625 lines
14 KiB
Go
625 lines
14 KiB
Go
package server
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import (
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"context"
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"encoding/json"
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"fmt"
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"io"
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"log"
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"net"
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"net/http"
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"os"
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"os/signal"
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"path/filepath"
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"reflect"
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"runtime"
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"strconv"
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"strings"
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"sync"
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"syscall"
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"time"
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"github.com/gin-contrib/cors"
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"github.com/gin-gonic/gin"
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"gonum.org/v1/gonum/mat"
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"github.com/jmorganca/ollama/api"
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"github.com/jmorganca/ollama/llm"
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"github.com/jmorganca/ollama/vector"
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)
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var mode string = gin.DebugMode
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func init() {
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switch mode {
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case gin.DebugMode:
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case gin.ReleaseMode:
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case gin.TestMode:
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default:
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mode = gin.DebugMode
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}
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gin.SetMode(mode)
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}
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var loaded struct {
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mu sync.Mutex
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llm llm.LLM
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Embeddings []vector.Embedding
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expireAt time.Time
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expireTimer *time.Timer
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digest string
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options api.Options
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}
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var defaultSessionDuration = 5 * time.Minute
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// load a model into memory if it is not already loaded, it is up to the caller to lock loaded.mu before calling this function
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func load(ctx context.Context, workDir string, model *Model, reqOpts map[string]interface{}, sessionDuration time.Duration) error {
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opts := api.DefaultOptions()
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if err := opts.FromMap(model.Options); err != nil {
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log.Printf("could not load model options: %v", err)
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return err
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}
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if err := opts.FromMap(reqOpts); err != nil {
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log.Printf("could not merge model options: %v", err)
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return err
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}
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// check if the loaded model is still running in a subprocess, in case something unexpected happened
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if loaded.llm != nil {
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if err := loaded.llm.Ping(ctx); err != nil {
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log.Print("loaded llm process not responding, closing now")
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// the subprocess is no longer running, so close it
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loaded.llm.Close()
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loaded.llm = nil
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loaded.digest = ""
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}
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}
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if model.Digest != loaded.digest || !reflect.DeepEqual(loaded.options, opts) {
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if loaded.llm != nil {
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log.Println("changing loaded model")
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loaded.llm.Close()
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loaded.llm = nil
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loaded.digest = ""
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}
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if model.Embeddings != nil && len(model.Embeddings) > 0 {
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opts.EmbeddingOnly = true // this is requried to generate embeddings, completions will still work
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loaded.Embeddings = model.Embeddings
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}
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llmModel, err := llm.New(workDir, model.ModelPath, model.AdapterPaths, opts)
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if err != nil {
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return err
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}
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// set cache values before modifying opts
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loaded.llm = llmModel
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loaded.digest = model.Digest
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loaded.options = opts
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if opts.NumKeep < 0 {
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promptWithSystem, err := model.Prompt(api.GenerateRequest{}, "")
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if err != nil {
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return err
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}
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promptNoSystem, err := model.Prompt(api.GenerateRequest{Context: []int{0}}, "")
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if err != nil {
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return err
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}
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tokensWithSystem, err := llmModel.Encode(ctx, promptWithSystem)
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if err != nil {
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return err
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}
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tokensNoSystem, err := llmModel.Encode(ctx, promptNoSystem)
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if err != nil {
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return err
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}
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opts.NumKeep = len(tokensWithSystem) - len(tokensNoSystem)
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llmModel.SetOptions(opts)
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}
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}
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loaded.expireAt = time.Now().Add(sessionDuration)
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if loaded.expireTimer == nil {
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loaded.expireTimer = time.AfterFunc(sessionDuration, func() {
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loaded.mu.Lock()
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defer loaded.mu.Unlock()
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if time.Now().Before(loaded.expireAt) {
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return
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}
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if loaded.llm == nil {
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return
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}
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loaded.llm.Close()
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loaded.llm = nil
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loaded.digest = ""
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})
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}
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loaded.expireTimer.Reset(sessionDuration)
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return nil
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}
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func GenerateHandler(c *gin.Context) {
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loaded.mu.Lock()
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defer loaded.mu.Unlock()
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checkpointStart := time.Now()
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var req api.GenerateRequest
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if err := c.ShouldBindJSON(&req); err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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model, err := GetModel(req.Model)
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if err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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workDir := c.GetString("workDir")
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// TODO: set this duration from the request if specified
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sessionDuration := defaultSessionDuration
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if err := load(c.Request.Context(), workDir, model, req.Options, sessionDuration); err != nil {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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return
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}
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checkpointLoaded := time.Now()
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embedding := ""
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if model.Embeddings != nil && len(model.Embeddings) > 0 {
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promptEmbed, err := loaded.llm.Embedding(c.Request.Context(), req.Prompt)
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if err != nil {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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return
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}
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// TODO: set embed_top from specified parameters in modelfile
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embed_top := 3
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topK := vector.TopK(embed_top, mat.NewVecDense(len(promptEmbed), promptEmbed), loaded.Embeddings)
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for _, e := range topK {
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embedding = fmt.Sprintf("%s %s", embedding, e.Embedding.Data)
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}
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}
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prompt, err := model.Prompt(req, embedding)
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if err != nil {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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return
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}
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ch := make(chan any)
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go func() {
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defer close(ch)
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fn := func(r api.GenerateResponse) {
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loaded.expireAt = time.Now().Add(sessionDuration)
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loaded.expireTimer.Reset(sessionDuration)
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r.Model = req.Model
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r.CreatedAt = time.Now().UTC()
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if r.Done {
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r.TotalDuration = time.Since(checkpointStart)
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r.LoadDuration = checkpointLoaded.Sub(checkpointStart)
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}
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ch <- r
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}
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// an empty request loads the model
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if req.Prompt == "" && req.Template == "" && req.System == "" {
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ch <- api.GenerateResponse{Model: req.Model, Done: true}
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} else {
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if err := loaded.llm.Predict(c.Request.Context(), req.Context, prompt, fn); err != nil {
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ch <- gin.H{"error": err.Error()}
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}
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}
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}()
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streamResponse(c, ch)
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}
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func EmbeddingHandler(c *gin.Context) {
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loaded.mu.Lock()
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defer loaded.mu.Unlock()
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var req api.EmbeddingRequest
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if err := c.ShouldBindJSON(&req); err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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model, err := GetModel(req.Model)
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if err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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workDir := c.GetString("workDir")
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if err := load(c.Request.Context(), workDir, model, req.Options, 5*time.Minute); err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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if !loaded.options.EmbeddingOnly {
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c.JSON(http.StatusBadRequest, gin.H{"error": "embedding option must be set to true"})
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return
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}
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embedding, err := loaded.llm.Embedding(c.Request.Context(), req.Prompt)
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if err != nil {
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log.Printf("embedding generation failed: %v", err)
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c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
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return
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}
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resp := api.EmbeddingResponse{
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Embedding: embedding,
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}
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c.JSON(http.StatusOK, resp)
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}
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func PullModelHandler(c *gin.Context) {
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var req api.PullRequest
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if err := c.ShouldBindJSON(&req); err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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ch := make(chan any)
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go func() {
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defer close(ch)
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fn := func(r api.ProgressResponse) {
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ch <- r
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}
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regOpts := &RegistryOptions{
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Insecure: req.Insecure,
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Username: req.Username,
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Password: req.Password,
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}
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ctx, cancel := context.WithCancel(c.Request.Context())
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defer cancel()
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if err := PullModel(ctx, req.Name, regOpts, fn); err != nil {
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ch <- gin.H{"error": err.Error()}
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}
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}()
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streamResponse(c, ch)
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}
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func PushModelHandler(c *gin.Context) {
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var req api.PushRequest
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if err := c.ShouldBindJSON(&req); err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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ch := make(chan any)
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go func() {
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defer close(ch)
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fn := func(r api.ProgressResponse) {
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ch <- r
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}
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regOpts := &RegistryOptions{
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Insecure: req.Insecure,
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Username: req.Username,
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Password: req.Password,
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}
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ctx := context.Background()
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if err := PushModel(ctx, req.Name, regOpts, fn); err != nil {
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ch <- gin.H{"error": err.Error()}
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}
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}()
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streamResponse(c, ch)
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}
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func CreateModelHandler(c *gin.Context) {
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var req api.CreateRequest
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if err := c.ShouldBindJSON(&req); err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"message": err.Error()})
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return
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}
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workDir := c.GetString("workDir")
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ch := make(chan any)
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go func() {
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defer close(ch)
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fn := func(resp api.ProgressResponse) {
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ch <- resp
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}
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ctx, cancel := context.WithCancel(c.Request.Context())
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defer cancel()
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if err := CreateModel(ctx, workDir, req.Name, req.Path, fn); err != nil {
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ch <- gin.H{"error": err.Error()}
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}
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}()
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streamResponse(c, ch)
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}
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func DeleteModelHandler(c *gin.Context) {
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var req api.DeleteRequest
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if err := c.ShouldBindJSON(&req); err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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if err := DeleteModel(req.Name); err != nil {
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if os.IsNotExist(err) {
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c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
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} else {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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}
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return
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}
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manifestsPath, err := GetManifestPath()
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if err != nil {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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return
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}
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if err := PruneDirectory(manifestsPath); err != nil {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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return
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}
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c.JSON(http.StatusOK, nil)
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}
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func ShowModelHandler(c *gin.Context) {
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var req api.ShowRequest
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if err := c.ShouldBindJSON(&req); err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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resp, err := GetModelInfo(req.Name)
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if err != nil {
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if os.IsNotExist(err) {
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c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
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} else {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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}
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return
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}
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c.JSON(http.StatusOK, resp)
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}
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func GetModelInfo(name string) (*api.ShowResponse, error) {
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model, err := GetModel(name)
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if err != nil {
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return nil, err
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}
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resp := &api.ShowResponse{
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License: strings.Join(model.License, "\n"),
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System: model.System,
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Template: model.Template,
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}
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mf, err := ShowModelfile(model)
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if err != nil {
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return nil, err
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}
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resp.Modelfile = mf
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var params []string
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cs := 30
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for k, v := range model.Options {
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switch val := v.(type) {
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case string:
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params = append(params, fmt.Sprintf("%-*s %s", cs, k, val))
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case int:
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params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(val)))
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case float64:
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params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(val, 'f', 0, 64)))
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case bool:
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params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(val)))
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case []interface{}:
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for _, nv := range val {
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switch nval := nv.(type) {
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case string:
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params = append(params, fmt.Sprintf("%-*s %s", cs, k, nval))
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case int:
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params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(nval)))
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case float64:
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params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(nval, 'f', 0, 64)))
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case bool:
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params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(nval)))
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}
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}
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}
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}
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resp.Parameters = strings.Join(params, "\n")
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return resp, nil
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}
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func ListModelsHandler(c *gin.Context) {
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var models []api.ModelResponse
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fp, err := GetManifestPath()
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if err != nil {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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return
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}
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walkFunc := func(path string, info os.FileInfo, _ error) error {
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if !info.IsDir() {
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dir, file := filepath.Split(path)
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dir = strings.Trim(strings.TrimPrefix(dir, fp), string(os.PathSeparator))
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tag := strings.Join([]string{dir, file}, ":")
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mp := ParseModelPath(tag)
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manifest, digest, err := GetManifest(mp)
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if err != nil {
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log.Printf("skipping file: %s", fp)
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return nil
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}
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models = append(models, api.ModelResponse{
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Name: mp.GetShortTagname(),
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Size: manifest.GetTotalSize(),
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Digest: digest,
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ModifiedAt: info.ModTime(),
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})
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}
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return nil
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}
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if err := filepath.Walk(fp, walkFunc); err != nil {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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return
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}
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c.JSON(http.StatusOK, api.ListResponse{Models: models})
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}
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func CopyModelHandler(c *gin.Context) {
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var req api.CopyRequest
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if err := c.ShouldBindJSON(&req); err != nil {
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c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
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return
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}
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if err := CopyModel(req.Source, req.Destination); err != nil {
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if os.IsNotExist(err) {
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c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Source)})
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} else {
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c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
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}
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return
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}
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}
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var defaultAllowOrigins = []string{
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"localhost",
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"127.0.0.1",
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"0.0.0.0",
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}
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func Serve(ln net.Listener, allowOrigins []string) error {
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config := cors.DefaultConfig()
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config.AllowWildcard = true
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config.AllowOrigins = allowOrigins
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for _, allowOrigin := range defaultAllowOrigins {
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config.AllowOrigins = append(config.AllowOrigins,
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fmt.Sprintf("http://%s", allowOrigin),
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fmt.Sprintf("https://%s", allowOrigin),
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fmt.Sprintf("http://%s:*", allowOrigin),
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fmt.Sprintf("https://%s:*", allowOrigin),
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)
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}
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workDir, err := os.MkdirTemp("", "ollama")
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if err != nil {
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return err
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}
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defer os.RemoveAll(workDir)
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|
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r := gin.Default()
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r.Use(
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cors.New(config),
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func(c *gin.Context) {
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c.Set("workDir", workDir)
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c.Next()
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},
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)
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r.POST("/api/pull", PullModelHandler)
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r.POST("/api/generate", GenerateHandler)
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r.POST("/api/embeddings", EmbeddingHandler)
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r.POST("/api/create", CreateModelHandler)
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r.POST("/api/push", PushModelHandler)
|
|
r.POST("/api/copy", CopyModelHandler)
|
|
r.DELETE("/api/delete", DeleteModelHandler)
|
|
r.POST("/api/show", ShowModelHandler)
|
|
|
|
for _, method := range []string{http.MethodGet, http.MethodHead} {
|
|
r.Handle(method, "/", func(c *gin.Context) {
|
|
c.String(http.StatusOK, "Ollama is running")
|
|
})
|
|
|
|
r.Handle(method, "/api/tags", ListModelsHandler)
|
|
}
|
|
|
|
log.Printf("Listening on %s", ln.Addr())
|
|
s := &http.Server{
|
|
Handler: r,
|
|
}
|
|
|
|
// listen for a ctrl+c and stop any loaded llm
|
|
signals := make(chan os.Signal, 1)
|
|
signal.Notify(signals, syscall.SIGINT, syscall.SIGTERM)
|
|
go func() {
|
|
<-signals
|
|
if loaded.llm != nil {
|
|
loaded.llm.Close()
|
|
}
|
|
os.RemoveAll(workDir)
|
|
os.Exit(0)
|
|
}()
|
|
|
|
if runtime.GOOS == "linux" {
|
|
// check compatibility to log warnings
|
|
if _, err := llm.CheckVRAM(); err != nil {
|
|
log.Printf("Warning: GPU support may not enabled, check you have installed install GPU drivers: %v", err)
|
|
}
|
|
}
|
|
|
|
return s.Serve(ln)
|
|
}
|
|
|
|
func streamResponse(c *gin.Context, ch chan any) {
|
|
c.Header("Content-Type", "application/x-ndjson")
|
|
c.Stream(func(w io.Writer) bool {
|
|
val, ok := <-ch
|
|
if !ok {
|
|
return false
|
|
}
|
|
|
|
bts, err := json.Marshal(val)
|
|
if err != nil {
|
|
log.Printf("streamResponse: json.Marshal failed with %s", err)
|
|
return false
|
|
}
|
|
|
|
bts = append(bts, '\n')
|
|
if _, err := w.Write(bts); err != nil {
|
|
log.Printf("streamResponse: w.Write failed with %s", err)
|
|
return false
|
|
}
|
|
|
|
return true
|
|
})
|
|
}
|