Files
LocalAI/pkg/vram/hf_estimate.go
Tai An 2f33cc7bc4 fix(vram): report largest GGUF quant instead of whole HF repo for gallery size (#10700) (#10707)
* fix(vram): report largest GGUF quant, not whole repo, for HF gallery size (#10700)

Signed-off-by: Tai An <antai12232931@outlook.com>

* test(vram): cover multi-GGUF quant repo size estimation (#10700)

Signed-off-by: Tai An <antai12232931@outlook.com>

---------

Signed-off-by: Tai An <antai12232931@outlook.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2026-07-07 11:50:27 +00:00

179 lines
4.6 KiB
Go

package vram
import (
"context"
"regexp"
"strings"
"sync"
hfapi "github.com/mudler/LocalAI/pkg/huggingface-api"
)
// ggufShardRe matches the multi-part suffix used for sharded GGUF files, e.g.
// "model-00001-of-00003.gguf". Stripping it collapses all shards of one
// quantization onto a single variant key.
var ggufShardRe = regexp.MustCompile(`-\d{2,5}-of-\d{2,5}$`)
var (
hfSizeCacheMu sync.Mutex
hfSizeCacheData = make(map[string]hfSizeCacheEntry)
)
type hfSizeCacheEntry struct {
totalBytes uint64
err error
generation uint64
}
// ExtractHFRepoID extracts a HuggingFace repo ID from a string.
// It handles both short form ("org/model") and full URL form
// ("https://huggingface.co/org/model", "huggingface.co/org/model").
// Returns the repo ID and true if found, or empty string and false otherwise.
func ExtractHFRepoID(s string) (string, bool) {
s = strings.TrimSpace(s)
if s == "" {
return "", false
}
// Handle full URL form: https://huggingface.co/org/model or huggingface.co/org/model
for _, prefix := range []string{
"https://huggingface.co/",
"http://huggingface.co/",
"huggingface.co/",
} {
if strings.HasPrefix(strings.ToLower(s), prefix) {
rest := s[len(prefix):]
// Strip trailing slashes and path fragments beyond org/model
rest = strings.TrimRight(rest, "/")
parts := strings.SplitN(rest, "/", 3)
if len(parts) >= 2 && parts[0] != "" && parts[1] != "" {
return parts[0] + "/" + parts[1], true
}
return "", false
}
}
// Handle short form: org/model
if strings.Contains(s, "://") || strings.Contains(s, " ") {
return "", false
}
parts := strings.Split(s, "/")
if len(parts) == 2 && parts[0] != "" && parts[1] != "" {
return s, true
}
return "", false
}
// hfRepoWeightSize returns the total weight file size for a HuggingFace repo.
// Results are cached and invalidated when the gallery generation changes.
func hfRepoWeightSize(ctx context.Context, repoID string) (uint64, error) {
gen := currentGeneration()
hfSizeCacheMu.Lock()
if entry, ok := hfSizeCacheData[repoID]; ok && entry.generation == gen {
hfSizeCacheMu.Unlock()
return entry.totalBytes, entry.err
}
hfSizeCacheMu.Unlock()
totalBytes, err := hfRepoWeightSizeUncached(ctx, repoID)
hfSizeCacheMu.Lock()
hfSizeCacheData[repoID] = hfSizeCacheEntry{
totalBytes: totalBytes,
err: err,
generation: gen,
}
hfSizeCacheMu.Unlock()
return totalBytes, err
}
func hfRepoWeightSizeUncached(ctx context.Context, repoID string) (uint64, error) {
client := hfapi.NewClient()
type listResult struct {
files []hfapi.FileInfo
err error
}
ch := make(chan listResult, 1)
go func() {
files, err := client.ListFiles(repoID)
ch <- listResult{files, err}
}()
select {
case <-ctx.Done():
return 0, ctx.Err()
case res := <-ch:
if res.err != nil {
return 0, res.err
}
return sumWeightFileBytes(res.files), nil
}
}
// sumWeightFileBytes estimates the on-disk size of the weights a user would
// actually download for a repo.
//
// A single HF repo very often ships many GGUF quantizations of the same model
// (Q4_K_M, Q5_K_M, Q8_0, F16, ...). These are mutually-exclusive alternatives:
// only one is ever downloaded and run, so summing the whole repo drastically
// over-reports the size (e.g. a 9B model shown as 71 GB). For GGUF we therefore
// group files by quantization variant -- summing the shards that belong to one
// variant -- and report the largest single variant as a conservative estimate.
//
// Non-GGUF weights (.safetensors/.bin/.pt) are genuine shards of one model that
// are all required together, so those are still summed.
func sumWeightFileBytes(files []hfapi.FileInfo) uint64 {
var nonGGUFTotal int64
ggufVariants := make(map[string]int64)
haveGGUF := false
for _, f := range files {
if f.Type != "file" {
continue
}
lower := strings.ToLower(f.Path)
idx := strings.LastIndex(lower, ".")
if idx < 0 {
continue
}
ext := lower[idx:]
if !weightExts[ext] {
continue
}
size := f.Size
if f.LFS != nil && f.LFS.Size > 0 {
size = f.LFS.Size
}
if size < 0 {
continue
}
if ext == ".gguf" {
haveGGUF = true
variant := ggufShardRe.ReplaceAllString(lower[:idx], "")
ggufVariants[variant] += size
} else {
nonGGUFTotal += size
}
}
if haveGGUF {
// When GGUF is present it is what LocalAI runs; report the single
// largest quantization variant instead of the whole repository.
var largest int64
for _, v := range ggufVariants {
if v > largest {
largest = v
}
}
return uint64(largest)
}
if nonGGUFTotal < 0 {
return 0
}
return uint64(nonGGUFTotal)
}