ollama/server/routes.go
Bruce MacDonald ec2a31e9b3
support raw generation requests (#952)
- add the optional `raw` generate request parameter to bypass prompt formatting and response context
-add raw request to docs
2023-11-08 14:05:02 -08:00

768 lines
18 KiB
Go

package server
import (
"context"
"encoding/json"
"errors"
"fmt"
"io"
"io/fs"
"log"
"net"
"net/http"
"os"
"os/signal"
"path/filepath"
"reflect"
"runtime"
"strconv"
"strings"
"sync"
"syscall"
"time"
"github.com/gin-contrib/cors"
"github.com/gin-gonic/gin"
"github.com/jmorganca/ollama/api"
"github.com/jmorganca/ollama/llm"
"github.com/jmorganca/ollama/version"
)
var mode string = gin.DebugMode
func init() {
switch mode {
case gin.DebugMode:
case gin.ReleaseMode:
case gin.TestMode:
default:
mode = gin.DebugMode
}
gin.SetMode(mode)
}
var loaded struct {
mu sync.Mutex
runner llm.LLM
expireAt time.Time
expireTimer *time.Timer
*Model
*api.Options
}
var defaultSessionDuration = 5 * time.Minute
// 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
func load(ctx context.Context, workDir string, model *Model, reqOpts map[string]interface{}, sessionDuration time.Duration) error {
opts := api.DefaultOptions()
if err := opts.FromMap(model.Options); err != nil {
log.Printf("could not load model options: %v", err)
return err
}
if err := opts.FromMap(reqOpts); err != nil {
return err
}
// check if the loaded model is still running in a subprocess, in case something unexpected happened
if loaded.runner != nil {
if err := loaded.runner.Ping(ctx); err != nil {
log.Print("loaded llm process not responding, closing now")
// the subprocess is no longer running, so close it
loaded.runner.Close()
loaded.runner = nil
loaded.Model = nil
loaded.Options = nil
}
}
needLoad := loaded.runner == nil || // is there a model loaded?
loaded.ModelPath != model.ModelPath || // has the base model changed?
!reflect.DeepEqual(loaded.AdapterPaths, model.AdapterPaths) || // have the adapters changed?
!reflect.DeepEqual(loaded.Options.Runner, opts.Runner) // have the runner options changed?
if needLoad {
if loaded.runner != nil {
log.Println("changing loaded model")
loaded.runner.Close()
loaded.runner = nil
loaded.Model = nil
loaded.Options = nil
}
llmRunner, err := llm.New(workDir, model.ModelPath, model.AdapterPaths, opts)
if err != nil {
// some older models are not compatible with newer versions of llama.cpp
// show a generalized compatibility error until there is a better way to
// check for model compatibility
if strings.Contains(err.Error(), "failed to load model") {
err = fmt.Errorf("%v: this model may be incompatible with your version of Ollama. If you previously pulled this model, try updating it by running `ollama pull %s`", err, model.ShortName)
}
return err
}
loaded.Model = model
loaded.runner = llmRunner
loaded.Options = &opts
}
// update options for the loaded llm
// TODO(mxyng): this isn't thread safe, but it should be fine for now
loaded.runner.SetOptions(opts)
loaded.expireAt = time.Now().Add(sessionDuration)
if loaded.expireTimer == nil {
loaded.expireTimer = time.AfterFunc(sessionDuration, func() {
loaded.mu.Lock()
defer loaded.mu.Unlock()
if time.Now().Before(loaded.expireAt) {
return
}
if loaded.runner != nil {
loaded.runner.Close()
}
loaded.runner = nil
loaded.Model = nil
loaded.Options = nil
})
}
loaded.expireTimer.Reset(sessionDuration)
return nil
}
func GenerateHandler(c *gin.Context) {
loaded.mu.Lock()
defer loaded.mu.Unlock()
checkpointStart := time.Now()
var req api.GenerateRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
// validate the request
switch {
case req.Model == "":
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
return
case req.Raw && (req.Template != "" || req.System != "" || len(req.Context) > 0):
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "raw mode does not support template, system, or context"})
return
}
model, err := GetModel(req.Model)
if err != nil {
var pErr *fs.PathError
if errors.As(err, &pErr) {
c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found, try pulling it first", req.Model)})
return
}
c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
workDir := c.GetString("workDir")
// TODO: set this duration from the request if specified
sessionDuration := defaultSessionDuration
if err := load(c.Request.Context(), workDir, model, req.Options, sessionDuration); err != nil {
if errors.Is(err, api.ErrInvalidOpts) {
c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
checkpointLoaded := time.Now()
prompt := req.Prompt
if !req.Raw {
prompt, err = model.Prompt(req)
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
}
ch := make(chan any)
go func() {
defer close(ch)
// an empty request loads the model
if req.Prompt == "" && req.Template == "" && req.System == "" {
ch <- api.GenerateResponse{CreatedAt: time.Now().UTC(), Model: req.Model, Done: true}
return
}
fn := func(r api.GenerateResponse) {
loaded.expireAt = time.Now().Add(sessionDuration)
loaded.expireTimer.Reset(sessionDuration)
r.Model = req.Model
r.CreatedAt = time.Now().UTC()
if r.Done {
r.TotalDuration = time.Since(checkpointStart)
r.LoadDuration = checkpointLoaded.Sub(checkpointStart)
}
if req.Raw {
// in raw mode the client must manage history on their own
r.Context = nil
}
ch <- r
}
if err := loaded.runner.Predict(c.Request.Context(), req.Context, prompt, fn); err != nil {
ch <- gin.H{"error": err.Error()}
}
}()
if req.Stream != nil && !*req.Stream {
var response api.GenerateResponse
generated := ""
for resp := range ch {
if r, ok := resp.(api.GenerateResponse); ok {
generated += r.Response
response = r
} else {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
}
response.Response = generated
c.JSON(http.StatusOK, response)
return
}
streamResponse(c, ch)
}
func EmbeddingHandler(c *gin.Context) {
loaded.mu.Lock()
defer loaded.mu.Unlock()
var req api.EmbeddingRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if req.Model == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
return
}
model, err := GetModel(req.Model)
if err != nil {
c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
workDir := c.GetString("workDir")
if err := load(c.Request.Context(), workDir, model, req.Options, 5*time.Minute); err != nil {
c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if !loaded.Options.EmbeddingOnly {
c.JSON(http.StatusBadRequest, gin.H{"error": "embedding option must be set to true"})
return
}
embedding, err := loaded.runner.Embedding(c.Request.Context(), req.Prompt)
if err != nil {
log.Printf("embedding generation failed: %v", err)
c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
return
}
resp := api.EmbeddingResponse{
Embedding: embedding,
}
c.JSON(http.StatusOK, resp)
}
func PullModelHandler(c *gin.Context) {
var req api.PullRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if req.Name == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "name is required"})
return
}
ch := make(chan any)
go func() {
defer close(ch)
fn := func(r api.ProgressResponse) {
ch <- r
}
regOpts := &RegistryOptions{
Insecure: req.Insecure,
}
ctx, cancel := context.WithCancel(c.Request.Context())
defer cancel()
if err := PullModel(ctx, req.Name, regOpts, fn); err != nil {
ch <- gin.H{"error": err.Error()}
}
}()
if req.Stream != nil && !*req.Stream {
waitForStream(c, ch)
return
}
streamResponse(c, ch)
}
func PushModelHandler(c *gin.Context) {
var req api.PushRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if req.Name == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "name is required"})
return
}
ch := make(chan any)
go func() {
defer close(ch)
fn := func(r api.ProgressResponse) {
ch <- r
}
regOpts := &RegistryOptions{
Insecure: req.Insecure,
}
ctx, cancel := context.WithCancel(c.Request.Context())
defer cancel()
if err := PushModel(ctx, req.Name, regOpts, fn); err != nil {
ch <- gin.H{"error": err.Error()}
}
}()
if req.Stream != nil && !*req.Stream {
waitForStream(c, ch)
return
}
streamResponse(c, ch)
}
func CreateModelHandler(c *gin.Context) {
var req api.CreateRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if req.Name == "" || req.Path == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "name and path are required"})
return
}
ch := make(chan any)
go func() {
defer close(ch)
fn := func(resp api.ProgressResponse) {
ch <- resp
}
ctx, cancel := context.WithCancel(c.Request.Context())
defer cancel()
if err := CreateModel(ctx, req.Name, req.Path, fn); err != nil {
ch <- gin.H{"error": err.Error()}
}
}()
if req.Stream != nil && !*req.Stream {
waitForStream(c, ch)
return
}
streamResponse(c, ch)
}
func DeleteModelHandler(c *gin.Context) {
var req api.DeleteRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if req.Name == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "name is required"})
return
}
if err := DeleteModel(req.Name); err != nil {
if os.IsNotExist(err) {
c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
} else {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
}
return
}
manifestsPath, err := GetManifestPath()
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
if err := PruneDirectory(manifestsPath); err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
c.JSON(http.StatusOK, nil)
}
func ShowModelHandler(c *gin.Context) {
var req api.ShowRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if req.Name == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "name is required"})
return
}
resp, err := GetModelInfo(req.Name)
if err != nil {
if os.IsNotExist(err) {
c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
} else {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
}
return
}
c.JSON(http.StatusOK, resp)
}
func GetModelInfo(name string) (*api.ShowResponse, error) {
model, err := GetModel(name)
if err != nil {
return nil, err
}
resp := &api.ShowResponse{
License: strings.Join(model.License, "\n"),
System: model.System,
Template: model.Template,
}
mf, err := ShowModelfile(model)
if err != nil {
return nil, err
}
resp.Modelfile = mf
var params []string
cs := 30
for k, v := range model.Options {
switch val := v.(type) {
case string:
params = append(params, fmt.Sprintf("%-*s %s", cs, k, val))
case int:
params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(val)))
case float64:
params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(val, 'f', 0, 64)))
case bool:
params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(val)))
case []interface{}:
for _, nv := range val {
switch nval := nv.(type) {
case string:
params = append(params, fmt.Sprintf("%-*s %s", cs, k, nval))
case int:
params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(nval)))
case float64:
params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(nval, 'f', 0, 64)))
case bool:
params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(nval)))
}
}
}
}
resp.Parameters = strings.Join(params, "\n")
return resp, nil
}
func ListModelsHandler(c *gin.Context) {
models := make([]api.ModelResponse, 0)
fp, err := GetManifestPath()
if err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
walkFunc := func(path string, info os.FileInfo, _ error) error {
if !info.IsDir() {
dir, file := filepath.Split(path)
dir = strings.Trim(strings.TrimPrefix(dir, fp), string(os.PathSeparator))
tag := strings.Join([]string{dir, file}, ":")
mp := ParseModelPath(tag)
manifest, digest, err := GetManifest(mp)
if err != nil {
log.Printf("skipping file: %s", fp)
return nil
}
models = append(models, api.ModelResponse{
Name: mp.GetShortTagname(),
Size: manifest.GetTotalSize(),
Digest: digest,
ModifiedAt: info.ModTime(),
})
}
return nil
}
if err := filepath.Walk(fp, walkFunc); err != nil {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
return
}
c.JSON(http.StatusOK, api.ListResponse{Models: models})
}
func CopyModelHandler(c *gin.Context) {
var req api.CopyRequest
err := c.ShouldBindJSON(&req)
switch {
case errors.Is(err, io.EOF):
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
return
case err != nil:
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
return
}
if req.Source == "" || req.Destination == "" {
c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "source add destination are required"})
return
}
if err := CopyModel(req.Source, req.Destination); err != nil {
if os.IsNotExist(err) {
c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Source)})
} else {
c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
}
return
}
}
var defaultAllowOrigins = []string{
"localhost",
"127.0.0.1",
"0.0.0.0",
}
func Serve(ln net.Listener, allowOrigins []string) error {
if noprune := os.Getenv("OLLAMA_NOPRUNE"); noprune == "" {
// clean up unused layers and manifests
if err := PruneLayers(); err != nil {
return err
}
manifestsPath, err := GetManifestPath()
if err != nil {
return err
}
if err := PruneDirectory(manifestsPath); err != nil {
return err
}
}
config := cors.DefaultConfig()
config.AllowWildcard = true
config.AllowOrigins = allowOrigins
for _, allowOrigin := range defaultAllowOrigins {
config.AllowOrigins = append(config.AllowOrigins,
fmt.Sprintf("http://%s", allowOrigin),
fmt.Sprintf("https://%s", allowOrigin),
fmt.Sprintf("http://%s:*", allowOrigin),
fmt.Sprintf("https://%s:*", allowOrigin),
)
}
workDir, err := os.MkdirTemp("", "ollama")
if err != nil {
return err
}
defer os.RemoveAll(workDir)
r := gin.Default()
r.Use(
cors.New(config),
func(c *gin.Context) {
c.Set("workDir", workDir)
c.Next()
},
)
r.POST("/api/pull", PullModelHandler)
r.POST("/api/generate", GenerateHandler)
r.POST("/api/embeddings", EmbeddingHandler)
r.POST("/api/create", CreateModelHandler)
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 (version %s)", ln.Addr(), version.Version)
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.runner != nil {
loaded.runner.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 be enabled, check you have installed GPU drivers: %v", err)
}
}
return s.Serve(ln)
}
func waitForStream(c *gin.Context, ch chan interface{}) {
c.Header("Content-Type", "application/json")
for resp := range ch {
switch r := resp.(type) {
case api.ProgressResponse:
if r.Status == "success" {
c.JSON(http.StatusOK, r)
return
}
case gin.H:
if errorMsg, ok := r["error"].(string); ok {
c.JSON(http.StatusInternalServerError, gin.H{"error": errorMsg})
return
} else {
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected error format in progress response"})
return
}
default:
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected progress response"})
return
}
}
c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected end of progress response"})
}
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
}
// Delineate chunks with new-line delimiter
bts = append(bts, '\n')
if _, err := w.Write(bts); err != nil {
log.Printf("streamResponse: w.Write failed with %s", err)
return false
}
return true
})
}