Files
llmgw/internal/web/admin_mirror.go
T
Ilker ManapandClaude Opus 5.5 bd12b0909a
Release / build (push) Successful in 1m8s
Release / notes (push) Successful in 3s
CI / test (push) Successful in 3m50s
Serve a model from the registry with one command
Adding a model took four steps and a YAML file — plan it, fetch it into the
mirror, write its catalog entry with a memory figure somebody estimated,
scale it — and whether it would load was found out at the end.

`llmgw ctl model serve OWNER/REPO` does it as one job in the control plane,
where the registry, the mirror, the catalog and the fleet already are:

- the registry: the GGUF file set matching --quant (Q4_K_M by default) or
  --file, leaving out vision projectors and importance matrices, and naming
  what the repository does have when nothing matches; gated repositories are
  refused;
- the mirror: fetched at the repository's revision, with progress, and each
  file's sha256 compared with what the registry published — the mirror is
  the one place a corrupted download is caught once rather than loaded on
  every node;
- the check: whether the nodes' llama.cpp loads the architecture, and the
  memory it needs from its own header;
- the catalog, then a wait for a replica that stops early, with the reason,
  when the model is parked or fits on no node;
- a smoke test: one short request to the replica, with its engine key, and
  the answer and tokens per second.

ctl starts the job and prints each step as it changes; a download of hours
does not depend on the terminal. --on-demand adds the model without starting
a replica. Jobs are kept in memory until the control plane restarts.

The catalog name a repository suggests moved into the registry package, so
the mirror page and this agree on it.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-09-30 03:05:13 +02:00

666 lines
22 KiB
Go

package web
import (
"context"
"encoding/json"
"errors"
"fmt"
"html/template"
"net/http"
"sort"
"strconv"
"strings"
"time"
"gitea.mynodes.xyz/ilker/llmgw/internal/control/catalog"
"gitea.mynodes.xyz/ilker/llmgw/internal/gguf"
"gitea.mynodes.xyz/ilker/llmgw/internal/hf"
"gitea.mynodes.xyz/ilker/llmgw/internal/mirror"
"gitea.mynodes.xyz/ilker/llmgw/internal/sourcecheck"
"gitea.mynodes.xyz/ilker/llmgw/internal/store"
)
// MirrorAdmin is the mirror's management API as this page needs it.
//
// An interface rather than the client itself so the page can be tested without
// a mirror, and so a deployment without one leaves it nil and the page
// unmounted — the same shape the cluster dashboard uses.
type MirrorAdmin interface {
List(ctx context.Context) (mirror.ModelsResponse, error)
Fetch(ctx context.Context, req mirror.FetchRequest) (mirror.FetchResponse, error)
Remove(ctx context.Context, model, version string) ([]string, error)
// Addr is the mirror this points at, shown on the page because an operator
// looking at an empty table needs to know which machine is empty.
Addr() string
}
// Registry is the model registry the explorer browses. Nil leaves the explorer
// off, which is right for a deployment with no way out to the internet: a
// search box that can only time out is worse than no search box.
type Registry interface {
Explore(ctx context.Context, q hf.Query) ([]hf.Model, error)
Repo(ctx context.Context, id string) (hf.Repo, error)
}
// repoSet is one thing worth fetching: a file, or every shard of one.
type repoSet struct {
// Verdict is whether the nodes' llama.cpp can load it, from the
// architecture the registry reports; a set that cannot be served is
// shown with the reason and no fetch button.
Verdict gguf.Verdict
hf.FileSet
// Sources are every file in the set, in the order the registry listed them.
// A shard set goes as one action — a fifteen-shard model is not fifteen
// decisions, it is one.
Sources []repoSource
// Model and Version are what the fetch form starts with. Editable, because
// the name a catalog entry uses is the operator's to choose and the
// registry's idea of it is only a good guess.
Model string
Version string
}
type repoSource struct{ URL, Path string }
// modelUse is a catalog model that runs a mirrored version, and how.
type modelUse struct {
Name string
Mode string // always, ondemand or stopped
Replicas int
// Declared models are read from server.yaml on every start, so a mode
// changed here would revert; the page says where to change it instead.
Declared bool
}
// mirrorRow is one model version as the page shows it.
type mirrorRow struct {
mirror.Status
// URL is what a catalog entry should say. The one string on this page
// somebody will copy, so it is rendered rather than left to be assembled.
URL string
Percent int
// Serve is the offer to put this version into service, open on the row the
// operator clicked. Nil on a row that is still arriving: a catalog entry
// pointing at a partial file is the thing versioned paths exist to prevent.
Serve *serveForm
// HasPercent is false when the upstream never sent a length. The bar is
// then not drawn at all: a progress bar that has to invent its own total is
// worse than a byte count that only goes up.
HasPercent bool
// Files is how many files a held version has. A version of several is one
// row — a fifteen-shard model is one thing to serve or remove, and fifteen
// rows of it pushed everything else off the page.
Files int
// UsedBy is the catalog models whose source is this row's address, and how
// each runs, so a file in use does not look like one waiting to be served
// and how it runs can be changed where it is seen.
UsedBy []modelUse
}
type adminMirrorData struct {
Nav Nav
Addr string
Base string
Rows []mirrorRow
// Groups are the same rows under their model.
Groups []mirrorGroup
Fetching int
Present int
Failed int
// Unreachable separates "the mirror holds nothing" from "the mirror did not
// answer". They render almost identically and mean opposite things: one is
// a mirror waiting to be filled, the other is a machine to go and look at.
Unreachable bool
// HasCatalog is false where the catalogue cannot be changed at runtime, and
// the serve action is then not offered rather than offered and refused.
HasCatalog bool
// The explorer.
HasRegistry bool
Query string
Explore *explorer
// Back is the listing an open repository was reached from.
Back template.URL
// Inline is a repository rendered beneath its row in the listing, without
// the page around it.
Inline bool
// Card is the open repository's model card, rendered.
Card template.HTML
// RepoURL is the open repository on the registry's own site.
RepoURL string
Repo *hf.Repo
RepoSets []repoSet
RegistryErr string
Message string
Error string
CSRF string
Version string
Now string
// RefreshSec is 0 when nothing is downloading. The page reloads only while
// there is something to watch, because a reload while an operator is typing
// a source URL into the form takes the URL with it.
RefreshSec int
}
// RegisterAdminMirror mounts the model mirror under /admin/mirror.
//
// Fetching and removing, and nothing else. What the mirror holds is operator
// state rather than account state, but the reasoning is the same as
// /admin/users: these two are the work somebody does repeatedly and should not
// need a shell for, while anything that would let a stolen session reach
// further — pointing the control plane at a different mirror, say — stays in
// configuration where changing it means access to the host.
// MirrorDeps is what the mirror page can reach.
//
// A struct rather than five parameters: three of them are optional interfaces
// and two are the same shape, which at a call site is a swap nobody notices
// until a page shows the wrong thing.
type MirrorDeps struct {
Mirror MirrorAdmin
// Registry browses a model registry. Nil turns the explorer off.
Registry Registry
// Catalog puts a mirrored model into service. Nil leaves the serve action
// off, which is right where the catalogue cannot be changed at runtime.
Catalog CatalogAdmin
// Fleet is the cluster, for saying whether anything could run a model
// before somebody spends an hour downloading it.
Fleet Source
}
func (p *AccountPages) RegisterAdminMirror(mux *http.ServeMux, d MirrorDeps) {
m := d.Mirror
p.hasMirror = true
p.registry = d.Registry
p.catalog = d.Catalog
p.fleet = d.Fleet
mux.HandleFunc("GET /admin/mirror", p.adminOnly(
func(w http.ResponseWriter, r *http.Request, _ store.User) {
p.renderMirror(w, r, m, "", "")
}))
// One repository as a fragment, for the row beneath it in the listing.
mux.HandleFunc("GET /admin/mirror/repo", p.adminOnly(
func(w http.ResponseWriter, r *http.Request, _ store.User) {
repo := strings.TrimSpace(r.URL.Query().Get("repo"))
if p.registry == nil || repo == "" {
http.NotFound(w, r)
return
}
d := adminMirrorData{CSRF: csrfFor(r), Inline: true, HasRegistry: true}
p.openRepo(r, &d, repo)
if d.RegistryErr != "" {
http.Error(w, "The registry: "+d.RegistryErr, http.StatusBadGateway)
return
}
render(w, "mirror_repo", d)
}))
mux.HandleFunc("POST /admin/mirror/fetch", p.mirrorAction(m,
func(ctx context.Context, admin store.User, r *http.Request) (string, error) {
// One form posts one source or fifteen. A sharded model is one
// decision, not one per shard, and the mirror fetches each file
// independently anyway.
sources, files := r.Form["source"], r.Form["file"]
if len(sources) == 0 || strings.TrimSpace(sources[0]) == "" {
return "", errors.New("a source URL is required")
}
model := strings.TrimSpace(r.FormValue("model"))
version := strings.TrimSpace(r.FormValue("version"))
// Read before anything is downloaded: the header says whether the
// nodes can load it, and a file that cannot be served is an hour
// of download and a replica failing on every node.
if r.FormValue("force") == "" {
if v := p.checkSource(ctx, strings.TrimSpace(sources[0])); !v.Servable {
return "", fmt.Errorf("not fetched: %s. Tick \"fetch anyway\" to take it regardless", v.Reason)
}
}
var started int
for i, src := range sources {
src = strings.TrimSpace(src)
if src == "" {
continue
}
req := mirror.FetchRequest{Source: src, Model: model, Version: version}
if i < len(files) {
req.File = strings.TrimSpace(files[i])
}
if _, err := m.Fetch(ctx, req); err != nil {
// Reported with what already went, so a set that fails on
// its fourth shard does not read as though nothing started.
return "", fmt.Errorf("%d of %d started, then %s: %w",
started, len(sources), mirror.LastPathElement(src), err)
}
started++
}
// Named as started, not as done. The mirror answered 202 and the
// bytes are still moving; a message saying "added" would invite
// somebody to point the catalog at a partial file.
return fmt.Sprintf("started downloading %s/%s (%s)",
model, version, plural(started, "file", "files")), nil
}))
if d.Catalog != nil {
// How a model runs, changed where the file it runs is seen.
mux.HandleFunc("POST /admin/mirror/mode", p.mirrorAction(m,
func(ctx context.Context, admin store.User, r *http.Request) (string, error) {
name, mode := r.FormValue("model"), r.FormValue("mode")
if name == "" || (mode != modeAlways && mode != modeOnDemand && mode != modeStopped) {
return "", errors.New("choose a model and how it should run")
}
replicas, _ := strconv.Atoi(r.FormValue("replicas"))
sc := scalingFor(mode, replicas, 0)
if _, err := d.Catalog.Scale(ctx, name, sc, admin.Email); err != nil {
return "", err
}
switch mode {
case modeOnDemand:
return name + " now loads when asked for and stops after 15 minutes unused", nil
case modeStopped:
return name + " is stopped; its replicas are being taken down", nil
}
return name + " now runs all the time", nil
}))
mux.HandleFunc("POST /admin/mirror/serve", p.mirrorAction(m,
func(ctx context.Context, admin store.User, r *http.Request) (string, error) {
model, err := buildModel(r.FormValue)
if err != nil {
return "", err
}
// The same check `llmgw ctl model add` makes. This page builds
// the source out of a row the mirror reported, so it is right
// far more often than something typed — but a file removed
// between the listing and the click, or a mirror that has gone
// down since, both end as a replica failing on a node minutes
// later with an error naming the node. Asking costs one HEAD.
if _, err := sourcecheck.Check(ctx, model.Source); err != nil {
return "", err
}
if err := d.Catalog.Add(ctx, model, admin.Email); err != nil {
return "", err
}
// Placed on the next pass, not now: saying it is serving would
// be wrong for however long the weights take to reach a node.
return fmt.Sprintf(
"%s added to the catalog, %s; it is placed on the next pass",
model.Name, plural(model.Scaling.Min, "replica", "replicas")), nil
}))
}
mux.HandleFunc("POST /admin/mirror/{model}/{version}/remove", p.mirrorAction(m,
func(ctx context.Context, _ store.User, r *http.Request) (string, error) {
model, ver := r.PathValue("model"), r.PathValue("version")
removed, err := m.Remove(ctx, model, ver)
if err != nil {
return "", err
}
return "removed " + model + "/" + ver +
" (" + plural(len(removed), "file", "files") + ")", nil
}))
}
// mirrorAction wraps a change: admin session, CSRF, audit line, re-render.
//
// The audit line is not optional. Removing a version deletes weights every node
// may be about to fetch, and the only record that it happened on purpose is
// this log entry naming who clicked it.
func (p *AccountPages) mirrorAction(m MirrorAdmin,
do func(ctx context.Context, admin store.User, r *http.Request) (string, error),
) http.HandlerFunc {
return p.adminOnly(func(w http.ResponseWriter, r *http.Request, admin store.User) {
sess, _, _ := p.session(r)
if !p.accounts.CheckCSRF(sess, r.FormValue("csrf")) {
http.Error(w, "bad request", http.StatusBadRequest)
return
}
msg, err := do(r.Context(), admin, r)
// Asked for from the page's own script — a fetch started from a
// repository opened in the list — the answer is the outcome alone,
// so the list, and the repository open in it, stay where they are.
wantJSON := strings.Contains(r.Header.Get("Accept"), "application/json")
if err != nil {
p.log.Warn("a mirror action was refused",
"admin", admin.Email, "mirror", m.Addr(), "err", err)
if wantJSON {
writeJSONStatus(w, http.StatusUnprocessableEntity, map[string]string{"error": err.Error()})
return
}
p.renderMirror(w, r, m, "", err.Error())
return
}
p.log.Info("the mirror was changed",
"admin", admin.Email, "mirror", m.Addr(), "what", msg)
if wantJSON {
writeJSONStatus(w, http.StatusOK, map[string]string{"message": msg})
return
}
p.renderMirror(w, r, m, msg, "")
})
}
func (p *AccountPages) renderMirror(w http.ResponseWriter, r *http.Request,
m MirrorAdmin, msg, errMsg string,
) {
d := adminMirrorData{
Nav: navFrom(r, "mirror"),
Addr: m.Addr(),
Message: msg,
Error: errMsg,
CSRF: csrfFor(r),
Version: p.version,
Now: time.Now().UTC().Format(time.RFC3339),
}
d.HasCatalog = p.catalog != nil
p.explore(r, &d)
got, err := m.List(r.Context())
if err != nil {
p.log.Error("could not read the mirror", "mirror", m.Addr(), "err", err)
d.Unreachable = true
if d.Error == "" {
d.Error = err.Error()
}
render(w, "admin_mirror", d)
return
}
d.Base = got.Base
var sources map[string][]catalog.Model
if p.catalog != nil {
if sources, err = p.catalog.Sources(r.Context()); err != nil {
p.log.Warn("could not read which models use the mirror", "err", err)
}
}
held := map[string]int{} // model/version -> index of its row
for _, st := range got.Models {
switch st.State {
case mirror.Fetching:
d.Fetching++
case mirror.Failed:
d.Failed++
default:
key := st.Model + "/" + st.Version
if i, ok := held[key]; ok {
// Another file of a version already shown: counted into it.
d.Rows[i].Files++
d.Rows[i].BytesDone += st.BytesDone
d.Rows[i].URL = strings.TrimSuffix(
mirror.Entry{Model: st.Model, Version: st.Version}.URL(got.Base), "/") + "/"
continue
}
held[key] = len(d.Rows)
d.Present++ // versions, not files: what the rows below count
}
row := mirrorRow{
Status: st,
Files: 1,
URL: mirror.Entry{Model: st.Model, Version: st.Version, File: st.File}.
URL(got.Base),
}
if pc, ok := st.Percent(); ok {
row.Percent, row.HasPercent = pc, true
}
d.Rows = append(d.Rows, row)
}
for i := range d.Rows {
for _, m := range sources[d.Rows[i].URL] {
d.Rows[i].UsedBy = append(d.Rows[i].UsedBy, modelUse{
Name: m.Name, Mode: modeOf(m.Scaling), Replicas: max(m.Scaling.Max, 1),
Declared: p.catalog.Declared(m.Name),
})
}
}
// The one row whose serve form is open, and only when the catalog can be
// changed at all.
if p.catalog != nil {
if want := r.URL.Query().Get("serve"); want != "" {
byVersion := map[string][]mirror.Status{}
for _, st := range got.Models {
byVersion[st.Model+"/"+st.Version] = append(byVersion[st.Model+"/"+st.Version], st)
}
for i := range d.Rows {
key := d.Rows[i].Model + ":" + d.Rows[i].Version
if key != want || d.Rows[i].State != mirror.Present {
continue
}
form := planServe(d.Rows[i].Status,
byVersion[d.Rows[i].Model+"/"+d.Rows[i].Version], got.Base, p.fleet, p.catalog, func(src string) gguf.Verdict { return p.checkSource(r.Context(), src) })
d.Rows[i].Serve = &form
break
}
}
}
// Downloads first, then failures, then what is simply here. The two states
// somebody opened this page for are at the top; the rest is a list they
// scroll. Within a state the order is fixed so rows do not shuffle between
// reloads while a byte count ticks.
sort.SliceStable(d.Rows, func(i, j int) bool {
a, b := d.Rows[i], d.Rows[j]
if ra, rb := mirrorRank(a.State), mirrorRank(b.State); ra != rb {
return ra < rb
}
if a.Model != b.Model {
return a.Model < b.Model
}
if a.Version != b.Version {
return a.Version < b.Version
}
return a.File < b.File
})
d.Groups = groupByModel(d.Rows)
if d.Fetching > 0 {
d.RefreshSec = 5
}
render(w, "admin_mirror", d)
}
// mirrorGroup is a family of models the mirror holds — every qwen, every
// llama — and their versions.
type mirrorGroup struct {
Family string
Rows []mirrorRow
// Models is how many different models are in it; a family of one is
// shown without a heading, which would only repeat its row.
Models int
// Bytes is what the versions take on disk, downloads so far included.
Bytes int64
Fetching, Failed int
InUse bool
}
// modelFamily is the family a model's name puts it in: the letters its name
// starts with. "qwen2.5-coder-7b-instruct" and "qwen3-8b" are qwen,
// "llama-3.1-8b-instruct" is llama, "deepseek-r1-distill-qwen-14b" is
// deepseek — which is how people talk about them, and all a name says.
func modelFamily(model string) string {
name := strings.ToLower(model)
end := strings.IndexFunc(name, func(r rune) bool { return r < 'a' || r > 'z' })
if end <= 0 {
// Starts with a digit or a symbol: the first part whole.
first, _, _ := strings.Cut(name, "-")
return first
}
return name[:end]
}
// groupByModel gathers rows by family, in the order the rows are already in:
// a family with a download or a failure comes first because its first row
// does, and its models and versions stay in that order beneath it.
//
// Grouped because a family is what somebody looks for. Sorted by state and
// name alone, "which qwens do we have" meant reading the whole table.
func groupByModel(rows []mirrorRow) []mirrorGroup {
var out []mirrorGroup
at := map[string]int{}
models := map[string]map[string]bool{}
for _, r := range rows {
fam := modelFamily(r.Model)
i, ok := at[fam]
if !ok {
i = len(out)
at[fam] = i
out = append(out, mirrorGroup{Family: fam})
models[fam] = map[string]bool{}
}
g := &out[i]
g.Rows = append(g.Rows, r)
g.Bytes += r.BytesDone
models[fam][r.Model] = true
switch r.State {
case mirror.Fetching:
g.Fetching++
case mirror.Failed:
g.Failed++
}
if len(r.UsedBy) > 0 {
g.InUse = true
}
}
for i := range out {
out[i].Models = len(models[out[i].Family])
}
return out
}
func mirrorRank(s mirror.State) int {
switch s {
case mirror.Fetching:
return 0
case mirror.Failed:
return 1
default:
return 2
}
}
func plural(n int, one, many string) string {
if n == 1 {
return "1 " + one
}
return strconv.Itoa(n) + " " + many
}
// explore fills in the registry half of the page: a listing, or one repository.
//
// A failure here is reported in its own line rather than as the page's error.
// The registry is somebody else's server on the other side of the internet, and
// it being down says nothing about the mirror — which is the thing this page is
// actually for, and which must keep working when Hugging Face does not.
func (p *AccountPages) explore(r *http.Request, d *adminMirrorData) {
if p.registry == nil {
return
}
d.HasRegistry = true
d.Query = strings.TrimSpace(r.URL.Query().Get("q"))
if repo := strings.TrimSpace(r.URL.Query().Get("repo")); repo != "" {
d.Back = exploreState(r.URL.Query()).href(d.Query, "", "")
p.openRepo(r, d, repo)
return
}
p.exploreList(r, d)
}
// openRepo reads one repository: its card, and its weights grouped into what
// can be fetched.
func (p *AccountPages) openRepo(r *http.Request, d *adminMirrorData, repo string) {
got, err := p.registry.Repo(r.Context(), repo)
if err != nil {
d.RegistryErr = err.Error()
return
}
d.Repo = &got
d.RepoURL = strings.TrimSuffix(got.DownloadURL("", ""), "/resolve/"+revOrMain(got.Revision)+"/")
d.Card = renderCard(got.Card, d.RepoURL+"/blob/"+revOrMain(got.Revision)+"/")
var weights []hf.File
for _, f := range got.Files {
if !f.IsWeights() {
// Thirty files of which four are worth gigabytes. The rest are
// a README and a tokenizer, and listing them buries the ones
// somebody came for.
continue
}
weights = append(weights, f)
}
for _, set := range hf.Group(weights) {
rs := repoSet{
FileSet: set,
Model: defaultModelName(got.ID),
// The revision, not the date: two fetches of the same commit
// land in the same place, and a repository re-uploaded under
// the same branch lands somewhere else.
Version: got.ShortRevision(),
}
rs.Verdict = p.verdictFor(got.Architecture, set.Name)
for _, f := range set.Files {
rs.Sources = append(rs.Sources,
repoSource{URL: got.DownloadURL("", f.Path), Path: f.Path})
}
d.RepoSets = append(d.RepoSets, rs)
}
}
// defaultModelName is the catalog name a repository suggests.
//
// The last element, lowercased, with the quantisation marker dropped: the owner
// is not part of what anybody calls the model, and "-GGUF" describes the file
// format rather than the model, which is already clear from the file being
// fetched.
func defaultModelName(repoID string) string { return hf.ModelName(repoID) }
// verdictFor judges a registry file set by the repository's architecture. A
// vision projector is its own architecture whatever the repository says.
func (p *AccountPages) verdictFor(arch, name string) gguf.Verdict {
if strings.Contains(strings.ToLower(name), "mmproj") {
return gguf.LlamaCpp(p.llamaVersion, "clip")
}
// Published beside the quantisations they were made with, and a GGUF
// file like them, so the repository's architecture would pass it.
if strings.Contains(strings.ToLower(name), "imatrix") {
return gguf.Verdict{Checked: true,
Reason: "it is an importance matrix for quantising, not a model"}
}
if arch == "" || !gguf.IsGGUF(name) {
return gguf.Verdict{Servable: true}
}
return gguf.LlamaCpp(p.llamaVersion, arch)
}
// checkSource reads a GGUF source's header and judges it; anything else, or a
// header that cannot be read, passes.
func (p *AccountPages) checkSource(ctx context.Context, source string) gguf.Verdict {
url, ok := sourcecheck.HTTPSource(source)
if !ok || !gguf.IsGGUF(url) || p.llamaVersion == "" {
return gguf.Verdict{Servable: true}
}
return gguf.Check(ctx, url, p.llamaVersion)
}
func revOrMain(rev string) string {
if rev == "" {
return "main"
}
return rev
}
func writeJSONStatus(w http.ResponseWriter, code int, v any) {
w.Header().Set("Content-Type", "application/json")
w.WriteHeader(code)
_ = json.NewEncoder(w).Encode(v)
}