routes.go 14 KB

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  1. package server
  2. import (
  3. "context"
  4. "encoding/json"
  5. "fmt"
  6. "io"
  7. "log"
  8. "net"
  9. "net/http"
  10. "os"
  11. "os/signal"
  12. "path/filepath"
  13. "reflect"
  14. "runtime"
  15. "strconv"
  16. "strings"
  17. "sync"
  18. "syscall"
  19. "time"
  20. "github.com/gin-contrib/cors"
  21. "github.com/gin-gonic/gin"
  22. "gonum.org/v1/gonum/mat"
  23. "github.com/jmorganca/ollama/api"
  24. "github.com/jmorganca/ollama/llm"
  25. "github.com/jmorganca/ollama/vector"
  26. )
  27. var mode string = gin.DebugMode
  28. func init() {
  29. switch mode {
  30. case gin.DebugMode:
  31. case gin.ReleaseMode:
  32. case gin.TestMode:
  33. default:
  34. mode = gin.DebugMode
  35. }
  36. gin.SetMode(mode)
  37. }
  38. var loaded struct {
  39. mu sync.Mutex
  40. llm llm.LLM
  41. Embeddings []vector.Embedding
  42. expireAt time.Time
  43. expireTimer *time.Timer
  44. digest string
  45. options api.Options
  46. }
  47. var defaultSessionDuration = 5 * time.Minute
  48. // 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
  49. func load(ctx context.Context, workDir string, model *Model, reqOpts map[string]interface{}, sessionDuration time.Duration) error {
  50. opts := api.DefaultOptions()
  51. if err := opts.FromMap(model.Options); err != nil {
  52. log.Printf("could not load model options: %v", err)
  53. return err
  54. }
  55. if err := opts.FromMap(reqOpts); err != nil {
  56. log.Printf("could not merge model options: %v", err)
  57. return err
  58. }
  59. // check if the loaded model is still running in a subprocess, in case something unexpected happened
  60. if loaded.llm != nil {
  61. if err := loaded.llm.Ping(ctx); err != nil {
  62. log.Print("loaded llm process not responding, closing now")
  63. // the subprocess is no longer running, so close it
  64. loaded.llm.Close()
  65. loaded.llm = nil
  66. loaded.digest = ""
  67. }
  68. }
  69. if model.Digest != loaded.digest || !reflect.DeepEqual(loaded.options, opts) {
  70. if loaded.llm != nil {
  71. log.Println("changing loaded model")
  72. loaded.llm.Close()
  73. loaded.llm = nil
  74. loaded.digest = ""
  75. }
  76. if model.Embeddings != nil && len(model.Embeddings) > 0 {
  77. opts.EmbeddingOnly = true // this is requried to generate embeddings, completions will still work
  78. loaded.Embeddings = model.Embeddings
  79. }
  80. llmModel, err := llm.New(workDir, model.ModelPath, model.AdapterPaths, opts)
  81. if err != nil {
  82. return err
  83. }
  84. // set cache values before modifying opts
  85. loaded.llm = llmModel
  86. loaded.digest = model.Digest
  87. loaded.options = opts
  88. if opts.NumKeep < 0 {
  89. promptWithSystem, err := model.Prompt(api.GenerateRequest{}, "")
  90. if err != nil {
  91. return err
  92. }
  93. promptNoSystem, err := model.Prompt(api.GenerateRequest{Context: []int{0}}, "")
  94. if err != nil {
  95. return err
  96. }
  97. tokensWithSystem, err := llmModel.Encode(ctx, promptWithSystem)
  98. if err != nil {
  99. return err
  100. }
  101. tokensNoSystem, err := llmModel.Encode(ctx, promptNoSystem)
  102. if err != nil {
  103. return err
  104. }
  105. opts.NumKeep = len(tokensWithSystem) - len(tokensNoSystem)
  106. llmModel.SetOptions(opts)
  107. }
  108. }
  109. loaded.expireAt = time.Now().Add(sessionDuration)
  110. if loaded.expireTimer == nil {
  111. loaded.expireTimer = time.AfterFunc(sessionDuration, func() {
  112. loaded.mu.Lock()
  113. defer loaded.mu.Unlock()
  114. if time.Now().Before(loaded.expireAt) {
  115. return
  116. }
  117. if loaded.llm == nil {
  118. return
  119. }
  120. loaded.llm.Close()
  121. loaded.llm = nil
  122. loaded.digest = ""
  123. })
  124. }
  125. loaded.expireTimer.Reset(sessionDuration)
  126. return nil
  127. }
  128. func GenerateHandler(c *gin.Context) {
  129. loaded.mu.Lock()
  130. defer loaded.mu.Unlock()
  131. checkpointStart := time.Now()
  132. var req api.GenerateRequest
  133. if err := c.ShouldBindJSON(&req); err != nil {
  134. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  135. return
  136. }
  137. model, err := GetModel(req.Model)
  138. if err != nil {
  139. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  140. return
  141. }
  142. workDir := c.GetString("workDir")
  143. // TODO: set this duration from the request if specified
  144. sessionDuration := defaultSessionDuration
  145. if err := load(c.Request.Context(), workDir, model, req.Options, sessionDuration); err != nil {
  146. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  147. return
  148. }
  149. checkpointLoaded := time.Now()
  150. embedding := ""
  151. if model.Embeddings != nil && len(model.Embeddings) > 0 {
  152. promptEmbed, err := loaded.llm.Embedding(c.Request.Context(), req.Prompt)
  153. if err != nil {
  154. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  155. return
  156. }
  157. // TODO: set embed_top from specified parameters in modelfile
  158. embed_top := 3
  159. topK := vector.TopK(embed_top, mat.NewVecDense(len(promptEmbed), promptEmbed), loaded.Embeddings)
  160. for _, e := range topK {
  161. embedding = fmt.Sprintf("%s %s", embedding, e.Embedding.Data)
  162. }
  163. }
  164. prompt, err := model.Prompt(req, embedding)
  165. if err != nil {
  166. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  167. return
  168. }
  169. ch := make(chan any)
  170. go func() {
  171. defer close(ch)
  172. fn := func(r api.GenerateResponse) {
  173. loaded.expireAt = time.Now().Add(sessionDuration)
  174. loaded.expireTimer.Reset(sessionDuration)
  175. r.Model = req.Model
  176. r.CreatedAt = time.Now().UTC()
  177. if r.Done {
  178. r.TotalDuration = time.Since(checkpointStart)
  179. r.LoadDuration = checkpointLoaded.Sub(checkpointStart)
  180. }
  181. ch <- r
  182. }
  183. // an empty request loads the model
  184. if req.Prompt == "" && req.Template == "" && req.System == "" {
  185. ch <- api.GenerateResponse{Model: req.Model, Done: true}
  186. } else {
  187. if err := loaded.llm.Predict(c.Request.Context(), req.Context, prompt, fn); err != nil {
  188. ch <- gin.H{"error": err.Error()}
  189. }
  190. }
  191. }()
  192. streamResponse(c, ch)
  193. }
  194. func EmbeddingHandler(c *gin.Context) {
  195. loaded.mu.Lock()
  196. defer loaded.mu.Unlock()
  197. var req api.EmbeddingRequest
  198. if err := c.ShouldBindJSON(&req); err != nil {
  199. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  200. return
  201. }
  202. model, err := GetModel(req.Model)
  203. if err != nil {
  204. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  205. return
  206. }
  207. workDir := c.GetString("workDir")
  208. if err := load(c.Request.Context(), workDir, model, req.Options, 5*time.Minute); err != nil {
  209. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  210. return
  211. }
  212. if !loaded.options.EmbeddingOnly {
  213. c.JSON(http.StatusBadRequest, gin.H{"error": "embedding option must be set to true"})
  214. return
  215. }
  216. embedding, err := loaded.llm.Embedding(c.Request.Context(), req.Prompt)
  217. if err != nil {
  218. log.Printf("embedding generation failed: %v", err)
  219. c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
  220. return
  221. }
  222. resp := api.EmbeddingResponse{
  223. Embedding: embedding,
  224. }
  225. c.JSON(http.StatusOK, resp)
  226. }
  227. func PullModelHandler(c *gin.Context) {
  228. var req api.PullRequest
  229. if err := c.ShouldBindJSON(&req); err != nil {
  230. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  231. return
  232. }
  233. ch := make(chan any)
  234. go func() {
  235. defer close(ch)
  236. fn := func(r api.ProgressResponse) {
  237. ch <- r
  238. }
  239. regOpts := &RegistryOptions{
  240. Insecure: req.Insecure,
  241. Username: req.Username,
  242. Password: req.Password,
  243. }
  244. ctx, cancel := context.WithCancel(c.Request.Context())
  245. defer cancel()
  246. if err := PullModel(ctx, req.Name, regOpts, fn); err != nil {
  247. ch <- gin.H{"error": err.Error()}
  248. }
  249. }()
  250. streamResponse(c, ch)
  251. }
  252. func PushModelHandler(c *gin.Context) {
  253. var req api.PushRequest
  254. if err := c.ShouldBindJSON(&req); err != nil {
  255. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  256. return
  257. }
  258. ch := make(chan any)
  259. go func() {
  260. defer close(ch)
  261. fn := func(r api.ProgressResponse) {
  262. ch <- r
  263. }
  264. regOpts := &RegistryOptions{
  265. Insecure: req.Insecure,
  266. Username: req.Username,
  267. Password: req.Password,
  268. }
  269. ctx := context.Background()
  270. if err := PushModel(ctx, req.Name, regOpts, fn); err != nil {
  271. ch <- gin.H{"error": err.Error()}
  272. }
  273. }()
  274. streamResponse(c, ch)
  275. }
  276. func CreateModelHandler(c *gin.Context) {
  277. var req api.CreateRequest
  278. if err := c.ShouldBindJSON(&req); err != nil {
  279. c.JSON(http.StatusBadRequest, gin.H{"message": err.Error()})
  280. return
  281. }
  282. workDir := c.GetString("workDir")
  283. ch := make(chan any)
  284. go func() {
  285. defer close(ch)
  286. fn := func(resp api.ProgressResponse) {
  287. ch <- resp
  288. }
  289. ctx, cancel := context.WithCancel(c.Request.Context())
  290. defer cancel()
  291. if err := CreateModel(ctx, workDir, req.Name, req.Path, fn); err != nil {
  292. ch <- gin.H{"error": err.Error()}
  293. }
  294. }()
  295. streamResponse(c, ch)
  296. }
  297. func DeleteModelHandler(c *gin.Context) {
  298. var req api.DeleteRequest
  299. if err := c.ShouldBindJSON(&req); err != nil {
  300. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  301. return
  302. }
  303. if err := DeleteModel(req.Name); err != nil {
  304. if os.IsNotExist(err) {
  305. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
  306. } else {
  307. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  308. }
  309. return
  310. }
  311. c.JSON(http.StatusOK, nil)
  312. }
  313. func ShowModelHandler(c *gin.Context) {
  314. var req api.ShowRequest
  315. if err := c.ShouldBindJSON(&req); err != nil {
  316. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  317. return
  318. }
  319. resp, err := GetModelInfo(req.Name)
  320. if err != nil {
  321. if os.IsNotExist(err) {
  322. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
  323. } else {
  324. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  325. }
  326. return
  327. }
  328. c.JSON(http.StatusOK, resp)
  329. }
  330. func GetModelInfo(name string) (*api.ShowResponse, error) {
  331. model, err := GetModel(name)
  332. if err != nil {
  333. return nil, err
  334. }
  335. resp := &api.ShowResponse{
  336. License: strings.Join(model.License, "\n"),
  337. System: model.System,
  338. Template: model.Template,
  339. }
  340. mf, err := ShowModelfile(model)
  341. if err != nil {
  342. return nil, err
  343. }
  344. resp.Modelfile = mf
  345. var params []string
  346. cs := 30
  347. for k, v := range model.Options {
  348. switch val := v.(type) {
  349. case string:
  350. params = append(params, fmt.Sprintf("%-*s %s", cs, k, val))
  351. case int:
  352. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(val)))
  353. case float64:
  354. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(val, 'f', 0, 64)))
  355. case bool:
  356. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(val)))
  357. case []interface{}:
  358. for _, nv := range val {
  359. switch nval := nv.(type) {
  360. case string:
  361. params = append(params, fmt.Sprintf("%-*s %s", cs, k, nval))
  362. case int:
  363. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(nval)))
  364. case float64:
  365. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(nval, 'f', 0, 64)))
  366. case bool:
  367. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(nval)))
  368. }
  369. }
  370. }
  371. }
  372. resp.Parameters = strings.Join(params, "\n")
  373. return resp, nil
  374. }
  375. func ListModelsHandler(c *gin.Context) {
  376. var models []api.ModelResponse
  377. fp, err := GetManifestPath()
  378. if err != nil {
  379. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  380. return
  381. }
  382. walkFunc := func(path string, info os.FileInfo, _ error) error {
  383. if !info.IsDir() {
  384. dir, file := filepath.Split(path)
  385. dir = strings.Trim(strings.TrimPrefix(dir, fp), string(os.PathSeparator))
  386. tag := strings.Join([]string{dir, file}, ":")
  387. mp := ParseModelPath(tag)
  388. manifest, digest, err := GetManifest(mp)
  389. if err != nil {
  390. log.Printf("skipping file: %s", fp)
  391. return nil
  392. }
  393. models = append(models, api.ModelResponse{
  394. Name: mp.GetShortTagname(),
  395. Size: manifest.GetTotalSize(),
  396. Digest: digest,
  397. ModifiedAt: info.ModTime(),
  398. })
  399. }
  400. return nil
  401. }
  402. if err := filepath.Walk(fp, walkFunc); err != nil {
  403. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  404. return
  405. }
  406. c.JSON(http.StatusOK, api.ListResponse{Models: models})
  407. }
  408. func CopyModelHandler(c *gin.Context) {
  409. var req api.CopyRequest
  410. if err := c.ShouldBindJSON(&req); err != nil {
  411. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  412. return
  413. }
  414. if err := CopyModel(req.Source, req.Destination); err != nil {
  415. if os.IsNotExist(err) {
  416. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Source)})
  417. } else {
  418. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  419. }
  420. return
  421. }
  422. }
  423. var defaultAllowOrigins = []string{
  424. "localhost",
  425. "127.0.0.1",
  426. "0.0.0.0",
  427. }
  428. func Serve(ln net.Listener, allowOrigins []string) error {
  429. config := cors.DefaultConfig()
  430. config.AllowWildcard = true
  431. config.AllowOrigins = allowOrigins
  432. for _, allowOrigin := range defaultAllowOrigins {
  433. config.AllowOrigins = append(config.AllowOrigins,
  434. fmt.Sprintf("http://%s", allowOrigin),
  435. fmt.Sprintf("https://%s", allowOrigin),
  436. fmt.Sprintf("http://%s:*", allowOrigin),
  437. fmt.Sprintf("https://%s:*", allowOrigin),
  438. )
  439. }
  440. workDir, err := os.MkdirTemp("", "ollama")
  441. if err != nil {
  442. return err
  443. }
  444. defer os.RemoveAll(workDir)
  445. r := gin.Default()
  446. r.Use(
  447. cors.New(config),
  448. func(c *gin.Context) {
  449. c.Set("workDir", workDir)
  450. c.Next()
  451. },
  452. )
  453. r.POST("/api/pull", PullModelHandler)
  454. r.POST("/api/generate", GenerateHandler)
  455. r.POST("/api/embeddings", EmbeddingHandler)
  456. r.POST("/api/create", CreateModelHandler)
  457. r.POST("/api/push", PushModelHandler)
  458. r.POST("/api/copy", CopyModelHandler)
  459. r.DELETE("/api/delete", DeleteModelHandler)
  460. r.POST("/api/show", ShowModelHandler)
  461. for _, method := range []string{http.MethodGet, http.MethodHead} {
  462. r.Handle(method, "/", func(c *gin.Context) {
  463. c.String(http.StatusOK, "Ollama is running")
  464. })
  465. r.Handle(method, "/api/tags", ListModelsHandler)
  466. }
  467. log.Printf("Listening on %s", ln.Addr())
  468. s := &http.Server{
  469. Handler: r,
  470. }
  471. // listen for a ctrl+c and stop any loaded llm
  472. signals := make(chan os.Signal, 1)
  473. signal.Notify(signals, syscall.SIGINT, syscall.SIGTERM)
  474. go func() {
  475. <-signals
  476. if loaded.llm != nil {
  477. loaded.llm.Close()
  478. }
  479. os.RemoveAll(workDir)
  480. os.Exit(0)
  481. }()
  482. if runtime.GOOS == "linux" {
  483. // check compatibility to log warnings
  484. if _, err := llm.CheckVRAM(); err != nil {
  485. log.Printf("Warning: GPU support may not enabled, check you have installed install GPU drivers: %v", err)
  486. }
  487. }
  488. return s.Serve(ln)
  489. }
  490. func streamResponse(c *gin.Context, ch chan any) {
  491. c.Header("Content-Type", "application/x-ndjson")
  492. c.Stream(func(w io.Writer) bool {
  493. val, ok := <-ch
  494. if !ok {
  495. return false
  496. }
  497. bts, err := json.Marshal(val)
  498. if err != nil {
  499. log.Printf("streamResponse: json.Marshal failed with %s", err)
  500. return false
  501. }
  502. bts = append(bts, '\n')
  503. if _, err := w.Write(bts); err != nil {
  504. log.Printf("streamResponse: w.Write failed with %s", err)
  505. return false
  506. }
  507. return true
  508. })
  509. }