The guardrails' judge has its own command, and its trouble is shown
llmgw ctl guard judge status lists each judge model the policies ask: in the catalog, as a judge, replicas ready, its last failure to answer, and what is wrong in words. enable serves the missing one through model serve - Llama Guard 3 1B on CPUs, role guard, under the name the policies give it - with --replace for a model of that name that is not a judge; the console has it under Do. GET /api/v1/guard/judges, and the summary's judges, put the problem on ctl status and the console's Overview. A Llama Guard file served from the mirror page is added as a judge, under the name the policies ask, rather than as a model clients use the policies never find. ctl says plainly when the API answers with a page. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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package adminapi
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import (
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"fmt"
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"net/http"
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"slices"
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"sort"
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"time"
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"gitea.mynodes.xyz/ilker/llmgw/internal/control/reconciler"
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"gitea.mynodes.xyz/ilker/llmgw/internal/guard"
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)
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// JudgeView is one judge model the guardrail policies ask, and whether it
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// can answer them.
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type JudgeView struct {
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Model string `json:"model"`
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// Policies are those that ask it; Closed those that refuse what it
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// cannot read (fail: closed).
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Policies []string `json:"policies"`
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Closed []string `json:"closed,omitempty"`
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// InCatalog is whether a model of that name is in the catalog, and
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// Judge whether it is there as a judge (role: guard).
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InCatalog bool `json:"in_catalog"`
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Judge bool `json:"judge"`
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Ready int `json:"ready_replicas"`
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Wanted int `json:"wanted_replicas"`
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// LastError is its last failure to give a verdict, if any.
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LastError string `json:"last_error,omitempty"`
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LastErrorAt *time.Time `json:"last_error_at,omitempty"`
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// Problem says, in words, what is wrong and what to do; empty when
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// nothing is.
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Problem string `json:"problem,omitempty"`
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}
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// judgeErrorFresh is how recent a judge's failure must be to count as a
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// problem now.
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const judgeErrorFresh = 5 * time.Minute
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// Judges are the judge models the policies in force ask, each with what is
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// wrong with it, if anything.
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func (a *API) Judges() []JudgeView {
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if a.guard == nil || a.guard.Library == nil {
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return nil
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}
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lib := a.guard.Library()
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byModel := map[string]*JudgeView{}
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for name, p := range lib.Policies {
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if p.Judge == nil || p.Judge.Model == "" {
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continue
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}
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v := byModel[p.Judge.Model]
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if v == nil {
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v = &JudgeView{Model: p.Judge.Model}
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byModel[p.Judge.Model] = v
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}
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v.Policies = append(v.Policies, name)
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if p.Fail == "closed" && p.Mode != "shadow" {
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v.Closed = append(v.Closed, name)
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}
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}
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ready := map[string]int{}
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for _, rep := range a.ctl.Reconciler().Replicas() {
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if rep.State == reconciler.Ready {
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ready[rep.Model]++
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}
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}
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var errs map[string]guard.JudgeError
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if a.guard.JudgeErrors != nil {
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errs = a.guard.JudgeErrors()
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}
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out := make([]JudgeView, 0, len(byModel))
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for _, v := range byModel {
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sort.Strings(v.Policies)
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sort.Strings(v.Closed)
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if m, ok := a.ctl.Catalog().Resolve(v.Model); ok && m.Name == v.Model {
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v.InCatalog, v.Judge = true, m.IsGuard()
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v.Wanted, v.Ready = m.Scaling.Min, ready[m.Name]
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}
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if e, ok := errs[v.Model]; ok {
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at := e.At
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v.LastError, v.LastErrorAt = e.Err, &at
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}
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v.Problem = judgeProblem(*v)
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out = append(out, *v)
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}
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slices.SortFunc(out, func(x, y JudgeView) int {
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switch {
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case x.Model < y.Model:
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return -1
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case x.Model > y.Model:
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return 1
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}
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return 0
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})
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return out
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}
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func judgeProblem(v JudgeView) string {
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consequence := "requests its policies judge are served unjudged"
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if len(v.Closed) > 0 {
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consequence = "requests its policies judge are refused (guard_unavailable)"
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}
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switch {
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case !v.InCatalog:
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return fmt.Sprintf("not in the catalog, so %s: llmgw ctl guard judge enable", consequence)
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case !v.Judge:
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return fmt.Sprintf("in the catalog as a model clients use, not as a judge (role: guard), so %s: "+
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"llmgw ctl guard judge enable --replace", consequence)
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case v.Ready == 0:
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return fmt.Sprintf("no replica ready, so %s: llmgw ctl replicas --model %s", consequence, v.Model)
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case v.LastErrorAt != nil && time.Since(*v.LastErrorAt) < judgeErrorFresh:
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return fmt.Sprintf("gave no verdict %s ago (%s)", time.Since(*v.LastErrorAt).Round(time.Second), v.LastError)
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}
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return ""
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}
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func (a *API) listJudges(w http.ResponseWriter, _ *http.Request) {
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if a.guard == nil {
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writeError(w, http.StatusNotImplemented, "no guard policies: define them under guard in the cluster's settings (llmgw ctl config edit)")
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return
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}
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writeJSON(w, http.StatusOK, a.Judges())
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}
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