mirror of
https://github.com/mudler/LocalAI.git
synced 2026-03-31 21:25:59 -04:00
chore(size): display size of HF models and allow to specify it from the gallery (#8907)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
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74db732873
commit
05a3d00924
@@ -12,6 +12,9 @@ type Metadata struct {
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Tags []string `json:"tags,omitempty" yaml:"tags,omitempty"`
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// AdditionalFiles are used to add additional files to the model
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AdditionalFiles []File `json:"files,omitempty" yaml:"files,omitempty"`
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// Size is an optional hardcoded model size string (e.g. "500MB", "14.5GB").
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// Used when the size cannot be estimated automatically.
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Size string `json:"size,omitempty" yaml:"size,omitempty"`
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// Gallery is a reference to the gallery which contains the model
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Gallery config.Gallery `json:"gallery,omitempty" yaml:"gallery,omitempty"`
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// Installed is used to indicate if the model is installed or not
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@@ -151,7 +151,7 @@ export default function Models() {
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const term = searchVal || filterVal || ''
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const queryParams = {
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page: params.page || page,
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items: 21,
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items: 9,
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}
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if (term) queryParams.term = term
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if (sortVal) {
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@@ -197,7 +197,7 @@ func RegisterUIAPIRoutes(app *echo.Echo, cl *config.ModelConfigLoader, ml *model
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}
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items := c.QueryParam("items")
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if items == "" {
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items = "21"
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items = "9"
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}
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models, err := gallery.AvailableGalleryModels(appConfig.Galleries, appConfig.SystemState)
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@@ -253,7 +253,7 @@ func RegisterUIAPIRoutes(app *echo.Echo, cl *config.ModelConfigLoader, ml *model
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itemsNum, err := strconv.Atoi(items)
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if err != nil || itemsNum < 1 {
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itemsNum = 21
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itemsNum = 9
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}
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totalPages := int(math.Ceil(float64(len(models)) / float64(itemsNum)))
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@@ -268,6 +268,25 @@ func RegisterUIAPIRoutes(app *echo.Echo, cl *config.ModelConfigLoader, ml *model
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seenIDs := make(map[string]bool)
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weightExts := map[string]bool{".gguf": true, ".safetensors": true, ".bin": true, ".pt": true}
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extractHFRepo := func(overrides map[string]interface{}, urls []string) string {
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// Try overrides.parameters.model first
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if overrides != nil {
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if params, ok := overrides["parameters"].(map[string]interface{}); ok {
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if modelRef, ok := params["model"].(string); ok {
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if repoID, ok := vram.ExtractHFRepoID(modelRef); ok {
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return repoID
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}
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}
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}
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}
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// Fall back to the first HuggingFace URL in the metadata urls list
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for _, u := range urls {
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if repoID, ok := vram.ExtractHFRepoID(u); ok {
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return repoID
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}
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}
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return ""
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}
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hasWeightFiles := func(files []gallery.File) bool {
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for _, f := range files {
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ext := strings.ToLower(path.Ext(path.Base(f.URI)))
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@@ -279,6 +298,7 @@ func RegisterUIAPIRoutes(app *echo.Echo, cl *config.ModelConfigLoader, ml *model
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}
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const estimateTimeout = 3 * time.Second
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const hfEstimateTimeout = 10 * time.Second
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const estimateConcurrency = 3
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sem := make(chan struct{}, estimateConcurrency)
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var wg sync.WaitGroup
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@@ -356,6 +376,34 @@ func RegisterUIAPIRoutes(app *echo.Echo, cl *config.ModelConfigLoader, ml *model
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}
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}
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}(files, obj)
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} else if m.Size != "" {
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if sizeBytes, err := vram.ParseSizeString(m.Size); err == nil && sizeBytes > 0 {
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result := vram.EstimateFromSize(sizeBytes)
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obj["estimated_size_bytes"] = result.SizeBytes
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obj["estimated_size_display"] = result.SizeDisplay
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obj["estimated_vram_bytes"] = result.VRAMBytes
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obj["estimated_vram_display"] = result.VRAMDisplay
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}
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} else if hfRepoID := extractHFRepo(m.Overrides, m.URLs); hfRepoID != "" {
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wg.Add(1)
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go func(repoID string, out map[string]interface{}) {
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defer wg.Done()
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sem <- struct{}{}
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defer func() { <-sem }()
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ctx, cancel := context.WithTimeout(context.Background(), hfEstimateTimeout)
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defer cancel()
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result, err := vram.EstimateFromHFRepo(ctx, repoID)
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if err == nil {
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if result.SizeBytes > 0 {
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out["estimated_size_bytes"] = result.SizeBytes
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out["estimated_size_display"] = result.SizeDisplay
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}
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if result.VRAMBytes > 0 {
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out["estimated_vram_bytes"] = result.VRAMBytes
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out["estimated_vram_display"] = result.VRAMDisplay
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}
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}
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}(hfRepoID, obj)
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}
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modelsJSON = append(modelsJSON, obj)
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@@ -678,7 +726,7 @@ func RegisterUIAPIRoutes(app *echo.Echo, cl *config.ModelConfigLoader, ml *model
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}
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items := c.QueryParam("items")
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if items == "" {
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items = "21"
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items = "9"
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}
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backends, err := gallery.AvailableBackends(appConfig.BackendGalleries, appConfig.SystemState)
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@@ -734,7 +782,7 @@ func RegisterUIAPIRoutes(app *echo.Echo, cl *config.ModelConfigLoader, ml *model
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itemsNum, err := strconv.Atoi(items)
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if err != nil || itemsNum < 1 {
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itemsNum = 21
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itemsNum = 9
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}
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totalPages := int(math.Ceil(float64(len(backends)) / float64(itemsNum)))
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@@ -480,6 +480,7 @@
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sha256: 8434af1d39eba99f0ef46cf1450bf1a63fa941a26933a1ef5dbbf4adf0d00e44
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- name: moonshine-tiny
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license: apache-2.0
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size: "108MB"
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url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
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description: |
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Moonshine Tiny is a lightweight speech-to-text model optimized for fast transcription. It is designed for efficient on-device ASR with high accuracy relative to its size.
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@@ -500,6 +501,7 @@
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model: moonshine/tiny
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- name: whisperx-tiny
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license: mit
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size: "151MB"
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url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
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description: |
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WhisperX Tiny is a fast and accurate speech recognition model with speaker diarization capabilities. Built on OpenAI's Whisper with additional features for alignment and speaker segmentation.
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@@ -540,6 +542,7 @@
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model: openbmb/VoxCPM1.5
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- name: neutts-air
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license: apache-2.0
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size: "1.5GB"
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url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
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description: |
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NeuTTS Air is the world's first super-realistic, on-device TTS speech language model with instant voice cloning. Built on a 0.5B LLM backbone, it brings natural-sounding speech, real-time performance, and speaker cloning to local devices.
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@@ -1532,6 +1535,7 @@
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sha256: 67561d63bfa2153616e4c02fd967007c182593fc53738a6ad94bf5f84e8832ac
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- &pocket-tts
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url: "github:mudler/LocalAI/gallery/pocket-tts.yaml@master"
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size: "236MB"
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icon: https://avatars.githubusercontent.com/u/6154722?s=200&v=4
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license: mit
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tags:
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@@ -2244,6 +2248,7 @@
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uri: huggingface://bartowski/LiquidAI_LFM2-8B-A1B-GGUF/LiquidAI_LFM2-8B-A1B-Q4_K_M.gguf
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- name: "kokoro"
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url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
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size: "327MB"
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urls:
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- https://github.com/hexgrad/kokoro
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license: apache-2.0
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@@ -2533,6 +2538,7 @@
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uri: huggingface://DavidAU/OpenAi-GPT-oss-20b-abliterated-uncensored-NEO-Imatrix-gguf/OpenAI-20B-NEOPlus-Uncensored-IQ4_NL.gguf
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- name: "chatterbox"
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url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
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size: "3.2GB"
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icon: https://private-user-images.githubusercontent.com/660224/448166653-bd8c5f03-e91d-4ee5-b680-57355da204d1.png
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license: "mit"
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urls:
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@@ -2619,6 +2625,7 @@
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- &rfdetr
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name: "rfdetr-base"
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url: "github:mudler/LocalAI/gallery/virtual.yaml@master"
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size: "116MB"
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icon: https://avatars.githubusercontent.com/u/53104118?s=200&v=4
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license: apache-2.0
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description: |
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@@ -309,7 +309,7 @@ func (u URI) ContentLength(ctx context.Context) (int64, error) {
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}
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return info.Size(), nil
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}
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if !u.LooksLikeHTTPURL() {
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if !strings.HasPrefix(urlStr, HTTPPrefix) && !strings.HasPrefix(urlStr, HTTPSPrefix) {
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return 0, fmt.Errorf("unsupported URI scheme for ContentLength: %s", string(u))
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}
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req, err := http.NewRequestWithContext(ctx, "HEAD", urlStr, nil)
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@@ -124,6 +124,69 @@ func sizeOnlyVRAM(sizeOnDisk uint64, ctxLen uint32) uint64 {
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return vram
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}
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// ParseSizeString parses a human-readable size string (e.g. "500MB", "14.5 GB", "2tb")
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// into bytes. Supports B, KB, MB, GB, TB, PB (case-insensitive, space optional).
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// Uses SI units (1 KB = 1000 B).
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func ParseSizeString(s string) (uint64, error) {
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s = strings.TrimSpace(s)
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if s == "" {
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return 0, fmt.Errorf("empty size string")
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}
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s = strings.ToUpper(s)
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// Find where the numeric part ends
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i := 0
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for i < len(s) && (s[i] == '.' || (s[i] >= '0' && s[i] <= '9')) {
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i++
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}
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if i == 0 {
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return 0, fmt.Errorf("no numeric value in size string: %q", s)
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}
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numStr := s[:i]
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suffix := strings.TrimSpace(s[i:])
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var num float64
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if _, err := fmt.Sscanf(numStr, "%f", &num); err != nil {
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return 0, fmt.Errorf("invalid numeric value %q: %w", numStr, err)
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}
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if num < 0 {
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return 0, fmt.Errorf("negative size: %q", s)
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}
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multiplier := uint64(1)
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switch suffix {
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case "", "B":
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multiplier = 1
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case "K", "KB":
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multiplier = 1000
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case "M", "MB":
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multiplier = 1000 * 1000
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case "G", "GB":
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multiplier = 1000 * 1000 * 1000
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case "T", "TB":
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multiplier = 1000 * 1000 * 1000 * 1000
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case "P", "PB":
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multiplier = 1000 * 1000 * 1000 * 1000 * 1000
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default:
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return 0, fmt.Errorf("unknown size suffix: %q", suffix)
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}
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return uint64(num * float64(multiplier)), nil
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}
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// EstimateFromSize builds an EstimateResult from a raw byte count.
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func EstimateFromSize(sizeBytes uint64) EstimateResult {
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vramBytes := sizeOnlyVRAM(sizeBytes, 8192)
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return EstimateResult{
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SizeBytes: sizeBytes,
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SizeDisplay: FormatBytes(sizeBytes),
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VRAMBytes: vramBytes,
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VRAMDisplay: FormatBytes(vramBytes),
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}
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}
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func FormatBytes(n uint64) string {
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const unit = 1000
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if n < unit {
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147
pkg/vram/hf_estimate.go
Normal file
147
pkg/vram/hf_estimate.go
Normal file
@@ -0,0 +1,147 @@
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package vram
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import (
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"context"
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"strings"
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"sync"
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"time"
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hfapi "github.com/mudler/LocalAI/pkg/huggingface-api"
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)
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var (
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hfSizeCacheMu sync.Mutex
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hfSizeCacheData = make(map[string]hfSizeCacheEntry)
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)
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type hfSizeCacheEntry struct {
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result EstimateResult
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err error
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expiresAt time.Time
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}
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const hfSizeCacheTTL = 15 * time.Minute
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// ExtractHFRepoID extracts a HuggingFace repo ID from a string.
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// It handles both short form ("org/model") and full URL form
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// ("https://huggingface.co/org/model", "huggingface.co/org/model").
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// Returns the repo ID and true if found, or empty string and false otherwise.
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func ExtractHFRepoID(s string) (string, bool) {
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s = strings.TrimSpace(s)
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if s == "" {
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return "", false
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}
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// Handle full URL form: https://huggingface.co/org/model or huggingface.co/org/model
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for _, prefix := range []string{
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"https://huggingface.co/",
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"http://huggingface.co/",
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"huggingface.co/",
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} {
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if strings.HasPrefix(strings.ToLower(s), prefix) {
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rest := s[len(prefix):]
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// Strip trailing slashes and path fragments beyond org/model
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rest = strings.TrimRight(rest, "/")
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parts := strings.SplitN(rest, "/", 3)
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if len(parts) >= 2 && parts[0] != "" && parts[1] != "" {
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return parts[0] + "/" + parts[1], true
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}
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return "", false
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}
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}
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// Handle short form: org/model
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if strings.Contains(s, "://") || strings.Contains(s, " ") {
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return "", false
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}
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parts := strings.Split(s, "/")
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if len(parts) == 2 && parts[0] != "" && parts[1] != "" {
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return s, true
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}
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return "", false
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}
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// EstimateFromHFRepo estimates model size by querying the HuggingFace API for file listings.
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// Results are cached for 15 minutes.
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func EstimateFromHFRepo(ctx context.Context, repoID string) (EstimateResult, error) {
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hfSizeCacheMu.Lock()
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if entry, ok := hfSizeCacheData[repoID]; ok && time.Now().Before(entry.expiresAt) {
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hfSizeCacheMu.Unlock()
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return entry.result, entry.err
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}
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hfSizeCacheMu.Unlock()
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result, err := estimateFromHFRepoUncached(ctx, repoID)
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hfSizeCacheMu.Lock()
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hfSizeCacheData[repoID] = hfSizeCacheEntry{
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result: result,
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err: err,
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expiresAt: time.Now().Add(hfSizeCacheTTL),
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}
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hfSizeCacheMu.Unlock()
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return result, err
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}
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func estimateFromHFRepoUncached(ctx context.Context, repoID string) (EstimateResult, error) {
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client := hfapi.NewClient()
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type listResult struct {
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files []hfapi.FileInfo
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err error
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}
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ch := make(chan listResult, 1)
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go func() {
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files, err := client.ListFiles(repoID)
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ch <- listResult{files, err}
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}()
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select {
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case <-ctx.Done():
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return EstimateResult{}, ctx.Err()
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case res := <-ch:
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if res.err != nil {
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return EstimateResult{}, res.err
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}
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return estimateFromFileInfos(res.files), nil
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}
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}
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func estimateFromFileInfos(files []hfapi.FileInfo) EstimateResult {
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var totalSize int64
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for _, f := range files {
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if f.Type != "file" {
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continue
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}
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ext := strings.ToLower(f.Path)
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if idx := strings.LastIndex(ext, "."); idx >= 0 {
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ext = ext[idx:]
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} else {
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continue
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}
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if !weightExts[ext] {
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continue
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}
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size := f.Size
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if f.LFS != nil && f.LFS.Size > 0 {
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size = f.LFS.Size
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}
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totalSize += size
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}
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if totalSize <= 0 {
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return EstimateResult{}
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}
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sizeBytes := uint64(totalSize)
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vramBytes := sizeOnlyVRAM(sizeBytes, 8192)
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return EstimateResult{
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SizeBytes: sizeBytes,
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SizeDisplay: FormatBytes(sizeBytes),
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VRAMBytes: vramBytes,
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VRAMDisplay: FormatBytes(vramBytes),
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}
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}
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75
pkg/vram/hf_estimate_test.go
Normal file
75
pkg/vram/hf_estimate_test.go
Normal file
@@ -0,0 +1,75 @@
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package vram_test
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import (
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. "github.com/mudler/LocalAI/pkg/vram"
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. "github.com/onsi/ginkgo/v2"
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. "github.com/onsi/gomega"
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)
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var _ = Describe("ParseSizeString", func() {
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DescribeTable("valid sizes",
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func(input string, expected uint64) {
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got, err := ParseSizeString(input)
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Expect(err).ToNot(HaveOccurred())
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Expect(got).To(BeNumerically("~", expected, float64(expected)*0.0001+1))
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},
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Entry("500MB", "500MB", uint64(500_000_000)),
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Entry("14.5GB", "14.5GB", uint64(14_500_000_000)),
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Entry("2TB", "2TB", uint64(2_000_000_000_000)),
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Entry("1024KB", "1024KB", uint64(1_024_000)),
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Entry("100B", "100B", uint64(100)),
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Entry("75 MB with space", "75 MB", uint64(75_000_000)),
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Entry("1.5 gb lowercase", "1.5 gb", uint64(1_500_000_000)),
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Entry("0.5GB", "0.5GB", uint64(500_000_000)),
|
||||
Entry("3PB", "3PB", uint64(3_000_000_000_000_000)),
|
||||
Entry("short suffix 100M", "100M", uint64(100_000_000)),
|
||||
Entry("short suffix 2G", "2G", uint64(2_000_000_000)),
|
||||
Entry("short suffix 1K", "1K", uint64(1_000)),
|
||||
)
|
||||
|
||||
DescribeTable("invalid sizes",
|
||||
func(input string) {
|
||||
_, err := ParseSizeString(input)
|
||||
Expect(err).To(HaveOccurred())
|
||||
},
|
||||
Entry("empty", ""),
|
||||
Entry("suffix only", "MB"),
|
||||
Entry("letters only", "abc"),
|
||||
Entry("negative", "-5GB"),
|
||||
Entry("unknown suffix", "5XB"),
|
||||
)
|
||||
})
|
||||
|
||||
var _ = Describe("ExtractHFRepoID", func() {
|
||||
DescribeTable("valid repo IDs",
|
||||
func(input, expectedID string) {
|
||||
gotID, gotOK := ExtractHFRepoID(input)
|
||||
Expect(gotOK).To(BeTrue())
|
||||
Expect(gotID).To(Equal(expectedID))
|
||||
},
|
||||
Entry("short form", "Wan-AI/Wan2.2-I2V-A14B-Diffusers", "Wan-AI/Wan2.2-I2V-A14B-Diffusers"),
|
||||
Entry("short form 2", "meta-llama/Llama-3-8B", "meta-llama/Llama-3-8B"),
|
||||
Entry("https URL", "https://huggingface.co/Wan-AI/Wan2.2-I2V-A14B-Diffusers", "Wan-AI/Wan2.2-I2V-A14B-Diffusers"),
|
||||
Entry("http URL", "http://huggingface.co/Wan-AI/Wan2.2-I2V-A14B-Diffusers", "Wan-AI/Wan2.2-I2V-A14B-Diffusers"),
|
||||
Entry("no scheme", "huggingface.co/Wan-AI/Wan2.2-I2V-A14B-Diffusers", "Wan-AI/Wan2.2-I2V-A14B-Diffusers"),
|
||||
Entry("trailing slash", "https://huggingface.co/Wan-AI/Wan2.2-I2V-A14B-Diffusers/", "Wan-AI/Wan2.2-I2V-A14B-Diffusers"),
|
||||
Entry("extra path", "https://huggingface.co/Wan-AI/Wan2.2-I2V-A14B-Diffusers/tree/main", "Wan-AI/Wan2.2-I2V-A14B-Diffusers"),
|
||||
Entry("uppercase URL", "HTTPS://HUGGINGFACE.CO/org/model", "org/model"),
|
||||
)
|
||||
|
||||
DescribeTable("invalid inputs",
|
||||
func(input string) {
|
||||
_, gotOK := ExtractHFRepoID(input)
|
||||
Expect(gotOK).To(BeFalse())
|
||||
},
|
||||
Entry("empty", ""),
|
||||
Entry("single word", "single-word"),
|
||||
Entry("three parts", "llama-cpp/models/file.gguf"),
|
||||
Entry("non-HF URL", "https://example.com/org/model"),
|
||||
Entry("wrong scheme", "ftp://huggingface.co/org/model"),
|
||||
Entry("has space", "has spaces/model"),
|
||||
Entry("incomplete URL", "huggingface.co/"),
|
||||
Entry("org only", "huggingface.co/org"),
|
||||
Entry("empty org", "huggingface.co//model"),
|
||||
)
|
||||
})
|
||||
Reference in New Issue
Block a user