routes.go 14 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584
  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 err := loaded.llm.Predict(c.Request.Context(), req.Context, prompt, fn); err != nil {
  182. ch <- gin.H{"error": err.Error()}
  183. }
  184. }()
  185. streamResponse(c, ch)
  186. }
  187. func EmbeddingHandler(c *gin.Context) {
  188. loaded.mu.Lock()
  189. defer loaded.mu.Unlock()
  190. var req api.EmbeddingRequest
  191. if err := c.ShouldBindJSON(&req); err != nil {
  192. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  193. return
  194. }
  195. model, err := GetModel(req.Model)
  196. if err != nil {
  197. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  198. return
  199. }
  200. if err := load(c.Request.Context(), model, req.Options, 5*time.Minute); err != nil {
  201. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  202. return
  203. }
  204. if !loaded.options.EmbeddingOnly {
  205. c.JSON(http.StatusBadRequest, gin.H{"error": "embedding option must be set to true"})
  206. return
  207. }
  208. embedding, err := loaded.llm.Embedding(c.Request.Context(), req.Prompt)
  209. if err != nil {
  210. log.Printf("embedding generation failed: %v", err)
  211. c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
  212. return
  213. }
  214. resp := api.EmbeddingResponse{
  215. Embedding: embedding,
  216. }
  217. c.JSON(http.StatusOK, resp)
  218. }
  219. func PullModelHandler(c *gin.Context) {
  220. var req api.PullRequest
  221. if err := c.ShouldBindJSON(&req); err != nil {
  222. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  223. return
  224. }
  225. ch := make(chan any)
  226. go func() {
  227. defer close(ch)
  228. fn := func(r api.ProgressResponse) {
  229. ch <- r
  230. }
  231. regOpts := &RegistryOptions{
  232. Insecure: req.Insecure,
  233. Username: req.Username,
  234. Password: req.Password,
  235. }
  236. ctx, cancel := context.WithCancel(c.Request.Context())
  237. defer cancel()
  238. if err := PullModel(ctx, req.Name, regOpts, fn); err != nil {
  239. ch <- gin.H{"error": err.Error()}
  240. }
  241. }()
  242. streamResponse(c, ch)
  243. }
  244. func PushModelHandler(c *gin.Context) {
  245. var req api.PushRequest
  246. if err := c.ShouldBindJSON(&req); err != nil {
  247. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  248. return
  249. }
  250. ch := make(chan any)
  251. go func() {
  252. defer close(ch)
  253. fn := func(r api.ProgressResponse) {
  254. ch <- r
  255. }
  256. regOpts := &RegistryOptions{
  257. Insecure: req.Insecure,
  258. Username: req.Username,
  259. Password: req.Password,
  260. }
  261. ctx := context.Background()
  262. if err := PushModel(ctx, req.Name, regOpts, fn); err != nil {
  263. ch <- gin.H{"error": err.Error()}
  264. }
  265. }()
  266. streamResponse(c, ch)
  267. }
  268. func CreateModelHandler(c *gin.Context) {
  269. var req api.CreateRequest
  270. if err := c.ShouldBindJSON(&req); err != nil {
  271. c.JSON(http.StatusBadRequest, gin.H{"message": err.Error()})
  272. return
  273. }
  274. ch := make(chan any)
  275. go func() {
  276. defer close(ch)
  277. fn := func(resp api.ProgressResponse) {
  278. ch <- resp
  279. }
  280. ctx, cancel := context.WithCancel(c.Request.Context())
  281. defer cancel()
  282. if err := CreateModel(ctx, req.Name, req.Path, fn); err != nil {
  283. ch <- gin.H{"error": err.Error()}
  284. }
  285. }()
  286. streamResponse(c, ch)
  287. }
  288. func DeleteModelHandler(c *gin.Context) {
  289. var req api.DeleteRequest
  290. if err := c.ShouldBindJSON(&req); err != nil {
  291. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  292. return
  293. }
  294. if err := DeleteModel(req.Name); err != nil {
  295. if os.IsNotExist(err) {
  296. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
  297. } else {
  298. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  299. }
  300. return
  301. }
  302. c.JSON(http.StatusOK, nil)
  303. }
  304. func ShowModelHandler(c *gin.Context) {
  305. var req api.ShowRequest
  306. if err := c.ShouldBindJSON(&req); err != nil {
  307. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  308. return
  309. }
  310. resp, err := GetModelInfo(req.Name)
  311. if err != nil {
  312. if os.IsNotExist(err) {
  313. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Name)})
  314. } else {
  315. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  316. }
  317. return
  318. }
  319. c.JSON(http.StatusOK, resp)
  320. }
  321. func GetModelInfo(name string) (*api.ShowResponse, error) {
  322. model, err := GetModel(name)
  323. if err != nil {
  324. return nil, err
  325. }
  326. resp := &api.ShowResponse{
  327. License: strings.Join(model.License, "\n"),
  328. System: model.System,
  329. Template: model.Template,
  330. }
  331. mf, err := ShowModelfile(model)
  332. if err != nil {
  333. return nil, err
  334. }
  335. resp.Modelfile = mf
  336. var params []string
  337. cs := 30
  338. for k, v := range model.Options {
  339. switch val := v.(type) {
  340. case string:
  341. params = append(params, fmt.Sprintf("%-*s %s", cs, k, val))
  342. case int:
  343. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(val)))
  344. case float64:
  345. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(val, 'f', 0, 64)))
  346. case bool:
  347. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(val)))
  348. case []interface{}:
  349. for _, nv := range val {
  350. switch nval := nv.(type) {
  351. case string:
  352. params = append(params, fmt.Sprintf("%-*s %s", cs, k, nval))
  353. case int:
  354. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.Itoa(nval)))
  355. case float64:
  356. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatFloat(nval, 'f', 0, 64)))
  357. case bool:
  358. params = append(params, fmt.Sprintf("%-*s %s", cs, k, strconv.FormatBool(nval)))
  359. }
  360. }
  361. }
  362. }
  363. resp.Parameters = strings.Join(params, "\n")
  364. return resp, nil
  365. }
  366. func ListModelsHandler(c *gin.Context) {
  367. var models []api.ModelResponse
  368. fp, err := GetManifestPath()
  369. if err != nil {
  370. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  371. return
  372. }
  373. walkFunc := func(path string, info os.FileInfo, _ error) error {
  374. if !info.IsDir() {
  375. dir, file := filepath.Split(path)
  376. dir = strings.Trim(strings.TrimPrefix(dir, fp), string(os.PathSeparator))
  377. tag := strings.Join([]string{dir, file}, ":")
  378. mp := ParseModelPath(tag)
  379. manifest, digest, err := GetManifest(mp)
  380. if err != nil {
  381. log.Printf("skipping file: %s", fp)
  382. return nil
  383. }
  384. models = append(models, api.ModelResponse{
  385. Name: mp.GetShortTagname(),
  386. Size: manifest.GetTotalSize(),
  387. Digest: digest,
  388. ModifiedAt: info.ModTime(),
  389. })
  390. }
  391. return nil
  392. }
  393. if err := filepath.Walk(fp, walkFunc); err != nil {
  394. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  395. return
  396. }
  397. c.JSON(http.StatusOK, api.ListResponse{Models: models})
  398. }
  399. func CopyModelHandler(c *gin.Context) {
  400. var req api.CopyRequest
  401. if err := c.ShouldBindJSON(&req); err != nil {
  402. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  403. return
  404. }
  405. if err := CopyModel(req.Source, req.Destination); err != nil {
  406. if os.IsNotExist(err) {
  407. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Source)})
  408. } else {
  409. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  410. }
  411. return
  412. }
  413. }
  414. func Serve(ln net.Listener, origins []string) error {
  415. config := cors.DefaultConfig()
  416. config.AllowWildcard = true
  417. config.AllowOrigins = append(origins, []string{
  418. "http://localhost",
  419. "http://localhost:*",
  420. "https://localhost",
  421. "https://localhost:*",
  422. "http://127.0.0.1",
  423. "http://127.0.0.1:*",
  424. "https://127.0.0.1",
  425. "https://127.0.0.1:*",
  426. "http://0.0.0.0",
  427. "http://0.0.0.0:*",
  428. "https://0.0.0.0",
  429. "https://0.0.0.0:*",
  430. }...)
  431. r := gin.Default()
  432. r.Use(cors.New(config))
  433. r.GET("/", func(c *gin.Context) {
  434. c.String(http.StatusOK, "Ollama is running")
  435. })
  436. r.HEAD("/", func(c *gin.Context) {
  437. c.Status(http.StatusOK)
  438. })
  439. r.POST("/api/pull", PullModelHandler)
  440. r.POST("/api/generate", GenerateHandler)
  441. r.POST("/api/embeddings", EmbeddingHandler)
  442. r.POST("/api/create", CreateModelHandler)
  443. r.POST("/api/push", PushModelHandler)
  444. r.POST("/api/copy", CopyModelHandler)
  445. r.GET("/api/tags", ListModelsHandler)
  446. r.DELETE("/api/delete", DeleteModelHandler)
  447. r.POST("/api/show", ShowModelHandler)
  448. log.Printf("Listening on %s", ln.Addr())
  449. s := &http.Server{
  450. Handler: r,
  451. }
  452. // listen for a ctrl+c and stop any loaded llm
  453. signals := make(chan os.Signal, 1)
  454. signal.Notify(signals, syscall.SIGINT)
  455. go func() {
  456. <-signals
  457. if loaded.llm != nil {
  458. loaded.llm.Close()
  459. }
  460. os.Exit(0)
  461. }()
  462. if runtime.GOOS == "linux" {
  463. // check compatibility to log warnings
  464. if _, err := llm.CheckVRAM(); err != nil {
  465. log.Printf("Warning: GPU support not enabled, you may need to install GPU drivers: %v", err)
  466. }
  467. }
  468. return s.Serve(ln)
  469. }
  470. func streamResponse(c *gin.Context, ch chan any) {
  471. c.Header("Content-Type", "application/x-ndjson")
  472. c.Stream(func(w io.Writer) bool {
  473. val, ok := <-ch
  474. if !ok {
  475. return false
  476. }
  477. bts, err := json.Marshal(val)
  478. if err != nil {
  479. log.Printf("streamResponse: json.Marshal failed with %s", err)
  480. return false
  481. }
  482. bts = append(bts, '\n')
  483. if _, err := w.Write(bts); err != nil {
  484. log.Printf("streamResponse: w.Write failed with %s", err)
  485. return false
  486. }
  487. return true
  488. })
  489. }