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. if req.Prompt == "" {
  184. ch <- api.GenerateResponse{Model: req.Model, Done: true}
  185. } else {
  186. if err := loaded.llm.Predict(c.Request.Context(), req.Context, prompt, fn); err != nil {
  187. ch <- gin.H{"error": err.Error()}
  188. }
  189. }
  190. }()
  191. streamResponse(c, ch)
  192. }
  193. func EmbeddingHandler(c *gin.Context) {
  194. loaded.mu.Lock()
  195. defer loaded.mu.Unlock()
  196. var req api.EmbeddingRequest
  197. if err := c.ShouldBindJSON(&req); err != nil {
  198. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  199. return
  200. }
  201. model, err := GetModel(req.Model)
  202. if err != nil {
  203. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  204. return
  205. }
  206. workDir := c.GetString("workDir")
  207. if err := load(c.Request.Context(), workDir, model, req.Options, 5*time.Minute); err != nil {
  208. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  209. return
  210. }
  211. if !loaded.options.EmbeddingOnly {
  212. c.JSON(http.StatusBadRequest, gin.H{"error": "embedding option must be set to true"})
  213. return
  214. }
  215. embedding, err := loaded.llm.Embedding(c.Request.Context(), req.Prompt)
  216. if err != nil {
  217. log.Printf("embedding generation failed: %v", err)
  218. c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
  219. return
  220. }
  221. resp := api.EmbeddingResponse{
  222. Embedding: embedding,
  223. }
  224. c.JSON(http.StatusOK, resp)
  225. }
  226. func PullModelHandler(c *gin.Context) {
  227. var req api.PullRequest
  228. if err := c.ShouldBindJSON(&req); err != nil {
  229. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  230. return
  231. }
  232. ch := make(chan any)
  233. go func() {
  234. defer close(ch)
  235. fn := func(r api.ProgressResponse) {
  236. ch <- r
  237. }
  238. regOpts := &RegistryOptions{
  239. Insecure: req.Insecure,
  240. Username: req.Username,
  241. Password: req.Password,
  242. }
  243. ctx, cancel := context.WithCancel(c.Request.Context())
  244. defer cancel()
  245. if err := PullModel(ctx, req.Name, regOpts, fn); err != nil {
  246. ch <- gin.H{"error": err.Error()}
  247. }
  248. }()
  249. streamResponse(c, ch)
  250. }
  251. func PushModelHandler(c *gin.Context) {
  252. var req api.PushRequest
  253. if err := c.ShouldBindJSON(&req); err != nil {
  254. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  255. return
  256. }
  257. ch := make(chan any)
  258. go func() {
  259. defer close(ch)
  260. fn := func(r api.ProgressResponse) {
  261. ch <- r
  262. }
  263. regOpts := &RegistryOptions{
  264. Insecure: req.Insecure,
  265. Username: req.Username,
  266. Password: req.Password,
  267. }
  268. ctx := context.Background()
  269. if err := PushModel(ctx, req.Name, regOpts, fn); err != nil {
  270. ch <- gin.H{"error": err.Error()}
  271. }
  272. }()
  273. streamResponse(c, ch)
  274. }
  275. func CreateModelHandler(c *gin.Context) {
  276. var req api.CreateRequest
  277. if err := c.ShouldBindJSON(&req); err != nil {
  278. c.JSON(http.StatusBadRequest, gin.H{"message": err.Error()})
  279. return
  280. }
  281. workDir := c.GetString("workDir")
  282. ch := make(chan any)
  283. go func() {
  284. defer close(ch)
  285. fn := func(resp api.ProgressResponse) {
  286. ch <- resp
  287. }
  288. ctx, cancel := context.WithCancel(c.Request.Context())
  289. defer cancel()
  290. if err := CreateModel(ctx, workDir, req.Name, req.Path, fn); err != nil {
  291. ch <- gin.H{"error": err.Error()}
  292. }
  293. }()
  294. streamResponse(c, ch)
  295. }
  296. func DeleteModelHandler(c *gin.Context) {
  297. var req api.DeleteRequest
  298. if err := c.ShouldBindJSON(&req); err != nil {
  299. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  300. return
  301. }
  302. if err := DeleteModel(req.Name); err != nil {
  303. if os.IsNotExist(err) {
  304. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
  305. } else {
  306. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  307. }
  308. return
  309. }
  310. c.JSON(http.StatusOK, nil)
  311. }
  312. func ShowModelHandler(c *gin.Context) {
  313. var req api.ShowRequest
  314. if err := c.ShouldBindJSON(&req); err != nil {
  315. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  316. return
  317. }
  318. resp, err := GetModelInfo(req.Name)
  319. if err != nil {
  320. if os.IsNotExist(err) {
  321. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
  322. } else {
  323. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  324. }
  325. return
  326. }
  327. c.JSON(http.StatusOK, resp)
  328. }
  329. func GetModelInfo(name string) (*api.ShowResponse, error) {
  330. model, err := GetModel(name)
  331. if err != nil {
  332. return nil, err
  333. }
  334. resp := &api.ShowResponse{
  335. License: strings.Join(model.License, "\n"),
  336. System: model.System,
  337. Template: model.Template,
  338. }
  339. mf, err := ShowModelfile(model)
  340. if err != nil {
  341. return nil, err
  342. }
  343. resp.Modelfile = mf
  344. var params []string
  345. cs := 30
  346. for k, v := range model.Options {
  347. switch val := v.(type) {
  348. case string:
  349. params = append(params, fmt.Sprintf("%-*s %s", cs, k, val))
  350. case int:
  351. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(val)))
  352. case float64:
  353. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(val, 'f', 0, 64)))
  354. case bool:
  355. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(val)))
  356. case []interface{}:
  357. for _, nv := range val {
  358. switch nval := nv.(type) {
  359. case string:
  360. params = append(params, fmt.Sprintf("%-*s %s", cs, k, nval))
  361. case int:
  362. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(nval)))
  363. case float64:
  364. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(nval, 'f', 0, 64)))
  365. case bool:
  366. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(nval)))
  367. }
  368. }
  369. }
  370. }
  371. resp.Parameters = strings.Join(params, "\n")
  372. return resp, nil
  373. }
  374. func ListModelsHandler(c *gin.Context) {
  375. var models []api.ModelResponse
  376. fp, err := GetManifestPath()
  377. if err != nil {
  378. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  379. return
  380. }
  381. walkFunc := func(path string, info os.FileInfo, _ error) error {
  382. if !info.IsDir() {
  383. dir, file := filepath.Split(path)
  384. dir = strings.Trim(strings.TrimPrefix(dir, fp), string(os.PathSeparator))
  385. tag := strings.Join([]string{dir, file}, ":")
  386. mp := ParseModelPath(tag)
  387. manifest, digest, err := GetManifest(mp)
  388. if err != nil {
  389. log.Printf("skipping file: %s", fp)
  390. return nil
  391. }
  392. models = append(models, api.ModelResponse{
  393. Name: mp.GetShortTagname(),
  394. Size: manifest.GetTotalSize(),
  395. Digest: digest,
  396. ModifiedAt: info.ModTime(),
  397. })
  398. }
  399. return nil
  400. }
  401. if err := filepath.Walk(fp, walkFunc); err != nil {
  402. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  403. return
  404. }
  405. c.JSON(http.StatusOK, api.ListResponse{Models: models})
  406. }
  407. func CopyModelHandler(c *gin.Context) {
  408. var req api.CopyRequest
  409. if err := c.ShouldBindJSON(&req); err != nil {
  410. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  411. return
  412. }
  413. if err := CopyModel(req.Source, req.Destination); err != nil {
  414. if os.IsNotExist(err) {
  415. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Source)})
  416. } else {
  417. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  418. }
  419. return
  420. }
  421. }
  422. var defaultAllowOrigins = []string{
  423. "localhost",
  424. "127.0.0.1",
  425. "0.0.0.0",
  426. }
  427. func Serve(ln net.Listener, allowOrigins []string) error {
  428. config := cors.DefaultConfig()
  429. config.AllowWildcard = true
  430. config.AllowOrigins = allowOrigins
  431. for _, allowOrigin := range defaultAllowOrigins {
  432. config.AllowOrigins = append(config.AllowOrigins,
  433. fmt.Sprintf("http://%s", allowOrigin),
  434. fmt.Sprintf("https://%s", allowOrigin),
  435. fmt.Sprintf("http://%s:*", allowOrigin),
  436. fmt.Sprintf("https://%s:*", allowOrigin),
  437. )
  438. }
  439. workDir, err := os.MkdirTemp("", "ollama")
  440. if err != nil {
  441. return err
  442. }
  443. defer os.RemoveAll(workDir)
  444. r := gin.Default()
  445. r.Use(
  446. cors.New(config),
  447. func(c *gin.Context) {
  448. c.Set("workDir", workDir)
  449. c.Next()
  450. },
  451. )
  452. r.POST("/api/pull", PullModelHandler)
  453. r.POST("/api/generate", GenerateHandler)
  454. r.POST("/api/embeddings", EmbeddingHandler)
  455. r.POST("/api/create", CreateModelHandler)
  456. r.POST("/api/push", PushModelHandler)
  457. r.POST("/api/copy", CopyModelHandler)
  458. r.DELETE("/api/delete", DeleteModelHandler)
  459. r.POST("/api/show", ShowModelHandler)
  460. for _, method := range []string{http.MethodGet, http.MethodHead} {
  461. r.Handle(method, "/", func(c *gin.Context) {
  462. c.String(http.StatusOK, "Ollama is running")
  463. })
  464. r.Handle(method, "/api/tags", ListModelsHandler)
  465. }
  466. log.Printf("Listening on %s", ln.Addr())
  467. s := &http.Server{
  468. Handler: r,
  469. }
  470. // listen for a ctrl+c and stop any loaded llm
  471. signals := make(chan os.Signal, 1)
  472. signal.Notify(signals, syscall.SIGINT, syscall.SIGTERM)
  473. go func() {
  474. <-signals
  475. os.RemoveAll(workDir)
  476. os.Exit(0)
  477. }()
  478. if runtime.GOOS == "linux" {
  479. // check compatibility to log warnings
  480. if _, err := llm.CheckVRAM(); err != nil {
  481. log.Printf("Warning: GPU support may not enabled, check you have installed install GPU drivers: %v", err)
  482. }
  483. }
  484. return s.Serve(ln)
  485. }
  486. func streamResponse(c *gin.Context, ch chan any) {
  487. c.Header("Content-Type", "application/x-ndjson")
  488. c.Stream(func(w io.Writer) bool {
  489. val, ok := <-ch
  490. if !ok {
  491. return false
  492. }
  493. bts, err := json.Marshal(val)
  494. if err != nil {
  495. log.Printf("streamResponse: json.Marshal failed with %s", err)
  496. return false
  497. }
  498. bts = append(bts, '\n')
  499. if _, err := w.Write(bts); err != nil {
  500. log.Printf("streamResponse: w.Write failed with %s", err)
  501. return false
  502. }
  503. return true
  504. })
  505. }