routes.go 32 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059106010611062106310641065106610671068106910701071107210731074107510761077107810791080108110821083108410851086108710881089109010911092109310941095109610971098109911001101110211031104110511061107110811091110111111121113111411151116111711181119112011211122112311241125112611271128112911301131113211331134113511361137113811391140114111421143114411451146114711481149115011511152115311541155115611571158115911601161116211631164116511661167116811691170117111721173117411751176117711781179118011811182118311841185118611871188118911901191119211931194119511961197119811991200120112021203120412051206120712081209121012111212121312141215121612171218121912201221122212231224122512261227122812291230123112321233123412351236123712381239124012411242124312441245124612471248124912501251125212531254125512561257125812591260126112621263126412651266126712681269
  1. package server
  2. import (
  3. "bytes"
  4. "cmp"
  5. "context"
  6. "encoding/json"
  7. "errors"
  8. "fmt"
  9. "io"
  10. "log/slog"
  11. "net"
  12. "net/http"
  13. "net/netip"
  14. "os"
  15. "os/signal"
  16. "path/filepath"
  17. "slices"
  18. "strings"
  19. "syscall"
  20. "time"
  21. "github.com/gin-contrib/cors"
  22. "github.com/gin-gonic/gin"
  23. "github.com/ollama/ollama/api"
  24. "github.com/ollama/ollama/envconfig"
  25. "github.com/ollama/ollama/gpu"
  26. "github.com/ollama/ollama/llm"
  27. "github.com/ollama/ollama/openai"
  28. "github.com/ollama/ollama/parser"
  29. "github.com/ollama/ollama/template"
  30. "github.com/ollama/ollama/types/errtypes"
  31. "github.com/ollama/ollama/types/model"
  32. "github.com/ollama/ollama/version"
  33. )
  34. var mode string = gin.DebugMode
  35. type Server struct {
  36. addr net.Addr
  37. sched *Scheduler
  38. }
  39. func init() {
  40. switch mode {
  41. case gin.DebugMode:
  42. case gin.ReleaseMode:
  43. case gin.TestMode:
  44. default:
  45. mode = gin.DebugMode
  46. }
  47. gin.SetMode(mode)
  48. }
  49. var errRequired = errors.New("is required")
  50. func modelOptions(model *Model, requestOpts map[string]interface{}) (api.Options, error) {
  51. opts := api.DefaultOptions()
  52. if err := opts.FromMap(model.Options); err != nil {
  53. return api.Options{}, err
  54. }
  55. if err := opts.FromMap(requestOpts); err != nil {
  56. return api.Options{}, err
  57. }
  58. return opts, nil
  59. }
  60. // scheduleRunner schedules a runner after validating inputs such as capabilities and model options.
  61. // It returns the allocated runner, model instance, and consolidated options if successful and error otherwise.
  62. func (s *Server) scheduleRunner(ctx context.Context, name string, caps []Capability, requestOpts map[string]any, keepAlive *api.Duration) (llm.LlamaServer, *Model, *api.Options, error) {
  63. if name == "" {
  64. return nil, nil, nil, fmt.Errorf("model %w", errRequired)
  65. }
  66. model, err := GetModel(name)
  67. if err != nil {
  68. return nil, nil, nil, err
  69. }
  70. if err := model.CheckCapabilities(caps...); err != nil {
  71. return nil, nil, nil, fmt.Errorf("%s %w", name, err)
  72. }
  73. opts, err := modelOptions(model, requestOpts)
  74. if err != nil {
  75. return nil, nil, nil, err
  76. }
  77. runnerCh, errCh := s.sched.GetRunner(ctx, model, opts, keepAlive)
  78. var runner *runnerRef
  79. select {
  80. case runner = <-runnerCh:
  81. case err = <-errCh:
  82. return nil, nil, nil, err
  83. }
  84. return runner.llama, model, &opts, nil
  85. }
  86. func (s *Server) GenerateHandler(c *gin.Context) {
  87. checkpointStart := time.Now()
  88. var req api.GenerateRequest
  89. if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
  90. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
  91. return
  92. } else if err != nil {
  93. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  94. return
  95. }
  96. if req.Format != "" && req.Format != "json" {
  97. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "format must be empty or \"json\""})
  98. return
  99. } else if req.Raw && (req.Template != "" || req.System != "" || len(req.Context) > 0) {
  100. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "raw mode does not support template, system, or context"})
  101. return
  102. }
  103. caps := []Capability{CapabilityCompletion}
  104. r, m, opts, err := s.scheduleRunner(c.Request.Context(), req.Model, caps, req.Options, req.KeepAlive)
  105. if errors.Is(err, errCapabilityCompletion) {
  106. c.JSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("%q does not support generate", req.Model)})
  107. return
  108. } else if err != nil {
  109. handleScheduleError(c, req.Model, err)
  110. return
  111. }
  112. checkpointLoaded := time.Now()
  113. if req.Prompt == "" {
  114. c.JSON(http.StatusOK, api.GenerateResponse{
  115. Model: req.Model,
  116. CreatedAt: time.Now().UTC(),
  117. Done: true,
  118. DoneReason: "load",
  119. })
  120. return
  121. }
  122. images := make([]llm.ImageData, len(req.Images))
  123. for i := range req.Images {
  124. images[i] = llm.ImageData{ID: i, Data: req.Images[i]}
  125. }
  126. prompt := req.Prompt
  127. if !req.Raw {
  128. var msgs []api.Message
  129. if req.System != "" {
  130. msgs = append(msgs, api.Message{Role: "system", Content: req.System})
  131. } else if m.System != "" {
  132. msgs = append(msgs, api.Message{Role: "system", Content: m.System})
  133. }
  134. for _, i := range images {
  135. msgs = append(msgs, api.Message{Role: "user", Content: fmt.Sprintf("[img-%d]", i.ID)})
  136. }
  137. msgs = append(msgs, api.Message{Role: "user", Content: req.Prompt})
  138. tmpl := m.Template
  139. if req.Template != "" {
  140. tmpl, err = template.Parse(req.Template)
  141. if err != nil {
  142. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  143. return
  144. }
  145. }
  146. var b bytes.Buffer
  147. if req.Context != nil {
  148. s, err := r.Detokenize(c.Request.Context(), req.Context)
  149. if err != nil {
  150. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  151. return
  152. }
  153. b.WriteString(s)
  154. }
  155. if err := tmpl.Execute(&b, template.Values{Messages: msgs}); err != nil {
  156. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  157. return
  158. }
  159. prompt = b.String()
  160. }
  161. slog.Debug("generate request", "prompt", prompt, "images", images)
  162. ch := make(chan any)
  163. go func() {
  164. // TODO (jmorganca): avoid building the response twice both here and below
  165. var sb strings.Builder
  166. defer close(ch)
  167. if err := r.Completion(c.Request.Context(), llm.CompletionRequest{
  168. Prompt: prompt,
  169. Images: images,
  170. Format: req.Format,
  171. Options: opts,
  172. }, func(cr llm.CompletionResponse) {
  173. res := api.GenerateResponse{
  174. Model: req.Model,
  175. CreatedAt: time.Now().UTC(),
  176. Response: cr.Content,
  177. Done: cr.Done,
  178. DoneReason: cr.DoneReason,
  179. Metrics: api.Metrics{
  180. PromptEvalCount: cr.PromptEvalCount,
  181. PromptEvalDuration: cr.PromptEvalDuration,
  182. EvalCount: cr.EvalCount,
  183. EvalDuration: cr.EvalDuration,
  184. },
  185. }
  186. if _, err := sb.WriteString(cr.Content); err != nil {
  187. ch <- gin.H{"error": err.Error()}
  188. }
  189. if cr.Done {
  190. res.TotalDuration = time.Since(checkpointStart)
  191. res.LoadDuration = checkpointLoaded.Sub(checkpointStart)
  192. if !req.Raw {
  193. tokens, err := r.Tokenize(c.Request.Context(), prompt+sb.String())
  194. if err != nil {
  195. ch <- gin.H{"error": err.Error()}
  196. return
  197. }
  198. res.Context = append(req.Context, tokens...)
  199. }
  200. }
  201. ch <- res
  202. }); err != nil {
  203. ch <- gin.H{"error": err.Error()}
  204. }
  205. }()
  206. if req.Stream != nil && !*req.Stream {
  207. var r api.GenerateResponse
  208. var sb strings.Builder
  209. for rr := range ch {
  210. switch t := rr.(type) {
  211. case api.GenerateResponse:
  212. sb.WriteString(t.Response)
  213. r = t
  214. case gin.H:
  215. msg, ok := t["error"].(string)
  216. if !ok {
  217. msg = "unexpected error format in response"
  218. }
  219. c.JSON(http.StatusInternalServerError, gin.H{"error": msg})
  220. return
  221. default:
  222. c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected response"})
  223. return
  224. }
  225. }
  226. r.Response = sb.String()
  227. c.JSON(http.StatusOK, r)
  228. return
  229. }
  230. streamResponse(c, ch)
  231. }
  232. func (s *Server) EmbeddingsHandler(c *gin.Context) {
  233. var req api.EmbeddingRequest
  234. if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
  235. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
  236. return
  237. } else if err != nil {
  238. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  239. return
  240. }
  241. r, _, _, err := s.scheduleRunner(c.Request.Context(), req.Model, []Capability{}, req.Options, req.KeepAlive)
  242. if err != nil {
  243. handleScheduleError(c, req.Model, err)
  244. return
  245. }
  246. // an empty request loads the model
  247. if req.Prompt == "" {
  248. c.JSON(http.StatusOK, api.EmbeddingResponse{Embedding: []float64{}})
  249. return
  250. }
  251. embedding, err := r.Embedding(c.Request.Context(), req.Prompt)
  252. if err != nil {
  253. slog.Info(fmt.Sprintf("embedding generation failed: %v", err))
  254. c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
  255. return
  256. }
  257. c.JSON(http.StatusOK, api.EmbeddingResponse{Embedding: embedding})
  258. }
  259. func (s *Server) PullModelHandler(c *gin.Context) {
  260. var req api.PullRequest
  261. err := c.ShouldBindJSON(&req)
  262. switch {
  263. case errors.Is(err, io.EOF):
  264. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
  265. return
  266. case err != nil:
  267. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  268. return
  269. }
  270. name := model.ParseName(cmp.Or(req.Model, req.Name))
  271. if !name.IsValid() {
  272. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "invalid model name"})
  273. return
  274. }
  275. if err := checkNameExists(name); err != nil {
  276. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  277. return
  278. }
  279. ch := make(chan any)
  280. go func() {
  281. defer close(ch)
  282. fn := func(r api.ProgressResponse) {
  283. ch <- r
  284. }
  285. regOpts := &registryOptions{
  286. Insecure: req.Insecure,
  287. }
  288. ctx, cancel := context.WithCancel(c.Request.Context())
  289. defer cancel()
  290. if err := PullModel(ctx, name.DisplayShortest(), regOpts, fn); err != nil {
  291. ch <- gin.H{"error": err.Error()}
  292. }
  293. }()
  294. if req.Stream != nil && !*req.Stream {
  295. waitForStream(c, ch)
  296. return
  297. }
  298. streamResponse(c, ch)
  299. }
  300. func (s *Server) PushModelHandler(c *gin.Context) {
  301. var req api.PushRequest
  302. err := c.ShouldBindJSON(&req)
  303. switch {
  304. case errors.Is(err, io.EOF):
  305. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
  306. return
  307. case err != nil:
  308. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  309. return
  310. }
  311. var model string
  312. if req.Model != "" {
  313. model = req.Model
  314. } else if req.Name != "" {
  315. model = req.Name
  316. } else {
  317. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
  318. return
  319. }
  320. ch := make(chan any)
  321. go func() {
  322. defer close(ch)
  323. fn := func(r api.ProgressResponse) {
  324. ch <- r
  325. }
  326. regOpts := &registryOptions{
  327. Insecure: req.Insecure,
  328. }
  329. ctx, cancel := context.WithCancel(c.Request.Context())
  330. defer cancel()
  331. if err := PushModel(ctx, model, regOpts, fn); err != nil {
  332. ch <- gin.H{"error": err.Error()}
  333. }
  334. }()
  335. if req.Stream != nil && !*req.Stream {
  336. waitForStream(c, ch)
  337. return
  338. }
  339. streamResponse(c, ch)
  340. }
  341. func checkNameExists(name model.Name) error {
  342. names, err := Manifests()
  343. if err != nil {
  344. return err
  345. }
  346. for n := range names {
  347. if strings.EqualFold(n.Filepath(), name.Filepath()) && n != name {
  348. return fmt.Errorf("a model with that name already exists")
  349. }
  350. }
  351. return nil
  352. }
  353. func (s *Server) CreateModelHandler(c *gin.Context) {
  354. var r api.CreateRequest
  355. if err := c.ShouldBindJSON(&r); errors.Is(err, io.EOF) {
  356. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
  357. return
  358. } else if err != nil {
  359. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  360. return
  361. }
  362. name := model.ParseName(cmp.Or(r.Model, r.Name))
  363. if !name.IsValid() {
  364. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": errtypes.InvalidModelNameErrMsg})
  365. return
  366. }
  367. if err := checkNameExists(name); err != nil {
  368. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  369. return
  370. }
  371. if r.Path == "" && r.Modelfile == "" {
  372. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "path or modelfile are required"})
  373. return
  374. }
  375. var sr io.Reader = strings.NewReader(r.Modelfile)
  376. if r.Path != "" && r.Modelfile == "" {
  377. f, err := os.Open(r.Path)
  378. if err != nil {
  379. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("error reading modelfile: %s", err)})
  380. return
  381. }
  382. defer f.Close()
  383. sr = f
  384. }
  385. f, err := parser.ParseFile(sr)
  386. if err != nil {
  387. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  388. return
  389. }
  390. ch := make(chan any)
  391. go func() {
  392. defer close(ch)
  393. fn := func(resp api.ProgressResponse) {
  394. ch <- resp
  395. }
  396. ctx, cancel := context.WithCancel(c.Request.Context())
  397. defer cancel()
  398. quantization := cmp.Or(r.Quantize, r.Quantization)
  399. if err := CreateModel(ctx, name, filepath.Dir(r.Path), strings.ToUpper(quantization), f, fn); err != nil {
  400. ch <- gin.H{"error": err.Error()}
  401. }
  402. }()
  403. if r.Stream != nil && !*r.Stream {
  404. waitForStream(c, ch)
  405. return
  406. }
  407. streamResponse(c, ch)
  408. }
  409. func (s *Server) DeleteModelHandler(c *gin.Context) {
  410. var r api.DeleteRequest
  411. if err := c.ShouldBindJSON(&r); errors.Is(err, io.EOF) {
  412. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
  413. return
  414. } else if err != nil {
  415. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  416. return
  417. }
  418. n := model.ParseName(cmp.Or(r.Model, r.Name))
  419. if !n.IsValid() {
  420. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("name %q is invalid", cmp.Or(r.Model, r.Name))})
  421. return
  422. }
  423. m, err := ParseNamedManifest(n)
  424. if err != nil {
  425. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  426. return
  427. }
  428. if err := m.Remove(); err != nil {
  429. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  430. return
  431. }
  432. if err := m.RemoveLayers(); err != nil {
  433. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  434. return
  435. }
  436. }
  437. func (s *Server) ShowModelHandler(c *gin.Context) {
  438. var req api.ShowRequest
  439. err := c.ShouldBindJSON(&req)
  440. switch {
  441. case errors.Is(err, io.EOF):
  442. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
  443. return
  444. case err != nil:
  445. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  446. return
  447. }
  448. if req.Model != "" {
  449. // noop
  450. } else if req.Name != "" {
  451. req.Model = req.Name
  452. } else {
  453. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
  454. return
  455. }
  456. resp, err := GetModelInfo(req)
  457. if err != nil {
  458. switch {
  459. case os.IsNotExist(err):
  460. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found", req.Model)})
  461. case err.Error() == "invalid model name":
  462. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  463. default:
  464. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  465. }
  466. return
  467. }
  468. c.JSON(http.StatusOK, resp)
  469. }
  470. func GetModelInfo(req api.ShowRequest) (*api.ShowResponse, error) {
  471. m, err := GetModel(req.Model)
  472. if err != nil {
  473. return nil, err
  474. }
  475. modelDetails := api.ModelDetails{
  476. ParentModel: m.ParentModel,
  477. Format: m.Config.ModelFormat,
  478. Family: m.Config.ModelFamily,
  479. Families: m.Config.ModelFamilies,
  480. ParameterSize: m.Config.ModelType,
  481. QuantizationLevel: m.Config.FileType,
  482. }
  483. if req.System != "" {
  484. m.System = req.System
  485. }
  486. if req.Template != "" {
  487. m.Template, err = template.Parse(req.Template)
  488. if err != nil {
  489. return nil, err
  490. }
  491. }
  492. msgs := make([]api.Message, len(m.Messages))
  493. for i, msg := range m.Messages {
  494. msgs[i] = api.Message{Role: msg.Role, Content: msg.Content}
  495. }
  496. n := model.ParseName(req.Model)
  497. if !n.IsValid() {
  498. return nil, fmt.Errorf("invalid model name")
  499. }
  500. manifest, err := ParseNamedManifest(n)
  501. if err != nil {
  502. return nil, err
  503. }
  504. resp := &api.ShowResponse{
  505. License: strings.Join(m.License, "\n"),
  506. System: m.System,
  507. Template: m.Template.String(),
  508. Details: modelDetails,
  509. Messages: msgs,
  510. ModifiedAt: manifest.fi.ModTime(),
  511. }
  512. var params []string
  513. cs := 30
  514. for k, v := range m.Options {
  515. switch val := v.(type) {
  516. case []interface{}:
  517. for _, nv := range val {
  518. params = append(params, fmt.Sprintf("%-*s %#v", cs, k, nv))
  519. }
  520. default:
  521. params = append(params, fmt.Sprintf("%-*s %#v", cs, k, v))
  522. }
  523. }
  524. resp.Parameters = strings.Join(params, "\n")
  525. for k, v := range req.Options {
  526. if _, ok := req.Options[k]; ok {
  527. m.Options[k] = v
  528. }
  529. }
  530. var sb strings.Builder
  531. fmt.Fprintln(&sb, "# Modelfile generated by \"ollama show\"")
  532. fmt.Fprintln(&sb, "# To build a new Modelfile based on this, replace FROM with:")
  533. fmt.Fprintf(&sb, "# FROM %s\n\n", m.ShortName)
  534. fmt.Fprint(&sb, m.String())
  535. resp.Modelfile = sb.String()
  536. kvData, err := getKVData(m.ModelPath, req.Verbose)
  537. if err != nil {
  538. return nil, err
  539. }
  540. delete(kvData, "general.name")
  541. delete(kvData, "tokenizer.chat_template")
  542. resp.ModelInfo = kvData
  543. if len(m.ProjectorPaths) > 0 {
  544. projectorData, err := getKVData(m.ProjectorPaths[0], req.Verbose)
  545. if err != nil {
  546. return nil, err
  547. }
  548. resp.ProjectorInfo = projectorData
  549. }
  550. return resp, nil
  551. }
  552. func getKVData(digest string, verbose bool) (llm.KV, error) {
  553. maxArraySize := 0
  554. if verbose {
  555. maxArraySize = -1
  556. }
  557. kvData, err := llm.LoadModel(digest, maxArraySize)
  558. if err != nil {
  559. return nil, err
  560. }
  561. kv := kvData.KV()
  562. if !verbose {
  563. for k := range kv {
  564. if t, ok := kv[k].([]any); len(t) > 5 && ok {
  565. kv[k] = []any{}
  566. }
  567. }
  568. }
  569. return kv, nil
  570. }
  571. func (s *Server) ListModelsHandler(c *gin.Context) {
  572. ms, err := Manifests()
  573. if err != nil {
  574. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  575. return
  576. }
  577. models := []api.ListModelResponse{}
  578. for n, m := range ms {
  579. f, err := m.Config.Open()
  580. if err != nil {
  581. slog.Warn("bad manifest filepath", "name", n, "error", err)
  582. continue
  583. }
  584. defer f.Close()
  585. var cf ConfigV2
  586. if err := json.NewDecoder(f).Decode(&cf); err != nil {
  587. slog.Warn("bad manifest config", "name", n, "error", err)
  588. continue
  589. }
  590. // tag should never be masked
  591. models = append(models, api.ListModelResponse{
  592. Model: n.DisplayShortest(),
  593. Name: n.DisplayShortest(),
  594. Size: m.Size(),
  595. Digest: m.digest,
  596. ModifiedAt: m.fi.ModTime(),
  597. Details: api.ModelDetails{
  598. Format: cf.ModelFormat,
  599. Family: cf.ModelFamily,
  600. Families: cf.ModelFamilies,
  601. ParameterSize: cf.ModelType,
  602. QuantizationLevel: cf.FileType,
  603. },
  604. })
  605. }
  606. slices.SortStableFunc(models, func(i, j api.ListModelResponse) int {
  607. // most recently modified first
  608. return cmp.Compare(j.ModifiedAt.Unix(), i.ModifiedAt.Unix())
  609. })
  610. c.JSON(http.StatusOK, api.ListResponse{Models: models})
  611. }
  612. func (s *Server) CopyModelHandler(c *gin.Context) {
  613. var r api.CopyRequest
  614. if err := c.ShouldBindJSON(&r); errors.Is(err, io.EOF) {
  615. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
  616. return
  617. } else if err != nil {
  618. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  619. return
  620. }
  621. src := model.ParseName(r.Source)
  622. if !src.IsValid() {
  623. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("source %q is invalid", r.Source)})
  624. return
  625. }
  626. dst := model.ParseName(r.Destination)
  627. if !dst.IsValid() {
  628. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("destination %q is invalid", r.Destination)})
  629. return
  630. }
  631. if err := checkNameExists(dst); err != nil {
  632. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  633. return
  634. }
  635. if err := CopyModel(src, dst); errors.Is(err, os.ErrNotExist) {
  636. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model %q not found", r.Source)})
  637. } else if err != nil {
  638. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  639. }
  640. }
  641. func (s *Server) HeadBlobHandler(c *gin.Context) {
  642. path, err := GetBlobsPath(c.Param("digest"))
  643. if err != nil {
  644. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  645. return
  646. }
  647. if _, err := os.Stat(path); err != nil {
  648. c.AbortWithStatusJSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("blob %q not found", c.Param("digest"))})
  649. return
  650. }
  651. c.Status(http.StatusOK)
  652. }
  653. func (s *Server) CreateBlobHandler(c *gin.Context) {
  654. if ib, ok := intermediateBlobs[c.Param("digest")]; ok {
  655. p, err := GetBlobsPath(ib)
  656. if err != nil {
  657. c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  658. return
  659. }
  660. if _, err := os.Stat(p); errors.Is(err, os.ErrNotExist) {
  661. slog.Info("evicting intermediate blob which no longer exists", "digest", ib)
  662. delete(intermediateBlobs, c.Param("digest"))
  663. } else if err != nil {
  664. c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  665. return
  666. } else {
  667. c.Status(http.StatusOK)
  668. return
  669. }
  670. }
  671. path, err := GetBlobsPath(c.Param("digest"))
  672. if err != nil {
  673. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  674. return
  675. }
  676. _, err = os.Stat(path)
  677. switch {
  678. case errors.Is(err, os.ErrNotExist):
  679. // noop
  680. case err != nil:
  681. c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  682. return
  683. default:
  684. c.Status(http.StatusOK)
  685. return
  686. }
  687. layer, err := NewLayer(c.Request.Body, "")
  688. if err != nil {
  689. c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  690. return
  691. }
  692. if layer.Digest != c.Param("digest") {
  693. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("digest mismatch, expected %q, got %q", c.Param("digest"), layer.Digest)})
  694. return
  695. }
  696. c.Status(http.StatusCreated)
  697. }
  698. func isLocalIP(ip netip.Addr) bool {
  699. if interfaces, err := net.Interfaces(); err == nil {
  700. for _, iface := range interfaces {
  701. addrs, err := iface.Addrs()
  702. if err != nil {
  703. continue
  704. }
  705. for _, a := range addrs {
  706. if parsed, _, err := net.ParseCIDR(a.String()); err == nil {
  707. if parsed.String() == ip.String() {
  708. return true
  709. }
  710. }
  711. }
  712. }
  713. }
  714. return false
  715. }
  716. func allowedHost(host string) bool {
  717. if host == "" || host == "localhost" {
  718. return true
  719. }
  720. if hostname, err := os.Hostname(); err == nil && host == hostname {
  721. return true
  722. }
  723. var tlds = []string{
  724. "localhost",
  725. "local",
  726. "internal",
  727. }
  728. // check if the host is a local TLD
  729. for _, tld := range tlds {
  730. if strings.HasSuffix(host, "."+tld) {
  731. return true
  732. }
  733. }
  734. return false
  735. }
  736. func allowedHostsMiddleware(addr net.Addr) gin.HandlerFunc {
  737. return func(c *gin.Context) {
  738. if addr == nil {
  739. c.Next()
  740. return
  741. }
  742. if addr, err := netip.ParseAddrPort(addr.String()); err == nil && !addr.Addr().IsLoopback() {
  743. c.Next()
  744. return
  745. }
  746. host, _, err := net.SplitHostPort(c.Request.Host)
  747. if err != nil {
  748. host = c.Request.Host
  749. }
  750. if addr, err := netip.ParseAddr(host); err == nil {
  751. if addr.IsLoopback() || addr.IsPrivate() || addr.IsUnspecified() || isLocalIP(addr) {
  752. c.Next()
  753. return
  754. }
  755. }
  756. if allowedHost(host) {
  757. if c.Request.Method == http.MethodOptions {
  758. c.AbortWithStatus(http.StatusNoContent)
  759. return
  760. }
  761. c.Next()
  762. return
  763. }
  764. c.AbortWithStatus(http.StatusForbidden)
  765. }
  766. }
  767. func (s *Server) GenerateRoutes() http.Handler {
  768. config := cors.DefaultConfig()
  769. config.AllowWildcard = true
  770. config.AllowBrowserExtensions = true
  771. config.AllowHeaders = []string{"Authorization", "Content-Type", "User-Agent", "Accept", "X-Requested-With"}
  772. openAIProperties := []string{"lang", "package-version", "os", "arch", "runtime", "runtime-version", "async"}
  773. for _, prop := range openAIProperties {
  774. config.AllowHeaders = append(config.AllowHeaders, "x-stainless-"+prop)
  775. }
  776. config.AllowOrigins = envconfig.AllowOrigins
  777. r := gin.Default()
  778. r.Use(
  779. cors.New(config),
  780. allowedHostsMiddleware(s.addr),
  781. )
  782. r.POST("/api/pull", s.PullModelHandler)
  783. r.POST("/api/generate", s.GenerateHandler)
  784. r.POST("/api/chat", s.ChatHandler)
  785. r.POST("/api/embeddings", s.EmbeddingsHandler)
  786. r.POST("/api/create", s.CreateModelHandler)
  787. r.POST("/api/push", s.PushModelHandler)
  788. r.POST("/api/copy", s.CopyModelHandler)
  789. r.DELETE("/api/delete", s.DeleteModelHandler)
  790. r.POST("/api/show", s.ShowModelHandler)
  791. r.POST("/api/blobs/:digest", s.CreateBlobHandler)
  792. r.HEAD("/api/blobs/:digest", s.HeadBlobHandler)
  793. r.GET("/api/ps", s.ProcessHandler)
  794. // Compatibility endpoints
  795. r.POST("/v1/chat/completions", openai.ChatMiddleware(), s.ChatHandler)
  796. r.POST("/v1/completions", openai.CompletionsMiddleware(), s.GenerateHandler)
  797. r.GET("/v1/models", openai.ListMiddleware(), s.ListModelsHandler)
  798. r.GET("/v1/models/:model", openai.RetrieveMiddleware(), s.ShowModelHandler)
  799. for _, method := range []string{http.MethodGet, http.MethodHead} {
  800. r.Handle(method, "/", func(c *gin.Context) {
  801. c.String(http.StatusOK, "Ollama is running")
  802. })
  803. r.Handle(method, "/api/tags", s.ListModelsHandler)
  804. r.Handle(method, "/api/version", func(c *gin.Context) {
  805. c.JSON(http.StatusOK, gin.H{"version": version.Version})
  806. })
  807. }
  808. return r
  809. }
  810. func Serve(ln net.Listener) error {
  811. level := slog.LevelInfo
  812. if envconfig.Debug {
  813. level = slog.LevelDebug
  814. }
  815. slog.Info("server config", "env", envconfig.Values())
  816. handler := slog.NewTextHandler(os.Stderr, &slog.HandlerOptions{
  817. Level: level,
  818. AddSource: true,
  819. ReplaceAttr: func(_ []string, attr slog.Attr) slog.Attr {
  820. if attr.Key == slog.SourceKey {
  821. source := attr.Value.Any().(*slog.Source)
  822. source.File = filepath.Base(source.File)
  823. }
  824. return attr
  825. },
  826. })
  827. slog.SetDefault(slog.New(handler))
  828. blobsDir, err := GetBlobsPath("")
  829. if err != nil {
  830. return err
  831. }
  832. if err := fixBlobs(blobsDir); err != nil {
  833. return err
  834. }
  835. if !envconfig.NoPrune {
  836. // clean up unused layers and manifests
  837. if err := PruneLayers(); err != nil {
  838. return err
  839. }
  840. manifestsPath, err := GetManifestPath()
  841. if err != nil {
  842. return err
  843. }
  844. if err := PruneDirectory(manifestsPath); err != nil {
  845. return err
  846. }
  847. }
  848. ctx, done := context.WithCancel(context.Background())
  849. schedCtx, schedDone := context.WithCancel(ctx)
  850. sched := InitScheduler(schedCtx)
  851. s := &Server{addr: ln.Addr(), sched: sched}
  852. http.Handle("/", s.GenerateRoutes())
  853. slog.Info(fmt.Sprintf("Listening on %s (version %s)", ln.Addr(), version.Version))
  854. srvr := &http.Server{
  855. // Use http.DefaultServeMux so we get net/http/pprof for
  856. // free.
  857. //
  858. // TODO(bmizerany): Decide if we want to make this
  859. // configurable so it is not exposed by default, or allow
  860. // users to bind it to a different port. This was a quick
  861. // and easy way to get pprof, but it may not be the best
  862. // way.
  863. Handler: nil,
  864. }
  865. // listen for a ctrl+c and stop any loaded llm
  866. signals := make(chan os.Signal, 1)
  867. signal.Notify(signals, syscall.SIGINT, syscall.SIGTERM)
  868. go func() {
  869. <-signals
  870. srvr.Close()
  871. schedDone()
  872. sched.unloadAllRunners()
  873. gpu.Cleanup()
  874. done()
  875. }()
  876. if err := llm.Init(); err != nil {
  877. return fmt.Errorf("unable to initialize llm library %w", err)
  878. }
  879. s.sched.Run(schedCtx)
  880. // At startup we retrieve GPU information so we can get log messages before loading a model
  881. // This will log warnings to the log in case we have problems with detected GPUs
  882. gpus := gpu.GetGPUInfo()
  883. gpus.LogDetails()
  884. err = srvr.Serve(ln)
  885. // If server is closed from the signal handler, wait for the ctx to be done
  886. // otherwise error out quickly
  887. if !errors.Is(err, http.ErrServerClosed) {
  888. return err
  889. }
  890. <-ctx.Done()
  891. return nil
  892. }
  893. func waitForStream(c *gin.Context, ch chan interface{}) {
  894. c.Header("Content-Type", "application/json")
  895. for resp := range ch {
  896. switch r := resp.(type) {
  897. case api.ProgressResponse:
  898. if r.Status == "success" {
  899. c.JSON(http.StatusOK, r)
  900. return
  901. }
  902. case gin.H:
  903. if errorMsg, ok := r["error"].(string); ok {
  904. c.JSON(http.StatusInternalServerError, gin.H{"error": errorMsg})
  905. return
  906. } else {
  907. c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected error format in progress response"})
  908. return
  909. }
  910. default:
  911. c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected progress response"})
  912. return
  913. }
  914. }
  915. c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected end of progress response"})
  916. }
  917. func streamResponse(c *gin.Context, ch chan any) {
  918. c.Header("Content-Type", "application/x-ndjson")
  919. c.Stream(func(w io.Writer) bool {
  920. val, ok := <-ch
  921. if !ok {
  922. return false
  923. }
  924. bts, err := json.Marshal(val)
  925. if err != nil {
  926. slog.Info(fmt.Sprintf("streamResponse: json.Marshal failed with %s", err))
  927. return false
  928. }
  929. // Delineate chunks with new-line delimiter
  930. bts = append(bts, '\n')
  931. if _, err := w.Write(bts); err != nil {
  932. slog.Info(fmt.Sprintf("streamResponse: w.Write failed with %s", err))
  933. return false
  934. }
  935. return true
  936. })
  937. }
  938. func (s *Server) ProcessHandler(c *gin.Context) {
  939. models := []api.ProcessModelResponse{}
  940. for _, v := range s.sched.loaded {
  941. model := v.model
  942. modelDetails := api.ModelDetails{
  943. Format: model.Config.ModelFormat,
  944. Family: model.Config.ModelFamily,
  945. Families: model.Config.ModelFamilies,
  946. ParameterSize: model.Config.ModelType,
  947. QuantizationLevel: model.Config.FileType,
  948. }
  949. mr := api.ProcessModelResponse{
  950. Model: model.ShortName,
  951. Name: model.ShortName,
  952. Size: int64(v.estimatedTotal),
  953. SizeVRAM: int64(v.estimatedVRAM),
  954. Digest: model.Digest,
  955. Details: modelDetails,
  956. ExpiresAt: v.expiresAt,
  957. }
  958. // The scheduler waits to set expiresAt, so if a model is loading it's
  959. // possible that it will be set to the unix epoch. For those cases, just
  960. // calculate the time w/ the sessionDuration instead.
  961. var epoch time.Time
  962. if v.expiresAt == epoch {
  963. mr.ExpiresAt = time.Now().Add(v.sessionDuration)
  964. }
  965. models = append(models, mr)
  966. }
  967. slices.SortStableFunc(models, func(i, j api.ProcessModelResponse) int {
  968. // longest duration remaining listed first
  969. return cmp.Compare(j.ExpiresAt.Unix(), i.ExpiresAt.Unix())
  970. })
  971. c.JSON(http.StatusOK, api.ProcessResponse{Models: models})
  972. }
  973. func (s *Server) ChatHandler(c *gin.Context) {
  974. checkpointStart := time.Now()
  975. var req api.ChatRequest
  976. if err := c.ShouldBindJSON(&req); errors.Is(err, io.EOF) {
  977. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
  978. return
  979. } else if err != nil {
  980. c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  981. return
  982. }
  983. caps := []Capability{CapabilityCompletion}
  984. r, m, opts, err := s.scheduleRunner(c.Request.Context(), req.Model, caps, req.Options, req.KeepAlive)
  985. if errors.Is(err, errCapabilityCompletion) {
  986. c.JSON(http.StatusBadRequest, gin.H{"error": fmt.Sprintf("%q does not support chat", req.Model)})
  987. return
  988. } else if err != nil {
  989. handleScheduleError(c, req.Model, err)
  990. return
  991. }
  992. checkpointLoaded := time.Now()
  993. if len(req.Messages) == 0 {
  994. c.JSON(http.StatusOK, api.ChatResponse{
  995. Model: req.Model,
  996. CreatedAt: time.Now().UTC(),
  997. Message: api.Message{Role: "assistant"},
  998. Done: true,
  999. DoneReason: "load",
  1000. })
  1001. return
  1002. }
  1003. prompt, images, err := chatPrompt(c.Request.Context(), m, r.Tokenize, opts, req.Messages)
  1004. if err != nil {
  1005. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  1006. return
  1007. }
  1008. slog.Debug("chat request", "images", len(images), "prompt", prompt)
  1009. ch := make(chan any)
  1010. go func() {
  1011. defer close(ch)
  1012. if err := r.Completion(c.Request.Context(), llm.CompletionRequest{
  1013. Prompt: prompt,
  1014. Images: images,
  1015. Format: req.Format,
  1016. Options: opts,
  1017. }, func(r llm.CompletionResponse) {
  1018. res := api.ChatResponse{
  1019. Model: req.Model,
  1020. CreatedAt: time.Now().UTC(),
  1021. Message: api.Message{Role: "assistant", Content: r.Content},
  1022. Done: r.Done,
  1023. DoneReason: r.DoneReason,
  1024. Metrics: api.Metrics{
  1025. PromptEvalCount: r.PromptEvalCount,
  1026. PromptEvalDuration: r.PromptEvalDuration,
  1027. EvalCount: r.EvalCount,
  1028. EvalDuration: r.EvalDuration,
  1029. },
  1030. }
  1031. if r.Done {
  1032. res.TotalDuration = time.Since(checkpointStart)
  1033. res.LoadDuration = checkpointLoaded.Sub(checkpointStart)
  1034. }
  1035. ch <- res
  1036. }); err != nil {
  1037. ch <- gin.H{"error": err.Error()}
  1038. }
  1039. }()
  1040. if req.Stream != nil && !*req.Stream {
  1041. var r api.ChatResponse
  1042. var sb strings.Builder
  1043. for rr := range ch {
  1044. switch t := rr.(type) {
  1045. case api.ChatResponse:
  1046. sb.WriteString(t.Message.Content)
  1047. r = t
  1048. case gin.H:
  1049. msg, ok := t["error"].(string)
  1050. if !ok {
  1051. msg = "unexpected error format in response"
  1052. }
  1053. c.JSON(http.StatusInternalServerError, gin.H{"error": msg})
  1054. return
  1055. default:
  1056. c.JSON(http.StatusInternalServerError, gin.H{"error": "unexpected response"})
  1057. return
  1058. }
  1059. }
  1060. r.Message.Content = sb.String()
  1061. c.JSON(http.StatusOK, r)
  1062. return
  1063. }
  1064. streamResponse(c, ch)
  1065. }
  1066. func handleScheduleError(c *gin.Context, name string, err error) {
  1067. switch {
  1068. case errors.Is(err, errRequired):
  1069. c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
  1070. case errors.Is(err, context.Canceled):
  1071. c.JSON(499, gin.H{"error": "request canceled"})
  1072. case errors.Is(err, ErrMaxQueue):
  1073. c.JSON(http.StatusServiceUnavailable, gin.H{"error": err.Error()})
  1074. case errors.Is(err, os.ErrNotExist):
  1075. c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model %q not found, try pulling it first", name)})
  1076. default:
  1077. c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
  1078. }
  1079. }