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, 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(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. sessionDuration := defaultSessionDuration // TODO: set this duration from the request if specified
  143. if err := load(c.Request.Context(), model, req.Options, sessionDuration); err != nil {
  144. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  145. return
  146. }
  147. checkpointLoaded := time.Now()
  148. embedding := ""
  149. if model.Embeddings != nil && len(model.Embeddings) > 0 {
  150. promptEmbed, err := loaded.llm.Embedding(c.Request.Context(), req.Prompt)
  151. if err != nil {
  152. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  153. return
  154. }
  155. // TODO: set embed_top from specified parameters in modelfile
  156. embed_top := 3
  157. topK := vector.TopK(embed_top, mat.NewVecDense(len(promptEmbed), promptEmbed), loaded.Embeddings)
  158. for _, e := range topK {
  159. embedding = fmt.Sprintf("%s %s", embedding, e.Embedding.Data)
  160. }
  161. }
  162. prompt, err := model.Prompt(req, embedding)
  163. if err != nil {
  164. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  165. return
  166. }
  167. ch := make(chan any)
  168. go func() {
  169. defer close(ch)
  170. fn := func(r api.GenerateResponse) {
  171. loaded.expireAt = time.Now().Add(sessionDuration)
  172. loaded.expireTimer.Reset(sessionDuration)
  173. r.Model = req.Model
  174. r.CreatedAt = time.Now().UTC()
  175. if r.Done {
  176. r.TotalDuration = time.Since(checkpointStart)
  177. r.LoadDuration = checkpointLoaded.Sub(checkpointStart)
  178. }
  179. ch <- r
  180. }
  181. if req.Prompt == "" {
  182. ch <- api.GenerateResponse{Model: req.Model, Done: true}
  183. } else {
  184. if err := loaded.llm.Predict(c.Request.Context(), req.Context, prompt, fn); err != nil {
  185. ch <- gin.H{"error": err.Error()}
  186. }
  187. }
  188. }()
  189. streamResponse(c, ch)
  190. }
  191. func EmbeddingHandler(c *gin.Context) {
  192. loaded.mu.Lock()
  193. defer loaded.mu.Unlock()
  194. var req api.EmbeddingRequest
  195. if err := c.ShouldBindJSON(&req); err != nil {
  196. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  197. return
  198. }
  199. model, err := GetModel(req.Model)
  200. if err != nil {
  201. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  202. return
  203. }
  204. if err := load(c.Request.Context(), model, req.Options, 5*time.Minute); err != nil {
  205. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  206. return
  207. }
  208. if !loaded.options.EmbeddingOnly {
  209. c.JSON(http.StatusBadRequest, gin.H{"error": "embedding option must be set to true"})
  210. return
  211. }
  212. embedding, err := loaded.llm.Embedding(c.Request.Context(), req.Prompt)
  213. if err != nil {
  214. log.Printf("embedding generation failed: %v", err)
  215. c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
  216. return
  217. }
  218. resp := api.EmbeddingResponse{
  219. Embedding: embedding,
  220. }
  221. c.JSON(http.StatusOK, resp)
  222. }
  223. func PullModelHandler(c *gin.Context) {
  224. var req api.PullRequest
  225. if err := c.ShouldBindJSON(&req); err != nil {
  226. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  227. return
  228. }
  229. ch := make(chan any)
  230. go func() {
  231. defer close(ch)
  232. fn := func(r api.ProgressResponse) {
  233. ch <- r
  234. }
  235. regOpts := &RegistryOptions{
  236. Insecure: req.Insecure,
  237. Username: req.Username,
  238. Password: req.Password,
  239. }
  240. ctx, cancel := context.WithCancel(c.Request.Context())
  241. defer cancel()
  242. if err := PullModel(ctx, req.Name, regOpts, fn); err != nil {
  243. ch <- gin.H{"error": err.Error()}
  244. }
  245. }()
  246. streamResponse(c, ch)
  247. }
  248. func PushModelHandler(c *gin.Context) {
  249. var req api.PushRequest
  250. if err := c.ShouldBindJSON(&req); err != nil {
  251. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  252. return
  253. }
  254. ch := make(chan any)
  255. go func() {
  256. defer close(ch)
  257. fn := func(r api.ProgressResponse) {
  258. ch <- r
  259. }
  260. regOpts := &RegistryOptions{
  261. Insecure: req.Insecure,
  262. Username: req.Username,
  263. Password: req.Password,
  264. }
  265. ctx := context.Background()
  266. if err := PushModel(ctx, req.Name, regOpts, fn); err != nil {
  267. ch <- gin.H{"error": err.Error()}
  268. }
  269. }()
  270. streamResponse(c, ch)
  271. }
  272. func CreateModelHandler(c *gin.Context) {
  273. var req api.CreateRequest
  274. if err := c.ShouldBindJSON(&req); err != nil {
  275. c.JSON(http.StatusBadRequest, gin.H{"message": err.Error()})
  276. return
  277. }
  278. ch := make(chan any)
  279. go func() {
  280. defer close(ch)
  281. fn := func(resp api.ProgressResponse) {
  282. ch <- resp
  283. }
  284. ctx, cancel := context.WithCancel(c.Request.Context())
  285. defer cancel()
  286. if err := CreateModel(ctx, req.Name, req.Path, fn); err != nil {
  287. ch <- gin.H{"error": err.Error()}
  288. }
  289. }()
  290. streamResponse(c, ch)
  291. }
  292. func DeleteModelHandler(c *gin.Context) {
  293. var req api.DeleteRequest
  294. if err := c.ShouldBindJSON(&req); err != nil {
  295. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  296. return
  297. }
  298. if err := DeleteModel(req.Name); err != nil {
  299. if os.IsNotExist(err) {
  300. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
  301. } else {
  302. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  303. }
  304. return
  305. }
  306. c.JSON(http.StatusOK, nil)
  307. }
  308. func ShowModelHandler(c *gin.Context) {
  309. var req api.ShowRequest
  310. if err := c.ShouldBindJSON(&req); err != nil {
  311. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  312. return
  313. }
  314. resp, err := GetModelInfo(req.Name)
  315. if err != nil {
  316. if os.IsNotExist(err) {
  317. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
  318. } else {
  319. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  320. }
  321. return
  322. }
  323. c.JSON(http.StatusOK, resp)
  324. }
  325. func GetModelInfo(name string) (*api.ShowResponse, error) {
  326. model, err := GetModel(name)
  327. if err != nil {
  328. return nil, err
  329. }
  330. resp := &api.ShowResponse{
  331. License: strings.Join(model.License, "\n"),
  332. System: model.System,
  333. Template: model.Template,
  334. }
  335. mf, err := ShowModelfile(model)
  336. if err != nil {
  337. return nil, err
  338. }
  339. resp.Modelfile = mf
  340. var params []string
  341. cs := 30
  342. for k, v := range model.Options {
  343. switch val := v.(type) {
  344. case string:
  345. params = append(params, fmt.Sprintf("%-*s %s", cs, k, val))
  346. case int:
  347. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(val)))
  348. case float64:
  349. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(val, 'f', 0, 64)))
  350. case bool:
  351. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(val)))
  352. case []interface{}:
  353. for _, nv := range val {
  354. switch nval := nv.(type) {
  355. case string:
  356. params = append(params, fmt.Sprintf("%-*s %s", cs, k, nval))
  357. case int:
  358. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(nval)))
  359. case float64:
  360. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(nval, 'f', 0, 64)))
  361. case bool:
  362. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(nval)))
  363. }
  364. }
  365. }
  366. }
  367. resp.Parameters = strings.Join(params, "\n")
  368. return resp, nil
  369. }
  370. func ListModelsHandler(c *gin.Context) {
  371. var models []api.ModelResponse
  372. fp, err := GetManifestPath()
  373. if err != nil {
  374. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  375. return
  376. }
  377. walkFunc := func(path string, info os.FileInfo, _ error) error {
  378. if !info.IsDir() {
  379. dir, file := filepath.Split(path)
  380. dir = strings.Trim(strings.TrimPrefix(dir, fp), string(os.PathSeparator))
  381. tag := strings.Join([]string{dir, file}, ":")
  382. mp := ParseModelPath(tag)
  383. manifest, digest, err := GetManifest(mp)
  384. if err != nil {
  385. log.Printf("skipping file: %s", fp)
  386. return nil
  387. }
  388. models = append(models, api.ModelResponse{
  389. Name: mp.GetShortTagname(),
  390. Size: manifest.GetTotalSize(),
  391. Digest: digest,
  392. ModifiedAt: info.ModTime(),
  393. })
  394. }
  395. return nil
  396. }
  397. if err := filepath.Walk(fp, walkFunc); err != nil {
  398. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  399. return
  400. }
  401. c.JSON(http.StatusOK, api.ListResponse{Models: models})
  402. }
  403. func CopyModelHandler(c *gin.Context) {
  404. var req api.CopyRequest
  405. if err := c.ShouldBindJSON(&req); err != nil {
  406. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  407. return
  408. }
  409. if err := CopyModel(req.Source, req.Destination); err != nil {
  410. if os.IsNotExist(err) {
  411. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Source)})
  412. } else {
  413. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  414. }
  415. return
  416. }
  417. }
  418. func Serve(ln net.Listener, origins []string) error {
  419. config := cors.DefaultConfig()
  420. config.AllowWildcard = true
  421. config.AllowOrigins = append(origins, []string{
  422. "http://localhost",
  423. "http://localhost:*",
  424. "https://localhost",
  425. "https://localhost:*",
  426. "http://127.0.0.1",
  427. "http://127.0.0.1:*",
  428. "https://127.0.0.1",
  429. "https://127.0.0.1:*",
  430. "http://0.0.0.0",
  431. "http://0.0.0.0:*",
  432. "https://0.0.0.0",
  433. "https://0.0.0.0:*",
  434. }...)
  435. r := gin.Default()
  436. r.Use(cors.New(config))
  437. r.GET("/", func(c *gin.Context) {
  438. c.String(http.StatusOK, "Ollama is running")
  439. })
  440. r.HEAD("/", func(c *gin.Context) {
  441. c.Status(http.StatusOK)
  442. })
  443. r.POST("/api/pull", PullModelHandler)
  444. r.POST("/api/generate", GenerateHandler)
  445. r.POST("/api/embeddings", EmbeddingHandler)
  446. r.POST("/api/create", CreateModelHandler)
  447. r.POST("/api/push", PushModelHandler)
  448. r.POST("/api/copy", CopyModelHandler)
  449. r.GET("/api/tags", ListModelsHandler)
  450. r.DELETE("/api/delete", DeleteModelHandler)
  451. r.POST("/api/show", ShowModelHandler)
  452. log.Printf("Listening on %s", ln.Addr())
  453. s := &http.Server{
  454. Handler: r,
  455. }
  456. // listen for a ctrl+c and stop any loaded llm
  457. signals := make(chan os.Signal, 1)
  458. signal.Notify(signals, syscall.SIGINT)
  459. go func() {
  460. <-signals
  461. if loaded.llm != nil {
  462. loaded.llm.Close()
  463. }
  464. os.Exit(0)
  465. }()
  466. if runtime.GOOS == "linux" {
  467. // check compatibility to log warnings
  468. if _, err := llm.CheckVRAM(); err != nil {
  469. log.Printf("Warning: GPU support may not enabled, check you have installed install GPU drivers: %v", err)
  470. }
  471. }
  472. return s.Serve(ln)
  473. }
  474. func streamResponse(c *gin.Context, ch chan any) {
  475. c.Header("Content-Type", "application/x-ndjson")
  476. c.Stream(func(w io.Writer) bool {
  477. val, ok := <-ch
  478. if !ok {
  479. return false
  480. }
  481. bts, err := json.Marshal(val)
  482. if err != nil {
  483. log.Printf("streamResponse: json.Marshal failed with %s", err)
  484. return false
  485. }
  486. bts = append(bts, '\n')
  487. if _, err := w.Write(bts); err != nil {
  488. log.Printf("streamResponse: w.Write failed with %s", err)
  489. return false
  490. }
  491. return true
  492. })
  493. }