llmgw ctl model plan Qwen/Qwen2.5-Coder-32B-Instruct The arithmetic this replaces is the last thing between having GPUs and serving a model on them. Choosing tp, gpu_class and a context that will actually fit means knowing the layer count, the KV head count, what the weights weigh at a chosen quantisation and how much of a card the runtime keeps — and getting it wrong is not an error message, it is an out-of-memory twenty minutes into a load. I computed those by hand for every model on this cluster. Both halves are read rather than retyped: the architecture from the model's own config.json and parameter count, the hardware from the running fleet. Attention heads in place of KV heads is the classic slip and is worth a factor of five on a model with grouped-query attention, so it is not a number anyone should be entering. Every candidate is listed, not one answer. With cards to spare you want the full-precision fit; with one card free you want to know a quantised one exists. Choosing between those is not the planner's job. The tests are calibrated against files actually downloaded here — llama.cpp reported 14.62 GiB and 8.37 GiB for the 14B at q8_0 and q4_K_M, and the model reproduces both — and they caught two errors in my own arithmetic. The overhead was charged per rank from the whole model's weights rather than each rank's share, and it reserved a tenth of a card that usableFraction had already reserved. Between them, Llama-3.3-70B at bf16 across two 80 GB cards came out as not fitting, which is a configuration people run every day. Slack reserved in two places, each unaware of the other, reads as caution and behaves as a bug. Pools are grouped by class and fabric together, because a replica may never span two fabrics: eight free cards split across two of them are not eight cards for a model that needs eight, and merging them would plan something that starts, passes its health checks and hangs on its first all-reduce. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
111 lines
3.8 KiB
Go
111 lines
3.8 KiB
Go
package cli
|
|
|
|
import (
|
|
"encoding/json"
|
|
"fmt"
|
|
"os/user"
|
|
|
|
"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/catalog"
|
|
)
|
|
|
|
// 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) *cobra.Command {
|
|
c := &cobra.Command{
|
|
Use: "model",
|
|
Short: "Add or remove models while the cluster is running",
|
|
}
|
|
c.AddCommand(newModelAddCmd(client), newModelRemoveCmd(client), newModelPlanCmd(client))
|
|
return c
|
|
}
|
|
|
|
func newModelAddCmd(client func() *ctlClient) *cobra.Command {
|
|
var path string
|
|
c := &cobra.Command{
|
|
Use: "add -f <file.yaml>",
|
|
Short: "Add a model from a definition file",
|
|
Long: "The 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.",
|
|
Args: cobra.NoArgs,
|
|
RunE: func(cmd *cobra.Command, _ []string) error {
|
|
if path == "" {
|
|
return fmt.Errorf("--file is required: the model definition, as YAML")
|
|
}
|
|
// Read 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.
|
|
k := koanf.New(".")
|
|
if err := k.Load(file.Provider(path), yaml.Parser()); err != nil {
|
|
return fmt.Errorf("%s: %w", path, err)
|
|
}
|
|
var m catalog.Model
|
|
if err := k.UnmarshalWithConf("", &m, koanf.UnmarshalConf{Tag: "koanf"}); err != nil {
|
|
return fmt.Errorf("%s: %w", path, err)
|
|
}
|
|
if m.Name == "" {
|
|
return fmt.Errorf("%s: the definition has no name", path)
|
|
}
|
|
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)
|
|
return nil
|
|
},
|
|
}
|
|
c.Flags().StringVarP(&path, "file", "f", "", "YAML file holding the model definition")
|
|
return c
|
|
}
|
|
|
|
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 {
|
|
if u, err := user.Current(); err == nil && u.Username != "" {
|
|
return u.Username
|
|
}
|
|
return "unknown"
|
|
}
|