Files
llmgw/internal/cli/tui_hf.go
T
Ilker ManapandClaude Opus 5.5 e12996f7dd Serve and update models in the background from the console, and follow them under Jobs
The console starts a serve or update job over the admin API and stays,
instead of closing to follow the download. Jobs lists them with their
progress and steps; the sidebar counts those running. ctl model serve and
update take --detach; ctl jobs lists jobs and follows one.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-04 01:27:02 +02:00

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package cli
import (
"context"
"fmt"
"net/http"
"net/url"
"slices"
"strconv"
"strings"
"sync"
"time"
tea "github.com/charmbracelet/bubbletea"
"gitea.mynodes.xyz/ilker/llmgw/internal/config"
"gitea.mynodes.xyz/ilker/llmgw/internal/control/modelserve"
"gitea.mynodes.xyz/ilker/llmgw/internal/hf"
"gitea.mynodes.xyz/ilker/llmgw/internal/modelplan"
)
// Serving from Hugging Face: the registry's GGUF models, trending or
// searched, then a file of the one chosen, then `llmgw ctl model serve` with
// it — which fetches it into the mirror, checks it, adds it and starts it.
var hfSorts = []struct {
label string
sort hf.Sort
}{{"trending", hf.SortTrending}, {"most downloaded", hf.SortDownloads}, {"most liked", hf.SortLikes}, {"newest", hf.SortCreated}}
type hfState struct {
query string
sort int
// safetensors lists original weights, for vLLM on GPUs, rather than
// GGUF files for llama.cpp.
safetensors bool
models []hf.Model
err error
}
type consoleHFMsg struct {
query string
sort int
st bool
models []hf.Model
err error
}
type consoleRepoMsg struct {
plan modelserve.Plan
err error
}
// hfClients keeps one client per registry, for the client's few minutes of
// remembered listings.
var hfClients sync.Map
func (m consoleModel) registry() *hf.Client {
endpoint := ""
if cfg, err := config.Load(m.file); err == nil {
endpoint = cfg.Mirror.Registry
}
c, _ := hfClients.LoadOrStore(endpoint, hf.New(endpoint, 20*time.Second))
return c.(*hf.Client)
}
func (m consoleModel) fetchHF() tea.Cmd {
c, q, sort, st := m.registry(), m.hf.query, m.hf.sort, m.hf.safetensors
return func() tea.Msg {
ctx, cancel := context.WithTimeout(context.Background(), 25*time.Second)
defer cancel()
hq := hf.Query{Search: q, Sort: hfSorts[sort].sort, GGUF: !st, Limit: 50}
if st {
hq.Filters = []string{"safetensors"}
}
// Browsing: models that chat. A search finds the rest too, an
// embedding model included.
if q == "" {
hq.Task = "text-generation"
}
got, err := c.Explore(ctx, hq)
return consoleHFMsg{query: q, sort: sort, st: st, models: got, err: err}
}
}
// fetchRepo asks the control plane for a repository's plan: its files, and
// how each could run on this cluster.
func (m *consoleModel) fetchRepo(id string) tea.Cmd {
m.busy = "Planning " + id
c := m.client
format := "gguf"
if m.hf.safetensors {
format = "safetensors"
}
return func() tea.Msg {
ctx, cancel := context.WithTimeout(context.Background(), 60*time.Second)
defer cancel()
var p modelserve.Plan
err := c.get(ctx, "/api/v1/plan?"+url.Values{"repo": {id}, "format": {format}}.Encode(), &p)
return consoleRepoMsg{p, err}
}
}
// optionLabel is one way to run a file, with what it needs and whether the
// hardware is free.
func optionLabel(o modelplan.Option) string {
now := sDim.Render("busy now")
if o.FreeNow {
now = sOK.Render("free")
}
need := fmt.Sprintf("%.1f of %.0f GB a card", o.NeedGB, o.HaveGB)
if o.CPU {
need = fmt.Sprintf("%.1f GB of RAM", o.NeedGB)
}
return fmt.Sprintf("%s · %s · %s", o.Label(), need, now)
}
// repoMenu offers a repository's files, each with the best way it runs here;
// the plan's choice first.
func (m consoleModel) repoMenu(p modelserve.Plan) *menuDialog {
title := p.Repo
if p.Gated {
title += " · gated"
}
var items []menuItem
if !p.Servable {
return &menuDialog{title: title, items: []menuItem{{"The nodes' engine cannot run it: " + p.Reason,
func(*consoleModel) tea.Cmd { return nil }}}}
}
rec, hasRec := p.Recommended()
arts := append([]modelserve.PlannedArtifact{}, p.Artifacts...)
// The recommended file first, then the rest as the repository lists them.
for i, a := range arts {
if hasRec && a.Name == rec.Artifact && i > 0 {
arts = append([]modelserve.PlannedArtifact{a}, append(arts[:i:i], arts[i+1:]...)...)
break
}
}
for _, a := range arts {
name := a.Name
if a.Format == "safetensors" {
name = "original weights"
}
// The quantisation first: long names end in it, and it is what
// tells one file of a repository from the next.
q := a.Quant
if a.Shards > 1 && a.Format == "gguf" {
q += fmt.Sprintf(" ×%d", a.Shards)
}
label := fmt.Sprintf("%-10s %-30s %8s ", q, truncate(name, 30), bytesShort(a.Bytes))
switch {
case a.Best == nil:
label += sBad.Render("fits nowhere")
default:
label += optionLabel(*a.Best)
}
if hasRec && a.Name == rec.Artifact {
label = sOK.Render("★ ") + label
} else {
label = " " + label
}
a := a
items = append(items, menuItem{label, func(m *consoleModel) tea.Cmd {
if a.Best == nil {
m.dialog, m.dialogTitle = "error", a.Name
m.dialogText = fmt.Sprintf("No card holds %s with a %d-token context, nor does any node's memory.\n"+
"A smaller quantisation, or more cards free.\n\n%s", a.Name, p.Context, sDim.Render("any key"))
return nil
}
m.serveForm(p, a)
return nil
}})
}
return &menuDialog{title: title, items: items}
}
func (m *consoleModel) serveForm(p modelserve.Plan, a modelserve.PlannedArtifact) {
var opts []modelplan.Option
for _, o := range p.Options {
if o.Artifact == a.Name {
opts = append(opts, o)
}
}
var where []string
for _, o := range opts {
where = append(where, optionLabel(o))
}
note := fmt.Sprintf("%s, %s", a.Name, bytesShort(a.Bytes))
if a.Format == "safetensors" {
note = fmt.Sprintf("Original weights, %s in %d files with their config and tokenizer, for vLLM", bytesShort(a.Bytes), a.Shards)
}
if p.Arch != "" {
note += ", " + p.Arch
}
if p.License != "" {
note += ", licence " + p.License
}
if p.Note != "" {
note += "\n" + sWarn.Render("! ") + p.Note
}
note += fmt.Sprintf("\nPlanned for a %d-token context. The mirror fetches it and checks it, it joins the\n"+
"catalog, and a replica is started and asked to say hello.", p.Context)
ctxDefault := "4096"
if a.Format == "safetensors" {
ctxDefault = strconv.Itoa(p.Context)
}
fields := []formField{
textF("name", hf.ModelName(p.Repo), "what clients ask for"),
textF("replicas", "1", "0 runs none until it is first asked for"),
textF("context length", ctxDefault, "what one request may use"),
textF("description", "", "optional: shown to clients in /v1/models"),
choiceF("runs on", where, where[0]),
choiceF("when that is busy", []string{"the next best way", "wait for it"}, "the next best way"),
}
fields[4].hint = "every way this file fits, best first"
proj := -1
if a.Format == "gguf" && len(p.Projectors) > 0 {
fields = append(fields, choiceF("images", append(append([]string{}, p.Projectors...), "none: text only"), p.Projectors[0]))
fields[len(fields)-1].hint = "the vision projector, fetched and loaded beside the model"
proj = len(fields) - 1
}
m.openForm(&formDialog{title: "Serve " + p.Repo, note: note, fields: fields,
submit: func(m *consoleModel, v []string) (tea.Cmd, error) {
n, err := strconv.Atoi(v[1])
if err != nil || n < 0 {
return nil, fmt.Errorf("replicas is a whole number")
}
if c, err := strconv.Atoi(v[2]); err != nil || c <= 0 {
return nil, fmt.Errorf("the context length is a whole number")
}
ctxLen, _ := strconv.Atoi(v[2])
req := modelserve.Request{Repo: p.Repo, Name: v[0], Replicas: n, ContextLength: ctxLen,
Description: v[3], Format: a.Format}
if a.Format == "gguf" {
req.File = a.Name
}
o := opts[slices.Index(where, v[4])]
if o.CPU {
req.CPU = true
} else {
req.GPUClass, req.GPUsPerNode, req.Nodes = o.Class, o.GPUsPerNode, max(o.Nodes, 1)
}
req.Fallbacks = strings.HasPrefix(v[5], "the next") && len(opts) > 1
if proj >= 0 && !strings.HasPrefix(v[proj], "none") {
req.Projector = v[proj]
}
// Started on the control plane, which runs it whatever happens
// to this screen: the console is free again at once, and Jobs
// shows how far it has got.
return m.call("Serve "+p.Repo, http.MethodPost, "/api/v1/models/serve", req, startedSays), nil
}})
}
func (m *consoleModel) hfSearchDialog() {
m.openForm(&formDialog{title: "Search Hugging Face",
note: "GGUF models, which is what the nodes run.",
fields: []formField{textF("search", m.hf.query, "like qwen2.5 coder; empty lists them all")},
submit: func(m *consoleModel, v []string) (tea.Cmd, error) {
m.hf.query, m.hf.models, m.hf.err, m.row = v[0], nil, nil, 0
return m.fetchHF(), nil
}})
}
func (m consoleModel) hfPanel(pw int) (string, string, string) {
keys := "→ or Enter open · ↑↓ choose · Q leave"
if m.inPanel {
keys = "↑↓ row · Enter choose · / search · S order · F GGUF or original weights · ← back · Q leave"
}
what := hfSorts[m.hf.sort].label
if m.hf.query != "" {
what = "“" + m.hf.query + "”, " + what
}
if m.hf.query == "" {
what = "text generation, " + what
}
kind := "GGUF models, for llama.cpp"
if m.hf.safetensors {
kind = "Original weights, for vLLM on GPUs"
}
head := "\n " + kind + " on Hugging Face: " + what + "\n\n"
switch {
case m.hf.err != nil:
return "Serve from Hugging Face", head + " " + sBad.Render(m.hf.err.Error()) +
"\n\n " + sDim.Render("mirror.registry in server.yaml names another registry, for a site without the internet."), keys
case m.hf.models == nil:
return "Serve from Hugging Face", head + " " + m.spin.View() + " asking the registry…", keys
}
var rows [][]string
for _, x := range m.hf.models {
params := ""
if p := x.Params(); p > 0 {
params = fmt.Sprintf("%.1fB", float64(p)/1e9)
}
gated := ""
if x.Gated.Is() {
gated = sWarn.Render("gated")
}
rows = append(rows, []string{x.ID, params, x.Architecture(), compactNum(x.Downloads), compactNum(x.Likes),
ageShort(x.LastModified), gated})
}
if len(rows) == 0 {
return "Serve from Hugging Face", head + " " + sDim.Render("Nothing found. / searches again."), keys
}
return "Serve from Hugging Face", head + table([]string{"REPOSITORY", "SIZE", "ARCH", "DOWNLOADS", "LIKES", "UPDATED", ""},
rows, m.row, pw, m.inPanel), keys
}
// ageShort is how long ago, in the largest unit that says it: 5m, 3h, 12d, 7mo, 2y.
func ageShort(t time.Time) string {
if t.IsZero() {
return ""
}
d := time.Since(t)
switch {
case d < time.Minute:
return "just now"
case d < time.Hour:
return fmt.Sprintf("%dm ago", int(d.Minutes()))
case d < 48*time.Hour:
return fmt.Sprintf("%dh ago", int(d.Hours()))
case d < 60*24*time.Hour:
return fmt.Sprintf("%dd ago", int(d.Hours()/24))
case d < 2*365*24*time.Hour:
return fmt.Sprintf("%dmo ago", int(d.Hours()/24/30))
}
return fmt.Sprintf("%dy ago", int(d.Hours()/24/365))
}