use vanity imports

add stablelm graph calculation

.github/ISSUE_TEMPLATE/10_bug_report.yml

@@ -0,0 +1,60 @@
+name: Bug report
+labels: [bug]
+description: Something isn't working right.
+body:
+  - type: textarea
+    id: description
+    attributes:
+      label: What is the issue?
+      description: What happened? What did you expect to happen?
+    validations:
+      required: true
+  - type: dropdown
+    id: os
+    attributes:
+      label: OS
+      description: Which operating system are you using?
+      multiple: true
+      options:
+        - Linux
+        - macOS
+        - Windows
+        - Docker
+        - WSL2
+    validations:
+      required: false
+  - type: dropdown
+    id: gpu
+    attributes:
+      label: GPU
+      description: Which GPU are you using?
+      multiple: true
+      options:
+        - Nvidia
+        - AMD
+        - Intel
+        - Apple
+        - Other
+    validations:
+      required: false
+  - type: dropdown
+    id: cpu
+    attributes:
+      label: CPU
+      description: Which CPU are you using?
+      multiple: true
+      options:
+        - Intel
+        - AMD
+        - Apple
+        - Other
+    validations:
+      required: false
+  - type: input
+    id: version
+    attributes:
+      label: Ollama version
+      description: What version of Ollama are you using? (`ollama --version`)
+      placeholder: e.g., 0.1.32
+    validations:
+      required: false

.github/ISSUE_TEMPLATE/10_model_request.yml

@@ -1,18 +0,0 @@
-name: Model request
-description: Request a new model for the library
-labels: [mr]
-body:
-  - type: markdown
-    attributes:
-      value: |
-        Please check if your Model request is [already available](https://ollama.com/search) or that you cannot [import it](https://github.com/ollama/ollama/blob/main/docs/import.md#import-a-model) yourself.
-        Tell us about which Model you'd like to see in the library!
-  - type: textarea
-    id: problem
-    attributes:
-      label: What model would you like?
-      description: Please provide a link to the model.
-  - type: markdown
-    attributes:
-      value: |
-        Thanks for filing a model request!

.github/ISSUE_TEMPLATE/20_feature_request.md

@@ -0,0 +1,6 @@
+---
+name: Feature request
+about: Request a new feature
+labels: feature request
+---
+

.github/ISSUE_TEMPLATE/20_feature_request.yml

@@ -1,41 +0,0 @@
-name: Feature request
-description: Propose a new feature
-labels: [needs-triage, fr]
-body:
-  - type: markdown
-    attributes:
-      value: |
-        Please check if your feature request is [already filed](https://github.com/ollama/ollama/issues).
-        Tell us about your idea!
-  - type: textarea
-    id: problem
-    attributes:
-      label: What are you trying to do?
-      description: Tell us about the problem you're trying to solve.
-    validations:
-      required: false
-  - type: textarea
-    id: solution
-    attributes:
-      label: How should we solve this?
-      description: If you have an idea of how you'd like to see this feature work, let us know.
-    validations:
-      required: false
-  - type: textarea
-    id: alternative
-    attributes:
-      label: What is the impact of not solving this?
-      description: (How) Are you currently working around the issue?
-    validations:
-      required: false
-  - type: textarea
-    id: context
-    attributes:
-      label: Anything else?
-      description: Any additional context to share, e.g., links
-    validations:
-      required: false
-  - type: markdown
-    attributes:
-      value: |
-        Thanks for filing a feature request!

.github/ISSUE_TEMPLATE/30_model_request.md

@@ -0,0 +1,5 @@
+---
+name: Model request
+about: Request support for a new model to be added to Ollama
+labels: model request
+---

.github/ISSUE_TEMPLATE/90_bug_report.yml

@@ -1,125 +0,0 @@
-name: Bug report
-description: File a bug report. If you need help, please join our Discord server.
-labels: [needs-triage, bug]
-body:
-  - type: markdown
-    attributes:
-      value: |
-        Please check if your bug is [already filed](https://github.com/ollama/ollama/issues) before filing a new one.
-  - type: textarea
-    id: what-happened
-    attributes:
-      label: What is the issue?
-      description: What happened? What did you expect to happen?
-    validations:
-      required: true
-  - type: textarea
-    id: what-was-expected
-    attributes:
-      label: What did you expect to see?
-      description: What did you expect to see/happen instead?
-    validations:
-      required: false
-  - type: textarea
-    id: steps
-    attributes:
-      label: Steps to reproduce
-      description: What are the steps you took that hit this issue?
-    validations:
-      required: false
-  - type: textarea
-    id: changes
-    attributes:
-      label: Are there any recent changes that introduced the issue?
-      description: If so, what are those changes?
-    validations:
-      required: false
-  - type: dropdown
-    id: os
-    attributes:
-      label: OS
-      description: What OS are you using? You may select more than one.
-      multiple: true
-      options:
-        - Linux
-        - macOS
-        - Windows
-        - Other
-    validations:
-      required: false
-  - type: dropdown
-    id: architecture
-    attributes:
-      label: Architecture
-      description: What architecture are you using? You may select more than one.
-      multiple: true
-      options:
-        - arm64
-        - amd64
-        - x86
-        - Other
-  - type: dropdown
-    id: platform
-    attributes:
-      label: Platform
-      description: What platform are you using? You may select more than one.
-      multiple: true
-      options:
-        - Docker
-        - WSL
-        - WSL2
-    validations:
-      required: false
-  - type: input
-    id: ollama-version
-    attributes:
-      label: Ollama version
-      description: What Ollama version are you using? (`ollama --version`)
-      placeholder: e.g., 1.14.4
-    validations:
-      required: false
-  - type: dropdown
-    id: gpu
-    attributes:
-      label: GPU
-      description: What GPU, if any, are you using? You may select more than one.
-      multiple: true
-      options:
-        - Nvidia
-        - AMD
-        - Intel
-        - Apple
-        - Other
-    validations:
-      required: false
-  - type: textarea
-    id: gpu-info
-    attributes:
-      label: GPU info
-      description: What GPU info do you have? (`nvidia-smi`, `rocminfo`, `system_profiler SPDisplaysDataType`, etc.)
-    validations:
-      required: false
-  - type: dropdown
-    id: cpu
-    attributes:
-      label: CPU
-      description: What CPU are you using? You may select more than one.
-      multiple: true
-      options:
-        - Intel
-        - AMD
-        - Apple
-        - Other
-    validations:
-      required: false
-  - type: textarea
-    id: other-software
-    attributes:
-      label: Other software
-      description: What other software are you using that might be related to this issue?
-    validations:
-      required: false
-  - type: markdown
-    attributes:
-      value: |
-        Thanks for filing a bug report!

.github/workflows/release.yaml

@@ -30,7 +30,7 @@ jobs:
           security set-key-partition-list -S apple-tool:,apple:,codesign: -s -k password build.keychain
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - name: Build Darwin
         env:
@@ -86,7 +86,7 @@ jobs:
           write-host "plugin installed"
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - run: go get ./...
       - run: |
@@ -139,7 +139,7 @@ jobs:
           write-host "plugin installed"
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - name: 'Install ROCm'
         run: |
@@ -214,7 +214,7 @@ jobs:
           write-host "plugin installed"
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - name: 'Install CUDA'
         run: |
@@ -300,7 +300,7 @@ jobs:
           write-host "plugin installed"
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - run: go get
       - uses: actions/download-artifact@v4

.github/workflows/test.yaml

@@ -5,7 +5,6 @@ on:
     paths:
       - '**/*'
       - '!docs/**'
-      - '!examples/**'
       - '!README.md'
 
 jobs:
@@ -51,7 +50,7 @@ jobs:
       - uses: actions/checkout@v4
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - run: go get ./...
       - run: |
@@ -93,7 +92,7 @@ jobs:
       - uses: actions/checkout@v4
       - uses: actions/setup-go@v4
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - run: go get ./...
       - run: |
@@ -124,7 +123,7 @@ jobs:
       - uses: actions/checkout@v4
       - uses: actions/setup-go@v4
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - run: go get ./...
       - run: |
@@ -146,7 +145,7 @@ jobs:
       - uses: actions/checkout@v4
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - name: 'Install ROCm'
         run: |
@@ -183,7 +182,7 @@ jobs:
       - uses: actions/checkout@v4
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - name: 'Install CUDA'
         run: |
@@ -238,7 +237,7 @@ jobs:
           submodules: recursive
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: false
       - run: |
           case ${{ matrix.arch }} in
@@ -283,7 +282,7 @@ jobs:
           submodules: recursive
       - uses: actions/setup-go@v5
         with:
-          go-version: '1.22'
+          go-version-file: go.mod
           cache: true
       - run: go get
       - run: |

Dockerfile

@@ -42,7 +42,7 @@ ARG CGO_CFLAGS
 ARG AMDGPU_TARGETS
 RUN OLLAMA_SKIP_CPU_GENERATE=1 sh gen_linux.sh
 RUN mkdir /tmp/scratch && \
-    for dep in $(cat /go/src/github.com/ollama/ollama/llm/llama.cpp/build/linux/x86_64/rocm*/lib/deps.txt) ; do \
+    for dep in $(zcat /go/src/github.com/ollama/ollama/llm/build/linux/x86_64/rocm*/bin/deps.txt.gz) ; do \
         cp ${dep} /tmp/scratch/ || exit 1 ; \
     done && \
     (cd /opt/rocm/lib && tar cf - rocblas/library) | (cd /tmp/scratch/ && tar xf - ) && \

README.md

@@ -60,10 +60,10 @@ Here are some example models that can be downloaded:
 | Llama 2 13B        | 13B        | 7.3GB | `ollama run llama2:13b`        |
 | Llama 2 70B        | 70B        | 39GB  | `ollama run llama2:70b`        |
 | Orca Mini          | 3B         | 1.9GB | `ollama run orca-mini`         |
-| Vicuna             | 7B         | 3.8GB | `ollama run vicuna`            |
 | LLaVA              | 7B         | 4.5GB | `ollama run llava`             |
 | Gemma              | 2B         | 1.4GB | `ollama run gemma:2b`          |
 | Gemma              | 7B         | 4.8GB | `ollama run gemma:7b`          |
+| Solar              | 10.7B      | 6.1GB | `ollama run solar`             |
 
 > Note: You should have at least 8 GB of RAM available to run the 7B models, 16 GB to run the 13B models, and 32 GB to run the 33B models.
 
@@ -316,7 +316,7 @@ See the [API documentation](./docs/api.md) for all endpoints.
 
 ### Database
 
-- [MindsDB](https://github.com/mindsdb/mindsdb/blob/staging/mindsdb/integrations/handlers/ollama_handler/README.md)
+- [MindsDB](https://github.com/mindsdb/mindsdb/blob/staging/mindsdb/integrations/handlers/ollama_handler/README.md) (Connects Ollama models with nearly 200 data platforms and apps)
 - [chromem-go](https://github.com/philippgille/chromem-go/blob/v0.5.0/embed_ollama.go) with [example](https://github.com/philippgille/chromem-go/tree/v0.5.0/examples/rag-wikipedia-ollama)
 
 ### Package managers
@@ -377,3 +377,6 @@ See the [API documentation](./docs/api.md) for all endpoints.
 - [Page Assist](https://github.com/n4ze3m/page-assist) (Chrome Extension)
 - [AI Telegram Bot](https://github.com/tusharhero/aitelegrambot) (Telegram bot using Ollama in backend)
 - [AI ST Completion](https://github.com/yaroslavyaroslav/OpenAI-sublime-text) (Sublime Text 4 AI assistant plugin with Ollama support)
+
+### Supported backends 
+- [llama.cpp](https://github.com/ggerganov/llama.cpp) project founded by Georgi Gerganov. 

api/client.go

@@ -1,3 +1,9 @@
+// Package api implements the client-side API for code wishing to interact
+// with the ollama service. The methods of the [Client] type correspond to
+// the ollama REST API as described in https://github.com/ollama/ollama/blob/main/docs/api.md
+//
+// The ollama command-line client itself uses this package to interact with
+// the backend service.
 package api
 
 import (
@@ -5,7 +11,6 @@ import (
 	"bytes"
 	"context"
 	"encoding/json"
-	"errors"
 	"fmt"
 	"io"
 	"net"
@@ -15,10 +20,12 @@ import (
 	"runtime"
 	"strings"
 
-	"github.com/ollama/ollama/format"
-	"github.com/ollama/ollama/version"
+	"ollama.com/format"
+	"ollama.com/version"
 )
 
+// Client encapsulates client state for interacting with the ollama
+// service. Use [ClientFromEnvironment] to create new Clients.
 type Client struct {
 	base *url.URL
 	http *http.Client
@@ -40,6 +47,15 @@ func checkError(resp *http.Response, body []byte) error {
 	return apiError
 }
 
+// ClientFromEnvironment creates a new [Client] using configuration from the
+// environment variable OLLAMA_HOST, which points to the network host and
+// port on which the ollama service is listenting. The format of this variable
+// is:
+//
+//	<scheme>://<host>:<port>
+//
+// If the variable is not specified, a default ollama host and port will be
+// used.
 func ClientFromEnvironment() (*Client, error) {
 	defaultPort := "11434"
 
@@ -191,8 +207,14 @@ func (c *Client) stream(ctx context.Context, method, path string, data any, fn f
 	return nil
 }
 
+// GenerateResponseFunc is a function that [Client.Generate] invokes every time
+// a response is received from the service. If this function returns an error,
+// [Client.Generate] will stop generating and return this error.
 type GenerateResponseFunc func(GenerateResponse) error
 
+// Generate generates a response for a given prompt. The req parameter should
+// be populated with prompt details. fn is called for each response (there may
+// be multiple responses, e.g. in case streaming is enabled).
 func (c *Client) Generate(ctx context.Context, req *GenerateRequest, fn GenerateResponseFunc) error {
 	return c.stream(ctx, http.MethodPost, "/api/generate", req, func(bts []byte) error {
 		var resp GenerateResponse
@@ -204,8 +226,15 @@ func (c *Client) Generate(ctx context.Context, req *GenerateRequest, fn Generate
 	})
 }
 
+// ChatResponseFunc is a function that [Client.Chat] invokes every time
+// a response is received from the service. If this function returns an error,
+// [Client.Chat] will stop generating and return this error.
 type ChatResponseFunc func(ChatResponse) error
 
+// Chat generates the next message in a chat. [ChatRequest] may contain a
+// sequence of messages which can be used to maintain chat history with a model.
+// fn is called for each response (there may be multiple responses, e.g. if case
+// streaming is enabled).
 func (c *Client) Chat(ctx context.Context, req *ChatRequest, fn ChatResponseFunc) error {
 	return c.stream(ctx, http.MethodPost, "/api/chat", req, func(bts []byte) error {
 		var resp ChatResponse
@@ -217,8 +246,14 @@ func (c *Client) Chat(ctx context.Context, req *ChatRequest, fn ChatResponseFunc
 	})
 }
 
+// PullProgressFunc is a function that [Client.Pull] invokes every time there
+// is progress with a "pull" request sent to the service. If this function
+// returns an error, [Client.Pull] will stop the process and return this error.
 type PullProgressFunc func(ProgressResponse) error
 
+// Pull downloads a model from the ollama library. fn is called each time
+// progress is made on the request and can be used to display a progress bar,
+// etc.
 func (c *Client) Pull(ctx context.Context, req *PullRequest, fn PullProgressFunc) error {
 	return c.stream(ctx, http.MethodPost, "/api/pull", req, func(bts []byte) error {
 		var resp ProgressResponse
@@ -301,18 +336,7 @@ func (c *Client) Embeddings(ctx context.Context, req *EmbeddingRequest) (*Embedd
 }
 
 func (c *Client) CreateBlob(ctx context.Context, digest string, r io.Reader) error {
-	if err := c.do(ctx, http.MethodHead, fmt.Sprintf("/api/blobs/%s", digest), nil, nil); err != nil {
-		var statusError StatusError
-		if !errors.As(err, &statusError) || statusError.StatusCode != http.StatusNotFound {
-			return err
-		}
-
-		if err := c.do(ctx, http.MethodPost, fmt.Sprintf("/api/blobs/%s", digest), r, nil); err != nil {
-			return err
-		}
-	}
-
-	return nil
+	return c.do(ctx, http.MethodPost, fmt.Sprintf("/api/blobs/%s", digest), r, nil)
 }
 
 func (c *Client) Version(ctx context.Context) (string, error) {

api/types.go

@@ -33,18 +33,46 @@ func (e StatusError) Error() string {
 
 type ImageData []byte
 
+// GenerateRequest describes a request sent by [Client.Generate]. While you
+// have to specify the Model and Prompt fields, all the other fields have
+// reasonable defaults for basic uses.
 type GenerateRequest struct {
-	Model     string      `json:"model"`
-	Prompt    string      `json:"prompt"`
-	System    string      `json:"system"`
-	Template  string      `json:"template"`
-	Context   []int       `json:"context,omitempty"`
-	Stream    *bool       `json:"stream,omitempty"`
-	Raw       bool        `json:"raw,omitempty"`
-	Format    string      `json:"format"`
-	KeepAlive *Duration   `json:"keep_alive,omitempty"`
-	Images    []ImageData `json:"images,omitempty"`
+	// Model is the model name; it should be a name familiar to Ollama from
+	// the library at https://ollama.com/library
+	Model string `json:"model"`
 
+	// Prompt is the textual prompt to send to the model.
+	Prompt string `json:"prompt"`
+
+	// System overrides the model's default system message/prompt.
+	System string `json:"system"`
+
+	// Template overrides the model's default prompt template.
+	Template string `json:"template"`
+
+	// Context is the context parameter returned from a previous call to
+	// Generate call. It can be used to keep a short conversational memory.
+	Context []int `json:"context,omitempty"`
+
+	// Stream specifies whether the response is streaming; it is true by default.
+	Stream *bool `json:"stream,omitempty"`
+
+	// Raw set to true means that no formatting will be applied to the prompt.
+	Raw bool `json:"raw,omitempty"`
+
+	// Format specifies the format to return a response in.
+	Format string `json:"format"`
+
+	// KeepAlive controls how long the model will stay loaded in memory following
+	// this request.
+	KeepAlive *Duration `json:"keep_alive,omitempty"`
+
+	// Images is an optional list of base64-encoded images accompanying this
+	// request, for multimodal models.
+	Images []ImageData `json:"images,omitempty"`
+
+	// Options lists model-specific options. For example, temperature can be
+	// set through this field, if the model supports it.
 	Options map[string]interface{} `json:"options"`
 }
 
@@ -109,19 +137,24 @@ type Options struct {
 
 // Runner options which must be set when the model is loaded into memory
 type Runner struct {
-	UseNUMA            bool    `json:"numa,omitempty"`
-	NumCtx             int     `json:"num_ctx,omitempty"`
-	NumBatch           int     `json:"num_batch,omitempty"`
-	NumGQA             int     `json:"num_gqa,omitempty"`
-	NumGPU             int     `json:"num_gpu,omitempty"`
-	MainGPU            int     `json:"main_gpu,omitempty"`
-	LowVRAM            bool    `json:"low_vram,omitempty"`
-	F16KV              bool    `json:"f16_kv,omitempty"`
-	LogitsAll          bool    `json:"logits_all,omitempty"`
-	VocabOnly          bool    `json:"vocab_only,omitempty"`
-	UseMMap            bool    `json:"use_mmap,omitempty"`
-	UseMLock           bool    `json:"use_mlock,omitempty"`
-	NumThread          int     `json:"num_thread,omitempty"`
+	UseNUMA   bool `json:"numa,omitempty"`
+	NumCtx    int  `json:"num_ctx,omitempty"`
+	NumBatch  int  `json:"num_batch,omitempty"`
+	NumGQA    int  `json:"num_gqa,omitempty"`
+	NumGPU    int  `json:"num_gpu,omitempty"`
+	MainGPU   int  `json:"main_gpu,omitempty"`
+	LowVRAM   bool `json:"low_vram,omitempty"`
+	F16KV     bool `json:"f16_kv,omitempty"`
+	LogitsAll bool `json:"logits_all,omitempty"`
+	VocabOnly bool `json:"vocab_only,omitempty"`
+	UseMMap   bool `json:"use_mmap,omitempty"`
+	UseMLock  bool `json:"use_mlock,omitempty"`
+	NumThread int  `json:"num_thread,omitempty"`
+
+	// Unused: RopeFrequencyBase is ignored. Instead the value in the model will be used
+	RopeFrequencyBase float32 `json:"rope_frequency_base,omitempty"`
+	// Unused: RopeFrequencyScale is ignored. Instead the value in the model will be used
+	RopeFrequencyScale float32 `json:"rope_frequency_scale,omitempty"`
 }
 
 type EmbeddingRequest struct {
@@ -137,10 +170,11 @@ type EmbeddingResponse struct {
 }
 
 type CreateRequest struct {
-	Model     string `json:"model"`
-	Path      string `json:"path"`
-	Modelfile string `json:"modelfile"`
-	Stream    *bool  `json:"stream,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"`
@@ -380,16 +414,16 @@ func DefaultOptions() Options {
 
 		Runner: Runner{
 			// options set when the model is loaded
-			NumCtx:             2048,
-			NumBatch:           512,
-			NumGPU:             -1, // -1 here indicates that NumGPU should be set dynamically
-			NumGQA:             1,
-			NumThread:          0, // let the runtime decide
-			LowVRAM:            false,
-			F16KV:              true,
-			UseMLock:           false,
-			UseMMap:            true,
-			UseNUMA:            false,
+			NumCtx:    2048,
+			NumBatch:  512,
+			NumGPU:    -1, // -1 here indicates that NumGPU should be set dynamically
+			NumGQA:    1,
+			NumThread: 0, // let the runtime decide
+			LowVRAM:   false,
+			F16KV:     true,
+			UseMLock:  false,
+			UseMMap:   true,
+			UseNUMA:   false,
 		},
 	}
 }

app/lifecycle/lifecycle.go

@@ -9,8 +9,8 @@ import (
 	"os/signal"
 	"syscall"
 
-	"github.com/ollama/ollama/app/store"
-	"github.com/ollama/ollama/app/tray"
+	"ollama.com/app/store"
+	"ollama.com/app/tray"
 )
 
 func Run() {

app/lifecycle/server.go

@@ -9,10 +9,9 @@ import (
 	"os"
 	"os/exec"
 	"path/filepath"
-	"syscall"
 	"time"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 func getCLIFullPath(command string) string {
@@ -87,19 +86,29 @@ func SpawnServer(ctx context.Context, command string) (chan int, error) {
 	// Re-wire context done behavior to attempt a graceful shutdown of the server
 	cmd.Cancel = func() error {
 		if cmd.Process != nil {
-			cmd.Process.Signal(os.Interrupt) //nolint:errcheck
+			err := terminate(cmd)
+			if err != nil {
+				slog.Warn("error trying to gracefully terminate server", "err", err)
+				return cmd.Process.Kill()
+			}
+
 			tick := time.NewTicker(10 * time.Millisecond)
 			defer tick.Stop()
+
 			for {
 				select {
 				case <-tick.C:
-					// OS agnostic "is it still running"
-					if proc, err := os.FindProcess(int(cmd.Process.Pid)); err != nil || errors.Is(proc.Signal(syscall.Signal(0)), os.ErrProcessDone) {
-						return nil //nolint:nilerr
+					exited, err := isProcessExited(cmd.Process.Pid)
+					if err != nil {
+						return err
+					}
+
+					if exited {
+						return nil
 					}
 				case <-time.After(5 * time.Second):
 					slog.Warn("graceful server shutdown timeout, killing", "pid", cmd.Process.Pid)
-					cmd.Process.Kill() //nolint:errcheck
+					return cmd.Process.Kill()
 				}
 			}
 		}

app/lifecycle/server_unix.go

@@ -4,9 +4,35 @@ package lifecycle
 
 import (
 	"context"
+	"errors"
+	"fmt"
+	"os"
 	"os/exec"
+	"syscall"
 )
 
 func getCmd(ctx context.Context, cmd string) *exec.Cmd {
 	return exec.CommandContext(ctx, cmd, "serve")
 }
+
+func terminate(cmd *exec.Cmd) error {
+	return cmd.Process.Signal(os.Interrupt)
+}
+
+func isProcessExited(pid int) (bool, error) {
+	proc, err := os.FindProcess(pid)
+	if err != nil {
+		return false, fmt.Errorf("failed to find process: %v", err)
+	}
+
+	err = proc.Signal(syscall.Signal(0))
+	if err != nil {
+		if errors.Is(err, os.ErrProcessDone) || errors.Is(err, syscall.ESRCH) {
+			return true, nil
+		}
+
+		return false, fmt.Errorf("error signaling process: %v", err)
+	}
+
+	return false, nil
+}

app/lifecycle/server_windows.go

@@ -2,12 +2,88 @@ package lifecycle
 
 import (
 	"context"
+	"fmt"
 	"os/exec"
 	"syscall"
+
+	"golang.org/x/sys/windows"
 )
 
 func getCmd(ctx context.Context, exePath string) *exec.Cmd {
 	cmd := exec.CommandContext(ctx, exePath, "serve")
-	cmd.SysProcAttr = &syscall.SysProcAttr{HideWindow: true, CreationFlags: 0x08000000}
+	cmd.SysProcAttr = &syscall.SysProcAttr{
+		HideWindow:    true,
+		CreationFlags: windows.CREATE_NEW_PROCESS_GROUP,
+	}
+
 	return cmd
 }
+
+func terminate(cmd *exec.Cmd) error {
+	dll, err := windows.LoadDLL("kernel32.dll")
+	if err != nil {
+		return err
+	}
+	defer dll.Release() // nolint: errcheck
+
+	pid := cmd.Process.Pid
+
+	f, err := dll.FindProc("AttachConsole")
+	if err != nil {
+		return err
+	}
+
+	r1, _, err := f.Call(uintptr(pid))
+	if r1 == 0 && err != syscall.ERROR_ACCESS_DENIED {
+		return err
+	}
+
+	f, err = dll.FindProc("SetConsoleCtrlHandler")
+	if err != nil {
+		return err
+	}
+
+	r1, _, err = f.Call(0, 1)
+	if r1 == 0 {
+		return err
+	}
+
+	f, err = dll.FindProc("GenerateConsoleCtrlEvent")
+	if err != nil {
+		return err
+	}
+
+	r1, _, err = f.Call(windows.CTRL_BREAK_EVENT, uintptr(pid))
+	if r1 == 0 {
+		return err
+	}
+
+	r1, _, err = f.Call(windows.CTRL_C_EVENT, uintptr(pid))
+	if r1 == 0 {
+		return err
+	}
+
+	return nil
+}
+
+const STILL_ACTIVE = 259
+
+func isProcessExited(pid int) (bool, error) {
+	hProcess, err := windows.OpenProcess(windows.PROCESS_QUERY_INFORMATION, false, uint32(pid))
+	if err != nil {
+		return false, fmt.Errorf("failed to open process: %v", err)
+	}
+	defer windows.CloseHandle(hProcess) // nolint: errcheck
+
+	var exitCode uint32
+	err = windows.GetExitCodeProcess(hProcess, &exitCode)
+	if err != nil {
+		return false, fmt.Errorf("failed to get exit code: %v", err)
+	}
+
+	if exitCode == STILL_ACTIVE {
+		return false, nil
+	}
+
+	return true, nil
+}

app/lifecycle/updater.go

@@ -18,8 +18,8 @@ import (
 	"strings"
 	"time"
 
-	"github.com/ollama/ollama/auth"
-	"github.com/ollama/ollama/version"
+	"ollama.com/auth"
+	"ollama.com/version"
 )
 
 var (

app/main.go

@@ -4,7 +4,7 @@ package main
 // go build -ldflags="-H windowsgui" .
 
 import (
-	"github.com/ollama/ollama/app/lifecycle"
+	"ollama.com/app/lifecycle"
 )
 
 func main() {

app/tray/tray.go

@@ -4,8 +4,8 @@ import (
 	"fmt"
 	"runtime"
 
-	"github.com/ollama/ollama/app/assets"
-	"github.com/ollama/ollama/app/tray/commontray"
+	"ollama.com/app/assets"
+	"ollama.com/app/tray/commontray"
 )
 
 func NewTray() (commontray.OllamaTray, error) {
@@ -24,10 +24,5 @@ func NewTray() (commontray.OllamaTray, error) {
 		return nil, fmt.Errorf("failed to load icon %s: %w", iconName, err)
 	}
 
-	tray, err := InitPlatformTray(icon, updateIcon)
-	if err != nil {
-		return nil, err
-	}
-
-	return tray, nil
+	return InitPlatformTray(icon, updateIcon)
 }

app/tray/tray_nonwindows.go

@@ -5,7 +5,7 @@ package tray
 import (
 	"fmt"
 
-	"github.com/ollama/ollama/app/tray/commontray"
+	"ollama.com/app/tray/commontray"
 )
 
 func InitPlatformTray(icon, updateIcon []byte) (commontray.OllamaTray, error) {

app/tray/tray_windows.go

@@ -1,8 +1,8 @@
 package tray
 
 import (
-	"github.com/ollama/ollama/app/tray/commontray"
-	"github.com/ollama/ollama/app/tray/wintray"
+	"ollama.com/app/tray/commontray"
+	"ollama.com/app/tray/wintray"
 )
 
 func InitPlatformTray(icon, updateIcon []byte) (commontray.OllamaTray, error) {

app/tray/wintray/tray.go

@@ -13,8 +13,8 @@ import (
 	"sync"
 	"unsafe"
 
-	"github.com/ollama/ollama/app/tray/commontray"
 	"golang.org/x/sys/windows"
+	"ollama.com/app/tray/commontray"
 )
 
 // Helpful sources: https://github.com/golang/exp/blob/master/shiny/driver/internal/win32

cmd/cmd.go

@@ -30,12 +30,12 @@ import (
 	"golang.org/x/exp/slices"
 	"golang.org/x/term"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/format"
-	"github.com/ollama/ollama/parser"
-	"github.com/ollama/ollama/progress"
-	"github.com/ollama/ollama/server"
-	"github.com/ollama/ollama/version"
+	"ollama.com/api"
+	"ollama.com/format"
+	"ollama.com/parser"
+	"ollama.com/progress"
+	"ollama.com/server"
+	"ollama.com/version"
 )
 
 func CreateHandler(cmd *cobra.Command, args []string) error {
@@ -105,24 +105,48 @@ func CreateHandler(cmd *cobra.Command, args []string) error {
 
 				zf := zip.NewWriter(tf)
 
-				files, err := filepath.Glob(filepath.Join(path, "model-*.safetensors"))
+				files := []string{}
+
+				tfiles, err := filepath.Glob(filepath.Join(path, "pytorch_model-*.bin"))
 				if err != nil {
 					return err
+				} else if len(tfiles) == 0 {
+					tfiles, err = filepath.Glob(filepath.Join(path, "model-*.safetensors"))
+					if err != nil {
+						return err
+					}
 				}
 
+				files = append(files, tfiles...)
+
 				if len(files) == 0 {
-					return fmt.Errorf("no safetensors files were found in '%s'", path)
+					return fmt.Errorf("no models were found in '%s'", path)
 				}
 
-				// add the safetensor config file + tokenizer
+				// add the safetensor/torch config file + tokenizer
 				files = append(files, filepath.Join(path, "config.json"))
+				files = append(files, filepath.Join(path, "params.json"))
 				files = append(files, filepath.Join(path, "added_tokens.json"))
 				files = append(files, filepath.Join(path, "tokenizer.model"))
 
 				for _, fn := range files {
 					f, err := os.Open(fn)
-					if os.IsNotExist(err) && strings.HasSuffix(fn, "added_tokens.json") {
-						continue
+
+					// just skip whatever files aren't there
+					if os.IsNotExist(err) {
+						if strings.HasSuffix(fn, "tokenizer.model") {
+							// try the parent dir before giving up
+							parentDir := filepath.Dir(path)
+							newFn := filepath.Join(parentDir, "tokenizer.model")
+							f, err = os.Open(newFn)
+							if os.IsNotExist(err) {
+								continue
+							} else if err != nil {
+								return err
+							}
+						} else {
+							continue
+						}
 					} else if err != nil {
 						return err
 					}
@@ -194,7 +218,9 @@ func CreateHandler(cmd *cobra.Command, args []string) error {
 		return nil
 	}
 
-	request := api.CreateRequest{Name: args[0], Modelfile: string(modelfile)}
+	quantization, _ := cmd.Flags().GetString("quantization")
+
+	request := api.CreateRequest{Name: args[0], Modelfile: string(modelfile), Quantization: quantization}
 	if err := client.Create(cmd.Context(), &request, fn); err != nil {
 		return err
 	}
@@ -226,14 +252,6 @@ func createBlob(cmd *cobra.Command, client *api.Client, path string) (string, er
 }
 
 func RunHandler(cmd *cobra.Command, args []string) error {
-	if os.Getenv("OLLAMA_MODELS") != "" {
-		return errors.New("OLLAMA_MODELS must only be set for 'ollama serve'")
-	}
-
-	if err := checkServerHeartbeat(cmd, args); err != nil {
-		return err
-	}
-
 	client, err := api.ClientFromEnvironment()
 	if err != nil {
 		return err
@@ -943,6 +961,7 @@ func NewCLI() *cobra.Command {
 	}
 
 	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",
@@ -959,10 +978,11 @@ func NewCLI() *cobra.Command {
 	showCmd.Flags().Bool("system", false, "Show system message of a model")
 
 	runCmd := &cobra.Command{
-		Use:   "run MODEL [PROMPT]",
-		Short: "Run a model",
-		Args:  cobra.MinimumNArgs(1),
-		RunE:  RunHandler,
+		Use:     "run MODEL [PROMPT]",
+		Short:   "Run a model",
+		Args:    cobra.MinimumNArgs(1),
+		PreRunE: checkServerHeartbeat,
+		RunE:    RunHandler,
 	}
 
 	runCmd.Flags().Bool("verbose", false, "Show timings for response")

cmd/interactive.go

@@ -14,9 +14,9 @@ import (
 	"github.com/spf13/cobra"
 	"golang.org/x/exp/slices"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/progress"
-	"github.com/ollama/ollama/readline"
+	"ollama.com/api"
+	"ollama.com/progress"
+	"ollama.com/readline"
 )
 
 type MultilineState int

cmd/interactive_test.go

@@ -7,7 +7,7 @@ import (
 
 	"github.com/stretchr/testify/assert"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 func TestExtractFilenames(t *testing.T) {

cmd/start_darwin.go

@@ -7,7 +7,7 @@ import (
 	"os/exec"
 	"strings"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 func startApp(ctx context.Context, client *api.Client) error {

cmd/start_default.go

@@ -6,7 +6,7 @@ import (
 	"context"
 	"fmt"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 func startApp(ctx context.Context, client *api.Client) error {

cmd/start_windows.go

@@ -10,7 +10,7 @@ import (
 	"strings"
 	"syscall"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 func startApp(ctx context.Context, client *api.Client) error {

convert/convert.go

@@ -1,25 +1,20 @@
 package convert
 
 import (
-	"bytes"
 	"cmp"
 	"encoding/binary"
 	"encoding/json"
 	"fmt"
-	"io"
 	"log/slog"
 	"os"
 	"path/filepath"
-	"regexp"
 	"slices"
+	"strings"
 
-	"github.com/d4l3k/go-bfloat16"
-	"github.com/mitchellh/mapstructure"
-	"github.com/x448/float16"
 	"google.golang.org/protobuf/proto"
 
-	"github.com/ollama/ollama/convert/sentencepiece"
-	"github.com/ollama/ollama/llm"
+	"ollama.com/convert/sentencepiece"
+	"ollama.com/llm"
 )
 
 type Params struct {
@@ -45,157 +40,45 @@ type ByteOrder interface {
 	binary.AppendByteOrder
 }
 
-type MetaData struct {
-	Type    string `mapstructure:"dtype"`
-	Shape   []int  `mapstructure:"shape"`
-	Offsets []int  `mapstructure:"data_offsets"`
-}
-
 type ModelArch interface {
 	GetTensors() error
 	LoadVocab() error
 	WriteGGUF() (string, error)
 }
 
+type ModelFormat interface {
+	GetLayerName(string) (string, error)
+	GetTensors(string, *Params) ([]llm.Tensor, error)
+	GetParams(string) (*Params, error)
+	GetModelArch(string, string, *Params) (ModelArch, error)
+}
+
 type ModelData struct {
 	Path    string
 	Name    string
 	Params  *Params
 	Vocab   *Vocab
 	Tensors []llm.Tensor
+	Format  ModelFormat
 }
 
-func ReadSafeTensors(fn string, offset uint64, params *Params) ([]llm.Tensor, uint64, error) {
-	f, err := os.Open(fn)
-	if err != nil {
-		return nil, 0, err
-	}
-	defer f.Close()
-
-	var jsonSize uint64
-	if err := binary.Read(f, binary.LittleEndian, &jsonSize); err != nil {
-		return nil, 0, err
-	}
-
-	buf := make([]byte, jsonSize)
-	_, err = io.ReadFull(f, buf)
-	if err != nil {
-		return nil, 0, err
-	}
-
-	d := json.NewDecoder(bytes.NewBuffer(buf))
-	d.UseNumber()
-	var parsed map[string]interface{}
-	if err = d.Decode(&parsed); err != nil {
-		return nil, 0, err
-	}
-
-	var keys []string
-	for k := range parsed {
-		keys = append(keys, k)
-	}
-
-	slices.Sort(keys)
-
-	slog.Info("converting layers")
-
-	var tensors []llm.Tensor
-	for _, k := range keys {
-		vals := parsed[k].(map[string]interface{})
-		var data MetaData
-		if err = mapstructure.Decode(vals, &data); err != nil {
-			return nil, 0, err
-		}
-
-		var size uint64
-		var kind uint32
-		switch len(data.Shape) {
-		case 0:
-			// metadata
-			continue
-		case 1:
-			// convert to float32
-			kind = 0
-			size = uint64(data.Shape[0] * 4)
-		case 2:
-			// convert to float16
-			kind = 1
-			size = uint64(data.Shape[0] * data.Shape[1] * 2)
-		}
-
-		ggufName, err := GetTensorName(k)
-		if err != nil {
-			slog.Error("%v", err)
-			return nil, 0, err
-		}
-
-		shape := []uint64{0, 0, 0, 0}
-		for i := range data.Shape {
-			shape[i] = uint64(data.Shape[i])
-		}
-
-		t := llm.Tensor{
-			Name:   ggufName,
-			Kind:   kind,
-			Offset: offset,
-			Shape:  shape[:],
-		}
-
-		t.WriterTo = safetensorWriterTo{
-			t:        &t,
-			params:   params,
-			bo:       params.ByteOrder,
-			filename: fn,
-			start:    uint64(data.Offsets[0]),
-			end:      uint64(data.Offsets[1]),
-			padding:  8 + jsonSize,
-		}
-
-		slog.Debug(fmt.Sprintf("%v", t))
-		tensors = append(tensors, t)
-		offset += size
-	}
-	return tensors, offset, nil
-}
-
-func GetSafeTensors(dirpath string, params *Params) ([]llm.Tensor, error) {
-	var tensors []llm.Tensor
-	files, err := filepath.Glob(filepath.Join(dirpath, "/model-*.safetensors"))
+func GetModelFormat(dirname string) (ModelFormat, error) {
+	files, err := filepath.Glob(filepath.Join(dirname, "*"))
 	if err != nil {
 		return nil, err
 	}
 
-	var offset uint64
-	for _, f := range files {
-		var t []llm.Tensor
-		var err error
-		t, offset, err = ReadSafeTensors(f, offset, params)
-		if err != nil {
-			slog.Error("%v", err)
-			return nil, err
+	for _, fn := range files {
+		slog.Debug(fmt.Sprintf("file = %s", fn))
+		if strings.HasSuffix(fn, ".safetensors") {
+			return &SafetensorFormat{}, nil
+		} else if strings.HasSuffix(fn, ".bin") {
+			slog.Debug("model is torch")
+			return &TorchFormat{}, nil
 		}
-		tensors = append(tensors, t...)
-	}
-	return tensors, nil
-}
-
-func GetParams(dirpath string) (*Params, error) {
-	f, err := os.Open(filepath.Join(dirpath, "config.json"))
-	if err != nil {
-		return nil, err
-	}
-	defer f.Close()
-
-	var params Params
-
-	d := json.NewDecoder(f)
-	err = d.Decode(&params)
-	if err != nil {
-		return nil, err
 	}
 
-	params.ByteOrder = binary.LittleEndian
-	return &params, nil
+	return nil, fmt.Errorf("couldn't determine model format")
 }
 
 // Details on gguf's tokenizer can be found at:
@@ -206,7 +89,7 @@ type Vocab struct {
 	Types  []int32
 }
 
-func LoadSentencePieceTokens(dirpath string, vocabSize int) (*Vocab, error) {
+func LoadSentencePieceTokens(dirpath string, params *Params) (*Vocab, error) {
 	slog.Info(fmt.Sprintf("reading vocab from %s", filepath.Join(dirpath, "tokenizer.model")))
 	in, err := os.ReadFile(filepath.Join(dirpath, "tokenizer.model"))
 	if err != nil {
@@ -286,8 +169,8 @@ func LoadSentencePieceTokens(dirpath string, vocabSize int) (*Vocab, error) {
 	}
 	slog.Info(fmt.Sprintf("vocab size w/ extra tokens: %d", len(v.Tokens)))
 
-	if vocabSize > len(v.Tokens) {
-		missingTokens := vocabSize - len(v.Tokens)
+	if params.VocabSize > len(v.Tokens) {
+		missingTokens := params.VocabSize - len(v.Tokens)
 		slog.Warn(fmt.Sprintf("vocab is missing %d tokens", missingTokens))
 		for cnt := 0; cnt < missingTokens; cnt++ {
 			v.Tokens = append(v.Tokens, fmt.Sprintf("<dummy%05d>", cnt+1))
@@ -298,136 +181,3 @@ func LoadSentencePieceTokens(dirpath string, vocabSize int) (*Vocab, error) {
 
 	return v, nil
 }
-
-func GetTensorName(n string) (string, error) {
-	tMap := map[string]string{
-		"model.embed_tokens.weight":                           "token_embd.weight",
-		"model.layers.(\\d+).input_layernorm.weight":          "blk.$1.attn_norm.weight",
-		"model.layers.(\\d+).mlp.down_proj.weight":            "blk.$1.ffn_down.weight",
-		"model.layers.(\\d+).mlp.gate_proj.weight":            "blk.$1.ffn_gate.weight",
-		"model.layers.(\\d+).mlp.up_proj.weight":              "blk.$1.ffn_up.weight",
-		"model.layers.(\\d+).post_attention_layernorm.weight": "blk.$1.ffn_norm.weight",
-		"model.layers.(\\d+).self_attn.k_proj.weight":         "blk.$1.attn_k.weight",
-		"model.layers.(\\d+).self_attn.o_proj.weight":         "blk.$1.attn_output.weight",
-		"model.layers.(\\d+).self_attn.q_proj.weight":         "blk.$1.attn_q.weight",
-		"model.layers.(\\d+).self_attn.v_proj.weight":         "blk.$1.attn_v.weight",
-		"lm_head.weight":    "output.weight",
-		"model.norm.weight": "output_norm.weight",
-	}
-
-	v, ok := tMap[n]
-	if ok {
-		return v, nil
-	}
-
-	// quick hack to rename the layers to gguf format
-	for k, v := range tMap {
-		re := regexp.MustCompile(k)
-		newName := re.ReplaceAllString(n, v)
-		if newName != n {
-			return newName, nil
-		}
-	}
-
-	return "", fmt.Errorf("couldn't find a layer name for '%s'", n)
-}
-
-type safetensorWriterTo struct {
-	t *llm.Tensor
-
-	params *Params
-	bo     ByteOrder
-
-	filename string
-
-	start, end, padding uint64
-	handler             func(w io.Writer, r safetensorWriterTo, f *os.File) error
-}
-
-func (r safetensorWriterTo) WriteTo(w io.Writer) (n int64, err error) {
-	f, err := os.Open(r.filename)
-	if err != nil {
-		return 0, err
-	}
-	defer f.Close()
-
-	if _, err = f.Seek(int64(r.padding+r.start), 0); err != nil {
-		return 0, err
-	}
-
-	// use the handler if one is present
-	if r.handler != nil {
-		return 0, r.handler(w, r, f)
-	}
-
-	remaining := r.end - r.start
-
-	bufSize := uint64(10240)
-	var finished bool
-	for {
-		data := make([]byte, min(bufSize, remaining))
-
-		b, err := io.ReadFull(f, data)
-		remaining -= uint64(b)
-
-		if err == io.EOF || remaining <= 0 {
-			finished = true
-		} else if err != nil {
-			return 0, err
-		}
-
-		// convert bfloat16 -> ieee float32
-		tDataF32 := bfloat16.DecodeFloat32(data)
-
-		switch r.t.Kind {
-		case 0:
-			if err := binary.Write(w, r.bo, tDataF32); err != nil {
-				return 0, err
-			}
-		case 1:
-			// convert float32 -> float16
-			tempBuf := make([]uint16, len(data)/2)
-			for cnt, v := range tDataF32 {
-				tDataF16 := float16.Fromfloat32(v)
-				tempBuf[cnt] = uint16(tDataF16)
-			}
-			if err := binary.Write(w, binary.LittleEndian, tempBuf); err != nil {
-				return 0, err
-			}
-		}
-		if finished {
-			break
-		}
-	}
-	return 0, nil
-}
-
-func GetModelArchFromParams(name, dirPath string, params *Params) (ModelArch, error) {
-	switch len(params.Architectures) {
-	case 0:
-		return nil, fmt.Errorf("No architecture specified to convert")
-	case 1:
-		switch params.Architectures[0] {
-		case "MistralForCausalLM":
-			return &MistralModel{
-				ModelData{
-					Name:   name,
-					Path:   dirPath,
-					Params: params,
-				},
-			}, nil
-		case "GemmaForCausalLM":
-			return &GemmaModel{
-				ModelData{
-					Name:   name,
-					Path:   dirPath,
-					Params: params,
-				},
-			}, nil
-		default:
-			return nil, fmt.Errorf("Models based on '%s' are not yet supported", params.Architectures[0])
-		}
-	}
-
-	return nil, fmt.Errorf("Unknown error")
-}

convert/gemma.go

@@ -12,7 +12,7 @@ import (
 	"github.com/pdevine/tensor"
 	"github.com/pdevine/tensor/native"
 
-	"github.com/ollama/ollama/llm"
+	"ollama.com/llm"
 )
 
 type GemmaModel struct {
@@ -65,13 +65,14 @@ func addOnes(data []float32, vectorSize int) ([]float32, error) {
 }
 
 func (m *GemmaModel) GetTensors() error {
-	t, err := GetSafeTensors(m.Path, m.Params)
+	t, err := m.Format.GetTensors(m.Path, m.Params)
 	if err != nil {
 		return err
 	}
 
-	m.Tensors = []llm.Tensor{}
+	slog.Debug(fmt.Sprintf("Total tensors: %d", len(t)))
 
+	m.Tensors = []llm.Tensor{}
 	for _, l := range t {
 		if strings.HasSuffix(l.Name, "norm.weight") {
 			wt := l.WriterTo.(safetensorWriterTo)
@@ -85,7 +86,7 @@ func (m *GemmaModel) GetTensors() error {
 }
 
 func (m *GemmaModel) LoadVocab() error {
-	v, err := LoadSentencePieceTokens(m.Path, m.Params.VocabSize)
+	v, err := LoadSentencePieceTokens(m.Path, m.Params)
 	if err != nil {
 		return err
 	}

convert/llama.go

@@ -0,0 +1,176 @@
+package convert
+
+import (
+	"encoding/binary"
+	"fmt"
+	"io"
+	"log/slog"
+	"os"
+	"regexp"
+	"strings"
+
+	"github.com/nlpodyssey/gopickle/pytorch"
+	"github.com/pdevine/tensor"
+	"github.com/pdevine/tensor/native"
+	"github.com/x448/float16"
+
+	"ollama.com/llm"
+)
+
+type LlamaModel struct {
+	ModelData
+}
+
+func llamaLayerHandler(w io.Writer, r torchWriterTo) error {
+	slog.Debug(fmt.Sprintf("repacking layer '%s'", r.t.Name))
+
+	data := r.storage.(*pytorch.HalfStorage).Data
+	tData := make([]uint16, len(data))
+	for cnt, v := range data {
+		tData[cnt] = uint16(float16.Fromfloat32(v))
+	}
+
+	var err error
+	var heads uint32
+	if strings.Contains(r.t.Name, "attn_q") {
+		heads = uint32(r.params.AttentionHeads)
+	} else if strings.Contains(r.t.Name, "attn_k") {
+		heads = uint32(r.params.KeyValHeads)
+		if heads == 0 {
+			heads = uint32(r.params.AttentionHeads)
+		}
+	} else {
+		return fmt.Errorf("unknown layer type")
+	}
+
+	slog.Debug(fmt.Sprintf("heads = %d", heads))
+
+	tData, err = llamaRepack(tData, int(heads), r.t.Shape)
+	if err != nil {
+		return err
+	}
+
+	if err = binary.Write(w, r.bo, tData); err != nil {
+		return err
+	}
+	return nil
+}
+
+func llamaRepack(data []uint16, heads int, shape []uint64) ([]uint16, error) {
+	n := tensor.New(tensor.WithShape(int(shape[0]), int(shape[1])), tensor.WithBacking(data))
+	origShape := n.Shape().Clone()
+
+	// reshape the tensor and swap axes 1 and 2 to unpack the layer for gguf
+	if err := n.Reshape(heads, 2, origShape[0]/heads/2, origShape[1]); err != nil {
+		return nil, err
+	}
+
+	if err := n.T(0, 2, 1, 3); err != nil {
+		return nil, err
+	}
+
+	if err := n.Reshape(origShape...); err != nil {
+		return nil, err
+	}
+
+	if err := n.Transpose(); err != nil {
+		return nil, err
+	}
+	newN, err := native.SelectU16(n, 1)
+	if err != nil {
+		return nil, err
+	}
+
+	var fullTensor []uint16
+	for _, v := range newN {
+		fullTensor = append(fullTensor, v...)
+	}
+	return fullTensor, nil
+}
+
+func (m *LlamaModel) GetTensors() error {
+	t, err := m.Format.GetTensors(m.Path, m.Params)
+	if err != nil {
+		return err
+	}
+
+	m.Tensors = []llm.Tensor{}
+
+	pattern := `^blk\.[0-9]+\.attn_(?P<layer>q|k)\.weight$`
+	re, err := regexp.Compile(pattern)
+	if err != nil {
+		return err
+	}
+
+	for _, l := range t {
+		matches := re.FindAllStringSubmatch(l.Name, -1)
+		if len(matches) > 0 {
+			slog.Debug(fmt.Sprintf("setting handler for: %s", l.Name))
+			wt := l.WriterTo.(torchWriterTo)
+			wt.handler = llamaLayerHandler
+			l.WriterTo = wt
+		}
+		m.Tensors = append(m.Tensors, l)
+	}
+
+	return nil
+}
+
+func (m *LlamaModel) LoadVocab() error {
+	var v *Vocab
+	var err error
+
+	slog.Debug("loading vocab")
+	v, err = LoadSentencePieceTokens(m.Path, m.Params)
+	if err != nil {
+		return err
+	}
+
+	slog.Debug("vocab loaded")
+
+	m.Vocab = v
+	return nil
+}
+
+func (m *LlamaModel) WriteGGUF() (string, error) {
+	kv := llm.KV{
+		"general.architecture":                   "llama",
+		"general.name":                           m.Name,
+		"llama.vocab_size":                       uint32(len(m.Vocab.Tokens)),
+		"llama.context_length":                   uint32(m.Params.ContextSize),
+		"llama.embedding_length":                 uint32(m.Params.HiddenSize),
+		"llama.block_count":                      uint32(m.Params.HiddenLayers),
+		"llama.feed_forward_length":              uint32(m.Params.IntermediateSize),
+		"llama.rope.dimension_count":             uint32(m.Params.HiddenSize / m.Params.AttentionHeads),
+		"llama.attention.head_count":             uint32(m.Params.AttentionHeads),
+		"llama.attention.head_count_kv":          uint32(m.Params.KeyValHeads),
+		"llama.attention.layer_norm_rms_epsilon": float32(m.Params.NormEPS),
+		"general.file_type":                      uint32(1),
+		"tokenizer.ggml.model":                   "llama",
+
+		"tokenizer.ggml.tokens":     m.Vocab.Tokens,
+		"tokenizer.ggml.scores":     m.Vocab.Scores,
+		"tokenizer.ggml.token_type": m.Vocab.Types,
+
+		"tokenizer.ggml.bos_token_id":     uint32(m.Params.BoSTokenID),
+		"tokenizer.ggml.eos_token_id":     uint32(m.Params.EoSTokenID),
+		"tokenizer.ggml.unknown_token_id": uint32(0),
+		"tokenizer.ggml.add_bos_token":    true,
+		"tokenizer.ggml.add_eos_token":    false,
+	}
+
+	f, err := os.CreateTemp("", "ollama-gguf")
+	if err != nil {
+		return "", err
+	}
+	defer f.Close()
+
+	mod := llm.NewGGUFV3(m.Params.ByteOrder)
+	if err := mod.Encode(f, kv, m.Tensors); err != nil {
+		return "", err
+	}
+
+	slog.Debug(fmt.Sprintf("gguf file = %s", f.Name()))
+
+	return f.Name(), nil
+}

convert/mistral.go

@@ -13,7 +13,7 @@ import (
 	"github.com/pdevine/tensor/native"
 	"github.com/x448/float16"
 
-	"github.com/ollama/ollama/llm"
+	"ollama.com/llm"
 )
 
 type MistralModel struct {
@@ -97,7 +97,7 @@ func repack(data []uint16, heads int, shape []uint64) ([]uint16, error) {
 }
 
 func (m *MistralModel) GetTensors() error {
-	t, err := GetSafeTensors(m.Path, m.Params)
+	t, err := m.Format.GetTensors(m.Path, m.Params)
 	if err != nil {
 		return err
 	}
@@ -124,7 +124,7 @@ func (m *MistralModel) GetTensors() error {
 }
 
 func (m *MistralModel) LoadVocab() error {
-	v, err := LoadSentencePieceTokens(m.Path, m.Params.VocabSize)
+	v, err := LoadSentencePieceTokens(m.Path, m.Params)
 	if err != nil {
 		return err
 	}

convert/safetensors.go

@@ -0,0 +1,304 @@
+package convert
+
+import (
+	"bytes"
+	"encoding/binary"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"regexp"
+	"slices"
+
+	"github.com/d4l3k/go-bfloat16"
+	"github.com/mitchellh/mapstructure"
+	"github.com/x448/float16"
+
+	"ollama.com/llm"
+)
+
+type safetensorWriterTo struct {
+	t *llm.Tensor
+
+	params *Params
+	bo     ByteOrder
+
+	filename string
+
+	start, end, padding uint64
+	handler             func(w io.Writer, r safetensorWriterTo, f *os.File) error
+}
+
+type tensorMetaData struct {
+	Type    string `mapstructure:"dtype"`
+	Shape   []int  `mapstructure:"shape"`
+	Offsets []int  `mapstructure:"data_offsets"`
+}
+
+type SafetensorFormat struct{}
+
+func (m *SafetensorFormat) GetTensors(dirpath string, params *Params) ([]llm.Tensor, error) {
+	slog.Debug("getting tensor data")
+	var tensors []llm.Tensor
+	files, err := filepath.Glob(filepath.Join(dirpath, "/model-*.safetensors"))
+	if err != nil {
+		return nil, err
+	}
+
+	var offset uint64
+	for _, f := range files {
+		var t []llm.Tensor
+		var err error
+		t, offset, err = m.readTensors(f, offset, params)
+		if err != nil {
+			slog.Error("%v", err)
+			return nil, err
+		}
+		tensors = append(tensors, t...)
+	}
+	slog.Debug(fmt.Sprintf("all tensors = %d", len(tensors)))
+	return tensors, nil
+}
+
+func (m *SafetensorFormat) readTensors(fn string, offset uint64, params *Params) ([]llm.Tensor, uint64, error) {
+	f, err := os.Open(fn)
+	if err != nil {
+		return nil, 0, err
+	}
+	defer f.Close()
+
+	var jsonSize uint64
+	if err := binary.Read(f, binary.LittleEndian, &jsonSize); err != nil {
+		return nil, 0, err
+	}
+
+	buf := make([]byte, jsonSize)
+	_, err = io.ReadFull(f, buf)
+	if err != nil {
+		return nil, 0, err
+	}
+
+	d := json.NewDecoder(bytes.NewBuffer(buf))
+	d.UseNumber()
+	var parsed map[string]interface{}
+	if err = d.Decode(&parsed); err != nil {
+		return nil, 0, err
+	}
+
+	var keys []string
+	for k := range parsed {
+		keys = append(keys, k)
+	}
+
+	slices.Sort(keys)
+
+	slog.Info("converting layers")
+
+	var tensors []llm.Tensor
+	for _, k := range keys {
+		vals := parsed[k].(map[string]interface{})
+		var data tensorMetaData
+		if err = mapstructure.Decode(vals, &data); err != nil {
+			slog.Error("couldn't decode properly")
+			return nil, 0, err
+		}
+
+		slog.Debug(fmt.Sprintf("metadata = %#v", data))
+		var size uint64
+		var kind uint32
+		switch len(data.Shape) {
+		case 0:
+			// metadata
+			continue
+		case 1:
+			// convert to float32
+			kind = 0
+			size = uint64(data.Shape[0] * 4)
+		case 2:
+			// convert to float16
+			kind = 1
+			size = uint64(data.Shape[0] * data.Shape[1] * 2)
+		}
+
+		ggufName, err := m.GetLayerName(k)
+		if err != nil {
+			slog.Error("%v", err)
+			return nil, 0, err
+		}
+
+		shape := []uint64{0, 0, 0, 0}
+		for i := range data.Shape {
+			shape[i] = uint64(data.Shape[i])
+		}
+
+		t := llm.Tensor{
+			Name:   ggufName,
+			Kind:   kind,
+			Offset: offset,
+			Shape:  shape[:],
+		}
+
+		t.WriterTo = safetensorWriterTo{
+			t:        &t,
+			params:   params,
+			bo:       params.ByteOrder,
+			filename: fn,
+			start:    uint64(data.Offsets[0]),
+			end:      uint64(data.Offsets[1]),
+			padding:  8 + jsonSize,
+		}
+
+		tensors = append(tensors, t)
+		offset += size
+	}
+	slog.Debug(fmt.Sprintf("total tensors for file = %d", len(tensors)))
+	slog.Debug(fmt.Sprintf("offset = %d", offset))
+	return tensors, offset, nil
+}
+
+func (m *SafetensorFormat) GetParams(dirpath string) (*Params, error) {
+	f, err := os.Open(filepath.Join(dirpath, "config.json"))
+	if err != nil {
+		return nil, err
+	}
+	defer f.Close()
+
+	var params Params
+
+	d := json.NewDecoder(f)
+	err = d.Decode(&params)
+	if err != nil {
+		return nil, err
+	}
+
+	params.ByteOrder = binary.LittleEndian
+	return &params, nil
+}
+
+func (m *SafetensorFormat) GetLayerName(n string) (string, error) {
+	directMap := map[string]string{
+		"model.embed_tokens.weight": "token_embd.weight",
+		"lm_head.weight":            "output.weight",
+		"model.norm.weight":         "output_norm.weight",
+	}
+
+	tMap := map[string]string{
+		"model.layers.(\\d+).input_layernorm.weight":          "blk.$1.attn_norm.weight",
+		"model.layers.(\\d+).mlp.down_proj.weight":            "blk.$1.ffn_down.weight",
+		"model.layers.(\\d+).mlp.gate_proj.weight":            "blk.$1.ffn_gate.weight",
+		"model.layers.(\\d+).mlp.up_proj.weight":              "blk.$1.ffn_up.weight",
+		"model.layers.(\\d+).post_attention_layernorm.weight": "blk.$1.ffn_norm.weight",
+		"model.layers.(\\d+).self_attn.k_proj.weight":         "blk.$1.attn_k.weight",
+		"model.layers.(\\d+).self_attn.o_proj.weight":         "blk.$1.attn_output.weight",
+		"model.layers.(\\d+).self_attn.q_proj.weight":         "blk.$1.attn_q.weight",
+		"model.layers.(\\d+).self_attn.v_proj.weight":         "blk.$1.attn_v.weight",
+	}
+
+	v, ok := directMap[n]
+	if ok {
+		return v, nil
+	}
+
+	// quick hack to rename the layers to gguf format
+	for k, v := range tMap {
+		re := regexp.MustCompile(k)
+		newName := re.ReplaceAllString(n, v)
+		if newName != n {
+			return newName, nil
+		}
+	}
+
+	return "", fmt.Errorf("couldn't find a layer name for '%s'", n)
+}
+
+func (r safetensorWriterTo) WriteTo(w io.Writer) (n int64, err error) {
+	f, err := os.Open(r.filename)
+	if err != nil {
+		return 0, err
+	}
+	defer f.Close()
+
+	if _, err = f.Seek(int64(r.padding+r.start), 0); err != nil {
+		return 0, err
+	}
+
+	// use the handler if one is present
+	if r.handler != nil {
+		return 0, r.handler(w, r, f)
+	}
+
+	remaining := r.end - r.start
+
+	bufSize := uint64(10240)
+	var finished bool
+	for {
+		data := make([]byte, min(bufSize, remaining))
+
+		b, err := io.ReadFull(f, data)
+		remaining -= uint64(b)
+
+		if err == io.EOF || remaining <= 0 {
+			finished = true
+		} else if err != nil {
+			return 0, err
+		}
+
+		// convert bfloat16 -> ieee float32
+		tDataF32 := bfloat16.DecodeFloat32(data)
+
+		switch r.t.Kind {
+		case 0:
+			if err := binary.Write(w, r.bo, tDataF32); err != nil {
+				return 0, err
+			}
+		case 1:
+			// convert float32 -> float16
+			tempBuf := make([]uint16, len(data)/2)
+			for cnt, v := range tDataF32 {
+				tDataF16 := float16.Fromfloat32(v)
+				tempBuf[cnt] = uint16(tDataF16)
+			}
+			if err := binary.Write(w, r.bo, tempBuf); err != nil {
+				return 0, err
+			}
+		}
+		if finished {
+			break
+		}
+	}
+	return 0, nil
+}
+
+func (m *SafetensorFormat) GetModelArch(name, dirPath string, params *Params) (ModelArch, error) {
+	switch len(params.Architectures) {
+	case 0:
+		return nil, fmt.Errorf("No architecture specified to convert")
+	case 1:
+		switch params.Architectures[0] {
+		case "MistralForCausalLM":
+			return &MistralModel{
+				ModelData{
+					Name:   name,
+					Path:   dirPath,
+					Params: params,
+					Format: m,
+				},
+			}, nil
+		case "GemmaForCausalLM":
+			return &GemmaModel{
+				ModelData{
+					Name:   name,
+					Path:   dirPath,
+					Params: params,
+					Format: m,
+				},
+			}, nil
+		default:
+			return nil, fmt.Errorf("Models based on '%s' are not yet supported", params.Architectures[0])
+		}
+	}
+
+	return nil, fmt.Errorf("Unknown error")
+}

convert/torch.go

@@ -0,0 +1,286 @@
+package convert
+
+import (
+	"encoding/binary"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log/slog"
+	"os"
+	"path/filepath"
+	"regexp"
+	"strings"
+
+	"github.com/nlpodyssey/gopickle/pytorch"
+	"github.com/nlpodyssey/gopickle/types"
+	"github.com/x448/float16"
+
+	"ollama.com/llm"
+)
+
+type torchWriterTo struct {
+	t *llm.Tensor
+
+	params *Params
+	bo     ByteOrder
+
+	storage pytorch.StorageInterface
+	handler func(w io.Writer, r torchWriterTo) error
+}
+
+type TorchFormat struct{}
+
+func (tf *TorchFormat) GetTensors(dirpath string, params *Params) ([]llm.Tensor, error) {
+	slog.Debug("getting torch tensors")
+
+	files, err := filepath.Glob(filepath.Join(dirpath, "pytorch_model-*.bin"))
+	if err != nil {
+		slog.Error("didn't find any torch files")
+		return nil, err
+	}
+
+	var offset uint64
+
+	var tensors []llm.Tensor
+	for _, fn := range files {
+		m, err := pytorch.Load(fn)
+		if err != nil {
+			slog.Error(fmt.Sprintf("error unpickling: %q", err))
+			return []llm.Tensor{}, err
+		}
+
+		for _, k := range m.(*types.Dict).Keys() {
+			if strings.HasSuffix(k.(string), "self_attn.rotary_emb.inv_freq") {
+				continue
+			}
+
+			t, _ := m.(*types.Dict).Get(k)
+			tshape := t.(*pytorch.Tensor).Size
+
+			var size uint64
+			var kind uint32
+			switch len(tshape) {
+			case 0:
+				continue
+			case 1:
+				// convert to float32
+				kind = 0
+				size = uint64(tshape[0] * 4)
+			case 2:
+				// convert to float16
+				kind = 1
+				size = uint64(tshape[0] * tshape[1] * 2)
+			}
+
+			ggufName, err := tf.GetLayerName(k.(string))
+			if err != nil {
+				slog.Error("%v", err)
+				return nil, err
+			}
+			slog.Debug(fmt.Sprintf("finding name for '%s' -> '%s'", k.(string), ggufName))
+
+			shape := []uint64{0, 0, 0, 0}
+			for i := range tshape {
+				shape[i] = uint64(tshape[i])
+			}
+
+			tensor := llm.Tensor{
+				Name:   ggufName,
+				Kind:   kind,
+				Offset: offset, // calculate the offset
+				Shape:  shape[:],
+			}
+
+			tensor.WriterTo = torchWriterTo{
+				t:       &tensor,
+				params:  params,
+				bo:      params.ByteOrder,
+				storage: t.(*pytorch.Tensor).Source,
+			}
+
+			tensors = append(tensors, tensor)
+			offset += size
+		}
+	}
+
+	return tensors, nil
+
+}
+
+func getAltParams(dirpath string) (*Params, error) {
+	f, err := os.Open(filepath.Join(dirpath, "params.json"))
+	if err != nil {
+		slog.Error("no params.json")
+		return nil, err
+	}
+	defer f.Close()
+
+	type TorchParams struct {
+		HiddenSize     int     `json:"dim"`
+		AttentionHeads int     `json:"n_heads"`
+		KeyValHeads    int     `json:"n_kv_heads"`
+		HiddenLayers   int     `json:"n_layers"`
+		RopeTheta      int     `json:"rope_theta"`
+		NormEPS        float64 `json:"norm_eps"`
+	}
+
+	var tparams TorchParams
+
+	d := json.NewDecoder(f)
+	err = d.Decode(&tparams)
+	if err != nil {
+		return nil, err
+	}
+
+	params := &Params{
+		HiddenSize:     tparams.HiddenSize,
+		AttentionHeads: tparams.AttentionHeads,
+		KeyValHeads:    tparams.KeyValHeads,
+		HiddenLayers:   tparams.HiddenLayers,
+		NormEPS:        tparams.NormEPS,
+	}
+
+	switch {
+	case tparams.RopeTheta == 1000000:
+		// Codellama
+		params.ContextSize = 16384
+	case tparams.NormEPS == 1e-06:
+		// llama2
+		slog.Debug("Found llama2 - setting context size to 4096")
+		params.ContextSize = 4096
+	default:
+		params.ContextSize = 2048
+	}
+
+	params.ByteOrder = binary.LittleEndian
+	return params, nil
+}
+
+func (m *TorchFormat) GetParams(dirpath string) (*Params, error) {
+	f, err := os.Open(filepath.Join(dirpath, "config.json"))
+	if err != nil {
+		if os.IsNotExist(err) {
+			// try params.json instead
+			return getAltParams(dirpath)
+		} else {
+			return nil, err
+		}
+	}
+
+	var params Params
+	d := json.NewDecoder(f)
+	err = d.Decode(&params)
+	if err != nil {
+		return nil, err
+	}
+
+	params.ByteOrder = binary.LittleEndian
+	return &params, nil
+}
+
+func (m *TorchFormat) GetLayerName(n string) (string, error) {
+	directMap := map[string]string{
+		"tok_embeddings.weight":     "token_embd.weight",
+		"output.weight":             "output.weight",
+		"norm.weight":               "output_norm.weight",
+		"rope.freqs":                "rope_freqs.weight",
+		"model.embed_tokens.weight": "token_embd.weight",
+		"lm_head.weight":            "output.weight",
+		"model.norm.weight":         "output_norm.weight",
+	}
+
+	lMap := map[string]string{
+		"layers.(\\d+).attention_norm.weight":                 "blk.$1.attn_norm.weight",
+		"layers.(\\d+).attention_output_norm.weight":          "blk.$1.attn_norm.weight",
+		"layers.(\\d+).feed_forward.w2.weight":                "blk.$1.ffn_down.weight",
+		"layers.(\\d+).feed_forward.w1.weight":                "blk.$1.ffn_gate.weight",
+		"layers.(\\d+).feed_forward.w3.weight":                "blk.$1.ffn_up.weight",
+		"layers.(\\d+).ffn_norm.weight":                       "blk.$1.ffn_norm.weight",
+		"layers.(\\d+).attention.wk.weight":                   "blk.$1.attn_k.weight",
+		"layers.(\\d+).attention.wo.weight":                   "blk.$1.attn_output.weight",
+		"layers.(\\d+).attention.wq.weight":                   "blk.$1.attn_q.weight",
+		"layers.(\\d+).attention.wv.weight":                   "blk.$1.attn_v.weight",
+		"model.layers.(\\d+).input_layernorm.weight":          "blk.$1.attn_norm.weight",
+		"model.layers.(\\d+).mlp.down_proj.weight":            "blk.$1.ffn_down.weight",
+		"model.layers.(\\d+).mlp.gate_proj.weight":            "blk.$1.ffn_gate.weight",
+		"model.layers.(\\d+).mlp.up_proj.weight":              "blk.$1.ffn_up.weight",
+		"model.layers.(\\d+).post_attention_layernorm.weight": "blk.$1.ffn_norm.weight",
+		"model.layers.(\\d+).self_attn.k_proj.weight":         "blk.$1.attn_k.weight",
+		"model.layers.(\\d+).self_attn.o_proj.weight":         "blk.$1.attn_output.weight",
+		"model.layers.(\\d+).self_attn.q_proj.weight":         "blk.$1.attn_q.weight",
+		"model.layers.(\\d+).self_attn.v_proj.weight":         "blk.$1.attn_v.weight",
+	}
+
+	v, ok := directMap[n]
+	if ok {
+		return v, nil
+	}
+
+	// quick hack to rename the layers to gguf format
+	for k, v := range lMap {
+		re := regexp.MustCompile(k)
+		newName := re.ReplaceAllString(n, v)
+		if newName != n {
+			return newName, nil
+		}
+	}
+
+	return "", fmt.Errorf("couldn't find a layer name for '%s'", n)
+}
+
+func (r torchWriterTo) WriteTo(w io.Writer) (n int64, err error) {
+	// use the handler if one is present
+	if r.handler != nil {
+		return 0, r.handler(w, r)
+	}
+
+	switch r.storage.(type) {
+	case *pytorch.FloatStorage:
+		slog.Warn(fmt.Sprintf("unexpected storage found for layer '%s'; skipping", r.t.Name))
+		return 0, nil
+	case *pytorch.HalfStorage:
+		switch r.t.Kind {
+		case 0:
+			data := r.storage.(*pytorch.HalfStorage).Data
+			slog.Debug(fmt.Sprintf("%35s F32 (%d)", r.t.Name, len(data)))
+			if err := binary.Write(w, r.bo, data); err != nil {
+				return 0, err
+			}
+		case 1:
+			data := r.storage.(*pytorch.HalfStorage).Data
+			tData := make([]uint16, len(data))
+			for cnt, v := range data {
+				tData[cnt] = uint16(float16.Fromfloat32(v))
+			}
+			slog.Debug(fmt.Sprintf("%35s F16 (%d)", r.t.Name, len(tData)))
+			if err := binary.Write(w, r.bo, tData); err != nil {
+				return 0, err
+			}
+		}
+	}
+
+	return 0, nil
+}
+
+func (m *TorchFormat) GetModelArch(name, dirPath string, params *Params) (ModelArch, error) {
+	switch len(params.Architectures) {
+	case 0:
+		return nil, fmt.Errorf("No architecture specified to convert")
+	case 1:
+		switch params.Architectures[0] {
+		case "LlamaForCausalLM":
+			return &LlamaModel{
+				ModelData{
+					Name:   name,
+					Path:   dirPath,
+					Params: params,
+					Format: m,
+				},
+			}, nil
+		default:
+			return nil, fmt.Errorf("Models based on '%s' are not yet supported", params.Architectures[0])
+		}
+	}
+
+	return nil, fmt.Errorf("Unknown error")
+}

docs/modelfile.md

@@ -139,9 +139,6 @@ PARAMETER <parameter> <parametervalue>
 | mirostat_eta   | Influences how quickly the algorithm responds to feedback from the generated text. A lower learning rate will result in slower adjustments, while a higher learning rate will make the algorithm more responsive. (Default: 0.1)                        | float      | mirostat_eta 0.1     |
 | mirostat_tau   | Controls the balance between coherence and diversity of the output. A lower value will result in more focused and coherent text. (Default: 5.0)                                                                                                         | float      | mirostat_tau 5.0     |
 | num_ctx        | Sets the size of the context window used to generate the next token. (Default: 2048)                                                                                                                                                                    | int        | num_ctx 4096         |
-| num_gqa        | The number of GQA groups in the transformer layer. Required for some models, for example it is 8 for llama2:70b                                                                                                                                         | int        | num_gqa 1            |
-| num_gpu        | The number of layers to send to the GPU(s). On macOS it defaults to 1 to enable metal support, 0 to disable.                                                                                                                                            | int        | num_gpu 50           |
-| num_thread     | Sets the number of threads to use during computation. By default, Ollama will detect this for optimal performance. It is recommended to set this value to the number of physical CPU cores your system has (as opposed to the logical number of cores). | int        | num_thread 8         |
 | repeat_last_n  | Sets how far back for the model to look back to prevent repetition. (Default: 64, 0 = disabled, -1 = num_ctx)                                                                                                                                           | int        | repeat_last_n 64     |
 | repeat_penalty | Sets how strongly to penalize repetitions. A higher value (e.g., 1.5) will penalize repetitions more strongly, while a lower value (e.g., 0.9) will be more lenient. (Default: 1.1)                                                                     | float      | repeat_penalty 1.1   |
 | temperature    | The temperature of the model. Increasing the temperature will make the model answer more creatively. (Default: 0.8)                                                                                                                                     | float      | temperature 0.7      |

docs/tutorials/langchainjs.md

@@ -18,7 +18,7 @@ const ollama = new Ollama({
   model: "llama2",
 });
 
-const answer = await ollama.call(`why is the sky blue?`);
+const answer = await ollama.invoke(`why is the sky blue?`);
 
 console.log(answer);
 ```

examples/go-chat/main.go

@@ -0,0 +1,51 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"ollama.com/api"
+)
+
+func main() {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	messages := []api.Message{
+		api.Message{
+			Role:    "system",
+			Content: "Provide very brief, concise responses",
+		},
+		api.Message{
+			Role:    "user",
+			Content: "Name some unusual animals",
+		},
+		api.Message{
+			Role:    "assistant",
+			Content: "Monotreme, platypus, echidna",
+		},
+		api.Message{
+			Role:    "user",
+			Content: "which of these is the most dangerous?",
+		},
+	}
+
+	ctx := context.Background()
+	req := &api.ChatRequest{
+		Model:    "llama2",
+		Messages: messages,
+	}
+
+	respFunc := func(resp api.ChatResponse) error {
+		fmt.Print(resp.Message.Content)
+		return nil
+	}
+
+	err = client.Chat(ctx, req, respFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+}

examples/go-generate-streaming/main.go

@@ -0,0 +1,40 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"ollama.com/api"
+)
+
+func main() {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	// By default, GenerateRequest is streaming.
+	req := &api.GenerateRequest{
+		Model:  "gemma",
+		Prompt: "how many planets are there?",
+	}
+
+	ctx := context.Background()
+	respFunc := func(resp api.GenerateResponse) error {
+		// Only print the response here; GenerateResponse has a number of other
+		// interesting fields you want to examine.
+
+		// In streaming mode, responses are partial so we call fmt.Print (and not
+		// Println) in order to avoid spurious newlines being introduced. The
+		// model will insert its own newlines if it wants.
+		fmt.Print(resp.Response)
+		return nil
+	}
+
+	err = client.Generate(ctx, req, respFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+	fmt.Println()
+}

examples/go-generate/main.go

@@ -0,0 +1,37 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"ollama.com/api"
+)
+
+func main() {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	req := &api.GenerateRequest{
+		Model:  "gemma",
+		Prompt: "how many planets are there?",
+
+		// set streaming to false
+		Stream: new(bool),
+	}
+
+	ctx := context.Background()
+	respFunc := func(resp api.GenerateResponse) error {
+		// Only print the response here; GenerateResponse has a number of other
+		// interesting fields you want to examine.
+		fmt.Println(resp.Response)
+		return nil
+	}
+
+	err = client.Generate(ctx, req, respFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+}

examples/go-multimodal/main.go

@@ -0,0 +1,47 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+	"os"
+
+	"ollama.com/api"
+)
+
+func main() {
+	if len(os.Args) <= 1 {
+		log.Fatal("usage: <image name>")
+	}
+
+	imgData, err := os.ReadFile(os.Args[1])
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	req := &api.GenerateRequest{
+		Model:  "llava",
+		Prompt: "describe this image",
+		Images: []api.ImageData{imgData},
+	}
+
+	ctx := context.Background()
+	respFunc := func(resp api.GenerateResponse) error {
+		// In streaming mode, responses are partial so we call fmt.Print (and not
+		// Println) in order to avoid spurious newlines being introduced. The
+		// model will insert its own newlines if it wants.
+		fmt.Print(resp.Response)
+		return nil
+	}
+
+	err = client.Generate(ctx, req, respFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+	fmt.Println()
+}

examples/go-pull-progress/main.go

@@ -0,0 +1,31 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"ollama.com/api"
+)
+
+func main() {
+	client, err := api.ClientFromEnvironment()
+	if err != nil {
+		log.Fatal(err)
+	}
+
+	ctx := context.Background()
+
+	req := &api.PullRequest{
+		Model: "mistral",
+	}
+	progressFunc := func(resp api.ProgressResponse) error {
+		fmt.Printf("Progress: status=%v, total=%v, completed=%v\n", resp.Status, resp.Total, resp.Completed)
+		return nil
+	}
+
+	err = client.Pull(ctx, req, progressFunc)
+	if err != nil {
+		log.Fatal(err)
+	}
+}

format/bytes.go

@@ -50,7 +50,7 @@ func HumanBytes(b int64) string {
 	}
 }
 
-func HumanBytes2(b int64) string {
+func HumanBytes2(b uint64) string {
 	switch {
 	case b >= MebiByte:
 		return fmt.Sprintf("%.1f MiB", float64(b)/MebiByte)

go.mod

@@ -1,4 +1,4 @@
-module github.com/ollama/ollama
+module ollama.com
 
 go 1.22
 
@@ -19,7 +19,10 @@ require (
 	golang.org/x/sync v0.3.0
 )
 
-require github.com/pdevine/tensor v0.0.0-20240228013915-64ccaa8d9ca9
+require (
+	github.com/nlpodyssey/gopickle v0.3.0
+	github.com/pdevine/tensor v0.0.0-20240228013915-64ccaa8d9ca9
+)
 
 require (
 	github.com/apache/arrow/go/arrow v0.0.0-20201229220542-30ce2eb5d4dc // indirect
@@ -68,7 +71,7 @@ require (
 	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 v0.13.0 // indirect
+	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

@@ -122,6 +122,8 @@ github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd h1:TRLaZ9cD/w
 github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
 github.com/modern-go/reflect2 v1.0.2 h1:xBagoLtFs94CBntxluKeaWgTMpvLxC4ur3nMaC9Gz0M=
 github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjYzDa0/r8luk=
+github.com/nlpodyssey/gopickle v0.3.0 h1:BLUE5gxFLyyNOPzlXxt6GoHEMMxD0qhsE4p0CIQyoLw=
+github.com/nlpodyssey/gopickle v0.3.0/go.mod h1:f070HJ/yR+eLi5WmM1OXJEGaTpuJEUiib19olXgYha0=
 github.com/olekukonko/tablewriter v0.0.5 h1:P2Ga83D34wi1o9J6Wh1mRuqd4mF/x/lgBS7N7AbDhec=
 github.com/olekukonko/tablewriter v0.0.5/go.mod h1:hPp6KlRPjbx+hW8ykQs1w3UBbZlj6HuIJcUGPhkA7kY=
 github.com/pdevine/tensor v0.0.0-20240228013915-64ccaa8d9ca9 h1:DV4iXjNn6fGeDl1AkZ1I0QB/0DBjrc7kPpxHrmuDzW4=
@@ -236,8 +238,8 @@ golang.org/x/term v0.13.0/go.mod h1:LTmsnFJwVN6bCy1rVCoS+qHT1HhALEFxKncY3WNNh4U=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
-golang.org/x/text v0.13.0 h1:ablQoSUd0tRdKxZewP80B+BaqeKJuVhuRxj/dkrun3k=
-golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/tools v0.0.0-20180525024113-a5b4c53f6e8b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20190114222345-bf090417da8b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=

gpu/gpu.go

@@ -21,7 +21,7 @@ import (
 	"sync"
 	"unsafe"
 
-	"github.com/ollama/ollama/format"
+	"ollama.com/format"
 )
 
 type handles struct {
@@ -243,7 +243,7 @@ func getCPUMem() (memInfo, error) {
 	return ret, nil
 }
 
-func CheckVRAM() (int64, error) {
+func CheckVRAM() (uint64, error) {
 	userLimit := os.Getenv("OLLAMA_MAX_VRAM")
 	if userLimit != "" {
 		avail, err := strconv.ParseInt(userLimit, 10, 64)
@@ -251,11 +251,11 @@ func CheckVRAM() (int64, error) {
 			return 0, fmt.Errorf("Invalid OLLAMA_MAX_VRAM setting %s: %s", userLimit, err)
 		}
 		slog.Info(fmt.Sprintf("user override OLLAMA_MAX_VRAM=%d", avail))
-		return avail, nil
+		return uint64(avail), nil
 	}
 	gpuInfo := GetGPUInfo()
 	if gpuInfo.FreeMemory > 0 && (gpuInfo.Library == "cuda" || gpuInfo.Library == "rocm") {
-		return int64(gpuInfo.FreeMemory), nil
+		return gpuInfo.FreeMemory, nil
 	}
 
 	return 0, fmt.Errorf("no GPU detected") // TODO - better handling of CPU based memory determiniation

gpu/gpu_darwin.go

@@ -17,7 +17,7 @@ import (
 )
 
 // CheckVRAM returns the free VRAM in bytes on Linux machines with NVIDIA GPUs
-func CheckVRAM() (int64, error) {
+func CheckVRAM() (uint64, error) {
 	userLimit := os.Getenv("OLLAMA_MAX_VRAM")
 	if userLimit != "" {
 		avail, err := strconv.ParseInt(userLimit, 10, 64)
@@ -25,15 +25,15 @@ func CheckVRAM() (int64, error) {
 			return 0, fmt.Errorf("Invalid OLLAMA_MAX_VRAM setting %s: %s", userLimit, err)
 		}
 		slog.Info(fmt.Sprintf("user override OLLAMA_MAX_VRAM=%d", avail))
-		return avail, nil
+		return uint64(avail), nil
 	}
 
 	if runtime.GOARCH == "amd64" {
 		// gpu not supported, this may not be metal
 		return 0, nil
 	}
-	recommendedMaxVRAM := int64(C.getRecommendedMaxVRAM())
-	return recommendedMaxVRAM, nil
+
+	return uint64(C.getRecommendedMaxVRAM()), nil
 }
 
 func GetGPUInfo() GpuInfo {
@@ -53,8 +53,8 @@ func GetGPUInfo() GpuInfo {
 
 func getCPUMem() (memInfo, error) {
 	return memInfo{
-		TotalMemory: 0,
+		TotalMemory: uint64(C.getPhysicalMemory()),
 		FreeMemory:  0,
-		DeviceCount: 0,
+		DeviceCount: 1,
 	}, nil
 }

gpu/gpu_info_darwin.h

@@ -1,3 +1,4 @@
 #import <Metal/Metal.h>
 #include <stdint.h>
 uint64_t getRecommendedMaxVRAM();
+uint64_t getPhysicalMemory();

gpu/gpu_info_darwin.m

@@ -1,11 +1,13 @@
-//go:build darwin
+// go:build darwin
 #include "gpu_info_darwin.h"
 
-uint64_t getRecommendedMaxVRAM()
-{
-	id<MTLDevice> device = MTLCreateSystemDefaultDevice();
-	uint64_t result = device.recommendedMaxWorkingSetSize;
-	CFRelease(device);
-	return result;
+uint64_t getRecommendedMaxVRAM() {
+  id<MTLDevice> device = MTLCreateSystemDefaultDevice();
+  uint64_t result = device.recommendedMaxWorkingSetSize;
+  CFRelease(device);
+  return result;
 }
 
+uint64_t getPhysicalMemory() {
+  return [[NSProcessInfo processInfo] physicalMemory];
+}

gpu/types.go

@@ -15,7 +15,7 @@ type GpuInfo struct {
 	Variant string `json:"variant,omitempty"`
 
 	// MinimumMemory represents the minimum memory required to use the GPU
-	MinimumMemory int64 `json:"-"`
+	MinimumMemory uint64 `json:"-"`
 
 	// TODO add other useful attributes about the card here for discovery information
 }

integration/basic_test.go

@@ -8,7 +8,7 @@ import (
 	"testing"
 	"time"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 func TestOrcaMiniBlueSky(t *testing.T) {

integration/context_test.go

@@ -8,7 +8,7 @@ import (
 	"testing"
 	"time"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 func TestContextExhaustion(t *testing.T) {

integration/llm_image_test.go

@@ -9,8 +9,8 @@ import (
 	"testing"
 	"time"
 
-	"github.com/ollama/ollama/api"
 	"github.com/stretchr/testify/require"
+	"ollama.com/api"
 )
 
 func TestIntegrationMultimodal(t *testing.T) {

integration/llm_test.go

@@ -9,7 +9,7 @@ import (
 	"testing"
 	"time"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 // TODO - this would ideally be in the llm package, but that would require some refactoring of interfaces in the server

integration/utils_test.go

@@ -21,9 +21,9 @@ import (
 	"testing"
 	"time"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/app/lifecycle"
 	"github.com/stretchr/testify/assert"
+	"ollama.com/api"
+	"ollama.com/app/lifecycle"
 )
 
 func FindPort() string {

llm/ext_server/server.cpp

@@ -39,6 +39,10 @@
 #include "httplib.h"
 #include "json.hpp"
 
+#if defined(_WIN32)
+#include <windows.h>
+#endif
+
 #include <cstddef>
 #include <thread>
 #include <chrono>
@@ -2770,8 +2774,28 @@ inline void signal_handler(int signal) {
     shutdown_handler(signal);
 }
 
-int main(int argc, char **argv)
-{
+#if defined(_WIN32)
+char* wchar_to_char(const wchar_t* wstr) {
+    if (wstr == nullptr) return nullptr;
+
+    // Determine the number of bytes needed for the UTF-8 string
+    int bytes = WideCharToMultiByte(CP_UTF8, 0, wstr, -1, nullptr, 0, nullptr, nullptr);
+    char* str = new char[bytes];
+
+    // Convert the wide-character string to a UTF-8 string
+    WideCharToMultiByte(CP_UTF8, 0, wstr, -1, str, bytes, nullptr, nullptr);
+    return str;
+}
+
+int wmain(int argc, wchar_t **wargv) {
+    char** argv = new char*[argc];
+    for (int i = 0; i < argc; ++i) {
+        argv[i] = wchar_to_char(wargv[i]);
+    }
+#else
+int main(int argc, char **argv) {
+#endif
+
 #if SERVER_VERBOSE != 1
     log_disable();
 #endif
@@ -3282,6 +3306,11 @@ int main(int argc, char **argv)
         return (ctrl_type == CTRL_C_EVENT) ? (signal_handler(SIGINT), true) : false;
     };
     SetConsoleCtrlHandler(reinterpret_cast<PHANDLER_ROUTINE>(console_ctrl_handler), true);
+
+    for (int i = 0; i < argc; ++i) {
+        delete[] argv[i];
+    }
+    delete[] argv;
 #endif
     llama.queue_tasks.start_loop();
     svr.stop();

llm/ggla.go

@@ -49,7 +49,7 @@ func (llm *ggla) KV() KV {
 	return llm.kv
 }
 
-func (llm *ggla) Tensors() []*Tensor {
+func (llm *ggla) Tensors() Tensors {
 	return llm.tensors
 }
 

llm/ggml.go

@@ -13,16 +13,6 @@ type GGML struct {
 	model
 }
 
-func (ggml *GGML) LayerSize(prefix string) (n int64) {
-	for _, t := range ggml.Tensors() {
-		if strings.HasPrefix(t.Name, prefix) {
-			n += int64(t.size())
-		}
-	}
-
-	return
-}
-
 const (
 	fileTypeF32 uint32 = iota
 	fileTypeF16
@@ -101,7 +91,7 @@ func fileType(fileType uint32) string {
 
 type model interface {
 	KV() KV
-	Tensors() []*Tensor
+	Tensors() Tensors
 }
 
 type KV map[string]any
@@ -167,6 +157,37 @@ func (kv KV) ContextLength() uint64 {
 	return kv.u64(fmt.Sprintf("%s.context_length", kv.Architecture()))
 }
 
+type Tensors []*Tensor
+
+func (ts Tensors) Layers() map[string]Layer {
+	layers := make(map[string]Layer)
+	for _, t := range ts {
+		parts := strings.Split(t.Name, ".")
+		if parts[0] == "blk" {
+			// join first and second part, e.g. blk.%d
+			parts = append([]string{fmt.Sprintf("%s.%s", parts[0], parts[1])}, parts[2:]...)
+		}
+
+		if _, ok := layers[parts[0]]; !ok {
+			layers[parts[0]] = make(Layer)
+		}
+
+		layers[parts[0]][strings.Join(parts[1:], ".")] = t
+	}
+
+	return layers
+}
+
+type Layer map[string]*Tensor
+
+func (l Layer) size() (size uint64) {
+	for _, t := range l {
+		size += t.size()
+	}
+
+	return size
+}
+
 type Tensor struct {
 	Name   string `json:"name"`
 	Kind   uint32 `json:"kind"`
@@ -304,49 +325,69 @@ func DecodeGGML(rs io.ReadSeeker) (*GGML, int64, error) {
 	}, offset, nil
 }
 
-func (llm GGML) GraphSize(context, batch int) (int64, bool) {
-	embeddingLength := llm.KV().EmbeddingLength()
-	headCount := llm.KV().HeadCount()
-	headCountKV := llm.KV().HeadCountKV()
-	vocabLength := len(llm.KV()["tokenizer.ggml.tokens"].([]any))
+func (llm GGML) GraphSize(context, batch uint64) (partialOffload, fullOffload uint64) {
+	embedding := llm.KV().EmbeddingLength()
+	heads := llm.KV().HeadCount()
+	headsKV := llm.KV().HeadCountKV()
+	vocab := uint64(len(llm.KV()["tokenizer.ggml.tokens"].([]any)))
 
-	var attnQKVWeight1 uint64 = 0
-	for _, t := range llm.Tensors() {
-		if strings.HasSuffix(t.Name, ".attn_qkv.weight") && len(t.Shape) >= 2 {
-			attnQKVWeight1 = t.Shape[1]
-			break
-		}
-	}
-
-	var ffnGate1 uint64 = 0
-	for _, t := range llm.Tensors() {
-		if strings.Index(t.Name, ".ffn_gate") > 0 && len(t.Shape) >= 2 {
-			ffnGate1 = t.Shape[1]
-			break
-		}
-	}
+	layers := llm.Tensors().Layers()
 
 	switch llm.KV().Architecture() {
-	case "gemma", "command-r":
-		return 4 * int64(batch) * int64(embeddingLength+uint64(vocabLength)), true
-	case "phi2":
-		return max(
-			4*int64(batch)*int64(embeddingLength+uint64(vocabLength)),
-			4*int64(batch)*int64(1+4*embeddingLength+uint64(context)+attnQKVWeight1+uint64(context)*headCount),
-		), true
-	case "qwen2":
-		return max(
-			4*int64(batch)*int64(embeddingLength+uint64(vocabLength)),
-			4*int64(batch)*int64(1+2*embeddingLength+uint64(context)+uint64(context)*headCount),
-		), true
 	case "llama":
-		if ffnGate1 > 0 {
-			// moe
-			return 4 * int64(batch) * int64(2+3*embeddingLength+uint64(context)+uint64(context)*headCount+2*headCountKV+ffnGate1), true
+		fullOffload = 4 * batch * (1 + 4*embedding + context*(1+heads))
+
+		partialOffload = 4 * batch * embedding
+		partialOffload += max(
+			4*batch*(1+embedding+max(context, embedding))+embedding*embedding*9/16+4*context*(batch*heads+embedding/heads*headsKV),
+			4*batch*(embedding+vocab)+embedding*vocab*105/128,
+		)
+
+		if ffnGateWeight, ok := layers["0"]["ffn_gate.0.weight"]; ok {
+			ffnGateWeight1 := ffnGateWeight.Shape[1]
+			fullOffload = 4 * batch * (2 + 3*embedding + context*(1+heads) + 2*headsKV + ffnGateWeight1)
+			partialOffload = max(
+				4*batch*(3+embedding/heads*headsKV+embedding+context*(1+heads)+ffnGateWeight1)+(embedding*embedding+3*embedding*headsKV*ffnGateWeight1)*9/16,
+				4*batch*(1+2*embedding+context*(1+heads))+embedding*(6*context*headsKV/heads+embedding*9/16),
+			)
 		}
-	
-		return 4 * int64(batch) * int64(1+4*embeddingLength+uint64(context)+uint64(context)*headCount), true
+	case "gemma":
+		fullOffload = 4 * batch * (embedding + vocab)
+		partialOffload = 4*batch*(2*embedding+vocab+1) + embedding*vocab*105/128
+	case "command-r":
+		fullOffload = max(
+			4*batch*(embedding+vocab),
+			4*batch*(2+4*embedding+context*(1+heads)),
+		)
+
+		partialOffload = max(
+			4*batch*(embedding+vocab)+embedding*vocab*105/128,
+			4*batch*(1+2*embedding+context*(1+heads))+4*embedding*context+embedding*embedding*9/16,
+		)
+	case "qwen2":
+		fullOffload = max(
+			4*batch*(embedding+vocab),
+			4*batch*(1+2*embedding+context+context*heads),
+		)
+
+		partialOffload = max(
+			4*batch*(embedding+vocab)+embedding*vocab*105/128,
+			4*(batch*(1+2*embedding+context*(1+heads))+embedding*(1+context)),
+		)
+	case "phi2":
+		fullOffload = max(
+			4*batch*(embedding+vocab),
+			4*batch*(1+4*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(
+			4*batch*(vocab+2*embedding),
+			fullOffload,
+		)
 	}
 
-	return 0, false
+	return
 }

llm/gguf.go

@@ -6,6 +6,8 @@ import (
 	"fmt"
 	"io"
 	"strings"
+
+	"log/slog"
 )
 
 type containerGGUF struct {
@@ -52,6 +54,7 @@ func (c *containerGGUF) Decode(rs io.ReadSeeker) (model, error) {
 	}
 
 	model := newGGUF(c)
+	slog.Debug(fmt.Sprintf("model = %#v", model))
 	if err := model.Decode(rs); err != nil {
 		return nil, err
 	}
@@ -109,7 +112,7 @@ func (llm *gguf) KV() KV {
 	return llm.kv
 }
 
-func (llm *gguf) Tensors() []*Tensor {
+func (llm *gguf) Tensors() Tensors {
 	return llm.tensors
 }
 
@@ -187,6 +190,8 @@ func (llm *gguf) Decode(rs io.ReadSeeker) error {
 		llm.kv[k] = v
 	}
 
+	slog.Debug(fmt.Sprintf("general.architecture = %s", llm.kv["general.architecture"]))
+
 	// decode tensors
 	for i := 0; uint64(i) < llm.numTensor(); i++ {
 		name, err := readGGUFString(llm, rs)
@@ -248,8 +253,12 @@ func (llm *gguf) Decode(rs io.ReadSeeker) error {
 	}
 
 	for _, tensor := range llm.tensors {
-		padded := (int64(tensor.size()) + int64(alignment) - 1) & ^(int64(alignment) - 1)
-		if _, err := rs.Seek(padded, io.SeekCurrent); err != nil {
+		if _, err := rs.Seek(int64(tensor.size()), io.SeekCurrent); err != nil {
+			return err
+		}
+
+		padding := llm.padding(int64(tensor.size()), int64(alignment))
+		if _, err := rs.Seek(padding, io.SeekCurrent); err != nil {
 			return err
 		}
 	}
@@ -451,6 +460,7 @@ var ggufKVOrder = map[string][]string{
 	"llama": {
 		"general.architecture",
 		"general.name",
+		"llama.vocab_size",
 		"llama.context_length",
 		"llama.embedding_length",
 		"llama.block_count",
@@ -509,11 +519,17 @@ func (llm *gguf) Encode(ws io.WriteSeeker, kv KV, tensors []Tensor) error {
 		return err
 	}
 
+	kvCheck := make(map[string]bool)
+	for k := range kv {
+		kvCheck[k] = false
+	}
+
 	for _, k := range ggufKVOrder["llama"] {
 		v, ok := kv[k]
 		if !ok {
 			continue
 		}
+		kvCheck[k] = true
 
 		if err := binary.Write(ws, llm.ByteOrder, uint64(len(k))); err != nil {
 			return err
@@ -567,6 +583,12 @@ func (llm *gguf) Encode(ws io.WriteSeeker, kv KV, tensors []Tensor) error {
 		}
 	}
 
+	for k, v := range kvCheck {
+		if !v {
+			return fmt.Errorf("Didn't know how to write kv %s", k)
+		}
+	}
+
 	for _, tensor := range tensors {
 		if err := binary.Write(ws, llm.ByteOrder, uint64(len(tensor.Name))); err != nil {
 			return err
@@ -605,8 +627,9 @@ func (llm *gguf) Encode(ws io.WriteSeeker, kv KV, tensors []Tensor) error {
 		return err
 	}
 
-	padding := llm.padding(offset, 32)
-	if err := binary.Write(ws, llm.ByteOrder, bytes.Repeat([]byte{0}, int(padding-offset))); err != nil {
+	var alignment int64 = 32
+	padding := llm.padding(offset, alignment)
+	if err := binary.Write(ws, llm.ByteOrder, bytes.Repeat([]byte{0}, int(padding))); err != nil {
 		return err
 	}
 
@@ -620,8 +643,8 @@ func (llm *gguf) Encode(ws io.WriteSeeker, kv KV, tensors []Tensor) error {
 			return err
 		}
 
-		padding := llm.padding(offset, 32)
-		if err := binary.Write(ws, llm.ByteOrder, bytes.Repeat([]byte{0}, int(padding-offset))); err != nil {
+		padding := llm.padding(offset, alignment)
+		if err := binary.Write(ws, llm.ByteOrder, bytes.Repeat([]byte{0}, int(padding))); err != nil {
 			return err
 		}
 	}
@@ -630,5 +653,5 @@ func (llm *gguf) Encode(ws io.WriteSeeker, kv KV, tensors []Tensor) error {
 }
 
 func (gguf) padding(offset, align int64) int64 {
-	return (offset + align - 1) / align * align
+	return (align - offset%align) % align
 }

llm/llm.go

@@ -6,10 +6,81 @@ package llm
 // #cgo windows,amd64 LDFLAGS: ${SRCDIR}/build/windows/amd64_static/libllama.a -static -lstdc++
 // #cgo linux,amd64 LDFLAGS: ${SRCDIR}/build/linux/x86_64_static/libllama.a -lstdc++
 // #cgo linux,arm64 LDFLAGS: ${SRCDIR}/build/linux/arm64_static/libllama.a -lstdc++
+// #include <stdlib.h>
 // #include "llama.h"
 import "C"
+import (
+	"fmt"
+	"unsafe"
+)
 
 // SystemInfo is an unused example of calling llama.cpp functions using CGo
 func SystemInfo() string {
 	return C.GoString(C.llama_print_system_info())
 }
+
+func Quantize(infile, outfile, filetype string) error {
+	cinfile := C.CString(infile)
+	defer C.free(unsafe.Pointer(cinfile))
+
+	coutfile := C.CString(outfile)
+	defer C.free(unsafe.Pointer(coutfile))
+
+	params := C.llama_model_quantize_default_params()
+	params.nthread = -1
+
+	switch filetype {
+	case "F32":
+		params.ftype = fileTypeF32
+	case "F16":
+		params.ftype = fileTypeF16
+	case "Q4_0":
+		params.ftype = fileTypeQ4_0
+	case "Q4_1":
+		params.ftype = fileTypeQ4_1
+	case "Q4_1_F16":
+		params.ftype = fileTypeQ4_1_F16
+	case "Q8_0":
+		params.ftype = fileTypeQ8_0
+	case "Q5_0":
+		params.ftype = fileTypeQ5_0
+	case "Q5_1":
+		params.ftype = fileTypeQ5_1
+	case "Q2_K":
+		params.ftype = fileTypeQ2_K
+	case "Q3_K_S":
+		params.ftype = fileTypeQ3_K_S
+	case "Q3_K_M":
+		params.ftype = fileTypeQ3_K_M
+	case "Q3_K_L":
+		params.ftype = fileTypeQ3_K_L
+	case "Q4_K_S":
+		params.ftype = fileTypeQ4_K_S
+	case "Q4_K_M":
+		params.ftype = fileTypeQ4_K_M
+	case "Q5_K_S":
+		params.ftype = fileTypeQ5_K_S
+	case "Q5_K_M":
+		params.ftype = fileTypeQ5_K_M
+	case "Q6_K":
+		params.ftype = fileTypeQ6_K
+	case "IQ2_XXS":
+		params.ftype = fileTypeIQ2_XXS
+	case "IQ2_XS":
+		params.ftype = fileTypeIQ2_XS
+	case "Q2_K_S":
+		params.ftype = fileTypeQ2_K_S
+	case "Q3_K_XS":
+		params.ftype = fileTypeQ3_K_XS
+	case "IQ3_XXS":
+		params.ftype = fileTypeIQ3_XXS
+	default:
+		return fmt.Errorf("unknown filetype: %s", filetype)
+	}
+
+	if retval := C.llama_model_quantize(cinfile, coutfile, &params); retval != 0 {
+		return fmt.Errorf("llama_model_quantize: %d", retval)
+	}
+
+	return nil
+}

llm/payload.go

@@ -14,7 +14,7 @@ import (
 	"golang.org/x/exp/slices"
 	"golang.org/x/sync/errgroup"
 
-	"github.com/ollama/ollama/gpu"
+	"ollama.com/gpu"
 )
 
 var errPayloadMissing = fmt.Errorf("expected payloads not included in this build of ollama")

llm/server.go

@@ -17,14 +17,13 @@ import (
 	"os/exec"
 	"path/filepath"
 	"runtime"
-	"slices"
 	"strconv"
 	"strings"
 	"time"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/format"
-	"github.com/ollama/ollama/gpu"
+	"ollama.com/api"
+	"ollama.com/format"
+	"ollama.com/gpu"
 )
 
 // LlamaServer is an instance of the llama.cpp server
@@ -36,15 +35,7 @@ type LlamaServer struct {
 	options api.Options
 }
 
-var cpuOnlyFamilies = []string{
-	"mamba",
-}
-
 func NewLlamaServer(model string, adapters, projectors []string, opts api.Options) (*LlamaServer, error) {
-	if _, err := os.Stat(model); err != nil {
-		return nil, err
-	}
-
 	f, err := os.Open(model)
 	if err != nil {
 		return nil, err
@@ -65,67 +56,123 @@ func NewLlamaServer(model string, adapters, projectors []string, opts api.Option
 		opts.NumCtx = 4
 	}
 
-	availableMemory, _ := gpu.CheckVRAM()
+	memoryAvailable, _ := gpu.CheckVRAM()
 	info := gpu.GetGPUInfo()
 
-	usedMemory := info.MinimumMemory
+	memoryMinimum := info.MinimumMemory
 	for _, projector := range projectors {
-		usedMemory += projectorMemoryRequirements(projector)
+		memoryMinimum += projectorMemoryRequirements(projector)
 
 		// multimodal models require at least 2048 context
 		opts.NumCtx = max(opts.NumCtx, 2048)
 	}
 
 	// fp16 k,v = (1 (k) + 1 (v)) * sizeof(float16) * n_ctx * n_layer * n_embd / n_head * n_head_kv
-	kv := 2 * 2 * int64(opts.NumCtx) * int64(ggml.KV().BlockCount()) * int64(ggml.KV().EmbeddingLength()) / int64(ggml.KV().HeadCount()) * int64(ggml.KV().HeadCountKV())
+	var kv uint64 = 2 * 2 * uint64(opts.NumCtx) * ggml.KV().BlockCount() * ggml.KV().EmbeddingLength() / ggml.KV().HeadCount() * ggml.KV().HeadCountKV()
 
-	graph, ok := ggml.GraphSize(opts.NumCtx, min(opts.NumCtx, opts.NumBatch))
-	if !ok {
-		graph = int64(ggml.KV().GQA()) * kv / 6
+	graphPartialOffload, graphFullOffload := ggml.GraphSize(uint64(opts.NumCtx), uint64(min(opts.NumCtx, opts.NumBatch)))
+	if graphPartialOffload == 0 {
+		graphPartialOffload = ggml.KV().GQA() * kv / 6
 	}
 
-	usedMemory += graph
-
-	if (usedMemory > availableMemory || slices.Contains(cpuOnlyFamilies, ggml.KV().Architecture())) && info.Library != "metal" {
-		info.Library = "cpu"
+	if graphFullOffload == 0 {
+		graphFullOffload = graphPartialOffload
 	}
 
-	requiredMemory := usedMemory
+	graphFullOffload *= uint64(info.DeviceCount)
+	graphPartialOffload *= uint64(info.DeviceCount)
 
-	var layers int
-	for i := 0; i < int(ggml.KV().BlockCount()); i++ {
-		layerMemory := ggml.LayerSize(fmt.Sprintf("blk.%d.", i)) + kv/int64(ggml.KV().BlockCount())
-		requiredMemory += layerMemory
+	// memoryRequiredTotal represents the memory required for full GPU offloading (all layers)
+	memoryRequiredTotal := memoryMinimum + graphFullOffload
 
-		if availableMemory > usedMemory+layerMemory && (opts.NumGPU < 0 || layers < opts.NumGPU) {
-			usedMemory += layerMemory
-			layers++
+	// memoryRequiredPartial represents the memory required for partial GPU offloading (n > 0, n < layers)
+	memoryRequiredPartial := memoryMinimum + graphPartialOffload
+
+	if info.Library != "metal" {
+		if memoryRequiredPartial > memoryAvailable {
+			info.Library = "cpu"
 		}
 	}
 
-	memOutputLayer := ggml.LayerSize("output.")
-	requiredMemory += memOutputLayer
+	var layerCount int
+	layers := ggml.Tensors().Layers()
+	for i := 0; i < int(ggml.KV().BlockCount()); i++ {
+		memoryLayer := layers[fmt.Sprintf("blk.%d", i)].size()
 
-	// only offload output layer if all repeating layers are offloaded
-	if layers >= int(ggml.KV().BlockCount()) && availableMemory > usedMemory+memOutputLayer {
-		usedMemory += memOutputLayer
-		layers++
+		// KV is proportional to the number of layers
+		memoryLayer += kv / ggml.KV().BlockCount()
+
+		memoryRequiredTotal += memoryLayer
+		if memoryAvailable > memoryRequiredPartial+memoryLayer {
+			memoryRequiredPartial += memoryLayer
+			layerCount++
+		}
 	}
 
+	var memoryLayerOutput uint64
+	for k, v := range layers {
+		if !strings.HasPrefix(k, "blk.") {
+			memoryLayerOutput += v.size()
+		}
+	}
+
+	memoryRequiredTotal += memoryLayerOutput
+
+	if info.Library == "metal" && memoryRequiredTotal > info.TotalMemory {
+		// disable partial offloading when model is greater than total system memory
+		opts.NumGPU = 0
+	} else if memoryAvailable > memoryRequiredTotal {
+		layerCount = int(ggml.KV().BlockCount()) + 1
+		memoryRequiredPartial = memoryRequiredTotal
+	}
+
+	if opts.NumGPU < 0 {
+		opts.NumGPU = layerCount
+	}
+
+	memoryWeights := memoryRequiredTotal - memoryMinimum - graphFullOffload - kv
+
 	slog.Info(
 		"offload to gpu",
-		"layers", layers,
-		"required", format.HumanBytes2(requiredMemory),
-		"used", format.HumanBytes2(usedMemory),
-		"available", format.HumanBytes2(availableMemory),
-		"kv", format.HumanBytes2(kv),
-		"graph", format.HumanBytes2(graph),
+		slog.Group(
+			"layers",
+			// actual number of layers offloaded
+			"real", opts.NumGPU,
+			// estimated number of layers that can be offloaded
+			"estimate", layerCount,
+		),
+		slog.Group(
+			"memory",
+			// memory available for offloading
+			"available", format.HumanBytes2(memoryAvailable),
+			slog.Group(
+				"required",
+				// memory required for full offloading
+				"full", format.HumanBytes2(memoryRequiredTotal),
+				// memory required to offload layers.estimate layers
+				"partial", format.HumanBytes2(memoryRequiredPartial),
+				// memory of KV cache
+				"kv", format.HumanBytes2(kv),
+			),
+			slog.Group(
+				"weights",
+				// memory of the weights
+				"total", format.HumanBytes2(memoryWeights),
+				// memory of repeating layers
+				"repeating", format.HumanBytes2(memoryWeights-memoryLayerOutput),
+				// memory of non-repeating layers
+				"nonrepeating", format.HumanBytes2(memoryLayerOutput),
+			),
+			slog.Group(
+				"graph",
+				// memory of graph when fully offloaded
+				"full", format.HumanBytes2(graphFullOffload),
+				// memory of graph when not fully offloaded
+				"partial", format.HumanBytes2(graphPartialOffload),
+			),
+		),
 	)
 
-	if opts.NumGPU < 0 && info.Library != "cpu" {
-		opts.NumGPU = layers
-	}
-
 	if len(adapters) > 1 {
 		return nil, errors.New("ollama supports only one lora adapter, but multiple were provided")
 	}
@@ -269,12 +316,6 @@ func NewLlamaServer(model string, adapters, projectors []string, opts api.Option
 			_ = s.cmd.Wait()
 		}()
 
-		if err = s.waitUntilRunning(); err != nil {
-			slog.Error("error starting llama server", "server", servers[i], "error", err)
-			s.Close()
-			finalErr = err
-			continue
-		}
 		return s, nil
 	}
 
@@ -282,7 +323,7 @@ func NewLlamaServer(model string, adapters, projectors []string, opts api.Option
 	return nil, finalErr
 }
 
-func projectorMemoryRequirements(filename string) int64 {
+func projectorMemoryRequirements(filename string) uint64 {
 	file, err := os.Open(filename)
 	if err != nil {
 		return 0
@@ -294,18 +335,12 @@ func projectorMemoryRequirements(filename string) int64 {
 		return 0
 	}
 
-	prefixes := make(map[string]struct{})
-	for _, layer := range ggml.Tensors() {
-		parts := strings.Split(layer.Name, ".")
-		prefixes[strings.Join(parts[:2], ".")] = struct{}{}
+	var mem uint64
+	for _, layer := range ggml.Tensors().Layers() {
+		mem += layer.size()
 	}
 
-	var ask int64
-	for prefix := range prefixes {
-		ask += ggml.LayerSize(prefix)
-	}
-
-	return ask
+	return mem
 }
 
 type ServerStatus int
@@ -381,9 +416,10 @@ func (s *LlamaServer) Ping(ctx context.Context) error {
 	return nil
 }
 
-func (s *LlamaServer) waitUntilRunning() error {
+func (s *LlamaServer) WaitUntilRunning() error {
 	start := time.Now()
-	expiresAt := time.Now().Add(3 * time.Minute) // be generous with timeout, large models can take a while to load
+	// TODO we need to wire up a better way to detect hangs during model load and startup of the server
+	expiresAt := time.Now().Add(10 * time.Minute) // be generous with timeout, large models can take a while to load
 	ticker := time.NewTicker(50 * time.Millisecond)
 	defer ticker.Stop()
 

macapp/README.md

@@ -14,7 +14,7 @@ go build .
 Then run the desktop app with `npm start`:
 
 ```
-cd app
+cd macapp
 npm install
 npm start
 ```

main.go

@@ -3,8 +3,8 @@ package main
 import (
 	"context"
 
-	"github.com/ollama/ollama/cmd"
 	"github.com/spf13/cobra"
+	"ollama.com/cmd"
 )
 
 func main() {

openai/openai.go

@@ -11,7 +11,7 @@ import (
 	"time"
 
 	"github.com/gin-gonic/gin"
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 type Error struct {

progress/bar.go

@@ -6,8 +6,8 @@ import (
 	"strings"
 	"time"
 
-	"github.com/ollama/ollama/format"
 	"golang.org/x/term"
+	"ollama.com/format"
 )
 
 type Bar struct {

server/auth.go

@@ -15,8 +15,8 @@ import (
 	"strings"
 	"time"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/auth"
+	"ollama.com/api"
+	"ollama.com/auth"
 )
 
 type registryChallenge struct {

server/download.go

@@ -21,8 +21,8 @@ import (
 
 	"golang.org/x/sync/errgroup"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/format"
+	"ollama.com/api"
+	"ollama.com/format"
 )
 
 const maxRetries = 6
@@ -247,7 +247,8 @@ func (b *blobDownload) downloadChunk(ctx context.Context, requestURL *url.URL, w
 				}
 
 				if !part.lastUpdated.IsZero() && time.Since(part.lastUpdated) > 5*time.Second {
-					slog.Info(fmt.Sprintf("%s part %d stalled; retrying", b.Digest[7:19], part.N))
+					const msg = "%s part %d stalled; retrying. If this persists, press ctrl-c to exit, then 'ollama pull' to find a faster connection."
+					slog.Info(fmt.Sprintf(msg, b.Digest[7:19], part.N))
 					// reset last updated
 					part.lastUpdated = time.Time{}
 					return errPartStalled

server/images.go

@@ -24,12 +24,12 @@ import (
 
 	"golang.org/x/exp/slices"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/convert"
-	"github.com/ollama/ollama/format"
-	"github.com/ollama/ollama/llm"
-	"github.com/ollama/ollama/parser"
-	"github.com/ollama/ollama/version"
+	"ollama.com/api"
+	"ollama.com/convert"
+	"ollama.com/format"
+	"ollama.com/llm"
+	"ollama.com/parser"
+	"ollama.com/version"
 )
 
 type registryOptions struct {
@@ -284,7 +284,7 @@ func realpath(mfDir, from string) string {
 	return abspath
 }
 
-func CreateModel(ctx context.Context, name, modelFileDir string, commands []parser.Command, fn func(resp api.ProgressResponse)) error {
+func CreateModel(ctx context.Context, name, modelFileDir, quantization string, commands []parser.Command, fn func(resp api.ProgressResponse)) error {
 	deleteMap := make(map[string]struct{})
 	if manifest, _, err := GetManifest(ParseModelPath(name)); err == nil {
 		for _, layer := range append(manifest.Layers, manifest.Config) {
@@ -322,7 +322,7 @@ func CreateModel(ctx context.Context, name, modelFileDir string, commands []pars
 
 			pathName := realpath(modelFileDir, c.Args)
 
-			ggufName, err := convertSafetensors(name, pathName, fn)
+			ggufName, err := convertModel(name, pathName, fn)
 			if err != nil {
 				var pathErr *fs.PathError
 				switch {
@@ -337,8 +337,27 @@ func CreateModel(ctx context.Context, name, modelFileDir string, commands []pars
 
 			if ggufName != "" {
 				pathName = ggufName
-				slog.Debug(fmt.Sprintf("new image layer path: %s", pathName))
 				defer os.RemoveAll(ggufName)
+
+				if quantization != "" {
+					quantization = strings.ToUpper(quantization)
+					fn(api.ProgressResponse{Status: fmt.Sprintf("quantizing %s model to %s", "F16", quantization)})
+					tempfile, err := os.CreateTemp(filepath.Dir(ggufName), quantization)
+					if err != nil {
+						return err
+					}
+					defer os.RemoveAll(tempfile.Name())
+
+					if err := llm.Quantize(ggufName, tempfile.Name(), quantization); err != nil {
+						return err
+					}
+
+					if err := tempfile.Close(); err != nil {
+						return err
+					}
+
+					pathName = tempfile.Name()
+				}
 			}
 
 			bin, err := os.Open(pathName)
@@ -614,7 +633,7 @@ func CreateModel(ctx context.Context, name, modelFileDir string, commands []pars
 	return nil
 }
 
-func convertSafetensors(name, path string, fn func(resp api.ProgressResponse)) (string, error) {
+func convertModel(name, path string, fn func(resp api.ProgressResponse)) (string, error) {
 	r, err := zip.OpenReader(path)
 	if err != nil {
 		return "", err
@@ -649,17 +668,22 @@ func convertSafetensors(name, path string, fn func(resp api.ProgressResponse)) (
 		rc.Close()
 	}
 
-	params, err := convert.GetParams(tempDir)
+	mf, err := convert.GetModelFormat(tempDir)
 	if err != nil {
 		return "", err
 	}
 
-	mArch, err := convert.GetModelArchFromParams(name, tempDir, params)
+	params, err := mf.GetParams(tempDir)
 	if err != nil {
 		return "", err
 	}
 
-	fn(api.ProgressResponse{Status: "processing safetensors"})
+	mArch, err := mf.GetModelArch(name, tempDir, params)
+	if err != nil {
+		return "", err
+	}
+
+	fn(api.ProgressResponse{Status: "processing tensors"})
 	if err := mArch.GetTensors(); err != nil {
 		return "", err
 	}

server/prompt.go

@@ -7,7 +7,7 @@ import (
 	"text/template"
 	"text/template/parse"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 // isResponseNode checks if the node contains .Response

server/prompt_test.go

@@ -4,7 +4,7 @@ import (
 	"strings"
 	"testing"
 
-	"github.com/ollama/ollama/api"
+	"ollama.com/api"
 )
 
 func TestPrompt(t *testing.T) {

server/routes.go

@@ -27,12 +27,12 @@ import (
 	"github.com/gin-gonic/gin"
 	"golang.org/x/exp/slices"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/gpu"
-	"github.com/ollama/ollama/llm"
-	"github.com/ollama/ollama/openai"
-	"github.com/ollama/ollama/parser"
-	"github.com/ollama/ollama/version"
+	"ollama.com/api"
+	"ollama.com/gpu"
+	"ollama.com/llm"
+	"ollama.com/openai"
+	"ollama.com/parser"
+	"ollama.com/version"
 )
 
 var mode string = gin.DebugMode
@@ -68,6 +68,18 @@ var loaded struct {
 
 var defaultSessionDuration = 5 * time.Minute
 
+func unload() {
+	if loaded.llama != nil {
+		loaded.llama.Close()
+	}
+
+	loaded.llama = nil
+	loaded.model = ""
+	loaded.adapters = nil
+	loaded.projectors = nil
+	loaded.Options = nil
+}
+
 // load a model into memory if it is not already loaded, it is up to the caller to lock loaded.mu before calling this function
 func load(c *gin.Context, model *Model, opts api.Options, sessionDuration time.Duration) error {
 	ctx, cancel := context.WithTimeout(c, 10*time.Second)
@@ -83,12 +95,7 @@ func load(c *gin.Context, model *Model, opts api.Options, sessionDuration time.D
 	if needLoad {
 		if loaded.llama != nil {
 			slog.Info("changing loaded model")
-			loaded.llama.Close()
-			loaded.llama = nil
-			loaded.model = ""
-			loaded.adapters = nil
-			loaded.projectors = nil
-			loaded.Options = nil
+			unload()
 		}
 
 		llama, err := llm.NewLlamaServer(model.ModelPath, model.AdapterPaths, model.ProjectorPaths, opts)
@@ -108,22 +115,19 @@ func load(c *gin.Context, model *Model, opts api.Options, sessionDuration time.D
 		loaded.projectors = model.ProjectorPaths
 		loaded.llama = llama
 		loaded.Options = &opts
+
+		if err = llama.WaitUntilRunning(); err != nil {
+			slog.Error("error loading llama server", "error", err)
+			unload()
+			return err
+		}
 	}
 
 	if loaded.expireTimer == nil {
 		loaded.expireTimer = time.AfterFunc(sessionDuration, func() {
 			loaded.mu.Lock()
 			defer loaded.mu.Unlock()
-
-			if loaded.llama != nil {
-				loaded.llama.Close()
-			}
-
-			loaded.llama = nil
-			loaded.model = ""
-			loaded.adapters = nil
-			loaded.projectors = nil
-			loaded.Options = nil
+			unload()
 		})
 	}
 
@@ -647,7 +651,7 @@ func CreateModelHandler(c *gin.Context) {
 		ctx, cancel := context.WithCancel(c.Request.Context())
 		defer cancel()
 
-		if err := CreateModel(ctx, model, filepath.Dir(req.Path), commands, fn); err != nil {
+		if err := CreateModel(ctx, model, filepath.Dir(req.Path), req.Quantization, commands, fn); err != nil {
 			ch <- gin.H{"error": err.Error()}
 		}
 	}()
@@ -913,6 +917,24 @@ func HeadBlobHandler(c *gin.Context) {
 }
 
 func CreateBlobHandler(c *gin.Context) {
+	path, err := GetBlobsPath(c.Param("digest"))
+	if err != nil {
+		c.AbortWithStatusJSON(http.StatusBadRequest, gin.H{"error": err.Error()})
+		return
+	}
+
+	_, err = os.Stat(path)
+	switch {
+	case errors.Is(err, os.ErrNotExist):
+		// noop
+	case err != nil:
+		c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
+		return
+	default:
+		c.Status(http.StatusOK)
+		return
+	}
+
 	layer, err := NewLayer(c.Request.Body, "")
 	if err != nil {
 		c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"error": err.Error()})
@@ -1128,9 +1150,7 @@ func Serve(ln net.Listener) error {
 	signal.Notify(signals, syscall.SIGINT, syscall.SIGTERM)
 	go func() {
 		<-signals
-		if loaded.llama != nil {
-			loaded.llama.Close()
-		}
+		unload()
 		gpu.Cleanup()
 		os.Exit(0)
 	}()

server/routes_test.go

@@ -16,9 +16,9 @@ import (
 
 	"github.com/stretchr/testify/assert"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/parser"
-	"github.com/ollama/ollama/version"
+	"ollama.com/api"
+	"ollama.com/parser"
+	"ollama.com/version"
 )
 
 func Test_Routes(t *testing.T) {
@@ -61,7 +61,7 @@ func Test_Routes(t *testing.T) {
 		fn := func(resp api.ProgressResponse) {
 			t.Logf("Status: %s", resp.Status)
 		}
-		err = CreateModel(context.TODO(), name, "", commands, fn)
+		err = CreateModel(context.TODO(), name, "", "", commands, fn)
 		assert.Nil(t, err)
 	}
 

server/upload.go

@@ -16,9 +16,9 @@ import (
 	"sync/atomic"
 	"time"
 
-	"github.com/ollama/ollama/api"
-	"github.com/ollama/ollama/format"
 	"golang.org/x/sync/errgroup"
+	"ollama.com/api"
+	"ollama.com/format"
 )
 
 var blobUploadManager sync.Map

types/model/digest.go

@@ -0,0 +1,79 @@
+package model
+
+import (
+	"log/slog"
+	"strings"
+	"unicode"
+)
+
+// Digest represents a digest of a model Manifest. It is a comparable value
+// type and is immutable.
+//
+// The zero Digest is not a valid digest.
+type Digest struct {
+	s string
+}
+
+// Type returns the digest type of the digest.
+//
+// Example:
+//
+//	ParseDigest("sha256-1234").Type() // returns "sha256"
+func (d Digest) Type() string {
+	typ, _, _ := strings.Cut(d.s, "-")
+	return typ
+}
+
+// String returns the digest in the form of "<digest-type>-<digest>", or the
+// empty string if the digest is invalid.
+func (d Digest) String() string { return d.s }
+
+// IsValid returns true if the digest is valid (not zero).
+//
+// A valid digest may be created only by ParseDigest, or
+// ParseName(name).Digest().
+func (d Digest) IsValid() bool { return d.s != "" }
+
+// LogValue implements slog.Value.
+func (d Digest) LogValue() slog.Value {
+	return slog.StringValue(d.String())
+}
+
+var (
+	_ slog.LogValuer = Digest{}
+)
+
+// ParseDigest parses a string in the form of "<digest-type>-<digest>" into a
+// Digest.
+func ParseDigest(s string) Digest {
+	typ, digest, ok := strings.Cut(s, "-")
+	if ok && isValidDigestType(typ) && isValidHex(digest) {
+		return Digest{s: s}
+	}
+	return Digest{}
+}
+
+func isValidDigestType(s string) bool {
+	if len(s) == 0 {
+		return false
+	}
+	for _, r := range s {
+		if !unicode.IsLower(r) && !unicode.IsDigit(r) {
+			return false
+		}
+	}
+	return true
+}
+
+func isValidHex(s string) bool {
+	if len(s) == 0 {
+		return false
+	}
+	for i := range s {
+		c := s[i]
+		if c < '0' || c > '9' && c < 'a' || c > 'f' {
+			return false
+		}
+	}
+	return true
+}

types/model/digest_test.go

@@ -0,0 +1,46 @@
+package model
+
+import "testing"
+
+var testDigests = map[string]Digest{
+	"":                 {},
+	"sha256-1234":      {s: "sha256-1234"},
+	"sha256-5678":      {s: "sha256-5678"},
+	"blake2-9abc":      {s: "blake2-9abc"},
+	"-1234":            {},
+	"sha256-":          {},
+	"sha256-1234-5678": {},
+	"sha256-P":         {}, //         invalid  hex
+	"sha256-1234P":     {},
+	"---":              {},
+}
+
+func TestDigestParse(t *testing.T) {
+	// Test cases.
+	for s, want := range testDigests {
+		got := ParseDigest(s)
+		t.Logf("ParseDigest(%q) = %#v", s, got)
+		if got != want {
+			t.Errorf("ParseDigest(%q) = %q; want %q", s, got, want)
+		}
+	}
+}
+
+func TestDigestString(t *testing.T) {
+	// Test cases.
+	for s, d := range testDigests {
+		want := s
+		if !d.IsValid() {
+			want = ""
+		}
+		got := d.String()
+		if got != want {
+			t.Errorf("ParseDigest(%q).String() = %q; want %q", s, got, want)
+		}
+
+		got = ParseDigest(s).String()
+		if got != want {
+			t.Errorf("roundtrip ParseDigest(%q).String() = %q; want %q", s, got, want)
+		}
+	}
+}

types/model/name.go

@@ -0,0 +1,693 @@
+package model
+
+import (
+	"cmp"
+	"errors"
+	"fmt"
+	"hash/maphash"
+	"io"
+	"log/slog"
+	"path/filepath"
+	"slices"
+	"strings"
+	"sync"
+
+	"ollama.com/types/structs"
+)
+
+// Errors
+var (
+	// ErrInvalidName, ErrIncompleteName, and ErrInvalidDigest are not
+	// used by this package, but are exported so that other packages can
+	// use them, instead of defining their own errors for them.
+	ErrInvalidName    = errors.New("invalid model name")
+	ErrIncompleteName = errors.New("incomplete model name")
+	ErrInvalidDigest  = errors.New("invalid digest")
+)
+
+// Defaults
+const (
+	// MaskDefault is the default mask used by [Name.DisplayShortest].
+	MaskDefault = "registry.ollama.ai/library/?:latest"
+
+	// MaskNothing is a mask that masks nothing.
+	MaskNothing = "?/?/?:?"
+
+	// DefaultFill is the default fill used by [ParseName].
+	FillDefault = "registry.ollama.ai/library/?:latest+Q4_0"
+
+	// FillNothing is a fill that fills nothing.
+	FillNothing = "?/?/?:?+?"
+)
+
+const MaxNamePartLen = 128
+
+type PartKind int
+
+// Levels of concreteness
+const (
+	// Each value aligns with its index in the Name.parts array.
+
+	PartHost PartKind = iota
+	PartNamespace
+	PartModel
+	PartTag
+	PartBuild
+	PartDigest
+
+	// NumParts is the number of parts in a Name. In this list, it must
+	// follow the final part.
+	NumParts
+
+	PartExtraneous = -1
+)
+
+var kindNames = map[PartKind]string{
+	PartHost:      "Host",
+	PartNamespace: "Namespace",
+	PartModel:     "Name",
+	PartTag:       "Tag",
+	PartBuild:     "Build",
+	PartDigest:    "Digest",
+}
+
+func (k PartKind) String() string {
+	return cmp.Or(kindNames[k], "Unknown")
+}
+
+// Name is an opaque reference to a model. It holds the parts of a model
+// with the case preserved, but is not directly comparable with other Names
+// since model names can be represented with different casing depending on
+// the use case. For instance, "Mistral" and "mistral" are the same model
+// but each version may have come from different sources (e.g. copied from a
+// Web page, or from a file path).
+//
+// Valid Names can ONLY be constructed by calling [ParseName].
+//
+// A Name is valid if and only if is have a valid Model part. The other parts
+// are optional.
+//
+// A Name is considered "complete" if it has all parts present. To check if a
+// Name is complete, use [Name.IsComplete].
+//
+// To compare two names in a case-insensitive manner, use [Name.EqualFold].
+//
+// The parts of a Name are:
+//
+//   - Host: the domain of the model (optional)
+//   - Namespace: the namespace of the model (optional)
+//   - Model: the name of the model (required)
+//   - Tag: the tag of the model (optional)
+//   - Build: the build of the model; usually the quantization or "file type" (optional)
+//
+// The parts can be obtained in their original form by calling [Name.Parts].
+//
+// To check if a Name has at minimum a valid model part, use [Name.IsValid].
+type Name struct {
+	_     structs.Incomparable
+	parts [NumParts]string // host, namespace, model, tag, build, digest
+
+	// TODO(bmizerany): track offsets and hold s (raw string) here? We
+	// could pack the offsets all into a single uint64 since the first
+	// parts take less bits since their max offset is less than the max
+	// offset of the next part. This would save a ton of bytes per Name
+	// and mean zero allocations for String.
+}
+
+// ParseName parses s into a Name, and returns the result of filling it with
+// defaults. The input string must be a valid string
+// representation of a model name in the form:
+//
+//	[host/][namespace/]<model>[:tag][+build][@<digest-type>-<digest>]
+//
+// The name part is required, all others are optional. If a part is missing,
+// it is left empty in the returned Name. If a part is invalid, the zero Ref
+// value is returned.
+//
+// The build part is normalized to uppercase.
+//
+// Examples of valid paths:
+//
+//	"example.com/library/mistral:7b+x"
+//	"example.com/eva/mistral:7b+Q4_0"
+//	"mistral:7b+x"
+//	"example.com/mike/mistral:latest+Q4_0"
+//	"example.com/bruce/mistral:latest"
+//	"example.com/pdevine/thisisfine:7b+Q4_0@sha256-1234567890abcdef"
+//
+// Examples of invalid paths:
+//
+//	"example.com/mistral:7b+"
+//	"example.com/mistral:7b+Q4_0+"
+//	"x/y/z/z:8n+I"
+//	""
+//
+// It returns the zero value if any part is invalid.
+//
+// # Fills
+//
+// For any valid s, the fill string is used to fill in missing parts of the
+// Name. The fill string must be a valid Name with the exception that any part
+// may be the string ("?"), which will not be considered for filling.
+func ParseName(s, fill string) Name {
+	var r Name
+	parts(s)(func(kind PartKind, part string) bool {
+		if kind == PartDigest && !ParseDigest(part).IsValid() {
+			r = Name{}
+			return false
+		}
+		if kind == PartExtraneous || !isValidPart(kind, part) {
+			r = Name{}
+			return false
+		}
+		r.parts[kind] = part
+		return true
+	})
+	if r.IsValid() || r.IsResolved() {
+		return fillName(r, fill)
+	}
+	return Name{}
+}
+
+func parseMask(s string) Name {
+	var r Name
+	parts(s)(func(kind PartKind, part string) bool {
+		if part == "?" {
+			// mask part; treat as empty but valid
+			return true
+		}
+		if !isValidPart(kind, part) {
+			panic(fmt.Errorf("invalid mask part %s: %q", kind, part))
+		}
+		r.parts[kind] = part
+		return true
+	})
+	return r
+}
+
+func MustParseName(s, fill string) Name {
+	r := ParseName(s, fill)
+	if !r.IsValid() {
+		panic("invalid Name: " + s)
+	}
+	return r
+}
+
+// fillName fills in the missing parts of dst with the parts of src.
+//
+// The returned Name will only be valid if dst is valid.
+//
+// It skipps fill parts that are "?".
+func fillName(r Name, fill string) Name {
+	fill = cmp.Or(fill, FillDefault)
+	f := parseMask(fill)
+	if fill != FillNothing && f.IsZero() {
+		panic("invalid fill")
+	}
+	for i := range r.parts {
+		if f.parts[i] == "?" {
+			continue
+		}
+		r.parts[i] = cmp.Or(r.parts[i], f.parts[i])
+	}
+	return r
+}
+
+// WithBuild returns a copy of r with the build set to the given string.
+func (r Name) WithBuild(build string) Name {
+	r.parts[PartBuild] = build
+	return r
+}
+
+func (r Name) WithDigest(digest Digest) Name {
+	r.parts[PartDigest] = digest.String()
+	return r
+}
+
+var mapHashSeed = maphash.MakeSeed()
+
+// MapHash returns a case insensitive hash for use in maps and equality
+// checks. For a convenient way to compare names, use [Name.EqualFold].
+//
+//nolint:errcheck
+func (r Name) MapHash() uint64 {
+	// correctly hash the parts with case insensitive comparison
+	var h maphash.Hash
+	h.SetSeed(mapHashSeed)
+	for _, part := range r.parts {
+		// downcase the part for hashing
+		for i := range part {
+			c := part[i]
+			if c >= 'A' && c <= 'Z' {
+				c = c - 'A' + 'a'
+			}
+			h.WriteByte(c)
+		}
+	}
+	return h.Sum64()
+}
+
+func (r Name) slice(from, to PartKind) Name {
+	var v Name
+	copy(v.parts[from:to+1], r.parts[from:to+1])
+	return v
+}
+
+// DisplayShortest returns the shortest possible, masked display string in form:
+//
+//	[host/][<namespace>/]<model>[:<tag>]
+//
+// # Masks
+//
+// The mask is a string that specifies which parts of the name to omit based
+// on case-insensitive comparison. [Name.DisplayShortest] omits parts of the name
+// that are the same as the mask, moving from left to right until the first
+// unequal part is found. It then moves right to left until the first unequal
+// part is found. The result is the shortest possible display string.
+//
+// Unlike a [Name] the mask can contain "?" characters which are treated as
+// wildcards. A "?" will never match a part of the name, since a valid name
+// can never contain a "?" character.
+//
+// For example: Given a Name ("registry.ollama.ai/library/mistral:latest") masked
+// with ("registry.ollama.ai/library/?:latest") will produce the display string
+// ("mistral").
+//
+// If mask is the empty string, then [MaskDefault] is used.
+//
+// DisplayShortest panics if the mask is not the empty string, MaskNothing, and
+// invalid.
+//
+// # Builds
+//
+// For now, DisplayShortest does consider the build or return one in the
+// result. We can lift this restriction when needed.
+func (r Name) DisplayShortest(mask string) string {
+	mask = cmp.Or(mask, MaskDefault)
+	d := parseMask(mask)
+	if mask != MaskNothing && r.IsZero() {
+		panic("invalid Name")
+	}
+	for i := range PartTag {
+		if !strings.EqualFold(r.parts[i], d.parts[i]) {
+			break
+		}
+		r.parts[i] = ""
+	}
+	for i := PartTag; i >= 0; i-- {
+		if !strings.EqualFold(r.parts[i], d.parts[i]) {
+			break
+		}
+		r.parts[i] = ""
+	}
+	return r.slice(PartHost, PartTag).DisplayLong()
+}
+
+// DisplayLongest returns the result of r.DisplayShortest(MaskNothing).
+func (r Name) DisplayLongest() string {
+	return r.DisplayShortest(MaskNothing)
+}
+
+var seps = [...]string{
+	PartHost:      "/",
+	PartNamespace: "/",
+	PartModel:     ":",
+	PartTag:       "+",
+	PartBuild:     "@",
+	PartDigest:    "",
+}
+
+// WriteTo implements io.WriterTo. It writes the fullest possible display
+// string in form:
+//
+//	<host>/<namespace>/<model>:<tag>+<build>@<digest-type>-<digest>
+//
+// Missing parts and their separators are not written.
+//
+// The full digest is always prefixed with "@". That is if [Name.IsValid]
+// reports false and [Name.IsResolved] reports true, then the string is
+// returned as "@<digest-type>-<digest>".
+func (r Name) writeTo(w io.StringWriter) error {
+	var partsWritten int
+	for i := range r.parts {
+		if r.parts[i] == "" {
+			continue
+		}
+		if partsWritten > 0 || i == int(PartDigest) {
+			if _, err := w.WriteString(seps[i-1]); err != nil {
+				return err
+			}
+		}
+		if _, err := w.WriteString(r.parts[i]); err != nil {
+			return err
+		}
+		partsWritten++
+	}
+	return nil
+}
+
+var builderPool = sync.Pool{
+	New: func() interface{} {
+		return &strings.Builder{}
+	},
+}
+
+// DisplayLong returns the fullest possible display string in form:
+//
+//	<host>/<namespace>/<model>:<tag>+<build>
+//
+// If any part is missing, it is omitted from the display string.
+func (r Name) DisplayLong() string {
+	b := builderPool.Get().(*strings.Builder)
+	defer builderPool.Put(b)
+	b.Reset()
+	b.Grow(50) // arbitrarily long enough for most names
+	_ = r.writeTo(b)
+	return b.String()
+}
+
+// GoString implements fmt.GoStringer. It returns a string suitable for
+// debugging and logging. It is similar to [Name.DisplayLong] but it always
+// returns a string that includes all parts of the Name, with missing parts
+// replaced with a ("?").
+func (r Name) GoString() string {
+	for i := range r.parts {
+		r.parts[i] = cmp.Or(r.parts[i], "?")
+	}
+	return r.DisplayLong()
+}
+
+// LogValue implements slog.Valuer.
+func (r Name) LogValue() slog.Value {
+	return slog.StringValue(r.GoString())
+}
+
+// IsComplete reports whether the Name is fully qualified. That is it has a
+// domain, namespace, name, tag, and build.
+func (r Name) IsComplete() bool {
+	return !slices.Contains(r.parts[:PartDigest], "")
+}
+
+// IsCompleteNoBuild is like [Name.IsComplete] but it does not require the
+// build part to be present.
+func (r Name) IsCompleteNoBuild() bool {
+	return !slices.Contains(r.parts[:PartBuild], "")
+}
+
+// IsResolved reports true if the Name has a valid digest.
+//
+// It is possible to have a valid Name, or a complete Name that is not
+// resolved.
+func (r Name) IsResolved() bool {
+	return r.Digest().IsValid()
+}
+
+// Digest returns the digest part of the Name, if any.
+//
+// If Digest returns a non-empty string, then [Name.IsResolved] will return
+// true, and digest is considered valid.
+func (r Name) Digest() Digest {
+	// This was already validated by ParseName, so we can just return it.
+	return Digest{r.parts[PartDigest]}
+}
+
+// EqualFold reports whether r and o are equivalent model names, ignoring
+// case.
+func (r Name) EqualFold(o Name) bool {
+	return r.CompareFold(o) == 0
+}
+
+// CompareFold performs a case-insensitive cmp.Compare on r and o.
+//
+// This can be used with [slices.SortFunc].
+//
+// For simple equality checks, use [Name.EqualFold].
+func (r Name) CompareFold(o Name) int {
+	return slices.CompareFunc(r.parts[:], o.parts[:], compareFold)
+}
+
+func compareFold(a, b string) int {
+	return slices.CompareFunc([]rune(a), []rune(b), func(a, b rune) int {
+		return cmp.Compare(downcase(a), downcase(b))
+	})
+}
+
+func downcase(r rune) rune {
+	if r >= 'A' && r <= 'Z' {
+		return r - 'A' + 'a'
+	}
+	return r
+}
+
+func (r Name) Host() string      { return r.parts[PartHost] }
+func (r Name) Namespace() string { return r.parts[PartNamespace] }
+func (r Name) Model() string     { return r.parts[PartModel] }
+func (r Name) Build() string     { return r.parts[PartBuild] }
+func (r Name) Tag() string       { return r.parts[PartTag] }
+
+// iter_Seq2 is a iter.Seq2 defined here to avoid the current build
+// restrictions in the go1.22 iter package requiring the
+// goexperiment.rangefunc tag to be set via the GOEXPERIMENT=rangefunc flag,
+// which we are not yet ready to support.
+//
+// Once we are ready to support rangefunc, this can be removed and replaced
+// with the iter.Seq2 type.
+type iter_Seq2[A, B any] func(func(A, B) bool)
+
+// Parts returns a sequence of the parts of a Name string from most specific
+// to least specific.
+//
+// It normalizes the input string by removing "http://" and "https://" only.
+// No other normalizations are performed.
+func parts(s string) iter_Seq2[PartKind, string] {
+	return func(yield func(PartKind, string) bool) {
+		if strings.HasPrefix(s, "http://") {
+			s = strings.TrimPrefix(s, "http://")
+		} else {
+			s = strings.TrimPrefix(s, "https://")
+		}
+
+		if len(s) > MaxNamePartLen || len(s) == 0 {
+			return
+		}
+
+		numConsecutiveDots := 0
+		partLen := 0
+		state, j := PartDigest, len(s)
+		for i := len(s) - 1; i >= 0; i-- {
+			if partLen++; partLen > MaxNamePartLen {
+				// catch a part that is too long early, so
+				// we don't keep spinning on it, waiting for
+				// an isInValidPart check which would scan
+				// over it again.
+				yield(state, s[i+1:j])
+				return
+			}
+
+			switch s[i] {
+			case '@':
+				switch state {
+				case PartDigest:
+					if !yield(PartDigest, s[i+1:j]) {
+						return
+					}
+					if i == 0 {
+						// This is the form
+						// "@<digest>" which is valid.
+						//
+						// We're done.
+						return
+					}
+					state, j, partLen = PartBuild, i, 0
+				default:
+					yield(PartExtraneous, s[i+1:j])
+					return
+				}
+			case '+':
+				switch state {
+				case PartBuild, PartDigest:
+					if !yield(PartBuild, s[i+1:j]) {
+						return
+					}
+					state, j, partLen = PartTag, i, 0
+				default:
+					yield(PartExtraneous, s[i+1:j])
+					return
+				}
+			case ':':
+				switch state {
+				case PartTag, PartBuild, PartDigest:
+					if !yield(PartTag, s[i+1:j]) {
+						return
+					}
+					state, j, partLen = PartModel, i, 0
+				case PartHost:
+					// noop: support for host:port
+				default:
+					yield(PartExtraneous, s[i+1:j])
+					return
+				}
+			case '/':
+				switch state {
+				case PartModel, PartTag, PartBuild, PartDigest:
+					if !yield(PartModel, s[i+1:j]) {
+						return
+					}
+					state, j = PartNamespace, i
+				case PartNamespace:
+					if !yield(PartNamespace, s[i+1:j]) {
+						return
+					}
+					state, j, partLen = PartHost, i, 0
+				default:
+					yield(PartExtraneous, s[i+1:j])
+					return
+				}
+			default:
+				if s[i] == '.' {
+					if numConsecutiveDots++; numConsecutiveDots > 1 {
+						yield(state, "")
+						return
+					}
+				} else {
+					numConsecutiveDots = 0
+				}
+			}
+		}
+
+		if state <= PartNamespace {
+			yield(state, s[:j])
+		} else {
+			yield(PartModel, s[:j])
+		}
+	}
+}
+
+func (r Name) IsZero() bool {
+	return r.parts == [NumParts]string{}
+}
+
+// IsValid reports if a model has at minimum a valid model part.
+func (r Name) IsValid() bool {
+	// Parts ensures we only have valid parts, so no need to validate
+	// them here, only check if we have a name or not.
+	return r.parts[PartModel] != ""
+}
+
+// ParseNameFromURLPath parses forms of a URL path into a Name. Specifically,
+// it trims any leading "/" and then calls [ParseName] with fill.
+func ParseNameFromURLPath(s, fill string) Name {
+	s = strings.TrimPrefix(s, "/")
+	return ParseName(s, fill)
+}
+
+// URLPath returns a complete, canonicalized, relative URL path using the parts of a
+// complete Name.
+//
+// The parts maintain their original case.
+//
+// Example:
+//
+//	ParseName("example.com/namespace/model:tag+build").URLPath() // returns "/example.com/namespace/model:tag"
+func (r Name) URLPath() string {
+	return r.DisplayShortest(MaskNothing)
+}
+
+// ParseNameFromFilepath parses a file path into a Name. The input string must be a
+// valid file path representation of a model name in the form:
+//
+//	host/namespace/model/tag/build
+//
+// The zero valid is returned if s does not contain all path elements
+// leading up to the model part, or if any path element is an invalid part
+// for the its corresponding part kind.
+//
+// The fill string is used to fill in missing parts of any constructed Name.
+// See [ParseName] for more information on the fill string.
+func ParseNameFromFilepath(s, fill string) Name {
+	var r Name
+	for i := range PartBuild + 1 {
+		part, rest, _ := strings.Cut(s, string(filepath.Separator))
+		if !isValidPart(i, part) {
+			return Name{}
+		}
+		r.parts[i] = part
+		s = rest
+		if s == "" {
+			break
+		}
+	}
+	if s != "" {
+		return Name{}
+	}
+	if !r.IsValid() {
+		return Name{}
+	}
+	return fillName(r, fill)
+}
+
+// Filepath returns a complete, canonicalized, relative file path using the
+// parts of a complete Name.
+//
+// Each parts is downcased, except for the build part which is upcased.
+//
+// Example:
+//
+//	ParseName("example.com/namespace/model:tag+build").Filepath() // returns "example.com/namespace/model/tag/BUILD"
+func (r Name) Filepath() string {
+	for i := range r.parts {
+		if PartKind(i) == PartBuild {
+			r.parts[i] = strings.ToUpper(r.parts[i])
+		} else {
+			r.parts[i] = strings.ToLower(r.parts[i])
+		}
+	}
+	return filepath.Join(r.parts[:]...)
+}
+
+// FilepathNoBuild returns a complete, canonicalized, relative file path using
+// the parts of a complete Name, but without the build part.
+func (r Name) FilepathNoBuild() string {
+	for i := range PartBuild {
+		r.parts[i] = strings.ToLower(r.parts[i])
+	}
+	return filepath.Join(r.parts[:PartBuild]...)
+}
+
+// isValidPart reports if s contains all valid characters for the given
+// part kind.
+func isValidPart(kind PartKind, s string) bool {
+	if s == "" {
+		return false
+	}
+	var consecutiveDots int
+	for _, c := range []byte(s) {
+		if c == '.' {
+			if consecutiveDots++; consecutiveDots >= 2 {
+				return false
+			}
+		} else {
+			consecutiveDots = 0
+		}
+		if !isValidByteFor(kind, c) {
+			return false
+		}
+	}
+	return true
+}
+
+func isValidByteFor(kind PartKind, c byte) bool {
+	if kind == PartNamespace && c == '.' {
+		return false
+	}
+	if kind == PartHost && c == ':' {
+		return true
+	}
+	if c == '.' || c == '-' {
+		return true
+	}
+	if c >= 'a' && c <= 'z' || c >= 'A' && c <= 'Z' || c >= '0' && c <= '9' || c == '_' {
+		return true
+	}
+	return false
+}

types/model/name_test.go

@@ -0,0 +1,709 @@
+package model
+
+import (
+	"bytes"
+	"cmp"
+	"fmt"
+	"log/slog"
+	"path/filepath"
+	"slices"
+	"strings"
+	"testing"
+)
+
+type fields struct {
+	host, namespace, model, tag, build string
+	digest                             string
+}
+
+func fieldsFromName(p Name) fields {
+	return fields{
+		host:      p.parts[PartHost],
+		namespace: p.parts[PartNamespace],
+		model:     p.parts[PartModel],
+		tag:       p.parts[PartTag],
+		build:     p.parts[PartBuild],
+		digest:    p.parts[PartDigest],
+	}
+}
+
+var testNames = map[string]fields{
+	"mistral:latest":                 {model: "mistral", tag: "latest"},
+	"mistral":                        {model: "mistral"},
+	"mistral:30B":                    {model: "mistral", tag: "30B"},
+	"mistral:7b":                     {model: "mistral", tag: "7b"},
+	"mistral:7b+Q4_0":                {model: "mistral", tag: "7b", build: "Q4_0"},
+	"mistral+KQED":                   {model: "mistral", build: "KQED"},
+	"mistral.x-3:7b+Q4_0":            {model: "mistral.x-3", tag: "7b", build: "Q4_0"},
+	"mistral:7b+q4_0":                {model: "mistral", tag: "7b", build: "q4_0"},
+	"llama2":                         {model: "llama2"},
+	"user/model":                     {namespace: "user", model: "model"},
+	"example.com/ns/mistral:7b+Q4_0": {host: "example.com", namespace: "ns", model: "mistral", tag: "7b", build: "Q4_0"},
+	"example.com/ns/mistral:7b+X":    {host: "example.com", namespace: "ns", model: "mistral", tag: "7b", build: "X"},
+	"localhost:5000/ns/mistral":      {host: "localhost:5000", namespace: "ns", model: "mistral"},
+
+	// invalid digest
+	"mistral:latest@invalid256-": {},
+	"mistral:latest@-123":        {},
+	"mistral:latest@!-123":       {},
+	"mistral:latest@1-!":         {},
+	"mistral:latest@":            {},
+
+	// resolved
+	"x@sha123-1": {model: "x", digest: "sha123-1"},
+	"@sha456-2":  {digest: "sha456-2"},
+
+	"@@sha123-1": {},
+
+	// preserves case for build
+	"x+b": {model: "x", build: "b"},
+
+	// invalid (includes fuzzing trophies)
+	" / / : + ": {},
+	" / : + ":   {},
+	" : + ":     {},
+	" + ":       {},
+	" : ":       {},
+	" / ":       {},
+	" /":        {},
+	"/ ":        {},
+	"/":         {},
+	":":         {},
+	"+":         {},
+
+	// (".") in namepsace is not allowed
+	"invalid.com/7b+x": {},
+
+	"invalid:7b+Q4_0:latest": {},
+	"in valid":               {},
+	"invalid/y/z/foo":        {},
+	"/0":                     {},
+	"0 /0":                   {},
+	"0 /":                    {},
+	"0/":                     {},
+	":/0":                    {},
+	"+0/00000":               {},
+	"0+.\xf2\x80\xf6\x9d00000\xe5\x99\xe6\xd900\xd90\xa60\x91\xdc0\xff\xbf\x99\xe800\xb9\xdc\xd6\xc300\x970\xfb\xfd0\xe0\x8a\xe1\xad\xd40\x9700\xa80\x980\xdd0000\xb00\x91000\xfe0\x89\x9b\x90\x93\x9f0\xe60\xf7\x84\xb0\x87\xa5\xff0\xa000\x9a\x85\xf6\x85\xfe\xa9\xf9\xe9\xde00\xf4\xe0\x8f\x81\xad\xde00\xd700\xaa\xe000000\xb1\xee0\x91": {},
+	"0//0":                        {},
+	"m+^^^":                       {},
+	"file:///etc/passwd":          {},
+	"file:///etc/passwd:latest":   {},
+	"file:///etc/passwd:latest+u": {},
+
+	":x": {},
+	"+x": {},
+	"x+": {},
+
+	// Disallow ("\.+") in any part to prevent path traversal anywhere
+	// we convert the name to a path.
+	"../etc/passwd":  {},
+	".../etc/passwd": {},
+	"./../passwd":    {},
+	"./0+..":         {},
+
+	strings.Repeat("a", MaxNamePartLen):   {model: strings.Repeat("a", MaxNamePartLen)},
+	strings.Repeat("a", MaxNamePartLen+1): {},
+}
+
+// TestConsecutiveDots tests that consecutive dots are not allowed in any
+// part, to avoid path traversal. There also are some tests in testNames, but
+// this test is more exhaustive and exists to emphasize the importance of
+// preventing path traversal.
+func TestNameConsecutiveDots(t *testing.T) {
+	for i := 1; i < 10; i++ {
+		s := strings.Repeat(".", i)
+		if i > 1 {
+			if g := ParseName(s, FillNothing).DisplayLong(); g != "" {
+				t.Errorf("ParseName(%q) = %q; want empty string", s, g)
+			}
+		} else {
+			if g := ParseName(s, FillNothing).DisplayLong(); g != s {
+				t.Errorf("ParseName(%q) = %q; want %q", s, g, s)
+			}
+		}
+	}
+}
+
+func TestNameParts(t *testing.T) {
+	var p Name
+	if w, g := int(NumParts), len(p.parts); w != g {
+		t.Errorf("Parts() = %d; want %d", g, w)
+	}
+}
+
+func TestNamePartString(t *testing.T) {
+	if g := PartKind(-2).String(); g != "Unknown" {
+		t.Errorf("Unknown part = %q; want %q", g, "Unknown")
+	}
+	for kind, name := range kindNames {
+		if g := kind.String(); g != name {
+			t.Errorf("%s = %q; want %q", kind, g, name)
+		}
+	}
+}
+
+func TestParseName(t *testing.T) {
+	for baseName, want := range testNames {
+		for _, prefix := range []string{"", "https://", "http://"} {
+			// We should get the same results with or without the
+			// http(s) prefixes
+			s := prefix + baseName
+
+			t.Run(s, func(t *testing.T) {
+				name := ParseName(s, FillNothing)
+				got := fieldsFromName(name)
+				if got != want {
+					t.Errorf("ParseName(%q) = %q; want %q", s, got, want)
+				}
+
+				// test round-trip
+				if !ParseName(name.DisplayLong(), FillNothing).EqualFold(name) {
+					t.Errorf("ParseName(%q).String() = %s; want %s", s, name.DisplayLong(), baseName)
+				}
+			})
+		}
+	}
+}
+
+func TestParseNameFill(t *testing.T) {
+	cases := []struct {
+		in   string
+		fill string
+		want string
+	}{
+		{"mistral", "example.com/library/?:latest+Q4_0", "example.com/library/mistral:latest+Q4_0"},
+		{"mistral", "example.com/library/?:latest", "example.com/library/mistral:latest"},
+		{"llama2:x", "example.com/library/?:latest+Q4_0", "example.com/library/llama2:x+Q4_0"},
+
+		// Invalid
+		{"", "example.com/library/?:latest+Q4_0", ""},
+		{"llama2:?", "example.com/library/?:latest+Q4_0", ""},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			name := ParseName(tt.in, tt.fill)
+			if g := name.DisplayLong(); g != tt.want {
+				t.Errorf("ParseName(%q, %q) = %q; want %q", tt.in, tt.fill, g, tt.want)
+			}
+		})
+	}
+
+	t.Run("invalid fill", func(t *testing.T) {
+		defer func() {
+			if recover() == nil {
+				t.Fatal("expected panic")
+			}
+		}()
+		ParseName("x", "^")
+	})
+}
+
+func TestParseNameHTTPDoublePrefixStrip(t *testing.T) {
+	cases := []string{
+		"http://https://valid.com/valid/valid:latest",
+		"https://http://valid.com/valid/valid:latest",
+	}
+	for _, s := range cases {
+		t.Run(s, func(t *testing.T) {
+			name := ParseName(s, FillNothing)
+			if name.IsValid() {
+				t.Errorf("expected invalid path; got %#v", name)
+			}
+		})
+	}
+
+}
+
+func TestCompleteWithAndWithoutBuild(t *testing.T) {
+	cases := []struct {
+		in              string
+		complete        bool
+		completeNoBuild bool
+	}{
+		{"", false, false},
+		{"incomplete/mistral:7b+x", false, false},
+		{"incomplete/mistral:7b+Q4_0", false, false},
+		{"incomplete:7b+x", false, false},
+		{"complete.com/x/mistral:latest+Q4_0", true, true},
+		{"complete.com/x/mistral:latest", false, true},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			p := ParseName(tt.in, FillNothing)
+			t.Logf("ParseName(%q) = %#v", tt.in, p)
+			if g := p.IsComplete(); g != tt.complete {
+				t.Errorf("Complete(%q) = %v; want %v", tt.in, g, tt.complete)
+			}
+			if g := p.IsCompleteNoBuild(); g != tt.completeNoBuild {
+				t.Errorf("CompleteNoBuild(%q) = %v; want %v", tt.in, g, tt.completeNoBuild)
+			}
+		})
+	}
+
+	// Complete uses Parts which returns a slice, but it should be
+	// inlined when used in Complete, preventing any allocations or
+	// escaping to the heap.
+	allocs := testing.AllocsPerRun(1000, func() {
+		keep(ParseName("complete.com/x/mistral:latest+Q4_0", FillNothing).IsComplete())
+	})
+	if allocs > 0 {
+		t.Errorf("Complete allocs = %v; want 0", allocs)
+	}
+}
+
+func TestNameLogValue(t *testing.T) {
+	cases := []string{
+		"example.com/library/mistral:latest+Q4_0",
+		"mistral:latest",
+		"mistral:7b+Q4_0",
+	}
+	for _, s := range cases {
+		t.Run(s, func(t *testing.T) {
+			var b bytes.Buffer
+			log := slog.New(slog.NewTextHandler(&b, nil))
+			name := ParseName(s, FillNothing)
+			log.Info("", "name", name)
+			want := fmt.Sprintf("name=%s", name.GoString())
+			got := b.String()
+			if !strings.Contains(got, want) {
+				t.Errorf("expected log output to contain %q; got %q", want, got)
+			}
+		})
+	}
+}
+
+func TestNameGoString(t *testing.T) {
+	cases := []struct {
+		name         string
+		in           string
+		wantString   string
+		wantGoString string // default is tt.in
+	}{
+		{
+			name:         "Complete Name",
+			in:           "example.com/library/mistral:latest+Q4_0",
+			wantGoString: "example.com/library/mistral:latest+Q4_0@?",
+		},
+		{
+			name:         "Short Name",
+			in:           "mistral:latest",
+			wantGoString: "?/?/mistral:latest+?@?",
+		},
+		{
+			name:         "Long Name",
+			in:           "library/mistral:latest",
+			wantGoString: "?/library/mistral:latest+?@?",
+		},
+		{
+			name:         "Case Preserved",
+			in:           "Library/Mistral:Latest",
+			wantGoString: "?/Library/Mistral:Latest+?@?",
+		},
+		{
+			name:         "With digest",
+			in:           "Library/Mistral:Latest@sha256-123456",
+			wantGoString: "?/Library/Mistral:Latest+?@sha256-123456",
+		},
+	}
+
+	for _, tt := range cases {
+		t.Run(tt.name, func(t *testing.T) {
+			p := ParseName(tt.in, FillNothing)
+			tt.wantGoString = cmp.Or(tt.wantGoString, tt.in)
+			if g := fmt.Sprintf("%#v", p); g != tt.wantGoString {
+				t.Errorf("GoString() = %q; want %q", g, tt.wantGoString)
+			}
+		})
+	}
+}
+
+func TestDisplayLongest(t *testing.T) {
+	g := ParseName("example.com/library/mistral:latest+Q4_0", FillNothing).DisplayLongest()
+	if g != "example.com/library/mistral:latest" {
+		t.Errorf("got = %q; want %q", g, "example.com/library/mistral:latest")
+	}
+}
+
+func TestDisplayShortest(t *testing.T) {
+	cases := []struct {
+		in        string
+		mask      string
+		want      string
+		wantPanic bool
+	}{
+		{"example.com/library/mistral:latest+Q4_0", "example.com/library/_:latest", "mistral", false},
+		{"example.com/library/mistral:latest+Q4_0", "example.com/_/_:latest", "library/mistral", false},
+		{"example.com/library/mistral:latest+Q4_0", "", "example.com/library/mistral", false},
+		{"example.com/library/mistral:latest+Q4_0", "", "example.com/library/mistral", false},
+
+		// case-insensitive
+		{"Example.com/library/mistral:latest+Q4_0", "example.com/library/_:latest", "mistral", false},
+		{"example.com/Library/mistral:latest+Q4_0", "example.com/library/_:latest", "mistral", false},
+		{"example.com/library/Mistral:latest+Q4_0", "example.com/library/_:latest", "Mistral", false},
+		{"example.com/library/mistral:Latest+Q4_0", "example.com/library/_:latest", "mistral", false},
+		{"example.com/library/mistral:Latest+q4_0", "example.com/library/_:latest", "mistral", false},
+
+		// zero value
+		{"", MaskDefault, "", true},
+
+		// invalid mask
+		{"example.com/library/mistral:latest+Q4_0", "example.com/mistral", "", true},
+
+		// DefaultMask
+		{"registry.ollama.ai/library/mistral:latest+Q4_0", MaskDefault, "mistral", false},
+
+		// Auto-Fill
+		{"x", "example.com/library/_:latest", "x", false},
+		{"x", "example.com/library/_:latest+Q4_0", "x", false},
+		{"x/y:z", "a.com/library/_:latest+Q4_0", "x/y:z", false},
+		{"x/y:z", "a.com/library/_:latest+Q4_0", "x/y:z", false},
+	}
+
+	for _, tt := range cases {
+		t.Run("", func(t *testing.T) {
+			defer func() {
+				if tt.wantPanic {
+					if recover() == nil {
+						t.Errorf("expected panic")
+					}
+				}
+			}()
+
+			p := ParseName(tt.in, FillNothing)
+			t.Logf("ParseName(%q) = %#v", tt.in, p)
+			if g := p.DisplayShortest(tt.mask); g != tt.want {
+				t.Errorf("got = %q; want %q", g, tt.want)
+			}
+		})
+	}
+}
+
+func TestParseNameAllocs(t *testing.T) {
+	allocs := testing.AllocsPerRun(1000, func() {
+		keep(ParseName("example.com/mistral:7b+Q4_0", FillNothing))
+	})
+	if allocs > 0 {
+		t.Errorf("ParseName allocs = %v; want 0", allocs)
+	}
+}
+
+func BenchmarkParseName(b *testing.B) {
+	b.ReportAllocs()
+
+	for range b.N {
+		keep(ParseName("example.com/mistral:7b+Q4_0", FillNothing))
+	}
+}
+
+func FuzzParseNameFromFilepath(f *testing.F) {
+	f.Add("example.com/library/mistral/7b/Q4_0")
+	f.Add("example.com/../mistral/7b/Q4_0")
+	f.Add("example.com/x/../7b/Q4_0")
+	f.Add("example.com/x/../7b")
+	f.Fuzz(func(t *testing.T, s string) {
+		name := ParseNameFromFilepath(s, FillNothing)
+		if strings.Contains(s, "..") && !name.IsZero() {
+			t.Fatalf("non-zero value for path with '..': %q", s)
+		}
+		if name.IsValid() == name.IsZero() {
+			t.Errorf("expected valid path to be non-zero value; got %#v", name)
+		}
+	})
+}
+
+func FuzzParseName(f *testing.F) {
+	f.Add("example.com/mistral:7b+Q4_0")
+	f.Add("example.com/mistral:7b+q4_0")
+	f.Add("example.com/mistral:7b+x")
+	f.Add("x/y/z:8n+I")
+	f.Add(":x")
+	f.Add("@sha256-123456")
+	f.Add("example.com/mistral:latest+Q4_0@sha256-123456")
+	f.Add(":@!@")
+	f.Add("...")
+	f.Fuzz(func(t *testing.T, s string) {
+		r0 := ParseName(s, FillNothing)
+
+		if strings.Contains(s, "..") && !r0.IsZero() {
+			t.Fatalf("non-zero value for path with '..': %q", s)
+		}
+
+		if !r0.IsValid() && !r0.IsResolved() {
+			if !r0.EqualFold(Name{}) {
+				t.Errorf("expected invalid path to be zero value; got %#v", r0)
+			}
+			t.Skipf("invalid path: %q", s)
+		}
+
+		for _, p := range r0.parts {
+			if len(p) > MaxNamePartLen {
+				t.Errorf("part too long: %q", p)
+			}
+		}
+
+		if !strings.EqualFold(r0.DisplayLong(), s) {
+			t.Errorf("String() did not round-trip with case insensitivity: %q\ngot  = %q\nwant = %q", s, r0.DisplayLong(), s)
+		}
+
+		r1 := ParseName(r0.DisplayLong(), FillNothing)
+		if !r0.EqualFold(r1) {
+			t.Errorf("round-trip mismatch: %+v != %+v", r0, r1)
+		}
+	})
+}
+
+func TestNameStringAllocs(t *testing.T) {
+	name := ParseName("example.com/ns/mistral:latest+Q4_0", FillNothing)
+	allocs := testing.AllocsPerRun(1000, func() {
+		keep(name.DisplayLong())
+	})
+	if allocs > 1 {
+		t.Errorf("String allocs = %v; want 0", allocs)
+	}
+}
+
+func TestNamePath(t *testing.T) {
+	cases := []struct {
+		in   string
+		want string
+	}{
+		{"example.com/library/mistral:latest+Q4_0", "example.com/library/mistral:latest"},
+
+		// incomplete
+		{"example.com/library/mistral:latest", "example.com/library/mistral:latest"},
+		{"", ""},
+	}
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			p := ParseName(tt.in, FillNothing)
+			t.Logf("ParseName(%q) = %#v", tt.in, p)
+			if g := p.URLPath(); g != tt.want {
+				t.Errorf("got = %q; want %q", g, tt.want)
+			}
+		})
+	}
+}
+
+func TestNameFilepath(t *testing.T) {
+	cases := []struct {
+		in          string
+		want        string
+		wantNoBuild string
+	}{
+		{
+			in:          "example.com/library/mistral:latest+Q4_0",
+			want:        "example.com/library/mistral/latest/Q4_0",
+			wantNoBuild: "example.com/library/mistral/latest",
+		},
+		{
+			in:          "Example.Com/Library/Mistral:Latest+Q4_0",
+			want:        "example.com/library/mistral/latest/Q4_0",
+			wantNoBuild: "example.com/library/mistral/latest",
+		},
+		{
+			in:          "Example.Com/Library/Mistral:Latest+Q4_0",
+			want:        "example.com/library/mistral/latest/Q4_0",
+			wantNoBuild: "example.com/library/mistral/latest",
+		},
+		{
+			in:          "example.com/library/mistral:latest",
+			want:        "example.com/library/mistral/latest",
+			wantNoBuild: "example.com/library/mistral/latest",
+		},
+		{
+			in:          "",
+			want:        "",
+			wantNoBuild: "",
+		},
+	}
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			p := ParseName(tt.in, FillNothing)
+			t.Logf("ParseName(%q) = %#v", tt.in, p)
+			g := p.Filepath()
+			g = filepath.ToSlash(g)
+			if g != tt.want {
+				t.Errorf("got = %q; want %q", g, tt.want)
+			}
+			g = p.FilepathNoBuild()
+			g = filepath.ToSlash(g)
+			if g != tt.wantNoBuild {
+				t.Errorf("got = %q; want %q", g, tt.wantNoBuild)
+			}
+		})
+	}
+}
+
+func TestParseNameFilepath(t *testing.T) {
+	cases := []struct {
+		in   string
+		fill string // default is FillNothing
+		want string
+	}{
+		{
+			in:   "example.com/library/mistral/latest/Q4_0",
+			want: "example.com/library/mistral:latest+Q4_0",
+		},
+		{
+			in:   "example.com/library/mistral/latest",
+			fill: "?/?/?:latest+Q4_0",
+			want: "example.com/library/mistral:latest+Q4_0",
+		},
+		{
+			in:   "example.com/library/mistral",
+			fill: "?/?/?:latest+Q4_0",
+			want: "example.com/library/mistral:latest+Q4_0",
+		},
+		{
+			in:   "example.com/library",
+			want: "",
+		},
+		{
+			in:   "example.com/",
+			want: "",
+		},
+		{
+			in:   "example.com/^/mistral/latest/Q4_0",
+			want: "",
+		},
+		{
+			in:   "example.com/library/mistral/../Q4_0",
+			want: "",
+		},
+		{
+			in:   "example.com/library/mistral/latest/Q4_0/extra",
+			want: "",
+		},
+	}
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			in := strings.ReplaceAll(tt.in, "/", string(filepath.Separator))
+			fill := cmp.Or(tt.fill, FillNothing)
+			want := ParseName(tt.want, fill)
+			if g := ParseNameFromFilepath(in, fill); !g.EqualFold(want) {
+				t.Errorf("got = %q; want %q", g.DisplayLong(), tt.want)
+			}
+		})
+	}
+}
+
+func TestParseNameFromPath(t *testing.T) {
+	cases := []struct {
+		in   string
+		want string
+		fill string // default is FillNothing
+	}{
+		{
+			in:   "example.com/library/mistral:latest+Q4_0",
+			want: "example.com/library/mistral:latest+Q4_0",
+		},
+		{
+			in:   "/example.com/library/mistral:latest+Q4_0",
+			want: "example.com/library/mistral:latest+Q4_0",
+		},
+		{
+			in:   "/example.com/library/mistral",
+			want: "example.com/library/mistral",
+		},
+		{
+			in:   "/example.com/library/mistral",
+			fill: "?/?/?:latest+Q4_0",
+			want: "example.com/library/mistral:latest+Q4_0",
+		},
+		{
+			in:   "/example.com/library",
+			want: "",
+		},
+		{
+			in:   "/example.com/",
+			want: "",
+		},
+		{
+			in:   "/example.com/^/mistral/latest",
+			want: "",
+		},
+	}
+	for _, tt := range cases {
+		t.Run(tt.in, func(t *testing.T) {
+			fill := cmp.Or(tt.fill, FillNothing)
+			if g := ParseNameFromURLPath(tt.in, fill); g.DisplayLong() != tt.want {
+				t.Errorf("got = %q; want %q", g.DisplayLong(), tt.want)
+			}
+		})
+	}
+}
+
+func ExampleName_MapHash() {
+	m := map[uint64]bool{}
+
+	// key 1
+	m[ParseName("mistral:latest+q4", FillNothing).MapHash()] = true
+	m[ParseName("miSTRal:latest+Q4", FillNothing).MapHash()] = true
+	m[ParseName("mistral:LATest+Q4", FillNothing).MapHash()] = true
+
+	// key 2
+	m[ParseName("mistral:LATest", FillNothing).MapHash()] = true
+
+	fmt.Println(len(m))
+	// Output:
+	// 2
+}
+
+func ExampleName_CompareFold_sort() {
+	names := []Name{
+		ParseName("mistral:latest", FillNothing),
+		ParseName("mistRal:7b+q4", FillNothing),
+		ParseName("MIstral:7b", FillNothing),
+	}
+
+	slices.SortFunc(names, Name.CompareFold)
+
+	for _, n := range names {
+		fmt.Println(n.DisplayLong())
+	}
+
+	// Output:
+	// MIstral:7b
+	// mistRal:7b+q4
+	// mistral:latest
+}
+
+func ExampleName_completeAndResolved() {
+	for _, s := range []string{
+		"x/y/z:latest+q4_0@sha123-1",
+		"x/y/z:latest+q4_0",
+		"@sha123-1",
+	} {
+		name := ParseName(s, FillNothing)
+		fmt.Printf("complete:%v resolved:%v  digest:%s\n", name.IsComplete(), name.IsResolved(), name.Digest())
+	}
+
+	// Output:
+	// complete:true resolved:true  digest:sha123-1
+	// complete:true resolved:false  digest:
+	// complete:false resolved:true  digest:sha123-1
+}
+
+func ExampleName_DisplayShortest() {
+	name := ParseName("example.com/jmorganca/mistral:latest+Q4_0", FillNothing)
+
+	fmt.Println(name.DisplayShortest("example.com/jmorganca/_:latest"))
+	fmt.Println(name.DisplayShortest("example.com/_/_:latest"))
+	fmt.Println(name.DisplayShortest("example.com/_/_:_"))
+	fmt.Println(name.DisplayShortest("_/_/_:_"))
+
+	// Default
+	name = ParseName("registry.ollama.ai/library/mistral:latest+Q4_0", FillNothing)
+	fmt.Println(name.DisplayShortest(""))
+
+	// Output:
+	// mistral
+	// jmorganca/mistral
+	// jmorganca/mistral:latest
+	// example.com/jmorganca/mistral:latest
+	// mistral
+}
+
+func keep[T any](v T) T { return v }

types/model/testdata/fuzz/FuzzParseRef/1d43ee52085cb4aa

@@ -0,0 +1,2 @@
+go test fuzz v1
+string("/0")

types/model/testdata/fuzz/FuzzParseRef/27fd759314f0e6d6

@@ -0,0 +1,2 @@
+go test fuzz v1
+string("0//0")

types/model/testdata/fuzz/FuzzParseRef/3e3b70dba384074d

@@ -0,0 +1,2 @@
+go test fuzz v1
+string("0 /0")

types/model/testdata/fuzz/FuzzParseRef/71f1fdff711b6dab

@@ -0,0 +1,2 @@
+go test fuzz v1
+string("+0/00000")

types/model/testdata/fuzz/FuzzParseRef/82c2975c430ac608

@@ -0,0 +1,2 @@
+go test fuzz v1
+string(":")

types/model/testdata/fuzz/FuzzParseRef/b51b1c875e61a948

@@ -0,0 +1,2 @@
+go test fuzz v1
+string("0+.\xf2\x80\xf6\x9d00000\xe5\x99\xe6\xd900\xd90\xa60\x91\xdc0\xff\xbf\x99\xe800\xb9\xdc\xd6\xc300\x970\xfb\xfd0\xe0\x8a\xe1\xad\xd40\x9700\xa80\x980\xdd0000\xb00\x91000\xfe0\x89\x9b\x90\x93\x9f0\xe60\xf7\x84\xb0\x87\xa5\xff0\xa000\x9a\x85\xf6\x85\xfe\xa9\xf9\xe9\xde00\xf4\xe0\x8f\x81\xad\xde00\xd700\xaa\xe000000\xb1\xee0\x91")

types/structs/structs.go

@@ -0,0 +1,15 @@
+// Copyright (c) Tailscale Inc & AUTHORS
+// SPDX-License-Identifier: BSD-3-Clause
+
+// Package structs contains the Incomparable type.
+package structs
+
+// Incomparable is a zero-width incomparable type. If added as the
+// first field in a struct, it marks that struct as not comparable
+// (can't do == or be a map key) and usually doesn't add any width to
+// the struct (unless the struct has only small fields).
+//
+// By making a struct incomparable, you can prevent misuse (prevent
+// people from using ==), but also you can shrink generated binaries,
+// as the compiler can omit equality funcs from the binary.
+type Incomparable [0]func()