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- package server
- import (
- "encoding/json"
- "fmt"
- "io"
- "log"
- "net"
- "net/http"
- "path"
- "runtime"
- "strings"
- "text/template"
- "github.com/gin-gonic/gin"
- "github.com/lithammer/fuzzysearch/fuzzy"
- "github.com/jmorganca/ollama/api"
- "github.com/jmorganca/ollama/llama"
- )
- var templates = template.Must(template.ParseGlob("templates/*.prompt"))
- func generate(c *gin.Context) {
- // TODO: these should be request parameters
- gpulayers := 1
- tokens := 512
- threads := runtime.NumCPU()
- var req api.GenerateRequest
- if err := c.ShouldBindJSON(&req); err != nil {
- c.JSON(http.StatusBadRequest, gin.H{"message": err.Error()})
- return
- }
- model, err := llama.New(req.Model, llama.EnableF16Memory, llama.SetContext(128), llama.EnableEmbeddings, llama.SetGPULayers(gpulayers))
- if err != nil {
- fmt.Println("Loading the model failed:", err.Error())
- return
- }
- defer model.Free()
- templateNames := make([]string, 0, len(templates.Templates()))
- for _, template := range templates.Templates() {
- templateNames = append(templateNames, template.Name())
- }
- match, _ := matchRankOne(path.Base(req.Prompt), templateNames)
- if template := templates.Lookup(match); template != nil {
- var sb strings.Builder
- if err := template.Execute(&sb, req); err != nil {
- fmt.Println("Prompt template failed:", err.Error())
- return
- }
- req.Prompt = sb.String()
- }
- ch := make(chan string)
- go func() {
- defer close(ch)
- _, err := model.Predict(req.Prompt, llama.Debug, llama.SetTokenCallback(func(token string) bool {
- ch <- token
- return true
- }), llama.SetTokens(tokens), llama.SetThreads(threads), llama.SetTopK(90), llama.SetTopP(0.86), llama.SetStopWords("llama"))
- if err != nil {
- panic(err)
- }
- }()
- c.Stream(func(w io.Writer) bool {
- token, ok := <-ch
- if !ok {
- return false
- }
- resp := api.TokenResponse{
- Choices: []api.TokenResponseChoice{
- {
- Text: token,
- },
- },
- }
- bts, err := json.Marshal(resp)
- if err != nil {
- return false
- }
- bts = append(bts, '\n')
- if _, err := w.Write(bts); err != nil {
- return false
- }
- return true
- })
- }
- func Serve(ln net.Listener) error {
- r := gin.Default()
- r.POST("api/pull", func(c *gin.Context) {
- var req api.PullRequest
- if err := c.ShouldBindJSON(&req); err != nil {
- c.JSON(http.StatusBadRequest, gin.H{"message": err.Error()})
- return
- }
- progressCh := make(chan string)
- go func() {
- defer close(progressCh)
- if err := pull(req.Model, progressCh); err != nil {
- c.JSON(http.StatusBadRequest, gin.H{"message": err.Error()})
- return
- }
- }()
- c.Stream(func(w io.Writer) bool {
- progress, ok := <-progressCh
- if !ok {
- return false
- }
- c.SSEvent("progress", progress)
- return true
- })
- })
- r.POST("/api/generate", generate)
- log.Printf("Listening on %s", ln.Addr())
- s := &http.Server{
- Handler: r,
- }
- return s.Serve(ln)
- }
- func matchRankOne(source string, targets []string) (bestMatch string, bestRank int) {
- for _, target := range targets {
- if rank := fuzzy.LevenshteinDistance(source, target); bestRank < rank {
- bestRank = rank
- bestMatch = target
- }
- }
- return
- }
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