Files
llmgw/internal/cli/model.go
T
Ilker ManapandClaude Opus 5.5 40b8948d7d A picture or 3D model is added by its name: llmgw ctl model add triposr
flux-schnell and triposr come with llmgw as presets: their workflow,
custom nodes, packages and licence as they were found and tried on the
PoC, and a profile that says the card it needs rather than a class, so the
entry places on any site's cards. TripoSR's workflow is built in, with the
LLMGWPrepareForMesh node that keeps a picture's background out of the
mesh, which the copy in the document had left out.

`ctl model add PRESET` adds one, and has the nodes install ComfyUI when
the cluster's settings name none; `ctl model presets` lists them; the
console's add-model dialog offers them beside a definition file. A
ComfyUI build is now also checked to keep its order on a Turing card, so
a node's installed cu13 is not replaced by the cu126 build.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-13 10:21:28 +02:00

374 lines
15 KiB
Go

package cli
import (
"encoding/json"
"fmt"
"os"
"os/user"
"slices"
"strconv"
"strings"
"time"
"github.com/knadh/koanf/parsers/yaml"
"github.com/knadh/koanf/providers/file"
"github.com/knadh/koanf/v2"
"github.com/spf13/cobra"
"gitea.mynodes.xyz/ilker/llmgw/internal/control/adminapi"
"gitea.mynodes.xyz/ilker/llmgw/internal/control/catalog"
"gitea.mynodes.xyz/ilker/llmgw/internal/sourcecheck"
)
// newModelCmd adds and removes models without a restart.
//
// Adding a model used to mean editing a file on the control plane and
// restarting it: a settling window, adoption churn, and on one occasion two
// minutes of outage. For a fixed production set that is a reasonable trade; for
// a platform whose promise is that people can try things, it is the difference
// between trying one and not bothering.
func newModelCmd(client func() *ctlClient, asJSON *bool) *cobra.Command {
c := &cobra.Command{
Use: "model",
Short: "Add or remove models while the cluster is running",
}
c.AddCommand(newModelAddCmd(client), newModelPresetsCmd(), newModelRemoveCmd(client), newModelPlanCmd(client),
newResourcesCmd(client), newClassCmd(client), newOwnerCmd(client),
newTargetCmd(client, asJSON), newAdaptersCmd(client),
newModelServeCmd(client), newModelUpdatesCmd(client, asJSON), newModelUpdateCmd(client),
newModelRollbackCmd(client), newModelOriginCmd(client),
newModelCanaryCmd(client), newModelPromoteCmd(client), newModelCanariesCmd(client, asJSON),
newModelGateCmd(client), newModelFallbacksCmd(client))
return c
}
func newModelAddCmd(client func() *ctlClient) *cobra.Command {
var path string
var skipCheck bool
c := &cobra.Command{
Use: "add PRESET | -f <file.yaml>",
Short: "Add a model that comes with llmgw, or one from a definition file",
Long: "A preset is a model that comes with llmgw, its workflow, nodes and licence\n" +
"already found and tried: " + strings.Join(catalog.PresetNames(), ", ") + " (llmgw ctl model presets).\n" +
"Adding a ComfyUI one also has the nodes install ComfyUI, when the cluster\n" +
"has not been told otherwise.\n\n" +
"A definition is the same YAML a model takes in server.yaml, so an\n" +
"entry can be moved between the two by copying it.\n\n" +
"The catalog is rebuilt and validated before anything is written, so a\n" +
"definition that collides with an existing name, or names a fallback that\n" +
"does not exist, is refused rather than stored and then ignored on every\n" +
"start. Once accepted it takes effect on the reconciler's next pass — no\n" +
"restart — and survives one.",
Example: " llmgw ctl model add triposr\n" +
" llmgw ctl model add -f qwen.yaml",
Args: cobra.MaximumNArgs(1),
RunE: func(cmd *cobra.Command, args []string) error {
var m catalog.Model
switch {
case len(args) == 1 && path != "":
return fmt.Errorf("a preset or a file, not both")
case len(args) == 1:
p, ok := catalog.PresetNamed(args[0])
if !ok {
return fmt.Errorf("no preset %q: there are %s; any other model is added from a file (-f)",
args[0], strings.Join(catalog.PresetNames(), ", "))
}
m = p.Model
case path == "":
return fmt.Errorf("a preset (%s) or --file, the model definition as YAML",
strings.Join(catalog.PresetNames(), ", "))
default:
var err error
if m, err = readModelFile(path); err != nil {
return err
}
}
// Before the catalog is touched, because a source that does not
// resolve is otherwise discovered by a replica failing to start
// minutes later on a node — with an error naming the node rather
// than the typo.
// Every source the model's profiles load, not the model's alone.
if !skipCheck {
for _, src := range m.WeightSources() {
size, err := sourcecheck.Check(cmd.Context(), src)
if err != nil {
return fmt.Errorf("%w\n Pass --no-source-check to add it anyway, "+
"which is right when the mirror is not up yet or the nodes "+
"reach it by an address this machine does not.", err)
}
if _, isURL := sourcecheck.HTTPSource(src); isURL {
fmt.Fprintln(cmd.OutOrStdout(), sourceNote(src, size))
}
}
}
body, err := json.Marshal(m)
if err != nil {
return err
}
var res map[string]string
if err := client().post(cmd.Context(), "/api/v1/models", body, &res); err != nil {
return err
}
fmt.Fprintf(cmd.OutOrStdout(),
"%s added. It will be placed on the next reconcile pass; watch it with:\n"+
" llmgw ctl models\n", m.Name)
if m.ServesComfyUI() && !m.IsExternal() {
return ensureComfyUI(cmd, client, m.Name)
}
return nil
},
}
c.Flags().StringVarP(&path, "file", "f", "", "YAML file holding the model definition")
c.Flags().BoolVar(&skipCheck, "no-source-check", false,
"add it without asking whether the weights are actually at that URL")
return c
}
// readModelFile reads a model's definition. By koanf, the same parser and
// the same tags that read server.yaml — so an entry can be moved between the
// two by copying it, and a field that works in one cannot silently mean
// nothing in the other.
func readModelFile(path string) (catalog.Model, error) {
var m catalog.Model
k := koanf.New(".")
if err := k.Load(file.Provider(path), yaml.Parser()); err != nil {
return m, fmt.Errorf("%s: %w", path, err)
}
if err := k.UnmarshalWithConf("", &m, koanf.UnmarshalConf{Tag: "koanf"}); err != nil {
return m, fmt.Errorf("%s: %w", path, err)
}
if m.Name == "" {
return m, fmt.Errorf("%s: the definition has no name", path)
}
return m, nil
}
func newModelRemoveCmd(client func() *ctlClient) *cobra.Command {
return &cobra.Command{
Use: "remove <name>",
Short: "Remove a model that was added at runtime",
Long: "Only models added at runtime. One declared in server.yaml would come\n" +
"back on the next restart, so removing it here would leave the cluster\n" +
"disagreeing with its own configuration until then.\n\n" +
"Its replicas are stopped on the next pass, after the endpoint has been\n" +
"withdrawn, so traffic stops before the engine does.",
Args: cobra.ExactArgs(1),
RunE: func(cmd *cobra.Command, args []string) error {
var res map[string]string
if err := client().delete(cmd.Context(), "/api/v1/models/"+args[0], &res); err != nil {
return err
}
fmt.Fprintf(cmd.OutOrStdout(), "%s removed.\n", args[0])
return nil
},
}
}
// actor names who made a change, for the audit trail on a stored model.
func actor() string {
// Under sudo, the person who ran it rather than root.
if u := os.Getenv("SUDO_USER"); u != "" && os.Geteuid() == 0 {
return u
}
if u, err := user.Current(); err == nil && u.Username != "" {
return u.Username
}
return "unknown"
}
func newScaleCmd(client func() *ctlClient) *cobra.Command {
var min, max int
var idle time.Duration
c := &cobra.Command{
Use: "scale <model> --min N [--max M]",
Short: "Change how many replicas a model runs",
Long: "The replica count is --min. --max is a ceiling, not a target: a model\n" +
"with a minimum runs exactly that many, and nothing scales it up under\n" +
"load. Leaving --max out makes it follow --min.\n\n" +
"--min 0 with a --max above it is the on-demand model: nothing runs until\n" +
"somebody asks, and it stops again after the idle timeout. That loads one\n" +
"replica however high --max is. --min 0 --max 0 is a model kept in the\n" +
"catalog and deliberately not running.\n\n" +
"Only models added at runtime. One declared in server.yaml is read again\n" +
"on every start, so a number set here would hold until the next restart\n" +
"and then revert — change it in the file instead.\n\n" +
"It takes effect on the reconciler's next pass, and survives a restart.",
Args: cobra.ExactArgs(1),
RunE: func(cmd *cobra.Command, args []string) error {
if !cmd.Flags().Changed("min") {
return fmt.Errorf("--min is required: it is the replica count")
}
body, err := json.Marshal(adminapi.ScaleRequest{Min: min, Max: max, IdleTimeout: idle})
if err != nil {
return err
}
var res adminapi.ScaleResponse
if err := client().post(cmd.Context(),
"/api/v1/models/"+args[0]+"/scale", body, &res); err != nil {
return err
}
// What is in force, not what was asked for: the catalog fills in a
// max that was left out, and printing the request back would show a
// number the cluster is not using.
out := cmd.OutOrStdout()
switch {
case res.OnDemand:
fmt.Fprintf(out, "%s is on-demand: loaded when asked for, up to %d, stopped when idle.\n",
res.Model, res.Max)
case res.Min == 0:
fmt.Fprintf(out, "%s will not be placed; it stays in the catalog.\n", res.Model)
default:
fmt.Fprintf(out, "%s: %d replicas (max %d). It takes effect on the next pass; watch it with:\n"+
" llmgw ctl models\n", res.Model, res.Min, res.Max)
}
return nil
},
}
c.Flags().IntVar(&min, "min", 0, "replicas to keep running; this is the count")
c.Flags().IntVar(&max, "max", 0, "ceiling for an on-demand model; follows --min when left out")
c.Flags().DurationVar(&idle, "idle-timeout", 0,
"how long an on-demand model stays up unasked-for; zero takes the cluster default")
return c
}
func newResourcesCmd(client func() *ctlClient) *cobra.Command {
var memory, cores int
var profile string
c := &cobra.Command{
Use: "resources <model> --memory GB [--cores N]",
Short: "Set what a model reserves of a node: memory, and CPU cores",
Long: "--memory is the host RAM a replica needs: for a model with no GPU, its\n" +
"weights, KV cache and engine together. Placement reserves it on the node,\n" +
"so a node holds only as many replicas as it has memory for.\n\n" +
"--cores is the CPU cores a replica with no GPU computes on. They are\n" +
"reserved the same way, and become the engine's thread count, so two\n" +
"replicas on one node stop competing for the same cores. Zero reserves\n" +
"none and leaves the thread count to the node.\n\n" +
"Running replicas keep what they were started with; `llmgw ctl restart\n" +
"--model M` moves them to the new figures.",
Args: cobra.ExactArgs(1),
RunE: func(cmd *cobra.Command, args []string) error {
if !cmd.Flags().Changed("memory") {
return fmt.Errorf("--memory is required")
}
body, err := json.Marshal(adminapi.ResourcesRequest{Profile: profile, MemoryGB: memory, CPUCores: cores})
if err != nil {
return err
}
var m catalog.Model
if err := client().post(cmd.Context(), "/api/v1/models/"+args[0]+"/resources", body, &m); err != nil {
return err
}
for _, p := range m.Profiles {
fmt.Fprintf(cmd.OutOrStdout(), "%s/%s: %d GB memory, %d cores\n", m.Name, p.Name, p.MinMemoryGB, p.CPUCores)
}
fmt.Fprintf(cmd.OutOrStdout(), "Running replicas keep their old figures until restarted: llmgw ctl restart --model %s\n", m.Name)
return nil
},
}
c.Flags().IntVar(&memory, "memory", 0, "host RAM a replica needs, in GB")
c.Flags().IntVar(&cores, "cores", 0, "CPU cores a replica with no GPU computes on; 0 reserves none")
c.Flags().StringVar(&profile, "profile", "", "one profile; every profile when left out")
return c
}
func newClassCmd(client func() *ctlClient) *cobra.Command {
return &cobra.Command{
Use: "class <model> critical|standard|opportunistic|default",
Short: "Set how much a model's capacity is worth against another's",
Long: "When a model cannot be placed, replicas of a lower class are stopped to\n" +
"make room for it:\n\n" +
" critical never gives up the replicas of its minimum\n" +
" standard gives way to critical\n" +
" opportunistic gives way to both; the default for an on-demand model\n\n" +
"Within a class, a model below its minimum may take what another grew into\n" +
"under load, but not its minimum. \"default\" goes back to what the model's\n" +
"scaling implies: opportunistic when on demand, standard otherwise.",
Args: cobra.ExactArgs(2),
RunE: func(cmd *cobra.Command, args []string) error {
class := args[1]
if class == "default" {
class = ""
}
body, _ := json.Marshal(map[string]string{"class": class})
var res map[string]string
if err := client().post(cmd.Context(), "/api/v1/models/"+args[0]+"/class", body, &res); err != nil {
return err
}
fmt.Fprintf(cmd.OutOrStdout(), "%s is %s\n", res["model"], res["class"])
return nil
},
}
}
func newAdaptersCmd(client func() *ctlClient) *cobra.Command {
var add, remove []string
c := &cobra.Command{
Use: "adapters <model> [--add NAME=URL[@SCALE]] [--remove NAME]",
Short: "List, add or remove a model's LoRA adapters",
Long: "An adapter is asked for by its NAME as though it were a model, and is served\n" +
"by this model's replicas with it applied. URL is the adapter, usually in the\n" +
"mirror. For llama.cpp it must be a GGUF LoRA adapter for this model's\n" +
"architecture, which is checked before it is attached; for vLLM it is a PEFT\n" +
"adapter directory (a mirror version ending in /) or a Hugging Face repository\n" +
"id, which vLLM checks when it loads it. SCALE applies on llama.cpp only.\n" +
"Replicas load a changed set when restarted: llmgw ctl restart --model MODEL.",
Args: cobra.ExactArgs(1),
RunE: func(cmd *cobra.Command, args []string) error {
name := args[0]
var models []adminapi.ModelView
if err := client().get(cmd.Context(), "/api/v1/models", &models); err != nil {
return err
}
var current []catalog.Adapter
found := false
for _, m := range models {
if m.Name == name {
current, found = m.Adapters, true
}
}
if !found {
return fmt.Errorf("no model %q", name)
}
out := cmd.OutOrStdout()
if len(add) == 0 && len(remove) == 0 {
if len(current) == 0 {
fmt.Fprintf(out, "%s has no adapters\n", name)
}
for _, a := range current {
fmt.Fprintf(out, "%s\tscale %g\t%s\n", a.Name, a.EffectiveScale(), a.Source)
}
return nil
}
next := slices.DeleteFunc(slices.Clone(current), func(a catalog.Adapter) bool { return slices.Contains(remove, a.Name) })
for _, spec := range add {
n, rest, ok := strings.Cut(spec, "=")
if !ok || n == "" || rest == "" {
return fmt.Errorf("--add %q is not NAME=URL[@SCALE]", spec)
}
ad := catalog.Adapter{Name: n, Source: rest}
if i := strings.LastIndex(rest, "@"); i > 0 {
if s, err := strconv.ParseFloat(rest[i+1:], 64); err == nil {
ad.Source, ad.Scale = rest[:i], s
}
}
next = append(next, ad)
}
body, _ := json.Marshal(adminapi.AdaptersRequest{Adapters: next})
var res adminapi.AdaptersRequest
if err := client().post(cmd.Context(), "/api/v1/models/"+name+"/adapters", body, &res); err != nil {
return err
}
fmt.Fprintf(out, "%s serves %d adapter(s); restart its replicas to load them: llmgw ctl restart --model %s\n",
name, len(res.Adapters), name)
return nil
},
}
c.Flags().StringArrayVar(&add, "add", nil, "NAME=URL[@SCALE]; repeatable")
c.Flags().StringArrayVar(&remove, "remove", nil, "an adapter's name; repeatable")
return c
}