Add TODO

README.md

@@ -359,7 +359,7 @@ See the [API documentation](./docs/api.md) for all endpoints.
 - [Testcontainers](https://testcontainers.com/modules/ollama/)
 - [Portkey](https://portkey.ai/docs/welcome/integration-guides/ollama)
 - [PromptingTools.jl](https://github.com/svilupp/PromptingTools.jl) with an [example](https://svilupp.github.io/PromptingTools.jl/dev/examples/working_with_ollama)
-- [LlamaScript](https://github.com/Project-Llama/llamascript)
+- [LlamaScript](https://github.com/WolfTheDeveloper/llamascript)
 ### Mobile
 
 - [Enchanted](https://github.com/AugustDev/enchanted)

api/client.go

@@ -354,15 +354,6 @@ func (c *Client) List(ctx context.Context) (*ListResponse, error) {
 	return &lr, nil
 }
 
-// List running models.
-func (c *Client) ListRunning(ctx context.Context) (*ListResponse, error) {
-	var lr ListResponse
-	if err := c.do(ctx, http.MethodGet, "/api/ps", nil, &lr); err != nil {
-		return nil, err
-	}
-	return &lr, nil
-}
-
 // Copy copies a model - creating a model with another name from an existing
 // model.
 func (c *Client) Copy(ctx context.Context, req *CopyRequest) error {

api/types.go

@@ -195,19 +195,28 @@ type EmbeddingResponse struct {
 	Embedding []float64 `json:"embedding"`
 }
 
+type TokenizeRequest struct {
+	Model     string    `json:"model"`
+	Prompt    string    `json:"prompt"`
+	KeepAlive *Duration `json:"keep_alive,omitempty"`
+
+	Options map[string]interface{} `json:"options"`
+}
+
+type TokenizeResponse struct {
+	Tokens []int `json:"tokens"`
+}
+
 // CreateRequest is the request passed to [Client.Create].
 type CreateRequest struct {
-	Model     string `json:"model"`
-	Path      string `json:"path"`
-	Modelfile string `json:"modelfile"`
-	Stream    *bool  `json:"stream,omitempty"`
-	Quantize  string `json:"quantize,omitempty"`
+	Model        string `json:"model"`
+	Path         string `json:"path"`
+	Modelfile    string `json:"modelfile"`
+	Stream       *bool  `json:"stream,omitempty"`
+	Quantization string `json:"quantization,omitempty"`
 
 	// Name is deprecated, see Model
 	Name string `json:"name"`
-
-	// Quantization is deprecated, see Quantize
-	Quantization string `json:"quantization,omitempty"`
 }
 
 // DeleteRequest is the request passed to [Client.Delete].
@@ -289,12 +298,10 @@ type ListResponse struct {
 type ModelResponse struct {
 	Name       string       `json:"name"`
 	Model      string       `json:"model"`
-	ModifiedAt time.Time    `json:"modified_at,omitempty"`
+	ModifiedAt time.Time    `json:"modified_at"`
 	Size       int64        `json:"size"`
 	Digest     string       `json:"digest"`
 	Details    ModelDetails `json:"details,omitempty"`
-	ExpiresAt  time.Time    `json:"expires_at,omitempty"`
-	SizeVRAM   int64        `json:"size_vram,omitempty"`
 }
 
 type TokenResponse struct {

cmd/cmd.go

@@ -12,7 +12,6 @@ import (
 	"fmt"
 	"io"
 	"log"
-	"math"
 	"net"
 	"net/http"
 	"os"
@@ -143,9 +142,9 @@ func CreateHandler(cmd *cobra.Command, args []string) error {
 		return nil
 	}
 
-	quantize, _ := cmd.Flags().GetString("quantize")
+	quantization, _ := cmd.Flags().GetString("quantization")
 
-	request := api.CreateRequest{Name: args[0], Modelfile: modelfile.String(), Quantize: quantize}
+	request := api.CreateRequest{Name: args[0], Modelfile: modelfile.String(), Quantization: quantization}
 	if err := client.Create(cmd.Context(), &request, fn); err != nil {
 		return err
 	}
@@ -325,18 +324,6 @@ func RunHandler(cmd *cobra.Command, args []string) error {
 	}
 	opts.Format = format
 
-	keepAlive, err := cmd.Flags().GetString("keepalive")
-	if err != nil {
-		return err
-	}
-	if keepAlive != "" {
-		d, err := time.ParseDuration(keepAlive)
-		if err != nil {
-			return err
-		}
-		opts.KeepAlive = &api.Duration{Duration: d}
-	}
-
 	prompts := args[1:]
 	// prepend stdin to the prompt if provided
 	if !term.IsTerminal(int(os.Stdin.Fd())) {
@@ -509,52 +496,6 @@ func ListHandler(cmd *cobra.Command, args []string) error {
 	return nil
 }
 
-func ListRunningHandler(cmd *cobra.Command, args []string) error {
-	client, err := api.ClientFromEnvironment()
-	if err != nil {
-		return err
-	}
-
-	models, err := client.ListRunning(cmd.Context())
-	if err != nil {
-		return err
-	}
-
-	var data [][]string
-
-	for _, m := range models.Models {
-		if len(args) == 0 || strings.HasPrefix(m.Name, args[0]) {
-			var procStr string
-			switch {
-			case m.SizeVRAM == 0:
-				procStr = "100% CPU"
-			case m.SizeVRAM == m.Size:
-				procStr = "100% GPU"
-			case m.SizeVRAM > m.Size || m.Size == 0:
-				procStr = "Unknown"
-			default:
-				sizeCPU := m.Size - m.SizeVRAM
-				cpuPercent := math.Round(float64(sizeCPU) / float64(m.Size) * 100)
-				procStr = fmt.Sprintf("%d%%/%d%% CPU/GPU", int(cpuPercent), int(100-cpuPercent))
-			}
-			data = append(data, []string{m.Name, m.Digest[:12], format.HumanBytes(m.Size), procStr, format.HumanTime(m.ExpiresAt, "Never")})
-		}
-	}
-
-	table := tablewriter.NewWriter(os.Stdout)
-	table.SetHeader([]string{"NAME", "ID", "SIZE", "PROCESSOR", "UNTIL"})
-	table.SetHeaderAlignment(tablewriter.ALIGN_LEFT)
-	table.SetAlignment(tablewriter.ALIGN_LEFT)
-	table.SetHeaderLine(false)
-	table.SetBorder(false)
-	table.SetNoWhiteSpace(true)
-	table.SetTablePadding("\t")
-	table.AppendBulk(data)
-	table.Render()
-
-	return nil
-}
-
 func DeleteHandler(cmd *cobra.Command, args []string) error {
 	client, err := api.ClientFromEnvironment()
 	if err != nil {
@@ -731,7 +672,6 @@ type runOptions struct {
 	Images      []api.ImageData
 	Options     map[string]interface{}
 	MultiModal  bool
-	KeepAlive   *api.Duration
 }
 
 type displayResponseState struct {
@@ -826,10 +766,6 @@ func chat(cmd *cobra.Command, opts runOptions) (*api.Message, error) {
 		Options:  opts.Options,
 	}
 
-	if opts.KeepAlive != nil {
-		req.KeepAlive = opts.KeepAlive
-	}
-
 	if err := client.Chat(cancelCtx, req, fn); err != nil {
 		if errors.Is(err, context.Canceled) {
 			return nil, nil
@@ -905,15 +841,14 @@ func generate(cmd *cobra.Command, opts runOptions) error {
 	}
 
 	request := api.GenerateRequest{
-		Model:     opts.Model,
-		Prompt:    opts.Prompt,
-		Context:   generateContext,
-		Images:    opts.Images,
-		Format:    opts.Format,
-		System:    opts.System,
-		Template:  opts.Template,
-		Options:   opts.Options,
-		KeepAlive: opts.KeepAlive,
+		Model:    opts.Model,
+		Prompt:   opts.Prompt,
+		Context:  generateContext,
+		Images:   opts.Images,
+		Format:   opts.Format,
+		System:   opts.System,
+		Template: opts.Template,
+		Options:  opts.Options,
 	}
 
 	if err := client.Generate(ctx, &request, fn); err != nil {
@@ -1115,8 +1050,8 @@ func NewCLI() *cobra.Command {
 		RunE:    CreateHandler,
 	}
 
-	createCmd.Flags().StringP("file", "f", "Modelfile", "Name of the Modelfile")
-	createCmd.Flags().StringP("quantize", "q", "", "Quantize model to this level (e.g. q4_0)")
+	createCmd.Flags().StringP("file", "f", "Modelfile", "Name of the Modelfile (default \"Modelfile\")")
+	createCmd.Flags().StringP("quantization", "q", "", "Quantization level.")
 
 	showCmd := &cobra.Command{
 		Use:     "show MODEL",
@@ -1140,7 +1075,6 @@ func NewCLI() *cobra.Command {
 		RunE:    RunHandler,
 	}
 
-	runCmd.Flags().String("keepalive", "", "Duration to keep a model loaded (e.g. 5m)")
 	runCmd.Flags().Bool("verbose", false, "Show timings for response")
 	runCmd.Flags().Bool("insecure", false, "Use an insecure registry")
 	runCmd.Flags().Bool("nowordwrap", false, "Don't wrap words to the next line automatically")
@@ -1156,9 +1090,9 @@ func NewCLI() *cobra.Command {
 Environment Variables:
 
     OLLAMA_HOST         The host:port to bind to (default "127.0.0.1:11434")
-    OLLAMA_ORIGINS      A comma separated list of allowed origins
-    OLLAMA_MODELS       The path to the models directory (default "~/.ollama/models")
-    OLLAMA_KEEP_ALIVE   The duration that models stay loaded in memory (default "5m")
+    OLLAMA_ORIGINS      A comma separated list of allowed origins.
+    OLLAMA_MODELS       The path to the models directory (default is "~/.ollama/models")
+    OLLAMA_KEEP_ALIVE   The duration that models stay loaded in memory (default is "5m")
     OLLAMA_DEBUG        Set to 1 to enable additional debug logging
 `)
 
@@ -1189,14 +1123,6 @@ Environment Variables:
 		PreRunE: checkServerHeartbeat,
 		RunE:    ListHandler,
 	}
-
-	psCmd := &cobra.Command{
-		Use:     "ps",
-		Short:   "List running models",
-		PreRunE: checkServerHeartbeat,
-		RunE:    ListRunningHandler,
-	}
-
 	copyCmd := &cobra.Command{
 		Use:     "cp SOURCE DESTINATION",
 		Short:   "Copy a model",
@@ -1220,7 +1146,6 @@ Environment Variables:
 		pullCmd,
 		pushCmd,
 		listCmd,
-		psCmd,
 		copyCmd,
 		deleteCmd,
 	} {
@@ -1235,7 +1160,6 @@ Environment Variables:
 		pullCmd,
 		pushCmd,
 		listCmd,
-		psCmd,
 		copyCmd,
 		deleteCmd,
 	)

cmd/interactive.go

@@ -17,7 +17,6 @@ import (
 	"github.com/ollama/ollama/api"
 	"github.com/ollama/ollama/progress"
 	"github.com/ollama/ollama/readline"
-	"github.com/ollama/ollama/types/errtypes"
 )
 
 type MultilineState int
@@ -57,11 +56,6 @@ func loadModel(cmd *cobra.Command, opts *runOptions) error {
 		Model:    opts.Model,
 		Messages: []api.Message{},
 	}
-
-	if opts.KeepAlive != nil {
-		chatReq.KeepAlive = opts.KeepAlive
-	}
-
 	err = client.Chat(cmd.Context(), chatReq, func(resp api.ChatResponse) error {
 		p.StopAndClear()
 		if len(opts.Messages) > 0 {
@@ -282,20 +276,13 @@ func generateInteractive(cmd *cobra.Command, opts runOptions) error {
 			fn := func(resp api.ProgressResponse) error { return nil }
 			err = client.Create(cmd.Context(), req, fn)
 			if err != nil {
-				if strings.Contains(err.Error(), errtypes.InvalidModelNameErrMsg) {
-					fmt.Printf("error: The model name '%s' is invalid\n", args[1])
-					continue
-				}
+				fmt.Println("error: couldn't save model")
 				return err
 			}
 			fmt.Printf("Created new model '%s'\n", args[1])
 			continue
 		case strings.HasPrefix(line, "/clear"):
 			opts.Messages = []api.Message{}
-			if opts.System != "" {
-				newMessage := api.Message{Role: "system", Content: opts.System}
-				opts.Messages = append(opts.Messages, newMessage)
-			}
 			fmt.Println("Cleared session context")
 			continue
 		case strings.HasPrefix(line, "/set"):

docs/api.md

@@ -797,9 +797,9 @@ curl http://localhost:11434/api/show -d '{
 
 ```json
 {
-  "modelfile": "# Modelfile generated by \"ollama show\"\n# To build a new Modelfile based on this one, replace the FROM line with:\n# FROM llava:latest\n\nFROM /Users/matt/.ollama/models/blobs/sha256:200765e1283640ffbd013184bf496e261032fa75b99498a9613be4e94d63ad52\nTEMPLATE \"\"\"{{ .System }}\nUSER: {{ .Prompt }}\nASSISTANT: \"\"\"\nPARAMETER num_ctx 4096\nPARAMETER stop \"\u003c/s\u003e\"\nPARAMETER stop \"USER:\"\nPARAMETER stop \"ASSISTANT:\"",
-  "parameters": "num_ctx                        4096\nstop                           \u003c/s\u003e\nstop                           USER:\nstop                           ASSISTANT:",
-  "template": "{{ .System }}\nUSER: {{ .Prompt }}\nASSISTANT: ",
+  "modelfile": "# Modelfile generated by \"ollama show\"\n# To build a new Modelfile based on this one, replace the FROM line with:\n# FROM llava:latest\n\nFROM /Users/matt/.ollama/models/blobs/sha256:200765e1283640ffbd013184bf496e261032fa75b99498a9613be4e94d63ad52\nTEMPLATE \"\"\"{{ .System }}\nUSER: {{ .Prompt }}\nASSSISTANT: \"\"\"\nPARAMETER num_ctx 4096\nPARAMETER stop \"\u003c/s\u003e\"\nPARAMETER stop \"USER:\"\nPARAMETER stop \"ASSSISTANT:\"",
+  "parameters": "num_ctx                        4096\nstop                           \u003c/s\u003e\nstop                           USER:\nstop                           ASSSISTANT:",
+  "template": "{{ .System }}\nUSER: {{ .Prompt }}\nASSSISTANT: ",
   "details": {
     "format": "gguf",
     "family": "llama",

docs/faq.md

@@ -80,19 +80,17 @@ If Ollama is run as a systemd service, environment variables should be set using
 
 ### Setting environment variables on Windows
 
-On Windows, Ollama inherits your user and system environment variables.
+On windows, Ollama inherits your user and system environment variables.
 
-1. First Quit Ollama by clicking on it in the task bar.
+1. First Quit Ollama by clicking on it in the task bar
 
-2. Start the Settings (Windows 11) or Control Panel (Windows 10) application and search for _environment variables_.
+2. Edit system environment variables from the control panel
 
-3. Click on _Edit environment variables for your account_.
+3. Edit or create New variable(s) for your user account for `OLLAMA_HOST`, `OLLAMA_MODELS`, etc.
 
-4. Edit or create a new variable for your user account for `OLLAMA_HOST`, `OLLAMA_MODELS`, etc.
+4. Click OK/Apply to save
 
-5. Click OK/Apply to save.
-
-6. Start the Ollama application from the Windows Start menu.
+5. Run `ollama` from a new terminal window
 
 
 ## How can I expose Ollama on my network?
@@ -239,4 +237,4 @@ If you wish to override the `OLLAMA_KEEP_ALIVE` setting, use the `keep_alive` AP
 
 If too many requests are sent to the server, it will respond with a 503 error
 indicating the server is overloaded.  You can adjust how many requests may be
-queue by setting `OLLAMA_MAX_QUEUE`
+queue by setting `OLLAMA_MAX_QUEUE`

format/time.go

@@ -60,9 +60,7 @@ func humanTime(t time.Time, zeroValue string) string {
 	}
 
 	delta := time.Since(t)
-	if int(delta.Hours())/24/365 < -20 {
-		return "Forever"
-	} else if delta < 0 {
+	if delta < 0 {
 		return humanDuration(-delta) + " from now"
 	}
 

format/time_test.go

@@ -32,14 +32,4 @@ func TestHumanTime(t *testing.T) {
 		v := now.Add(800 * time.Millisecond)
 		assertEqual(t, HumanTime(v, ""), "Less than a second from now")
 	})
-
-	t.Run("time way in the future", func(t *testing.T) {
-		v := now.Add(24 * time.Hour * 365 * 200)
-		assertEqual(t, HumanTime(v, ""), "Forever")
-	})
-
-	t.Run("time way in the future lowercase", func(t *testing.T) {
-		v := now.Add(24 * time.Hour * 365 * 200)
-		assertEqual(t, HumanTimeLower(v, ""), "forever")
-	})
 }

go.mod

@@ -1,38 +1,36 @@
 module github.com/ollama/ollama
 
-go 1.22.0
+go 1.22
+
+toolchain go1.22.0
 
 require (
 	github.com/containerd/console v1.0.3
 	github.com/d4l3k/go-bfloat16 v0.0.0-20211005043715-690c3bdd05f1
 	github.com/emirpasic/gods v1.18.1
-	github.com/gin-gonic/gin v1.10.0
-	github.com/golang/protobuf v1.5.4 // indirect
-	github.com/google/uuid v1.1.2
+	github.com/gin-gonic/gin v1.9.1
+	github.com/golang/protobuf v1.5.0 // indirect
+	github.com/google/uuid v1.0.0
 	github.com/mitchellh/mapstructure v1.5.0
 	github.com/olekukonko/tablewriter v0.0.5
 	github.com/spf13/cobra v1.7.0
-	github.com/stretchr/testify v1.9.0
+	github.com/stretchr/testify v1.8.4
 	github.com/x448/float16 v0.8.4
 	golang.org/x/sync v0.3.0
 )
 
 require (
 	github.com/nlpodyssey/gopickle v0.3.0
-	github.com/pdevine/tensor v0.0.0-20240510204454-f88f4562727c
+	github.com/pdevine/tensor v0.0.0-20240228013915-64ccaa8d9ca9
 )
 
 require (
-	github.com/apache/arrow/go/arrow v0.0.0-20211112161151-bc219186db40 // indirect
-	github.com/bytedance/sonic/loader v0.1.1 // indirect
+	github.com/apache/arrow/go/arrow v0.0.0-20201229220542-30ce2eb5d4dc // indirect
 	github.com/chewxy/hm v1.0.0 // indirect
-	github.com/chewxy/math32 v1.10.1 // indirect
-	github.com/cloudwego/base64x v0.1.4 // indirect
-	github.com/cloudwego/iasm v0.2.0 // indirect
+	github.com/chewxy/math32 v1.0.8 // indirect
 	github.com/davecgh/go-spew v1.1.1 // indirect
 	github.com/gogo/protobuf v1.3.2 // indirect
-	github.com/google/flatbuffers v24.3.25+incompatible // indirect
-	github.com/kr/text v0.2.0 // indirect
+	github.com/google/flatbuffers v1.12.0 // indirect
 	github.com/mattn/go-runewidth v0.0.14 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
 	github.com/pmezard/go-difflib v1.0.0 // indirect
@@ -40,38 +38,40 @@ require (
 	github.com/xtgo/set v1.0.0 // indirect
 	go4.org/unsafe/assume-no-moving-gc v0.0.0-20231121144256-b99613f794b6 // indirect
 	golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1 // indirect
-	gonum.org/v1/gonum v0.15.0 // indirect
+	gonum.org/v1/gonum v0.8.2 // indirect
 	gorgonia.org/vecf32 v0.9.0 // indirect
 	gorgonia.org/vecf64 v0.9.0 // indirect
 )
 
 require (
-	github.com/bytedance/sonic v1.11.6 // indirect
-	github.com/gabriel-vasile/mimetype v1.4.3 // indirect
-	github.com/gin-contrib/cors v1.7.2
+	github.com/bytedance/sonic v1.9.1 // indirect
+	github.com/chenzhuoyu/base64x v0.0.0-20221115062448-fe3a3abad311 // indirect
+	github.com/gabriel-vasile/mimetype v1.4.2 // indirect
+	github.com/gin-contrib/cors v1.4.0
 	github.com/gin-contrib/sse v0.1.0 // indirect
 	github.com/go-playground/locales v0.14.1 // indirect
 	github.com/go-playground/universal-translator v0.18.1 // indirect
-	github.com/go-playground/validator/v10 v10.20.0 // indirect
+	github.com/go-playground/validator/v10 v10.14.0 // indirect
 	github.com/goccy/go-json v0.10.2 // indirect
+	github.com/google/go-cmp v0.5.9 // indirect
 	github.com/inconshreveable/mousetrap v1.1.0 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
-	github.com/klauspost/cpuid/v2 v2.2.7 // indirect
-	github.com/leodido/go-urn v1.4.0 // indirect
-	github.com/mattn/go-isatty v0.0.20 // indirect
+	github.com/klauspost/cpuid/v2 v2.2.4 // indirect
+	github.com/leodido/go-urn v1.2.4 // indirect
+	github.com/mattn/go-isatty v0.0.19 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
-	github.com/pelletier/go-toml/v2 v2.2.2 // indirect
+	github.com/pelletier/go-toml/v2 v2.0.8 // indirect
 	github.com/spf13/pflag v1.0.5 // indirect
 	github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
-	github.com/ugorji/go/codec v1.2.12 // indirect
-	golang.org/x/arch v0.8.0 // indirect
-	golang.org/x/crypto v0.23.0
-	golang.org/x/exp v0.0.0-20231110203233-9a3e6036ecaa
-	golang.org/x/net v0.25.0 // indirect
-	golang.org/x/sys v0.20.0
-	golang.org/x/term v0.20.0
-	golang.org/x/text v0.15.0 // indirect
-	google.golang.org/protobuf v1.34.1
+	github.com/ugorji/go/codec v1.2.11 // indirect
+	golang.org/x/arch v0.3.0 // indirect
+	golang.org/x/crypto v0.14.0
+	golang.org/x/exp v0.0.0-20230817173708-d852ddb80c63
+	golang.org/x/net v0.17.0 // indirect
+	golang.org/x/sys v0.13.0
+	golang.org/x/term v0.13.0
+	golang.org/x/text v0.14.0 // indirect
+	google.golang.org/protobuf v1.30.0
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )

go.sum

@@ -1,32 +1,22 @@
 cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
-cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
-dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU=
-gioui.org v0.0.0-20210308172011-57750fc8a0a6/go.mod h1:RSH6KIUZ0p2xy5zHDxgAM4zumjgTw83q2ge/PI+yyw8=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
-github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo=
 github.com/ajstarks/svgo v0.0.0-20180226025133-644b8db467af/go.mod h1:K08gAheRH3/J6wwsYMMT4xOr94bZjxIelGM0+d/wbFw=
-github.com/antihax/optional v1.0.0/go.mod h1:uupD/76wgC+ih3iEmQUL+0Ugr19nfwCT1kdvxnR2qWY=
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@@ -162,11 +139,10 @@ github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZN
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@@ -174,119 +150,96 @@ github.com/spf13/pflag v1.0.5/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3An
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+google.golang.org/grpc v1.32.0/go.mod h1:N36X2cJ7JwdamYAgDz+s+rVMFjt3numwzf/HckM8pak=
+google.golang.org/grpc/cmd/protoc-gen-go-grpc v0.0.0-20200910201057-6591123024b3/go.mod h1:6Kw0yEErY5E/yWrBtf03jp27GLLJujG4z/JK95pnjjw=
 google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
 google.golang.org/protobuf v0.0.0-20200221191635-4d8936d0db64/go.mod h1:kwYJMbMJ01Woi6D6+Kah6886xMZcty6N08ah7+eCXa0=
 google.golang.org/protobuf v0.0.0-20200228230310-ab0ca4ff8a60/go.mod h1:cfTl7dwQJ+fmap5saPgwCLgHXTUD7jkjRqWcaiX5VyM=
@@ -336,18 +283,20 @@ google.golang.org/protobuf v1.21.0/go.mod h1:47Nbq4nVaFHyn7ilMalzfO3qCViNmqZ2kzi
 google.golang.org/protobuf v1.22.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
 google.golang.org/protobuf v1.23.0/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
 google.golang.org/protobuf v1.23.1-0.20200526195155-81db48ad09cc/go.mod h1:EGpADcykh3NcUnDUJcl1+ZksZNG86OlYog2l/sGQquU=
+google.golang.org/protobuf v1.24.0/go.mod h1:r/3tXBNzIEhYS9I1OUVjXDlt8tc493IdKGjtUeSXeh4=
 google.golang.org/protobuf v1.25.0/go.mod h1:9JNX74DMeImyA3h4bdi1ymwjUzf21/xIlbajtzgsN7c=
 google.golang.org/protobuf v1.26.0-rc.1/go.mod h1:jlhhOSvTdKEhbULTjvd4ARK9grFBp09yW+WbY/TyQbw=
-google.golang.org/protobuf v1.26.0/go.mod h1:9q0QmTI4eRPtz6boOQmLYwt+qCgq0jsYwAQnmE0givc=
-google.golang.org/protobuf v1.27.1/go.mod h1:9q0QmTI4eRPtz6boOQmLYwt+qCgq0jsYwAQnmE0givc=
-google.golang.org/protobuf v1.34.1 h1:9ddQBjfCyZPOHPUiPxpYESBLc+T8P3E+Vo4IbKZgFWg=
-google.golang.org/protobuf v1.34.1/go.mod h1:c6P6GXX6sHbq/GpV6MGZEdwhWPcYBgnhAHhKbcUYpos=
+google.golang.org/protobuf v1.28.0/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I=
+google.golang.org/protobuf v1.30.0 h1:kPPoIgf3TsEvrm0PFe15JQ+570QVxYzEvvHqChK+cng=
+google.golang.org/protobuf v1.30.0/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
+gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
-gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
-gopkg.in/yaml.v2 v2.2.3/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
+gopkg.in/errgo.v2 v2.1.0/go.mod h1:hNsd1EY+bozCKY1Ytp96fpM3vjJbqLJn88ws8XvfDNI=
+gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
+gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gorgonia.org/vecf32 v0.9.0 h1:PClazic1r+JVJ1dEzRXgeiVl4g1/Hf/w+wUSqnco1Xg=
@@ -356,5 +305,4 @@ gorgonia.org/vecf64 v0.9.0 h1:bgZDP5x0OzBF64PjMGC3EvTdOoMEcmfAh1VCUnZFm1A=
 gorgonia.org/vecf64 v0.9.0/go.mod h1:hp7IOWCnRiVQKON73kkC/AUMtEXyf9kGlVrtPQ9ccVA=
 honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 honnef.co/go/tools v0.0.0-20190523083050-ea95bdfd59fc/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
-nullprogram.com/x/optparse v1.0.0/go.mod h1:KdyPE+Igbe0jQUrVfMqDMeJQIJZEuyV7pjYmp6pbG50=
 rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4=

integration/concurrency_test.go

@@ -217,7 +217,7 @@ func TestMultiModelStress(t *testing.T) {
 			defer wg.Done()
 			for j := 0; j < 3; j++ {
 				slog.Info("Starting", "req", i, "iter", j, "model", req[i].Model)
-				DoGenerate(ctx, t, client, req[i], resp[i], 120*time.Second, 5*time.Second)
+				DoGenerate(ctx, t, client, req[i], resp[i], 90*time.Second, 5*time.Second)
 			}
 		}(i)
 	}

integration/utils_test.go

@@ -85,7 +85,7 @@ func GetTestEndpoint() (*api.Client, string) {
 var serverMutex sync.Mutex
 var serverReady bool
 
-func startServer(t *testing.T, ctx context.Context, ollamaHost string) error {
+func startServer(ctx context.Context, ollamaHost string) error {
 	// Make sure the server has been built
 	CLIName, err := filepath.Abs("../ollama")
 	if err != nil {
@@ -200,7 +200,7 @@ func InitServerConnection(ctx context.Context, t *testing.T) (*api.Client, strin
 		}
 		lifecycle.ServerLogFile = fp.Name()
 		fp.Close()
-		require.NoError(t, startServer(t, ctx, testEndpoint))
+		require.NoError(t, startServer(ctx, testEndpoint))
 	}
 
 	return client, testEndpoint, func() {

llm/ggml.go

@@ -329,10 +329,7 @@ func (llm GGML) GraphSize(context, batch uint64) (partialOffload, fullOffload ui
 			4*batch*(1+4*embedding+context+context*heads),
 		)
 
-		partialOffload = max(
-			4*batch*(2*embedding+vocab)+embedding*vocab*105/128,
-			4*batch*(2+3*embedding+context+context*heads),
-		)
+		partialOffload = 4*batch*(2*embedding+vocab) + embedding*vocab*105/128
 	case "stablelm":
 		fullOffload = 4 * batch * (context*(1+heads) + 3*embedding + 2)
 		partialOffload = max(

llm/memory.go

@@ -12,8 +12,17 @@ import (
 
 // This algorithm looks for a complete fit to determine if we need to unload other models
 func PredictServerFit(allGpus gpu.GpuInfoList, ggml *GGML, adapters, projectors []string, opts api.Options) (bool, uint64) {
-	// Split up the GPUs by type and try them
 	var estimatedVRAM uint64
+	if opts.NumCtx > int(ggml.KV().ContextLength()) {
+		slog.Warn("requested context length is greater than model max context length", "requested", opts.NumCtx, "model", ggml.KV().ContextLength())
+		opts.NumCtx = int(ggml.KV().ContextLength())
+	}
+
+	if opts.NumCtx < 4 {
+		opts.NumCtx = 4
+	}
+
+	// Split up the GPUs by type and try them
 	for _, gpus := range allGpus.ByLibrary() {
 		var layerCount int
 		layerCount, estimatedVRAM, _ = EstimateGPULayers(gpus, ggml, projectors, opts)
@@ -53,12 +62,6 @@ func EstimateGPULayers(gpus []gpu.GpuInfo, ggml *GGML, projectors []string, opts
 		opts.NumCtx = max(opts.NumCtx, 2048)
 	}
 
-	layers := ggml.Tensors().Layers()
-	// add one layer worth of memory as a buffer
-	if blk0, ok := layers["blk.0"]; ok {
-		memoryMinimum += blk0.size()
-	}
-
 	// fp16 k,v = (1 (k) + 1 (v)) * sizeof(float16) * n_ctx * n_layer * n_embd / n_head * n_head_kv
 	var kv uint64 = 2 * 2 * uint64(opts.NumCtx) * ggml.KV().BlockCount() * ggml.KV().EmbeddingLength() / ggml.KV().HeadCount() * ggml.KV().HeadCountKV()
 
@@ -79,11 +82,13 @@ func EstimateGPULayers(gpus []gpu.GpuInfo, ggml *GGML, projectors []string, opts
 		graphPartialOffload = graphFullOffload
 	}
 
+	layers := ggml.Tensors().Layers()
+
 	// memoryRequiredTotal represents the memory required for full GPU offloading (all layers)
-	memoryRequiredTotal := memoryMinimum + graphFullOffload
+	memoryRequiredTotal := memoryMinimum + graphFullOffload + layers["blk.0"].size()
 
 	// memoryRequiredPartial represents the memory required for partial GPU offloading (n > 0, n < layers)
-	memoryRequiredPartial := memoryMinimum + graphPartialOffload
+	memoryRequiredPartial := memoryMinimum + graphPartialOffload + layers["blk.0"].size()
 
 	var memoryLayerOutput uint64
 	if layer, ok := layers["output_norm"]; ok {
@@ -104,17 +109,15 @@ func EstimateGPULayers(gpus []gpu.GpuInfo, ggml *GGML, projectors []string, opts
 
 	var layerCount int
 	for i := 0; i < int(ggml.KV().BlockCount()); i++ {
-		if blk, ok := layers[fmt.Sprintf("blk.%d", i)]; ok {
-			memoryLayer := blk.size()
+		memoryLayer := layers[fmt.Sprintf("blk.%d", i)].size()
 
-			// KV is proportional to the number of layers
-			memoryLayer += kv / ggml.KV().BlockCount()
+		// KV is proportional to the number of layers
+		memoryLayer += kv / ggml.KV().BlockCount()
 
-			memoryRequiredTotal += memoryLayer
-			if (opts.NumGPU >= 0 && layerCount+1 <= opts.NumGPU) || (opts.NumGPU < 0 && memoryAvailable > memoryRequiredPartial+memoryLayer) {
-				memoryRequiredPartial += memoryLayer
-				layerCount++
-			}
+		memoryRequiredTotal += memoryLayer
+		if memoryAvailable > memoryRequiredPartial+memoryLayer {
+			memoryRequiredPartial += memoryLayer
+			layerCount++
 		}
 	}
 
@@ -123,7 +126,7 @@ func EstimateGPULayers(gpus []gpu.GpuInfo, ggml *GGML, projectors []string, opts
 		memoryRequiredTotal += memoryLayerOutput
 	}
 
-	if (opts.NumGPU >= 0 && layerCount+1 <= opts.NumGPU) || (opts.NumGPU < 0 && memoryAvailable > memoryRequiredTotal) {
+	if memoryAvailable > memoryRequiredTotal {
 		layerCount = int(ggml.KV().BlockCount()) + 1
 		memoryRequiredPartial = memoryRequiredTotal
 	}
@@ -134,10 +137,10 @@ func EstimateGPULayers(gpus []gpu.GpuInfo, ggml *GGML, projectors []string, opts
 		"offload to gpu",
 		slog.Group(
 			"layers",
-			// requested number of layers to offload
-			"requested", opts.NumGPU,
+			// actual number of layers offloaded
+			"real", opts.NumGPU,
 			// estimated number of layers that can be offloaded
-			"real", layerCount,
+			"estimate", layerCount,
 		),
 		slog.Group(
 			"memory",

llm/server.go

@@ -38,7 +38,6 @@ type LlamaServer interface {
 	Detokenize(ctx context.Context, tokens []int) (string, error)
 	Close() error
 	EstimatedVRAM() uint64
-	EstimatedTotal() uint64
 }
 
 // llmServer is an instance of the llama.cpp server
@@ -78,7 +77,15 @@ func LoadModel(model string) (*GGML, error) {
 // The gpu list must be a single family.
 func NewLlamaServer(gpus gpu.GpuInfoList, model string, ggml *GGML, adapters, projectors []string, opts api.Options) (LlamaServer, error) {
 	var err error
-	var cpuRunner string
+	if opts.NumCtx > int(ggml.KV().ContextLength()) {
+		slog.Warn("requested context length is greater than the model's training context window size", "requested", opts.NumCtx, "training size", ggml.KV().ContextLength())
+	}
+
+	if opts.NumCtx < 4 {
+		opts.NumCtx = 4
+	}
+
+	cpuRunner := ""
 	var estimatedVRAM uint64
 	var estimatedTotal uint64
 	var systemMemory uint64
@@ -89,7 +96,6 @@ func NewLlamaServer(gpus gpu.GpuInfoList, model string, ggml *GGML, adapters, pr
 
 		cpuRunner = serverForCpu()
 		gpuCount = 0
-		_, _, estimatedTotal = EstimateGPULayers(gpus, ggml, projectors, opts)
 	} else {
 		if gpus[0].Library == "metal" {
 			memInfo, err := gpu.GetCPUMem()
@@ -107,10 +113,6 @@ func NewLlamaServer(gpus gpu.GpuInfoList, model string, ggml *GGML, adapters, pr
 			// disable partial offloading when model is greater than total system memory as this
 			// can lead to locking up the system
 			opts.NumGPU = 0
-		} else if gpus[0].Library != "metal" && layers == 0 {
-			// Don't bother loading into the GPU if no layers can fit
-			cpuRunner = serverForCpu()
-			gpuCount = 0
 		} else if opts.NumGPU < 0 && layers > 0 && gpus[0].Library != "cpu" {
 			opts.NumGPU = layers
 		}
@@ -290,50 +292,30 @@ func NewLlamaServer(gpus gpu.GpuInfoList, model string, ggml *GGML, adapters, pr
 			done:           make(chan error, 1),
 		}
 
-		s.cmd.Env = os.Environ()
 		s.cmd.Stdout = os.Stdout
 		s.cmd.Stderr = s.status
 
-		visibleDevicesEnv, visibleDevicesEnvVal := gpu.GpuInfoList(gpus).GetVisibleDevicesEnv()
-		pathEnvVal := strings.Join(libraryPaths, string(filepath.ListSeparator))
+		if v := strings.Join(libraryPaths, string(filepath.ListSeparator)); v != "" {
+			s.cmd.Env = append(s.cmd.Env, pathEnv+"="+v)
+		}
 
-		// Update or add the path and visible devices variable with our adjusted version
-		pathNeeded := true
-		devicesNeeded := visibleDevicesEnv != ""
-		for i := range s.cmd.Env {
-			cmp := strings.SplitN(s.cmd.Env[i], "=", 2)
-			if strings.EqualFold(cmp[0], pathEnv) {
-				s.cmd.Env[i] = pathEnv + "=" + pathEnvVal
-				pathNeeded = false
-			} else if devicesNeeded && strings.EqualFold(cmp[0], visibleDevicesEnv) {
-				s.cmd.Env[i] = visibleDevicesEnv + "=" + visibleDevicesEnvVal
-				devicesNeeded = false
+		if k, v := gpu.GpuInfoList(gpus).GetVisibleDevicesEnv(); k != "" {
+			s.cmd.Env = append(s.cmd.Env, k+"="+v)
+		}
+
+		for _, ev := range os.Environ() {
+			if strings.HasPrefix(ev, "CUDA_") ||
+				strings.HasPrefix(ev, "ROCM_") ||
+				strings.HasPrefix(ev, "HIP_") ||
+				strings.HasPrefix(ev, "HSA_") ||
+				strings.HasPrefix(ev, "GGML_") {
+				s.cmd.Env = append(s.cmd.Env, ev)
 			}
 		}
-		if pathNeeded {
-			s.cmd.Env = append(s.cmd.Env, pathEnv+"="+pathEnvVal)
-		}
-		if devicesNeeded {
-			s.cmd.Env = append(s.cmd.Env, visibleDevicesEnv+"="+visibleDevicesEnvVal)
-		}
 
 		slog.Info("starting llama server", "cmd", s.cmd.String())
-		if envconfig.Debug {
-			filteredEnv := []string{}
-			for _, ev := range s.cmd.Env {
-				if strings.HasPrefix(ev, "CUDA_") ||
-					strings.HasPrefix(ev, "ROCM_") ||
-					strings.HasPrefix(ev, "HIP_") ||
-					strings.HasPrefix(ev, "HSA_") ||
-					strings.HasPrefix(ev, "GGML_") ||
-					strings.HasPrefix(ev, "PATH=") ||
-					strings.HasPrefix(ev, "LD_LIBRARY_PATH=") {
-					filteredEnv = append(filteredEnv, ev)
-				}
-			}
-			// Log at debug as the environment is inherited and might contain sensitive information
-			slog.Debug("subprocess", "environment", filteredEnv)
-		}
+		// Log at debug as the environment is inherited and might contain sensitive information
+		slog.Debug("subprocess", "environment", s.cmd.Env)
 
 		if err = s.cmd.Start(); err != nil {
 			// Detect permission denied and augment them essage about noexec
@@ -971,10 +953,6 @@ func (s *llmServer) EstimatedVRAM() uint64 {
 	return s.estimatedVRAM
 }
 
-func (s *llmServer) EstimatedTotal() uint64 {
-	return s.estimatedTotal
-}
-
 func parseDurationMs(ms float64) time.Duration {
 	dur, err := time.ParseDuration(fmt.Sprintf("%fms", ms))
 	if err != nil {

openai/openai.go

@@ -107,14 +107,9 @@ func toChatCompletion(id string, r api.ChatResponse) ChatCompletion {
 		Model:             r.Model,
 		SystemFingerprint: "fp_ollama",
 		Choices: []Choice{{
-			Index:   0,
-			Message: Message{Role: r.Message.Role, Content: r.Message.Content},
-			FinishReason: func(reason string) *string {
-				if len(reason) > 0 {
-					return &reason
-				}
-				return nil
-			}(r.DoneReason),
+			Index:        0,
+			Message:      Message{Role: r.Message.Role, Content: r.Message.Content},
+			FinishReason: &r.DoneReason,
 		}},
 		Usage: Usage{
 			// TODO: ollama returns 0 for prompt eval if the prompt was cached, but openai returns the actual count
@@ -132,16 +127,13 @@ func toChunk(id string, r api.ChatResponse) ChatCompletionChunk {
 		Created:           time.Now().Unix(),
 		Model:             r.Model,
 		SystemFingerprint: "fp_ollama",
-		Choices: []ChunkChoice{{
-			Index: 0,
-			Delta: Message{Role: "assistant", Content: r.Message.Content},
-			FinishReason: func(reason string) *string {
-				if len(reason) > 0 {
-					return &reason
-				}
-				return nil
-			}(r.DoneReason),
-		}},
+		Choices: []ChunkChoice{
+			{
+				Index:        0,
+				Delta:        Message{Role: "assistant", Content: r.Message.Content},
+				FinishReason: &r.DoneReason,
+			},
+		},
 	}
 }
 

server/envconfig/config_test.go

@@ -1,20 +1,20 @@
 package envconfig
 
 import (
+	"os"
 	"testing"
 
 	"github.com/stretchr/testify/require"
 )
 
 func TestConfig(t *testing.T) {
-	Debug = false // Reset whatever was loaded in init()
-	t.Setenv("OLLAMA_DEBUG", "")
+	os.Setenv("OLLAMA_DEBUG", "")
 	LoadConfig()
 	require.False(t, Debug)
-	t.Setenv("OLLAMA_DEBUG", "false")
+	os.Setenv("OLLAMA_DEBUG", "false")
 	LoadConfig()
 	require.False(t, Debug)
-	t.Setenv("OLLAMA_DEBUG", "1")
+	os.Setenv("OLLAMA_DEBUG", "1")
 	LoadConfig()
 	require.True(t, Debug)
 }

server/routes.go

@@ -30,7 +30,6 @@ import (
 	"github.com/ollama/ollama/llm"
 	"github.com/ollama/ollama/openai"
 	"github.com/ollama/ollama/server/envconfig"
-	"github.com/ollama/ollama/types/errtypes"
 	"github.com/ollama/ollama/types/model"
 	"github.com/ollama/ollama/version"
 )
@@ -408,6 +407,85 @@ func (s *Server) EmbeddingsHandler(c *gin.Context) {
 	c.JSON(http.StatusOK, resp)
 }
 
+func (s *Server) TokenizeHandler(c *gin.Context) {
+	var req api.TokenizeRequest
+	err := c.ShouldBindJSON(&req)
+	switch {
+	case errors.Is(err, io.EOF):
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "missing request body"})
+		return
+	case err != nil:
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	if req.Model == "" {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "model is required"})
+		return
+	}
+
+	model, err := GetModel(req.Model)
+	if err != nil {
+		var pErr *fs.PathError
+		if errors.As(err, &pErr) {
+			c.JSON(http.StatusNotFound, gin.H{"error": fmt.Sprintf("model '%s' not found, try pulling it first", req.Model)})
+			return
+		}
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	}
+
+	opts, err := modelOptions(model, req.Options)
+	if err != nil {
+		// TODO: handle specific errors
+		// if errors.Is(err, api.ErrInvalidOpts) {
+		// 	c.JSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		// 	return
+		// }
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	}
+
+	var sessionDuration time.Duration
+	if req.KeepAlive == nil {
+		sessionDuration = getDefaultSessionDuration()
+	} else {
+		sessionDuration = req.KeepAlive.Duration
+	}
+
+	rCh, eCh := s.sched.GetRunner(c.Request.Context(), model, opts, sessionDuration)
+	var runner *runnerRef
+	select {
+	case runner = <-rCh:
+	case err = <-eCh:
+		if errors.Is(err, context.Canceled) {
+			c.JSON(499, gin.H{"error": "request canceled"})
+			return
+		}
+
+		c.JSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	}
+
+	// an empty request loads the model
+	if req.Prompt == "" {
+		c.JSON(http.StatusOK, api.TokenizeResponse{Tokens: []int{}})
+		return
+	}
+
+	tokens, err := runner.llama.Tokenize(c.Request.Context(), req.Prompt)
+	if err != nil {
+		slog.Info(fmt.Sprintf("embedding generation failed: %v", err))
+		c.JSON(http.StatusInternalServerError, gin.H{"error": "failed to generate embedding"})
+		return
+	}
+
+	resp := api.TokenizeResponse{
+		Tokens: tokens,
+	}
+	c.JSON(http.StatusOK, resp)
+}
+
 func (s *Server) PullModelHandler(c *gin.Context) {
 	var req api.PullRequest
 	err := c.ShouldBindJSON(&req)
@@ -518,7 +596,7 @@ func (s *Server) CreateModelHandler(c *gin.Context) {
 
 	name := model.ParseName(cmp.Or(req.Model, req.Name))
 	if !name.IsValid() {
-		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": errtypes.InvalidModelNameErrMsg})
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": "invalid model name"})
 		return
 	}
 
@@ -555,12 +633,7 @@ func (s *Server) CreateModelHandler(c *gin.Context) {
 		ctx, cancel := context.WithCancel(c.Request.Context())
 		defer cancel()
 
-		quantization := req.Quantization
-		if req.Quantize != "" {
-			quantization = req.Quantize
-		}
-
-		if err := CreateModel(ctx, name.String(), filepath.Dir(req.Path), strings.ToUpper(quantization), modelfile, fn); err != nil {
+		if err := CreateModel(ctx, name.String(), filepath.Dir(req.Path), strings.ToUpper(req.Quantization), modelfile, fn); err != nil {
 			ch <- gin.H{"error": err.Error()}
 		}
 	}()
@@ -709,7 +782,7 @@ func GetModelInfo(req api.ShowRequest) (*api.ShowResponse, error) {
 	}
 
 	var sb strings.Builder
-	fmt.Fprintln(&sb, "# Modelfile generated by \"ollama show\"")
+	fmt.Fprintln(&sb, "# Modelfile generate by \"ollama show\"")
 	fmt.Fprintln(&sb, "# To build a new Modelfile based on this, replace FROM with:")
 	fmt.Fprintf(&sb, "# FROM %s\n\n", model.ShortName)
 	fmt.Fprint(&sb, model.String())
@@ -725,7 +798,7 @@ func (s *Server) ListModelsHandler(c *gin.Context) {
 		return
 	}
 
-	models := []api.ModelResponse{}
+	var models []api.ModelResponse
 	if err := filepath.Walk(manifests, func(path string, info os.FileInfo, _ error) error {
 		if !info.IsDir() {
 			rel, err := filepath.Rel(manifests, path)
@@ -973,6 +1046,7 @@ func (s *Server) GenerateRoutes() http.Handler {
 	r.POST("/api/generate", s.GenerateHandler)
 	r.POST("/api/chat", s.ChatHandler)
 	r.POST("/api/embeddings", s.EmbeddingsHandler)
+	r.POST("/api/tokenize", s.TokenizeHandler)
 	r.POST("/api/create", s.CreateModelHandler)
 	r.POST("/api/push", s.PushModelHandler)
 	r.POST("/api/copy", s.CopyModelHandler)
@@ -980,7 +1054,6 @@ func (s *Server) GenerateRoutes() http.Handler {
 	r.POST("/api/show", s.ShowModelHandler)
 	r.POST("/api/blobs/:digest", s.CreateBlobHandler)
 	r.HEAD("/api/blobs/:digest", s.HeadBlobHandler)
-	r.GET("/api/ps", s.ProcessHandler)
 
 	// Compatibility endpoints
 	r.POST("/v1/chat/completions", openai.Middleware(), s.ChatHandler)
@@ -1139,42 +1212,6 @@ func streamResponse(c *gin.Context, ch chan any) {
 	})
 }
 
-func (s *Server) ProcessHandler(c *gin.Context) {
-	models := []api.ModelResponse{}
-
-	for _, v := range s.sched.loaded {
-		model := v.model
-		modelDetails := api.ModelDetails{
-			Format:            model.Config.ModelFormat,
-			Family:            model.Config.ModelFamily,
-			Families:          model.Config.ModelFamilies,
-			ParameterSize:     model.Config.ModelType,
-			QuantizationLevel: model.Config.FileType,
-		}
-
-		mr := api.ModelResponse{
-			Model:     model.ShortName,
-			Name:      model.ShortName,
-			Size:      int64(v.estimatedTotal),
-			SizeVRAM:  int64(v.estimatedVRAM),
-			Digest:    model.Digest,
-			Details:   modelDetails,
-			ExpiresAt: v.expiresAt,
-		}
-		// The scheduler waits to set expiresAt, so if a model is loading it's
-		// possible that it will be set to the unix epoch. For those cases, just
-		// calculate the time w/ the sessionDuration instead.
-		var epoch time.Time
-		if v.expiresAt == epoch {
-			mr.ExpiresAt = time.Now().Add(v.sessionDuration)
-		}
-
-		models = append(models, mr)
-	}
-
-	c.JSON(http.StatusOK, api.ListResponse{Models: models})
-}
-
 // ChatPrompt builds up a prompt from a series of messages for the currently `loaded` model
 func chatPrompt(ctx context.Context, runner *runnerRef, template string, messages []api.Message, numCtx int) (string, error) {
 	encode := func(s string) ([]int, error) {

server/routes_test.go

@@ -95,7 +95,6 @@ func Test_Routes(t *testing.T) {
 				err = json.Unmarshal(body, &modelList)
 				assert.Nil(t, err)
 
-				assert.NotNil(t, modelList.Models)
 				assert.Equal(t, 0, len(modelList.Models))
 			},
 		},

server/sched.go

@@ -6,7 +6,6 @@ import (
 	"fmt"
 	"log/slog"
 	"reflect"
-	"runtime"
 	"sort"
 	"strings"
 	"sync"
@@ -62,10 +61,6 @@ func InitScheduler(ctx context.Context) *Scheduler {
 // context must be canceled to decrement ref count and release the runner
 func (s *Scheduler) GetRunner(c context.Context, model *Model, opts api.Options, sessionDuration time.Duration) (chan *runnerRef, chan error) {
 	// allocate a large enough kv cache for all parallel requests
-	if opts.NumCtx < 4 {
-		opts.NumCtx = 4
-	}
-
 	opts.NumCtx = opts.NumCtx * envconfig.NumParallel
 
 	req := &LlmRequest{
@@ -178,7 +173,7 @@ func (s *Scheduler) processPending(ctx context.Context) {
 				}
 				// Trigger an expiration to unload once it's done
 				runnerToExpire.refMu.Lock()
-				slog.Debug("resetting model to expire immediately to make room", "modelPath", runnerToExpire.modelPath, "refCount", runnerToExpire.refCount)
+				slog.Debug("resetting model to expire immediately to make room", "model", runnerToExpire.model, "refCount", runnerToExpire.refCount)
 				if runnerToExpire.expireTimer != nil {
 					runnerToExpire.expireTimer.Stop()
 					runnerToExpire.expireTimer = nil
@@ -191,13 +186,13 @@ func (s *Scheduler) processPending(ctx context.Context) {
 				// Wait for the unload to happen
 				// Note: at this point we're queueing up all incoming requests, even if they were for
 				// a different model that's loaded and not scheduled to be removed.
-				slog.Debug("waiting for pending requests to complete and unload to occur", "modelPath", runnerToExpire.modelPath)
+				slog.Debug("waiting for pending requests to complete and unload to occur", "model", runnerToExpire.model)
 				select {
 				case <-ctx.Done():
 					slog.Debug("shutting down scheduler pending loop")
 					return
 				case <-s.unloadedCh:
-					slog.Debug("unload completed", "modelPath", runnerToExpire.modelPath)
+					slog.Debug("unload completed", "model", runnerToExpire.model)
 					continue
 				}
 			}
@@ -220,23 +215,23 @@ func (s *Scheduler) processCompleted(ctx context.Context) {
 			runner := s.loaded[finished.model.ModelPath]
 			s.loadedMu.Unlock()
 			if runner == nil {
-				slog.Error("finished requeset signal received after model unloaded", "modelPath", finished.model.ModelPath)
+				slog.Error("finished requeset signal received after model unloaded", "model", finished.model.ModelPath)
 				continue
 			}
 			runner.refMu.Lock()
 			runner.refCount--
 			if runner.refCount <= 0 {
 				if runner.sessionDuration <= 0 {
-					slog.Debug("runner with zero duration has gone idle, expiring to unload", "modelPath", runner.modelPath)
+					slog.Debug("runner with zero duration has gone idle, expiring to unload", "model", runner.model)
 					if runner.expireTimer != nil {
 						runner.expireTimer.Stop()
 						runner.expireTimer = nil
 					}
 					s.expiredCh <- runner
 				} else if runner.expireTimer == nil {
-					slog.Debug("runner with non-zero duration has gone idle, adding timer", "modelPath", runner.modelPath, "duration", runner.sessionDuration)
+					slog.Debug("runner with non-zero duration has gone idle, adding timer", "model", runner.model, "duration", runner.sessionDuration)
 					runner.expireTimer = time.AfterFunc(runner.sessionDuration, func() {
-						slog.Debug("timer expired, expiring to unload", "modelPath", runner.modelPath)
+						slog.Debug("timer expired, expiring to unload", "model", runner.model)
 						runner.refMu.Lock()
 						defer runner.refMu.Unlock()
 						if runner.expireTimer != nil {
@@ -245,21 +240,19 @@ func (s *Scheduler) processCompleted(ctx context.Context) {
 						}
 						s.expiredCh <- runner
 					})
-					runner.expiresAt = time.Now().Add(runner.sessionDuration)
 				} else {
-					slog.Debug("runner with non-zero duration has gone idle, resetting timer", "modelPath", runner.modelPath, "duration", runner.sessionDuration)
+					slog.Debug("runner with non-zero duration has gone idle, resetting timer", "model", runner.model, "duration", runner.sessionDuration)
 					runner.expireTimer.Reset(runner.sessionDuration)
-					runner.expiresAt = time.Now().Add(runner.sessionDuration)
 				}
 			}
-			slog.Debug("after processing request finished event", "modelPath", runner.modelPath, "refCount", runner.refCount)
+			slog.Debug("after processing request finished event", "model", runner.model, "refCount", runner.refCount)
 			runner.refMu.Unlock()
 		case runner := <-s.expiredCh:
-			slog.Debug("runner expired event received", "modelPath", runner.modelPath)
+			slog.Debug("runner expired event received", "model", runner.model)
 			runner.refMu.Lock()
 			if runner.refCount > 0 {
 				// Shouldn't happen, but safeguard to ensure no leaked runners
-				slog.Debug("expired event with positive ref count, retrying", "modelPath", runner.modelPath, "refCount", runner.refCount)
+				slog.Debug("expired event with positive ref count, retrying", "model", runner.model, "refCount", runner.refCount)
 				go func(runner *runnerRef) {
 					// We can't unload yet, but want to as soon as the current request completes
 					// So queue up another expired event
@@ -271,16 +264,16 @@ func (s *Scheduler) processCompleted(ctx context.Context) {
 			}
 
 			s.loadedMu.Lock()
-			slog.Debug("got lock to unload", "modelPath", runner.modelPath)
+			slog.Debug("got lock to unload", "model", runner.model)
 			finished := runner.waitForVRAMRecovery()
 			runner.unload()
-			delete(s.loaded, runner.modelPath)
+			delete(s.loaded, runner.model)
 			s.loadedMu.Unlock()
-			slog.Debug("runner released", "modelPath", runner.modelPath)
+			slog.Debug("runner released", "model", runner.model)
 			runner.refMu.Unlock()
 
 			<-finished
-			slog.Debug("sending an unloaded event", "modelPath", runner.modelPath)
+			slog.Debug("sending an unloaded event", "model", runner.model)
 			s.unloadedCh <- struct{}{}
 		}
 	}
@@ -319,20 +312,18 @@ func (s *Scheduler) load(req *LlmRequest, ggml *llm.GGML, gpus gpu.GpuInfoList)
 		req.errCh <- err
 		return
 	}
-	runner := &runnerRef{
-		model:           req.model,
-		modelPath:       req.model.ModelPath,
-		llama:           llama,
-		Options:         &req.opts,
-		sessionDuration: req.sessionDuration,
-		gpus:            gpus,
-		estimatedVRAM:   llama.EstimatedVRAM(),
-		estimatedTotal:  llama.EstimatedTotal(),
-		loading:         true,
-		refCount:        1,
-	}
+	runner := &runnerRef{}
+	runner.model = req.model.ModelPath
+	runner.adapters = req.model.AdapterPaths
+	runner.projectors = req.model.ProjectorPaths
+	runner.llama = llama
+	runner.Options = &req.opts
+	runner.sessionDuration = req.sessionDuration
+	runner.gpus = gpus
+	runner.estimatedVRAM = llama.EstimatedVRAM()
+	runner.loading = true
+	runner.refCount = 1
 	runner.refMu.Lock()
-
 	s.loadedMu.Lock()
 	s.loaded[req.model.ModelPath] = runner
 	slog.Info("loaded runners", "count", len(s.loaded))
@@ -344,7 +335,7 @@ func (s *Scheduler) load(req *LlmRequest, ggml *llm.GGML, gpus gpu.GpuInfoList)
 			slog.Error("error loading llama server", "error", err)
 			runner.refCount--
 			req.errCh <- err
-			slog.Debug("triggering expiration for failed load", "model", runner.modelPath)
+			slog.Debug("triggering expiration for failed load", "model", runner.model)
 			s.expiredCh <- runner
 			return
 		}
@@ -413,18 +404,17 @@ type runnerRef struct {
 	refCount uint // prevent unloading if > 0
 	// unloading bool      // set to true when we are trying to unload the runner
 
-	llama          llm.LlamaServer
-	loading        bool            // True only during initial load, then false forever
-	gpus           gpu.GpuInfoList // Recorded at time of provisioning
-	estimatedVRAM  uint64
-	estimatedTotal uint64
+	llama         llm.LlamaServer
+	loading       bool            // True only during initial load, then false forever
+	gpus          gpu.GpuInfoList // Recorded at time of provisioning
+	estimatedVRAM uint64
 
 	sessionDuration time.Duration
 	expireTimer     *time.Timer
-	expiresAt       time.Time
 
-	model     *Model
-	modelPath string
+	model      string
+	adapters   []string
+	projectors []string
 	*api.Options
 }
 
@@ -437,8 +427,9 @@ func (runner *runnerRef) unload() {
 	if runner.llama != nil {
 		runner.llama.Close()
 	}
-	runner.model = nil
 	runner.llama = nil
+	runner.adapters = nil
+	runner.projectors = nil
 	runner.Options = nil
 	runner.gpus = nil
 }
@@ -467,8 +458,8 @@ func (runner *runnerRef) needsReload(ctx context.Context, req *LlmRequest) bool
 
 	ctx, cancel := context.WithTimeout(ctx, timeout)
 	defer cancel()
-	if !reflect.DeepEqual(runner.model.AdapterPaths, req.model.AdapterPaths) || // have the adapters changed?
-		!reflect.DeepEqual(runner.model.ProjectorPaths, req.model.ProjectorPaths) || // have the projectors changed?
+	if !reflect.DeepEqual(runner.adapters, req.model.AdapterPaths) || // have the adapters changed?
+		!reflect.DeepEqual(runner.projectors, req.model.ProjectorPaths) || // have the projectors changed?
 		!reflect.DeepEqual(optsExisting, optsNew) || // have the runner options changed?
 		runner.llama.Ping(ctx) != nil {
 		return true
@@ -488,8 +479,8 @@ func (runner *runnerRef) needsReload(ctx context.Context, req *LlmRequest) bool
 func (runner *runnerRef) waitForVRAMRecovery() chan interface{} {
 	finished := make(chan interface{}, 1)
 
-	// CPU or Metal don't need checking, so no waiting required, windows can page VRAM, and the APIs we query tend to be optimistic on free space
-	if (len(runner.gpus) == 1 && (runner.gpus[0].Library == "cpu" || runner.gpus[0].Library == "metal")) || runtime.GOOS == "windows" {
+	// CPU or Metal don't need checking, so no waiting required
+	if len(runner.gpus) == 1 && (runner.gpus[0].Library == "cpu" || runner.gpus[0].Library == "metal") {
 		finished <- struct{}{}
 		return finished
 	}
@@ -572,9 +563,9 @@ func pickBestFitGPUs(req *LlmRequest, ggml *llm.GGML, gpus gpu.GpuInfoList) gpu.
 		// - try subsets of GPUs instead of just falling back to 1 or all in a family
 
 		// Now try all the GPUs
-		if ok, estimatedVRAM = llm.PredictServerFit(sgl, ggml, req.model.AdapterPaths, req.model.ProjectorPaths, req.opts); ok {
-			slog.Debug("new model will fit in available VRAM, loading", "model", req.model.ModelPath, "library", sgl[0].Library, "required", format.HumanBytes2(estimatedVRAM))
-			return sgl
+		if ok, estimatedVRAM = llm.PredictServerFit(gl, ggml, req.model.AdapterPaths, req.model.ProjectorPaths, req.opts); ok {
+			slog.Debug("new model will fit in available VRAM, loading", "model", req.model.ModelPath, "library", gl[0].Library, "required", format.HumanBytes2(estimatedVRAM))
+			return gl
 		}
 	}
 	return nil

server/sched_test.go

@@ -164,8 +164,7 @@ func TestRequests(t *testing.T) {
 
 	// simple reload of same model
 	scenario2a := newScenario(t, ctx, "ollama-model-1", 20)
-	tmpModel := *scenario1a.req.model
-	scenario2a.req.model = &tmpModel
+	scenario2a.req.model = scenario1a.req.model
 	scenario2a.ggml = scenario1a.ggml
 
 	// Multiple loaded models
@@ -497,9 +496,10 @@ func TestNeedsReload(t *testing.T) {
 	llm := &mockLlm{}
 	do := api.DefaultOptions()
 	runner := &runnerRef{
-		model:   &Model{AdapterPaths: []string{"adapter1"}, ProjectorPaths: []string{"projector1"}},
-		Options: &do,
-		llama:   llm,
+		adapters:   []string{"adapter1"},
+		projectors: []string{"projector1"},
+		Options:    &do,
+		llama:      llm,
 	}
 	req := &LlmRequest{
 		model: &Model{
@@ -510,10 +510,10 @@ func TestNeedsReload(t *testing.T) {
 	}
 	resp := runner.needsReload(ctx, req)
 	require.True(t, resp)
-	req.model.AdapterPaths = runner.model.AdapterPaths
+	req.model.AdapterPaths = runner.adapters
 	resp = runner.needsReload(ctx, req)
 	require.True(t, resp)
-	req.model.ProjectorPaths = runner.model.ProjectorPaths
+	req.model.ProjectorPaths = runner.projectors
 	runner.loading = true
 	req.opts.NumBatch = 1234
 	resp = runner.needsReload(ctx, req)
@@ -558,11 +558,11 @@ func TestUnloadAllRunners(t *testing.T) {
 func TestUnload(t *testing.T) {
 	llm1 := &mockLlm{}
 	r1 := &runnerRef{llama: llm1}
-	r2 := &runnerRef{model: &Model{AdapterPaths: []string{"A"}}}
+	r2 := &runnerRef{adapters: []string{"A"}}
 	r1.unload()
 	require.True(t, llm1.closeCalled)
 	r2.unload()
-	require.Nil(t, r2.model)
+	require.Nil(t, r2.adapters)
 }
 
 type mockLlm struct {
@@ -578,7 +578,6 @@ type mockLlm struct {
 	closeResp         error
 	closeCalled       bool
 	estimatedVRAM     uint64
-	estimatedTotal    uint64
 }
 
 func (s *mockLlm) Ping(ctx context.Context) error             { return s.pingResp }
@@ -599,5 +598,4 @@ func (s *mockLlm) Close() error {
 	s.closeCalled = true
 	return s.closeResp
 }
-func (s *mockLlm) EstimatedVRAM() uint64  { return s.estimatedVRAM }
-func (s *mockLlm) EstimatedTotal() uint64 { return s.estimatedTotal }
+func (s *mockLlm) EstimatedVRAM() uint64 { return s.estimatedVRAM }

types/errtypes/errtypes.go

@@ -7,7 +7,6 @@ import (
 )
 
 const UnknownOllamaKeyErrMsg = "unknown ollama key"
-const InvalidModelNameErrMsg = "invalid model name"
 
 // TODO: This should have a structured response from the API
 type UnknownOllamaKey struct {

types/model/name.go

@@ -291,9 +291,11 @@ func (n Name) Filepath() string {
 		panic("illegal attempt to get filepath of invalid name")
 	}
 	return filepath.Join(
-		n.Host,
-		n.Namespace,
-		n.Model,
+		strings.ToLower(filepath.Join(
+			n.Host,
+			n.Namespace,
+			n.Model,
+		)),
 		n.Tag,
 	)
 }

types/model/name_test.go

@@ -276,9 +276,9 @@ func TestFilepathAllocs(t *testing.T) {
 	allocs := testing.AllocsPerRun(1000, func() {
 		n.Filepath()
 	})
-	var allowedAllocs float64 = 1
+	var allowedAllocs float64 = 3
 	if runtime.GOOS == "windows" {
-		allowedAllocs = 3
+		allowedAllocs = 5
 	}
 	if allocs > allowedAllocs {
 		t.Errorf("allocs = %v; allowed %v", allocs, allowedAllocs)