editBuilderTopology = (key, value) => {
    if (!commandBuilder) return;
    setSel(prev => normalizeBuilderSelection({
      ...prev,
      topology_mode: "manual",
      [key]: Number.parseInt(value, 10) || 1
    }));
  };
  const handleCopy = () => {
    navigator.clipboard.writeText(command);
    setCopied(true);
    setTimeout(() => setCopied(false), 1200);
  };
  const copyCurl = () => {
    navigator.clipboard.writeText(curlText);
    setCurlCopied(true);
    setTimeout(() => setCurlCopied(false), 1200);
  };
  const copyBench = (key, text) => {
    navigator.clipboard.writeText(text);
    setBenchCopied(key);
    setTimeout(() => setBenchCopied(null), 1200);
  };
  const placeholderGroups = (() => {
    const out = {
      command: [],
      curl: []
    };
    for (const [key, meta] of Object.entries(config.placeholders || ({}))) {
      (out[meta.target] || (out[meta.target] = [])).push({
        key,
        ...meta
      });
    }
    return out;
  })();
  const renderButton = (item, dim, selectedId) => {
    const checked = selectedId === item.id;
    const disabled = !isEnabled(dim, item.id);
    return <label key={item.id} className="sg-command-visualizer-choice" role="radio" aria-checked={checked} aria-disabled={disabled} tabIndex={disabled ? -1 : 0} style={{
      ...s.labelBase,
      ...checked ? s.checked : {},
      ...disabled ? s.disabled : {}
    }} title={disabled ? (typeof item.disableReason === "function" ? item.disableReason(sel) : item.disableReason) || "Not supported for current selection" : ""} onClick={e => {
      if (disabled) {
        e.preventDefault();
        return;
      }
      handleSelect(dim, item.id);
    }} onKeyDown={e => {
      if (disabled || e.key !== "Enter" && e.key !== " ") return;
      e.preventDefault();
      handleSelect(dim, item.id);
    }}>
        <input type="radio" checked={checked} disabled={disabled} readOnly style={{
      display: "none"
    }} />
        <span>{item.label}</span>
        {item.subtitle && <small style={{
      ...s.subtitle,
      color: checked ? "rgba(255,255,255,0.85)" : "inherit"
    }}>
            {item.subtitle}
          </small>}
      </label>;
  };
  const renderFlatSection = (title, options, dim, selectedId) => <div style={s.card}>
      <div style={s.title}>{title}</div>
      <div style={s.itemsGrid(options.length)}>
        {options.map(item => renderButton(item, dim, selectedId))}
      </div>
    </div>;
  const maxHwCols = Math.max(...hwGroups.map(x => x.items.length));
  if (commandBuilder) {
    const scopeLabel = {
      base: "Setup",
      serve: "Server",
      request: "Request"
    };
    const scopedDims = scope => overlayDimSpecs.filter(dim => {
      if ((dim.scope || "base") !== scope) return false;
      if (dim.kind === "number") {
        return typeof dim.showWhen !== "function" || dim.showWhen(sel);
      }
      return rowVisible(dim, sel);
    });
    const baseDims = scopedDims("base");
    const serveDims = scopedDims("serve");
    const requestDims = scopedDims("request");
    const errors = builderMeta.errors || [];
    const warnings = builderMeta.warnings || [];
    const invalid = errors.length > 0;
    const totalGpus = Number(sel.nodes) * Number(sel.gpus_per_node);
    const topology = builderMeta.topology || ({});
    const verification = builderMeta.verification || ({});
    const scopeIsVerified = scope => scopedDims(scope).every(dim => {
      const option = (dim.options || []).find(entry => entry.id === sel[dim.id]);
      if (option && optionSoft(option, sel)) return false;
      const predicate = option?.verifiedWhen ?? dim.verifiedWhen;
      return typeof predicate === "function" ? !!predicate(sel) : predicate !== false;
    });
    const serveStatus = invalid ? "error" : scopeIsVerified("serve") ? verification.serve || verifyStatus : "unverified";
    const requestStatus = invalid ? "error" : scopeIsVerified("request") ? verification.request || verifyStatus : "unverified";
    const statusText = status => ({
      verified: "Verified",
      unverified: "Unverified",
      "in-progress": "Verification in progress",
      error: "Invalid configuration"
    })[status] || "Unverified";
    const activeServerSetting = serveDims.find(dim => dim.id === builderServerSetting) || serveDims[0];
    const selectedOption = dim => (dim.options || []).find(option => option.id === sel[dim.id]);
    const effectiveSetting = dim => builderMeta.resolvedSettings?.[dim.id] || selectedOption(dim)?.label || sel[dim.id] || "—";
    const recommendedRecipe = recommendedBuilderRecipe(sel.hw);
    const recommendedInUse = !!recommendedRecipe && Number(sel.nodes) === recommendedRecipe.nodes && Number(sel.gpus_per_node) === recommendedRecipe.gpus_per_node && sel.topology_mode === "auto" && serveDims.every(dim => {
      const expected = recommendedRecipe[dim.id] ?? dim.default;
      if (dim.id === "attention") return sel.attention === "platform";
      return expected === undefined || sel[dim.id] === expected || ["placement", "encoder"].includes(dim.id) && sel[dim.id] === "auto";
    });
    const restoreRecommendedRecipe = () => {
      if (!recommendedRecipe) return;
      setSel(prev => reseatHiddenPicks(normalizeBuilderSelection({
        ...prev,
        ...Object.fromEntries(serveDims.map(dim => [dim.id, (recommendedRecipe[dim.id] ?? dim.default) ?? dim.options?.[0]?.id])),
        nodes: recommendedRecipe.nodes,
        gpus_per_node: recommendedRecipe.gpus_per_node,
        topology_mode: "auto",
        tp_size: recommendedRecipe.tp_size,
        ulysses_degree: recommendedRecipe.ulysses_degree,
        ring_degree: recommendedRecipe.ring_degree,
        placement: recommendedRecipe.placement || "auto",
        attention: "platform",
        precision: "native",
        encoder: recommendedRecipe.encoder || "auto",
        execution: recommendedRecipe.execution || "eager"
      })));
    };
    const renderBuilderChoice = (item, dim) => {
      const checked = sel[dim.id] === item.id;
      const disabled = !isEnabled(dim.id, item.id);
      const soft = !disabled && optionSoft(item, sel);
      const reason = disabled ? item.disableReason || "Not available for this configuration" : soft ? item.softReason || "Runs, but this combination is not a verified recipe yet." : "";
      return <button key={item.id} type="button" className="sgd-builder-choice" data-selected={checked ? "true" : "false"} data-blocked={disabled ? "true" : undefined} data-soft={soft ? "true" : undefined} aria-disabled={disabled} aria-pressed={checked} title={reason} onClick={() => {
        if (disabled) {
          flashBlockedNote(dim.id, reason);
          return;
        }
        handleSelect(dim.id, item.id);
      }}>
          <span className="sgd-builder-choice-dot" aria-hidden="true" />
          <span>{item.label}</span>
          {item.subtitle && <small>{item.subtitle}</small>}
        </button>;
    };
    const renderBuilderDimension = dim => <section className="sgd-builder-section" key={dim.id}>
        <div className="sgd-builder-section-heading">
          <span>{dim.title}</span>
          {dim.description && <small>{dim.description}</small>}
        </div>
        <div className="sgd-builder-choice-grid" data-density={(dim.options || []).length > 5 ? "compact" : "normal"}>
          {visibleOptions(dim, sel).map(option => renderBuilderChoice(option, dim))}
        </div>
        {blockedNote && blockedNote.dim === dim.id && <p className="sgd-builder-blocked-note" role="status">{blockedNote.reason}</p>}
      </section>;
    const renderStepper = (key, label, detail) => {
      const bounds = commandBuilder.resource?.limits?.[key] || ({
        min: 1,
        max: 8
      });
      return <div className="sgd-builder-stepper-field">
          <div>
            <span>{label}</span>
            {detail && <small>{detail}</small>}
          </div>
          <div className="sgd-builder-stepper" aria-label={label}>
            <button type="button" aria-label={`Decrease ${label}`} disabled={Number(sel[key]) <= bounds.min} onClick={() => updateBuilderResource(key, -1)}>−</button>
            {renderBuilderNumberInput({
        identity: `${key}-${sel[key]}`,
        value: sel[key],
        min: bounds.min,
        max: bounds.max,
        label,
        onCommit: value => setBuilderResource(key, value)
      })}
            <button type="button" aria-label={`Increase ${label}`} disabled={Number(sel[key]) >= bounds.max} onClick={() => updateBuilderResource(key, 1)}>+</button>
          </div>
        </div>;
    };
    const renderBaseScope = () => <div className="sgd-builder-scope-panel" data-scope="base">
        {recommendedRecipe && <section className="sgd-builder-recipe">
            <div>
              {}
              <span>{recommendedRecipe.unverified ? "Derived recipe" : "Verified recipe"} · {sel.hw.toUpperCase()}</span>
              <strong>
                {[`${recommendedRecipe.nodes * recommendedRecipe.gpus_per_node} GPUs`, recommendedRecipe.tp_size > 1 && `TP ${recommendedRecipe.tp_size}`, `Ulysses ${recommendedRecipe.ulysses_degree}`, recommendedRecipe.ring_degree > 1 && `Ring ${recommendedRecipe.ring_degree}`, ({
      resident: "Resident",
      fsdp: "FSDP",
      offload: "Layerwise offload"
    })[recommendedRecipe.placement]].filter(Boolean).join(" · ")}
              </strong>
            </div>
            <div>
              {renderStatus(recommendedRecipe.unverified ? "unverified" : "verified")}
              {recommendedInUse ? <small>In use</small> : <button type="button" className="sgd-builder-text-action" onClick={restoreRecommendedRecipe}>{recommendedRecipe.unverified ? "Use derived recipe" : "Use verified recipe"}</button>}
            </div>
          </section>}
        <section className="sgd-builder-section">
          <div className="sgd-builder-section-heading"><span>Hardware</span></div>
          <div className="sgd-builder-hardware-grid">
            {hwGroups.flatMap(group => group.items).map(item => {
      const selected = sel.hw === item.id;
      return <button key={item.id} type="button" className="sgd-builder-hardware" data-selected={selected ? "true" : "false"} aria-pressed={selected} onClick={() => handleSelect("hw", item.id)}>
                  <span className="sgd-builder-choice-dot" aria-hidden="true" />
                  <strong>{item.label}</strong>
                  <small>{item.subtitle}</small>
                </button>;
    })}
          </div>
        </section>

        {}
        <section className="sgd-builder-section">
          <div className="sgd-builder-section-heading">
            <span>Resources</span>
            <small>{builderMeta.topologySummary || "No valid topology"}</small>
          </div>
          <div className="sgd-builder-resource-grid">
            {renderStepper("nodes", "Nodes")}
            {renderStepper("gpus_per_node", "GPUs / node")}
          </div>
          {Number(sel.nodes) > 1 && <p className="sgd-builder-resource-summary">
              {sel.nodes} nodes × {sel.gpus_per_node} {sel.hw.toUpperCase()} = {totalGpus} GPUs
            </p>}
          <button type="button" className="sgd-builder-text-action sgd-builder-topology-toggle" aria-expanded={builderAdvanced} onClick={() => setBuilderAdvanced(open => !open)}>
            Advanced topology <span aria-hidden="true">{builderAdvanced ? "↗" : "↘"}</span>
          </button>
          {builderAdvanced && <div className="sgd-builder-advanced">
              <p>Auto uses an exact verified recipe when one exists; manual values are allowed when the model constraints remain valid.</p>
              <div className="sgd-builder-topology-inputs">
                {[["tp_size", "Tensor parallel", [1, 2, 4, 8]], ["ulysses_degree", "Ulysses", [1, 2, 4, 8, 16]], ["ring_degree", "Ring", [1, 2, 4, 8]]].map(([key, label, values]) => <label key={key}>
                    <span>{label}</span>
                    <select value={sel.topology_mode === "manual" ? sel[key] : topology[key] || 1} onChange={event => editBuilderTopology(key, event.target.value)}>
                      {values.map(value => <option value={value} key={value}>{value}</option>)}
                    </select>
                  </label>)}
              </div>
              <button type="button" className="sgd-builder-text-action" disabled={sel.topology_mode === "auto"} onClick={() => setSel(prev => normalizeBuilderSelection({
      ...prev,
      topology_mode: "auto"
    }))}>Use automatic topology</button>
            </div>}
          {(errors.length > 0 || warnings.length > 0) && <div className="sgd-builder-messages" data-state={errors.length ? "error" : "warning"}>
              {(errors.length ? errors : warnings).map((message, index) => <p key={index}>{message}</p>)}
            </div>}
        </section>

        {baseDims.map(renderBuilderDimension)}
      </div>;
    const renderSettingEditor = (dim, className = "", direct = false) => {
      if (!dim) return null;
      const options = visibleOptions(dim, sel);
      const currentOption = selectedOption(dim);
      return <section className={["sgd-builder-context", className].filter(Boolean).join(" ")} aria-live={direct ? undefined : "polite"}>
          <div className="sgd-builder-context-heading">
            <div>
              <span>{direct ? dim.title : `${dim.title} options`}</span>
              {dim.description && <p>{dim.description}</p>}
            </div>
            {dim.quality && <small>{dim.quality}</small>}
          </div>
          {dim.kind === "number" ? <div className="sgd-builder-request-stepper">
              <button type="button" aria-label={`Decrease ${dim.title}`} disabled={Number(sel[dim.id]) <= dim.min} onClick={() => setSel(prev => ({
        ...prev,
        [dim.id]: Math.max(dim.min, Number(prev[dim.id]) - 1)
      }))}>−</button>
              {renderBuilderNumberInput({
        identity: `${dim.id}-${sel[dim.id]}`,
        value: sel[dim.id],
        min: dim.min,
        max: dim.max,
        label: dim.title,
        onCommit: value => setSel(prev => ({
          ...prev,
          [dim.id]: value
        }))
      })}
              <button type="button" aria-label={`Increase ${dim.title}`} disabled={Number(sel[dim.id]) >= dim.max} onClick={() => setSel(prev => ({
        ...prev,
        [dim.id]: Math.min(dim.max, Number(prev[dim.id]) + 1)
      }))}>+</button>
              <span>{dim.unit || "outputs"}</span>
            </div> : <div className="sgd-builder-context-options">
              {options.map(option => renderBuilderChoice(option, dim))}
            </div>}
          {blockedNote && blockedNote.dim === dim.id && <p className="sgd-builder-blocked-note" role="status">{blockedNote.reason}</p>}
          {(currentOption?.description || dim.learnMore) && <div className="sgd-builder-context-note">
              {currentOption?.description && <p>{currentOption.description}</p>}
              {}
              {dim.learnMore && <a href={dim.learnMore}>
                  <svg width="12" height="12" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" aria-hidden="true"><line x1="4" y1="6" x2="20" y2="6" /><line x1="4" y1="12" x2="16" y2="12" /><line x1="4" y1="18" x2="11" y2="18" /></svg>
                  Learn more
                </a>}
              {dim.docsHref && <a href={dim.docsHref}>
                  <svg width="12" height="12" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2" strokeLinecap="round" strokeLinejoin="round" aria-hidden="true"><path d="M4 19.5A2.5 2.5 0 0 1 6.5 17H20" /><path d="M6.5 2H20v20H6.5A2.5 2.5 0 0 1 4 19.5v-15A2.5 2.5 0 0 1 6.5 2z" /></svg>
                  SGLang docs
                </a>}
            </div>}
        </section>;
    };
    const renderServerScope = () => <div className="sgd-builder-scope-panel" data-scope="serve">
        <div className="sgd-builder-setting-layout">
          <div className="sgd-builder-setting-list">
            {serveDims.map(dim => {
      const isActive = dim.id === activeServerSetting?.id;
      const option = selectedOption(dim);
      const recommended = typeof option?.recommendedWhen === "function" ? option.recommendedWhen(sel) : !!option?.recommended;
      return <div className="sgd-builder-setting-item" key={dim.id}>
                  <button type="button" className="sgd-builder-setting-row" data-active={isActive ? "true" : "false"} aria-expanded={isActive} onClick={() => setBuilderServerSetting(dim.id)}>
                    <span>{dim.title}</span>
                    <strong>{effectiveSetting(dim)}</strong>
                    {recommended && <small>Recommended</small>}
                    <span aria-hidden="true">{isActive ? "⌄" : "›"}</span>
                  </button>
                  {isActive && renderSettingEditor(dim, "sgd-builder-context--inline")}
                </div>;
    })}
          </div>
          {renderSettingEditor(activeServerSetting, "sgd-builder-context--rail")}
        </div>
      </div>;
    const renderRequestScope = () => <div className="sgd-builder-scope-panel sgd-builder-request-direct" data-scope="request">
        {requestDims.map(dim => <div className="sgd-builder-request-setting" key={dim.id}>
            {renderSettingEditor(dim, "", true)}
          </div>)}
      </div>;
    const renderScopeControls = () => {
      if (builderScope === "base") return renderBaseScope();
      if (builderScope === "serve") return renderServerScope();
      return renderRequestScope();
    };
    const renderStatus = status => <span className="sgd-builder-status" data-status={status}>
        <span aria-hidden="true" />{statusText(status)}
      </span>;
    const renderOutputCard = type => {
      const serve = type === "serve";
      const text = serve ? command : curlText;
      const canExpand = text.split("\n").length > 9;
      const expanded = serve ? serveExpanded : requestExpanded;
      const setExpanded = serve ? setServeExpanded : setRequestExpanded;
      const status = serve ? serveStatus : requestStatus;
      const emphasized = builderScope === "base" || builderScope === type;
      return <section className="sgd-builder-output" data-output={type} data-emphasized={emphasized ? "true" : "false"}>
          <header>
            <div className="sgd-builder-output-index">{serve ? "1" : "2"}</div>
            <div className="sgd-builder-output-title">
              <strong>{serve ? "Serve" : "Request"}</strong>
              <span>
                {serve ? `${sel.hw.toUpperCase()} · ${activeRunMode === "docker" ? "Docker" : "Python"}` : "cURL"}
              </span>
            </div>
            {renderStatus(status)}
          </header>
          {serve && runModes.length > 1 && <div className="sgd-builder-output-tabs" role="tablist" aria-label="Serve command format">
              {runModes.map(mode => <button type="button" role="tab" aria-selected={activeRunMode === mode} data-selected={activeRunMode === mode ? "true" : "false"} key={mode} onClick={() => setRunMode(mode)}>{mode === "docker" ? "Docker" : "Python"}</button>)}
            </div>}
          {serve && Number(sel.nodes) > 1 && <div className="sgd-builder-node-fields">
              <label>
                <span>Head address</span>
                <input value={builderHeadAddress} onChange={event => setBuilderHeadAddress(event.target.value)} />
              </label>
              <label>
                <span>Node rank</span>
                {renderBuilderNumberInput({
        identity: `node-rank-${builderNodeRank}-${sel.nodes}`,
        value: builderNodeRank,
        min: 0,
        max: Number(sel.nodes) - 1,
        label: "Node rank",
        onCommit: setBuilderNodeRank
      })}
              </label>
            </div>}
          <div className="sgd-builder-code">
            <pre className={expanded ? "is-expanded" : ""}><code>{text}</code></pre>
            <button type="button" className="sgd-builder-copy" disabled={invalid} aria-label={(serve ? copied : curlCopied) ? "Copied" : "Copy command"} data-copied={(serve ? copied : curlCopied) ? "true" : undefined} onClick={serve ? handleCopy : copyCurl}>
              <svg className="sgd-builder-copy-glyph" width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="1.9" strokeLinecap="round" strokeLinejoin="round" aria-hidden="true"><rect x="9" y="9" width="12" height="12" rx="2.5" /><path d="M15 5v-.25A2.75 2.75 0 0 0 12.25 2h-7.5A2.75 2.75 0 0 0 2 4.75v7.5A2.75 2.75 0 0 0 4.75 15H5" /></svg>
              <svg className="sgd-builder-copy-check" width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" strokeWidth="2.2" strokeLinecap="round" strokeLinejoin="round" aria-hidden="true"><path d="M20 6 9 17l-5-5" /></svg>
            </button>
          </div>
          {invalid && <div className="sgd-builder-output-error">{errors[0]}</div>}
          <footer>
            {canExpand && <button type="button" className="sgd-builder-text-action" onClick={() => setExpanded(!expanded)}>
                {expanded ? "Collapse" : "Expand"}
              </button>}
            <div>
              <button type="button" className="sgd-builder-text-action" onClick={() => setModal("env")}>Variables</button>
            </div>
          </footer>
        </section>;
    };
    return <section id={DEPLOYMENT_COMPONENT_ID} className="not-prose sg-command-visualizer sgd-command-builder" style={{
      scrollMarginTop: "104px"
    }} aria-label={`${config.modelName} command builder`}>
        <nav className="sgd-builder-scope-tabs" role="tablist" aria-label="Command builder scope">
          {["base", "serve", "request"].map(scope => <button type="button" role="tab" key={scope} aria-label={scopeLabel[scope]} aria-selected={builderScope === scope} aria-controls={`${DEPLOYMENT_COMPONENT_ID}-controls`} data-active={builderScope === scope ? "true" : "false"} onClick={() => setBuilderScope(scope)}>
              {scopeLabel[scope]}
            </button>)}
        </nav>

        <div className="sgd-builder-main" data-scope={builderScope}>
          <div id={`${DEPLOYMENT_COMPONENT_ID}-controls`} className="sgd-builder-controls" role="tabpanel" aria-label={`${scopeLabel[builderScope]} settings`}>
            {renderScopeControls()}
          </div>
          <div className="sgd-builder-output-rail">
            {builderScope !== "request" && renderOutputCard("serve")}
            {builderScope !== "serve" && renderOutputCard("request")}
          </div>
        </div>

        {modal === "env" && <div style={s.modalBackdrop} onClick={() => setModal(null)}>
            <div style={s.modalBox} onClick={event => event.stopPropagation()}>
              <div style={s.modalHeader}>
                <div style={s.modalTitle}>Command variables</div>
                <button style={s.modalCloseBtn} onClick={() => setModal(null)} aria-label="Close">×</button>
              </div>
              {["command", "curl"].map(target => placeholderGroups[target].length > 0 && <div key={target}>
                  <div style={s.sectionHeading}>{target === "command" ? "Serve" : "Request"}</div>
                  {placeholderGroups[target].map(({key, label}) => <div key={key} style={s.formField}>
                      <label style={s.formLabel}>{label}</label>
                      <input style={s.formInput} value={envDraft[key] ?? ""} onChange={event => setEnvDraft({
      ...envDraft,
      [key]: event.target.value
    })} />
                    </div>)}
                </div>)}
              <div style={{
      display: "flex",
      justifyContent: "flex-end",
      gap: 8,
      marginTop: 16
    }}>
                <button style={{
      ...s.iconButton,
      padding: "6px 14px"
    }} onClick={() => setModal(null)}>Cancel</button>
                <button style={s.primaryBtn} onClick={() => {
      saveEnv(envDraft);
      setModal(null);
    }}>Save</button>
              </div>
            </div>
          </div>}
      </section>;
  }
  return <div id={DEPLOYMENT_COMPONENT_ID} style={{
    ...s.container,
    scrollMarginTop: "104px"
  }} className="not-prose sg-command-visualizer">
      {}
      <div style={s.cardColumn}>
        <div style={{
    ...s.title,
    marginBottom: "2px"
  }}>Hardware Platform</div>
        {hwGroups.map(g => <div key={g.label || "hardware"} style={s.vendorRow}>
            {g.label && <div style={s.vendorLabel}>{g.label}</div>}
            <div style={s.itemsGrid(maxHwCols)}>
              {g.items.map(item => renderButton(item, "hw", sel.hw))}
              {Array.from({
    length: maxHwCols - g.items.length
  }).map((_, i) => <div key={`pad-${i}`} />)}
            </div>
          </div>)}
      </div>

      {matchDimSpecs.filter(d => rowVisible(d, sel)).map(d => <div key={d.id}>
            {renderFlatSection(d.title, visibleOptions(d, sel), d.id, sel[d.id])}
          </div>)}
      {overlayDimSpecs.filter(d => rowVisible(d, sel)).map(d => <div key={d.id}>
            {renderFlatSection(d.title, visibleOptions(d, sel), d.id, sel[d.id])}
          </div>)}

      {}
      <div style={s.card}>
        <div style={s.title}>Command:</div>
        <div style={s.commandWrap}>
          {cell && cell.redirect ? cell.warn && <div style={s.mtpWarn}>⚠️ {renderWarn(cell.warn)}</div> : <>
            <div style={s.commandHeader}>
              <div style={s.headerLeft}>
                <div style={s.badge(verifyStatus)}>
                  <span style={s.badgeDot(verifyStatus)} />
                  {VERIFY_LABEL[verifyStatus]}
                </div>
                <div style={s.runModeWrap} role="tablist" aria-label="Output format">
                  {runModes.map((mode, index) => <span key={mode} className="sg-command-visualizer-tab" style={{
    ...index === runModes.length - 1 ? s.runModeChipLast(activeRunMode === mode) : s.runModeChip(activeRunMode === mode),
    ...runModes.length === 1 ? {
      borderRadius: 7
    } : {}
  }} onClick={() => setRunMode(mode)} onKeyDown={e => {
    if (e.key !== "Enter" && e.key !== " ") return;
    e.preventDefault();
    setRunMode(mode);
  }} role="tab" tabIndex={0} aria-selected={activeRunMode === mode}>
                      {mode === "docker" ? "Docker" : "Python"}
                    </span>)}
                </div>
              </div>
              <div style={s.iconRow}>
                <button style={s.iconButton} onClick={handleCopy}>
                  {copied ? "✓ Copied" : "⧉ Copy"}
                </button>
                <button style={s.iconButton} onClick={() => setModal("curl")}>$ cURL</button>
                <button style={s.iconButton} onClick={() => setModal("env")}>⚙ Env</button>
              </div>
            </div>
            <pre style={s.commandPre}>{command}</pre>
            {cell && cell.warn && <div style={s.mtpWarn}>⚠️ {renderWarn(cell.warn)}</div>}
            {mtpHint && <div style={s.mtpWarn}>
                ⚠️ Speculative decoding ({specAlgoName}) is on — SGLang resets <code>--max-running-requests</code> to <strong>48</strong> when it isn't set. Add <code>--max-running-requests &lt;N&gt;</code> sized for your target concurrency.
              </div>}
            {specPinnedHint && <div style={s.mtpWarn}>
                ℹ️ Speculative decoding ({specAlgoName}) is on and this recipe pins <code>--max-running-requests</code> to <strong>{specMrrValue}</strong>. Adjust it to match your target concurrency — if you remove the flag, SGLang falls back to <strong>48</strong>.
              </div>}
          </>}
        </div>
      </div>

      {}
      {benchmarks && cell && renderBenchmarkCard(benchEntry)}

      {}
      {config.showPlaygroundLink !== false && <div style={{
    padding: "6px 12px",
    fontSize: "12px",
    color: isDark ? "#9ca3af" : "#6b7280",
    display: "flex",
    alignItems: "center",
    gap: "6px"
  }}>
          <span>Need to go beyond the verified matrix?</span>
          <button type="button" onClick={() => {
    const el = document.getElementById("playground");
    if (el) el.scrollIntoView({
      behavior: "smooth",
      block: "start"
    });
  }} style={{
    background: "transparent",
    border: "none",
    padding: 0,
    color: isDark ? "#FDBA74" : "#C2410C",
    cursor: "pointer",
    fontSize: "12px",
    fontWeight: 600,
    textDecoration: "underline",
    textUnderlineOffset: "2px"
  }}>
            Open the Playground →
          </button>
        </div>}

      {}
      {agenticLink && <div style={{
    padding: "0 12px 6px",
    fontSize: "12px",
    color: isDark ? "#9ca3af" : "#6b7280",
    display: "flex",
    flexWrap: "wrap",
    alignItems: "center",
    gap: "2px 6px"
  }}>
          <span>Need to serve Agentic Long-Context workloads?</span>
          <button type="button" onClick={() => {
    const el = document.getElementById(agenticLink);
    if (el) el.scrollIntoView({
      behavior: "smooth",
      block: "start"
    });
  }} style={{
    background: "transparent",
    border: "none",
    padding: 0,
    color: isDark ? "#FDBA74" : "#C2410C",
    cursor: "pointer",
    fontSize: "12px",
    fontWeight: 600,
    textDecoration: "underline",
    textUnderlineOffset: "2px",
    whiteSpace: "nowrap"
  }}>
            Refer to the Agentic Long-Context section →
          </button>
        </div>}

      {}
      {modal === "curl" && <div style={s.modalBackdrop} onClick={() => setModal(null)}>
          <div style={s.modalBox} onClick={e => e.stopPropagation()}>
            <div style={s.modalHeader}>
              <div style={s.modalTitle}>cURL example</div>
              <button style={s.modalCloseBtn} onClick={() => setModal(null)} aria-label="Close">×</button>
            </div>
            <div style={s.commandWrap}>
              <div style={s.commandHeader}>
                <div style={{
    fontSize: 11,
    opacity: 0.7
  }}>
                  Model: <code>{modelName || "(unresolved)"}</code>
                </div>
                <button style={s.iconButton} onClick={copyCurl}>
                  {curlCopied ? "✓ Copied" : "⧉ Copy"}
                </button>
              </div>
              <pre style={s.commandPre}>{curlText}</pre>
            </div>
            <p style={{
    fontSize: 11,
    opacity: 0.7,
    marginTop: 8
  }}>
              Edit <code>CURL_HOST</code> / <code>CURL_PORT</code> in the Env panel.
            </p>
          </div>
        </div>}

      {}
      {modal === "env" && <div style={s.modalBackdrop} onClick={() => setModal(null)}>
          <div style={s.modalBox} onClick={e => e.stopPropagation()}>
            <div style={s.modalHeader}>
              <div style={s.modalTitle}>Env / placeholder values</div>
              <button style={s.modalCloseBtn} onClick={() => setModal(null)} aria-label="Close">×</button>
            </div>
            {placeholderGroups.curl.length > 0 && <div>
                <div style={s.sectionHeading}>cURL placeholders</div>
                {placeholderGroups.curl.map(({key, label}) => <div key={key} style={s.formField}>
                    <label style={s.formLabel}>
                      {label} <code style={{
    opacity: 0.6
  }}>{`{{${key}}}`}</code>
                    </label>
                    <input style={s.formInput} value={envDraft[key] ?? ""} onChange={e => setEnvDraft({
    ...envDraft,
    [key]: e.target.value
  })} />
                  </div>)}
              </div>}
            {placeholderGroups.command.length > 0 && <div>
                <div style={s.sectionHeading}>Command placeholders</div>
                {placeholderGroups.command.map(({key, label}) => <div key={key} style={s.formField}>
                    <label style={s.formLabel}>
                      {label} <code style={{
    opacity: 0.6
  }}>{`{{${key}}}`}</code>
                    </label>
                    <input style={s.formInput} value={envDraft[key] ?? ""} onChange={e => setEnvDraft({
    ...envDraft,
    [key]: e.target.value
  })} />
                  </div>)}
              </div>}
            <div style={{
    display: "flex",
    justifyContent: "flex-end",
    gap: 8,
    marginTop: 16
  }}>
              <button style={{
    ...s.iconButton,
    padding: "6px 14px"
  }} onClick={() => setModal(null)}>Cancel</button>
              <button style={s.primaryBtn} onClick={() => {
    saveEnv(envDraft);
    setModal(null);
  }}>Save</button>
            </div>
            <p style={{
    fontSize: 11,
    opacity: 0.7,
    marginTop: 10
  }}>
              Values persist in localStorage and are reused the next time you visit any cookbook.
            </p>
          </div>
        </div>}

      {}
      {modal === "bench" && benchEntry && (() => {
    const bc = buildBenchCommands(benchEntry, sel);
    if (!bc) return null;
    const selSummary = [sel.hw && sel.hw.toUpperCase(), sel.variant, sel.quant && sel.quant.toUpperCase(), sel.strategy, sel.kvDsaPair, sel.nodes].filter(part => part !== undefined && part !== null && part !== "").join(" · ");
    let selConc = null;
    let speedCmd = null;
    if (bc.speed) {
      selConc = bc.speed.concurrencies.includes(benchConc) ? benchConc : bc.speed.concurrencies[0];
      const w = bc.speed.workload;
      speedCmd = interpolate(bc.speed.template, {
        ...env,
        DATASET: w.dataset,
        ISL: w.isl,
        OSL: w.osl,
        MAX_CONCURRENCY: selConc,
        NUM_PROMPTS: bc.speed.numPromptsOf(selConc)
      }, modelName);
    }
    let selAcc = null;
    let accCmd = null;
    if (bc.accuracy.length > 0) {
      selAcc = bc.accuracy.find(a => a.key === benchAcc) || bc.accuracy[0];
      accCmd = interpolate(selAcc.template, env, modelName);
    }
    return <div style={s.modalBackdrop} onClick={() => setModal(null)}>
            <div style={s.modalBox} onClick={e => e.stopPropagation()}>
              <div style={s.modalHeader}>
                <div style={s.modalTitle}>Benchmark commands</div>
                <button style={s.modalCloseBtn} onClick={() => setModal(null)} aria-label="Close">×</button>
              </div>
              <p style={{
      fontSize: 11,
      opacity: 0.7,
      margin: "0 0 12px"
    }}>
                For <code>{selSummary}</code>. Start the server with the Deploy command above, then run these against it.
              </p>

              {selAcc && <div>
                  <div style={s.sectionHeading}>Accuracy</div>
                  {bc.accuracy.length > 1 && <div style={s.benchChipRow}>
                      <span style={{
      fontSize: 11,
      opacity: 0.7
    }}>benchmark:</span>
                      {bc.accuracy.map(a => <button key={a.key} style={{
      ...s.benchChip,
      ...a.key === selAcc.key ? s.benchChipActive : {}
    }} onClick={() => setBenchAcc(a.key)}>
                          {a.label}
                        </button>)}
                    </div>}
                  <div style={{
      ...s.commandWrap,
      marginBottom: 6
    }}>
                    <div style={s.commandHeader}>
                      <div style={{
      fontSize: 11,
      opacity: 0.7
    }}>{selAcc.label}</div>
                      <button style={s.iconButton} onClick={() => copyBench("acc", accCmd)}>
                        {benchCopied === "acc" ? "✓ Copied" : "⧉ Copy"}
                      </button>
                    </div>
                    <pre style={s.commandPre}>{accCmd}</pre>
                  </div>
                  {bc.accuracy.length > 1 && <p style={{
      fontSize: 11,
      opacity: 0.7,
      margin: "0 0 4px"
    }}>
                      Switch the benchmark chip to see each eval's command.
                    </p>}
                </div>}

              {bc.speed && <div>
                  <div style={s.sectionHeading}>Speed</div>
                  {bc.speed.concurrencies.length > 1 && <div style={s.benchChipRow}>
                      <span style={{
      fontSize: 11,
      opacity: 0.7
    }}>max-concurrency:</span>
                      {bc.speed.concurrencies.map(c => <button key={c} style={{
      ...s.benchChip,
      ...c === selConc ? s.benchChipActive : {}
    }} onClick={() => setBenchConc(c)}>
                          {c}
                        </button>)}
                    </div>}
                  <div style={{
      ...s.commandWrap,
      marginBottom: 6
    }}>
                    <div style={s.commandHeader}>
                      <div style={{
      fontSize: 11,
      opacity: 0.7
    }}>max-concurrency = {selConc}</div>
                      <button style={s.iconButton} onClick={() => copyBench("speed", speedCmd)}>
                        {benchCopied === "speed" ? "✓ Copied" : "⧉ Copy"}
                      </button>
                    </div>
                    <pre style={s.commandPre}>{speedCmd}</pre>
                  </div>
                  <p style={{
      fontSize: 11,
      opacity: 0.7,
      margin: "0 0 4px"
    }}>
                    One command — switch the concurrency chip (or edit <code>--max-concurrency</code>) to reproduce each Speed column.
                  </p>
                </div>}

              <p style={{
      fontSize: 11,
      opacity: 0.7,
      marginTop: 12
    }}>
                Edit <code>CURL_HOST</code> / <code>CURL_PORT</code> in the Env panel.
              </p>
            </div>
          </div>;
  })()}
    </div>;
};

## Deployment

<a id="install" />

<Accordion title="Install SGLang">
  For all methods and hardware platforms, see the [official SGLang installation guide](../../../docs/get-started/install). The two paths below match the **Python / Docker** toggle in the command panel. PPLX-Decider support landed after v0.5.21, so until a release includes it, install a [nightly build](/docs/get-started/install#nightly-builds).

  <Tabs>
    <Tab title="Python (pip / uv)">
      ```bash Command theme={null}
      pip install --upgrade pip
      pip install uv
      uv pip install --prerelease=allow --index-strategy unsafe-best-match --extra-index-url https://docs.sglang.ai/whl/cu130/ sglang
      ```

      Then run the **Python** output of the command panel below in that environment.
    </Tab>

    <Tab title="Docker">
      ```bash Command theme={null}
      docker pull lmsysorg/sglang:dev
      ```

      The image is multi-arch, so the same tag runs on x86 H200 hosts and Arm GB300 hosts. For how to launch it, see [Install → Method 3: Using Docker](../../../docs/get-started/install#method-3-using-docker). Substitute the inner `sglang serve ...` with what the command generator below produces.
    </Tab>
  </Tabs>
</Accordion>

Pick your GPU to generate the launch command. The model runs on one GPU in BF16, and the decision support needs no flag: SGLang reads the checkpoint's `decision_config.json`, loads its decision readout, and answers on `/v1/systemone` with the prompt, answer codes, and calibrated temperature the model was trained with. The GB300 recipe adds `--disable-radix-cache` for speed, as explained in [Configuration Tips](#2-configuration-tips).

<Deployment config={config} benchmarks={benchmarks} />

<Note>
  The H200 recipe is the original one, validated against the checkpoint's own reference implementation on one H200 when support landed ([#42183](https://github.com/sgl-project/sglang/pull/42183)), and it has no speed numbers yet. The GB300 recipe adds `--disable-radix-cache` (see [Configuration Tips](#2-configuration-tips)) and was measured end to end on one GB300 at SGLang commit `70f0b7351e`: four request shapes from 1 to 256 concurrent requests, Belebele and WinoGrande accuracy, and per-question parity with the reference implementation. [§3](#3-benchmarks) has the method and the full tables.
</Note>

## Playground

The Playground layers SGLang features on top of the recipe above. Any override changes the badge to **Not Verified** until that exact configuration is tested end to end. The [Configuration Tips](#2-configuration-tips) say which overrides were measured on GB300 and what they did. Tensor parallelism times data-parallel replicas must fit the GPUs on one node.

<Playground config={config} />

## 1. Model Introduction

**PPLX-Decider-v1-27B** is a decision model from Perplexity, fine-tuned from [Qwen3.8-27B](/cookbook/autoregressive/Qwen/Qwen3.8-27B) under the Apache-2.0 license. It replaces the language model head with a readout over 255 answer codes and answers choice, yes or no (`noul`), and score questions about a text state and optional images with a probability for every option, without generating text. Each question is one prefill pass, so the cost of a decision is the cost of reading its prompt. Its successor, [PPLX-Decider-v1.1-27B](/cookbook/autoregressive/Perplexity/PPLX-Decider-v1.1-27B), adds noncausal full attention and more training data.

The backbone is the Qwen3.8-27B hybrid: 64 layers in which 48 Gated DeltaNet (linear attention) layers alternate with 16 gated full-attention layers, a 5120-wide hidden state, and the Qwen3.8 vision encoder, for 26.1B parameters (52 GB in BF16). The checkpoint ships a bare `Qwen3_5Model` backbone, the 255-row readout in `readout.safetensors`, and `decision_config.json` with the answer-code token ids and a calibrated temperature of 2.2076. SGLang serves it as `Qwen3_5ForConditionalGeneration` and writes the readout into the language model head rows of the code tokens, so the probabilities come out of the regular scoring path.

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "34%"}} />

    <col style={{width: "66%"}} />
  </colgroup>

  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700}}>Property</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700}}>Value</th>
    </tr>
  </thead>

  <tbody>
    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>Checkpoint</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.02)"}}><a href="https://huggingface.co/perplexity-ai/pplx-decider-v1-27b">perplexity-ai/pplx-decider-v1-27b</a> (BF16)</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.05)"}}>Base model</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>Qwen3.8-27B, one epoch of supervised fine-tuning on decision data</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>Question types</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.02)"}}><code>choice</code> (up to 255 options), <code>noul</code> (yes or no), <code>score</code> (up to 10 levels)</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.05)"}}>Inputs</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>Text or JSON state, optional images</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.02)"}}>Prompt length</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.02)"}}>Trained on question prompts of up to 8,192 tokens, and the backbone accepts 262,144</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", fontWeight: 500, backgroundColor: "rgba(255,255,255,0.05)"}}>License</td>
      <td style={{padding: "9px 12px", backgroundColor: "rgba(255,255,255,0.05)"}}>Apache-2.0</td>
    </tr>
  </tbody>
</table>

Perplexity reports 85.71% overall accuracy across 11 public benchmarks for this checkpoint, against 74.76% for Qwen3.8-27B, measured through the Perplexity API. The per-benchmark table is on the model card. [§3](#3-benchmarks) measures accuracy and speed on SGLang.

**Resources:** [HuggingFace](https://huggingface.co/perplexity-ai/pplx-decider-v1-27b), [reference inference code](https://huggingface.co/perplexity-ai/pplx-decider-v1-27b/blob/main/inference.py), [Decision models in SGLang](/docs/supported-models/decision_models).

## 2. Configuration Tips

* **Route.** Send requests to `/v1/systemone`, the System One API the checkpoint was trained for. `/v1/decisions` refuses this checkpoint because its labels and prompt are not the ones the readout learned, and chat or generation requests are not meaningful without a language model head.
* **Clients.** Clients of the System One API, including the TypeSafe SDKs, work by pointing their base URL at the server. See [System One compatible API](/docs/supported-models/decision_models#system-one-compatible-api) for the request and response reference.
* **Images.** Pass each image in `images` as base64 bytes, a base64 data URL, or an `http(s)` URL. They precede the text in every question, as in the checkpoint's reference code. The checkpoint's processor resizes every image to between 65,536 and 262,144 pixels, so one image costs 64 to 256 prompt tokens: a 1024×768 screenshot is 234 tokens, and a 4K one is no more expensive than 1080p (252). Crop to the region that matters rather than sending a larger image.
* **What a decision costs.** Each question is its own prompt: an \~84-token wrapper (system message, chat template, answer instructions), the state, the question, and its options, read in one prefill pass. Several questions in one request are scored together, but each re-reads the whole state, so the cost of a request is roughly *questions × state tokens*.
* **Prefix cache.** On this hybrid model the prefix cache resumes from where an earlier prompt ended, because that is where the Gated DeltaNet state is saved, not from any shared prefix. An identical request measured 215 ms cold and 56 ms cached on GB300, but a different question about the same state, and the other questions in the same request, reused none of the state. The GB300 recipe therefore turns the cache off with `--disable-radix-cache`: unique-state traffic loses no reuse, each request holds one state slot instead of five, and the per-request state bookkeeping goes away, which took a short question from 59 to 51 ms and an image request from 126 to 87 ms with the attention kernel held fixed. Turn it back on only if your traffic repeats identical requests, the same state and the same question, often enough to matter.
* **Prompt length.** The model was fine-tuned on question prompts of up to 8,192 tokens, and the reference code refuses longer ones. SGLang serves the backbone's full 262,144-token context, so keep states within the trained length. A longer prompt is answered, but its accuracy is untested.
* **Throughput is compute-bound.** A decision is pure prefill, and one GB300 reads about 27,000 prompt tokens per second in BF16 once batches are full: about 71 requests per second for a 382-token question, and 3.3 for an 8K-token state. Past that point, more concurrency only adds queueing. The tables in [§3](#3-benchmarks) map concurrency to latency, so pick the highest concurrency that fits your latency budget.
* **Memory.** The weights take 52 GB, and the default `--mem-fraction-static` hands the rest of the GPU to the KV and Gated DeltaNet state pools. The startup log line `max_running_requests is capped to ... by the mamba state cache` is expected: on GB300, each request reserves five state slots with the prefix cache on (a cap of 118) and one with it off (593). Even the lower cap only binds for questions shorter than about 140 tokens, because a prefill batch fills its 16,384-token chunk first. `--mamba-ssm-dtype bfloat16` halves the state pool but measured no faster, so keep the checkpoint's FP32 state.
* **GB300 kernels.** With the prefix cache off, SGLang picks the TRT-LLM attention kernel with 64-token pages on GB300 (Triton with 1-token pages while the cache is on), and that kernel is where the long-state gain comes from: an 8K-token state drops from 377 to 325 ms and saturates at 3.30 instead of 2.87 requests per second, the same as forcing `--attention-backend trtllm_mha --page-size 64` with the cache on. FlashInfer's Gated DeltaNet prefill (`--linear-attn-prefill-backend flashinfer`) adds another 4-8% on text, taking the 8K-token state to 300 ms and 3.56 requests per second, but it made image requests slower (101 vs 87 ms alone, 9% less throughput), so the recipe leaves it to the Playground for text-only traffic. A larger prefill chunk (`--chunked-prefill-size 32768`) did not help: one 16,384-token chunk already keeps the GPU busy.
* **More GPUs.** The model fits one GPU, so add throughput with data-parallel replicas: `--dp-size 2` on two GB300s served 139 short questions per second (1.96× one GPU) and 6.5 8K-token states per second, and because the questions of one request are spread over the replicas, it also cut four questions on a 1K-token state from 179 to 104 ms. The extra dispatch hop added about 15 ms to a lone short question. Tensor parallelism only pays off for latency on long states: `--tp 2` took an 8K-token state from 325 to 208 ms, but delivered less throughput than two replicas and made a short question slower (68 ms), because the all-reduce dominates small batches. SGLang Model Gateway does not route `/v1/systemone` yet, so to spread load over several servers instead of `--dp-size`, use a plain HTTP load balancer.
* **FP8.** `--quantization fp8` quantizes the BF16 weights at load time and measured about 20% more throughput on GB300 (84 vs 70 requests per second for short questions), with the same Belebele and WinoGrande scores. But its probabilities moved by 0.010 on average and up to 0.20 against the reference implementation, four times the drift of any BF16 configuration, and 0.9% of answers changed their top option. The calibrated probabilities are this model's output, so the recipes stay in BF16, and the Playground offers FP8 for workloads that only use the top choice.
* **Reproducibility.** Two launches of the same recipe returned bit-identical probabilities for the same requests at the same concurrency. Against the checkpoint's reference implementation, the largest probability difference per question averages 0.003 (see [§3](#3-benchmarks)), because batch composition and kernels differ, and near-ties at 0.500 can flip.

## 3. Benchmarks

All numbers in this section come from one NVIDIA GB300 (288 GB) at SGLang commit `70f0b7351e`, with checkpoint revision `5117a6c`, served with the GB300 recipe above unless a row says otherwise.

**Method.** A closed-loop client keeps a fixed number of `/v1/systemone` requests in flight. Every request carries a unique random state, so requests share nothing but the system message, and each concurrency level starts after 8 warmup requests and a cache flush. Latency is the median end-to-end time of a request, and prompt tokens come from each response's `usage.input_tokens`. Four request shapes cover the common cases: one four-option choice question about a 256-token state, four questions (two choice, one yes or no, one score) about a 1,024-token state, one question about an 8,192-token state, and one question about a 1024×768 JPEG with a 64-token state.

### 3.1 Speed

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "36%"}} />

    <col style={{width: "13%"}} />

    <col style={{width: "17%"}} />

    <col style={{width: "17%"}} />

    <col style={{width: "17%"}} />
  </colgroup>

  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700}}>Request</th>
      <th style={{textAlign: "right", padding: "10px 12px", fontWeight: 700}}>Concurrent</th>
      <th style={{textAlign: "right", padding: "10px 12px", fontWeight: 700}}>Median latency</th>
      <th style={{textAlign: "right", padding: "10px 12px", fontWeight: 700}}>Requests/s</th>
      <th style={{textAlign: "right", padding: "10px 12px", fontWeight: 700}}>Prompt tokens/s</th>
    </tr>
  </thead>

  <tbody>
    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>Short question, 382 tokens</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>1</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>51 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>19.4</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>7,413</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>4</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>103 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>32.8</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>12,525</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>16</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>267 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>59.0</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>22,531</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>64</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>882 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>70.8</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>27,039</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>256</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>3,521 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>71.1</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>27,164</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>Four questions on a 1K-token state, 4,540 tokens</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>1</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>179 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>5.6 (22 decisions/s)</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>25,291</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>8</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>1,321 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>6.0 (24 decisions/s)</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>27,332</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>32</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>5,206 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>6.0 (24 decisions/s)</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>27,208</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>8K-token state, 8,224 tokens</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>1</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>325 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>3.08</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>25,297</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>4</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>1,220 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>3.26</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>26,785</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>16</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>4,796 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>3.30</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>27,175</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>One 1024×768 image, 429 tokens</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>1</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>87 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>11.5</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>4,945</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>16</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>414 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>37.5</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>16,078</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}} />

      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>64</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>1,170 ms</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>52.6</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>22,572</td>
    </tr>
  </tbody>
</table>

One GB300 tops out at about 27,000 prompt tokens per second for every text shape, so requests per second follow from prompt length. Latency rises with concurrency once that ceiling is reached, so choose the concurrency from the latency you can accept. A decision has no output tokens, so in the benchmark card above TTFT is the whole request latency, and TPOT and interactivity do not apply.

### 3.2 Accuracy and parity

Both sets go through `/v1/systemone` as one `choice` question per item. Belebele sends the passage as the state, the question as the instructions, and the four answers as options `1` to `4`. WinoGrande sends the sentence as the state, asks which option fills the blank, and offers the two candidates. The reference row runs the same items through the checkpoint's own `DecisionModel` one at a time.

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "50%"}} />

    <col style={{width: "25%"}} />

    <col style={{width: "25%"}} />
  </colgroup>

  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700}}>Implementation</th>
      <th style={{textAlign: "right", padding: "10px 12px", fontWeight: 700}}>Belebele (eng\_Latn, 900)</th>
      <th style={{textAlign: "right", padding: "10px 12px", fontWeight: 700}}>WinoGrande (xl dev, 1,267)</th>
    </tr>
  </thead>

  <tbody>
    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>SGLang, GB300 recipe</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}><strong>96.67%</strong></td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}><strong>84.21%</strong></td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>SGLang, no extra flag</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>96.67%</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>84.37%</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>Checkpoint's reference <code>DecisionModel</code> (Transformers, BF16, GB300)</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>96.67%</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.02)"}}>84.37%</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>Perplexity, model card (Perplexity API, its own prompt conversion)</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>94.00%</td>
      <td style={{padding: "9px 12px", textAlign: "right", backgroundColor: "rgba(255,255,255,0.05)"}}>83.30%</td>
    </tr>
  </tbody>
</table>

Against the reference implementation, the recipe picks the same option on 2,161 of 2,167 items, and each of the six differences is a near-tie that one side scores 0.500 against 0.500 and the other 0.486 against 0.514. Per item, the largest probability difference averages 0.003 (99th percentile 0.024, maximum 0.054). Perplexity's figures come from a different prompt conversion, so they are context rather than a target.

### 3.3 What else was measured

<table style={{width: "100%", borderCollapse: "collapse", tableLayout: "fixed"}}>
  <colgroup>
    <col style={{width: "33%"}} />

    <col style={{width: "45%"}} />

    <col style={{width: "22%"}} />
  </colgroup>

  <thead>
    <tr style={{borderBottom: "2px solid #d55816"}}>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700}}>Change from the GB300 recipe</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700}}>Measured effect</th>
      <th style={{textAlign: "left", padding: "10px 12px", fontWeight: 700}}>Verdict</th>
    </tr>
  </thead>

  <tbody>
    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>Prefix cache on (no extra flag)</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>Short question 58 ms alone, 8K-token state 377 ms alone and 2.87 requests/s saturated (recipe: 51 ms, 325 ms, 3.30)</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>Only for traffic that repeats identical requests</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}><code>--linear-attn-prefill-backend flashinfer</code></td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>Text 4-8% faster (8K-token state 300 ms, 3.56 requests/s), images slower (101 ms alone, 9% less throughput)</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>Text-only traffic</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}><code>--dp-size 2</code> (2 GPUs)</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>139 short questions/s and 6.5 8K-token states/s, four questions on a 1K-token state in 104 ms, a lone short question 15 ms slower</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>Scale-out</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}><code>--tp 2</code> (2 GPUs)</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>8K-token state 208 ms alone, 124 short questions/s saturated, a lone short question in 68 ms</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>Long states with a latency target</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}><code>--quantization fp8</code></td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>About 20% more throughput, same accuracy, probabilities shifted by 0.010 on average and up to 0.20</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>Only when you use the top choice alone</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}><code>--chunked-prefill-size 32768 --max-prefill-tokens 32768</code></td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>No gain (within 4%)</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.05)"}}>Keep the default</td>
    </tr>

    <tr>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}><code>--mamba-ssm-dtype bfloat16</code></td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>No gain, though it halves the state pool</td>
      <td style={{padding: "9px 12px", textAlign: "left", backgroundColor: "rgba(255,255,255,0.02)"}}>Keep the default</td>
    </tr>
  </tbody>
</table>

<Accordion title="Check accuracy on your deployment (Python)">
  ```python Example theme={null}
  import asyncio

  import aiohttp
  from datasets import load_dataset

  URL = "http://localhost:30000/v1/systemone"


  async def main():
      rows = load_dataset("facebook/belebele", "eng_Latn", split="test")
      limit = asyncio.Semaphore(32)

      async def ask(session, row):
          body = {
              "model": "perplexity-ai/pplx-decider-v1-27b",
              "state": row["flores_passage"],
              "questions": {
                  "answer": {
                      "type": "choice",
                      "instructions": row["question"],
                      "criteria": {str(k): row[f"mc_answer{k}"] for k in range(1, 5)},
                  }
              },
          }
          async with limit, session.post(URL, json=body) as response:
              response.raise_for_status()
              answer = (await response.json())["answers"]["answer"]
          return answer["choice"] == row["correct_answer_num"]

      async with aiohttp.ClientSession() as session:
          correct = await asyncio.gather(*(ask(session, row) for row in rows))
      print(f"Belebele eng_Latn: {sum(correct)}/{len(correct)} = {100 * sum(correct) / len(correct):.2f}%")


  asyncio.run(main())
  ```
</Accordion>

<Accordion title="Example Output">
  ```text Output theme={null}
  Belebele eng_Latn: 870/900 = 96.67%
  ```
</Accordion>

<Accordion title="Measure speed on your deployment (Python)">
  Run it as `python bench.py <state words> <concurrency> <requests>`. With 270 words, a request is 378 tokens, close to the short shape above.

  ```python Example theme={null}
  import asyncio
  import random
  import statistics
  import sys
  import time

  import aiohttp

  BASE = "http://localhost:30000"
  STATE_WORDS, CONCURRENCY, REQUESTS = int(sys.argv[1]), int(sys.argv[2]), int(sys.argv[3])
  WORDS = ("customer payment refund invoice order delivery account login error update server outage "
           "contract price plan report urgent today please help the a and with for from to of in on").split()
  QUESTION = {
      "type": "choice",
      "instructions": "Which team should handle this request?",
      "criteria": {"billing": "Charges and refunds", "technical_support": "Integration errors",
                   "sales": "Questions about buying a product", "legal": "Contracts and liability"},
  }


  def body(rng):
      # A unique random state per request, so no request reuses another's cache.
      state = " ".join(rng.choices(WORDS, k=STATE_WORDS))
      return {"model": "perplexity-ai/pplx-decider-v1-27b", "state": state, "questions": {"q": QUESTION}}


  async def main():
      rng = random.Random(0)
      bodies = [body(rng) for _ in range(REQUESTS)]
      latencies, tokens = [], 0
      async with aiohttp.ClientSession() as session:
          for item in [body(rng) for _ in range(8)]:  # warmup
              async with session.post(f"{BASE}/v1/systemone", json=item) as response:
                  response.raise_for_status()
          async with session.post(f"{BASE}/flush_cache") as response:
              await response.read()
          queue = iter(bodies)

          async def worker():
              nonlocal tokens
              for item in queue:
                  start = time.perf_counter()
                  async with session.post(f"{BASE}/v1/systemone", json=item) as response:
                      response.raise_for_status()
                      tokens += (await response.json())["usage"]["input_tokens"]
                  latencies.append(time.perf_counter() - start)

          start = time.perf_counter()
          await asyncio.gather(*(worker() for _ in range(CONCURRENCY)))
          elapsed = time.perf_counter() - start
      print(f"{REQUESTS / elapsed:.1f} req/s, {tokens / elapsed:.0f} prompt tok/s, "
            f"P50 {1000 * statistics.median(latencies):.1f} ms, {tokens / REQUESTS:.0f} tokens/request")


  asyncio.run(main())
  ```
</Accordion>

<Accordion title="Example Output">
  ```text Output theme={null}
  $ python bench.py 270 1 64
  19.6 req/s, 7393 prompt tok/s, P50 51.0 ms, 378 tokens/request
  $ python bench.py 270 64 512
  68.4 req/s, 25865 prompt tok/s, P50 899.0 ms, 378 tokens/request
  ```
</Accordion>

## 4. Advanced Usage

### 4.1 Text Decisions

<Accordion title="Text Decision Example (Python)">
  ```python Example theme={null}
  import requests

  response = requests.post(
      "http://localhost:30000/v1/systemone",
      json={
          "model": "perplexity-ai/pplx-decider-v1-27b",
          "state": "My Stripe integration keeps failing. I'm losing sales. Please help ASAP.",
          "questions": {
              "routing": {
                  "type": "choice",
                  "instructions": "Which team should handle this request?",
                  "criteria": {
                      "billing": "Charges and refunds",
                      "technical_support": "Integration errors",
                      "sales": "Questions about buying a product",
                  },
              },
              "urgency": {"type": "noul", "instructions": "Does this message express urgency?"},
          },
      },
      timeout=60,
  )
  response.raise_for_status()
  for name, answer in response.json()["answers"].items():
      print(name, answer)
  ```
</Accordion>

<Accordion title="Example Output">
  ```text Output theme={null}
  routing {'type': 'choice', 'choice': 'technical_support', 'confidence': 0.987854396908662, 'probabilities': {'billing': 0.004840538662952211, 'technical_support': 0.9919029312724412, 'sales': 0.0032565300646064375}}
  urgency {'type': 'noul', 'noul': 0.9929980993021188}
  ```
</Accordion>

### 4.2 Image Decisions

The example output below came from a mostly red test image.

<Accordion title="Image Decision Example (Python)">
  ```python Example theme={null}
  import base64
  from pathlib import Path

  import requests

  image = base64.b64encode(Path("screenshot.png").read_bytes()).decode("ascii")
  response = requests.post(
      "http://localhost:30000/v1/systemone",
      json={
          "model": "perplexity-ai/pplx-decider-v1-27b",
          "state": "Look at the supplied image.",
          "images": [image],
          "questions": {
              "color": {
                  "type": "choice",
                  "instructions": "What is the dominant color?",
                  "criteria": {"red": "Red", "green": "Green", "blue": "Blue", "other": "Another color"},
              }
          },
      },
      timeout=60,
  )
  response.raise_for_status()
  print(response.json()["answers"]["color"])
  ```
</Accordion>

<Accordion title="Example Output">
  ```text Output theme={null}
  {'type': 'choice', 'choice': 'red', 'confidence': 0.9498445161931509, 'probabilities': {'red': 0.9623833871448632, 'green': 0.009006826727044857, 'blue': 0.00926546931819573, 'other': 0.01934431680989631}}
  ```
</Accordion>


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