repo stringlengths 6 47 | file_url stringlengths 77 269 | file_path stringlengths 5 186 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-07 08:35:43 2026-01-07 08:55:24 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/x/cmd/run.go | x/cmd/run.go | package cmd
import (
"context"
"encoding/json"
"errors"
"fmt"
"io"
"os"
"os/signal"
"strings"
"syscall"
"github.com/spf13/cobra"
"golang.org/x/term"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/progress"
"github.com/ollama/ollama/readline"
"github.com/ollama/ollama/types/model"
"github.co... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/x/tools/websearch.go | x/tools/websearch.go | package tools
import (
"bytes"
"encoding/json"
"fmt"
"io"
"net/http"
"os"
"strings"
"time"
"github.com/ollama/ollama/api"
)
const (
webSearchAPI = "https://ollama.com/api/web_search"
webSearchTimeout = 15 * time.Second
)
// WebSearchTool implements web search using Ollama's hosted API.
type WebSearch... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/x/tools/bash.go | x/tools/bash.go | package tools
import (
"bytes"
"context"
"fmt"
"os/exec"
"strings"
"time"
"github.com/ollama/ollama/api"
)
const (
// bashTimeout is the maximum execution time for a command.
bashTimeout = 60 * time.Second
// maxOutputSize is the maximum output size in bytes.
maxOutputSize = 50000
)
// BashTool implement... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/x/tools/registry.go | x/tools/registry.go | // Package tools provides built-in tool implementations for the agent loop.
package tools
import (
"fmt"
"sort"
"github.com/ollama/ollama/api"
)
// Tool defines the interface for agent tools.
type Tool interface {
// Name returns the tool's unique identifier.
Name() string
// Description returns a human-readab... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/x/tools/registry_test.go | x/tools/registry_test.go | package tools
import (
"testing"
"github.com/ollama/ollama/api"
)
func TestRegistry_Register(t *testing.T) {
r := NewRegistry()
r.Register(&BashTool{})
r.Register(&WebSearchTool{})
if r.Count() != 2 {
t.Errorf("expected 2 tools, got %d", r.Count())
}
names := r.Names()
if len(names) != 2 {
t.Errorf("... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/x/agent/approval_test.go | x/agent/approval_test.go | package agent
import (
"strings"
"testing"
)
func TestApprovalManager_IsAllowed(t *testing.T) {
am := NewApprovalManager()
// Initially nothing is allowed
if am.IsAllowed("test_tool", nil) {
t.Error("expected test_tool to not be allowed initially")
}
// Add to allowlist
am.AddToAllowlist("test_tool", nil)... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/x/agent/approval_unix.go | x/agent/approval_unix.go | //go:build !windows
package agent
import (
"syscall"
"time"
)
// flushStdin drains any buffered input from stdin.
// This prevents leftover input from previous operations from affecting the selector.
func flushStdin(fd int) {
if err := syscall.SetNonblock(fd, true); err != nil {
return
}
defer syscall.SetNonb... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/x/agent/approval.go | x/agent/approval.go | // Package agent provides agent loop orchestration and tool approval.
package agent
import (
"fmt"
"os"
"path/filepath"
"strings"
"sync"
"golang.org/x/term"
)
// ApprovalDecision represents the user's decision for a tool execution.
type ApprovalDecision int
const (
// ApprovalDeny means the user denied execu... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/x/agent/approval_windows.go | x/agent/approval_windows.go | //go:build windows
package agent
import (
"os"
"golang.org/x/sys/windows"
)
// flushStdin clears any buffered console input on Windows.
func flushStdin(_ int) {
handle := windows.Handle(os.Stdin.Fd())
_ = windows.FlushConsoleInputBuffer(handle)
}
| go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/vocabulary.go | model/vocabulary.go | package model
import (
"log/slog"
"slices"
"sync"
)
type Special int32
const (
SpecialBOS Special = iota
SpecialEOS
)
type Vocabulary struct {
Values []string
Types []int32
Scores []float32
Merges []string
BOS, EOS []int32
AddBOS, AddEOS bool
specialOnce sync.Once
special []string
values... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/sentencepiece_test.go | model/sentencepiece_test.go | package model
import (
"log/slog"
"os"
"path/filepath"
"slices"
"testing"
"google.golang.org/protobuf/proto"
"github.com/ollama/ollama/convert/sentencepiece"
)
func loadSentencePieceVocab(t *testing.T) SentencePiece {
t.Helper()
bts, err := os.ReadFile(filepath.Join("testdata", "gemma2", "tokenizer.model"... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/model.go | model/model.go | package model
import (
"errors"
"fmt"
_ "image/jpeg"
_ "image/png"
"log/slog"
"os"
"reflect"
"strconv"
"strings"
_ "golang.org/x/image/bmp"
_ "golang.org/x/image/tiff"
_ "golang.org/x/image/webp"
"github.com/ollama/ollama/fs"
fsggml "github.com/ollama/ollama/fs/ggml"
"github.com/ollama/ollama/kvcache"... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/vocabulary_test.go | model/vocabulary_test.go | package model
import (
"testing"
"github.com/google/go-cmp/cmp"
)
func TestSpecialVocabulary(t *testing.T) {
vocab := &Vocabulary{
Values: []string{"<|startoftext|>", "<|endoftext|>", "<|tool_call_start|>", "<|tool_call_end|>", "hi"},
Types: []int32{TOKEN_TYPE_CONTROL, TOKEN_TYPE_CONTROL, TOKEN_TYPE_USER_DEF... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/bytepairencoding_test.go | model/bytepairencoding_test.go | package model
import (
"bufio"
"encoding/json"
"math"
"os"
"path/filepath"
"slices"
"strconv"
"strings"
"testing"
"github.com/google/go-cmp/cmp"
)
func llama(t testing.TB) BytePairEncoding {
t.Helper()
f, err := os.Open(filepath.Join("testdata", "llama3.2", "encoder.json"))
if err != nil {
t.Fatal(er... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/bytepairencoding.go | model/bytepairencoding.go | package model
import (
"cmp"
"iter"
"slices"
"strings"
"github.com/dlclark/regexp2"
heap "github.com/emirpasic/gods/v2/trees/binaryheap"
"github.com/ollama/ollama/logutil"
)
type BytePairEncoding struct {
vocab *Vocabulary
regexps []*regexp2.Regexp
}
var _ TextProcessor = (*BytePairEncoding)(nil)
func N... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/sentencepiece.go | model/sentencepiece.go | package model
import (
"container/heap"
"fmt"
"log/slog"
"strconv"
"strings"
"github.com/ollama/ollama/logutil"
)
const spmWhitespaceSep = "▁"
type SentencePiece struct {
maxTokenLen int
vocab *Vocabulary
}
var _ TextProcessor = (*SentencePiece)(nil)
func (spm SentencePiece) Vocabulary() *Vocabulary... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/wordpiece.go | model/wordpiece.go | package model
import (
"fmt"
"iter"
"strings"
"unicode"
"github.com/ollama/ollama/logutil"
)
type WordPiece struct {
vocab *Vocabulary
lowercase bool
}
// ggmlPrefix is the prefix used by GGML vocabularies to indicate word boundaries.
// this differs from original word piece which uses "##" to indicate s... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/model_test.go | model/model_test.go | package model
import (
"errors"
"reflect"
"slices"
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/fs"
fsggml "github.com/ollama/ollama/fs/ggml"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/backend/ggml"
"github.com/ollama/ollama/ml/nn"
)
func TestParseTags(t *testing.T) {
... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/textprocessor.go | model/textprocessor.go | package model
const (
TOKEN_TYPE_NORMAL = iota + 1
TOKEN_TYPE_UNKNOWN
TOKEN_TYPE_CONTROL
TOKEN_TYPE_USER_DEFINED
TOKEN_TYPE_UNUSED
TOKEN_TYPE_BYTE
)
type TextProcessor interface {
Encode(s string, addSpecial bool) ([]int32, error)
Decode([]int32) (string, error)
Is(int32, Special) bool
Vocabulary() *Vocabul... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/wordpiece_test.go | model/wordpiece_test.go | package model
import (
"slices"
"testing"
"github.com/google/go-cmp/cmp"
)
func TestWordPiece(t *testing.T) {
wpm := NewWordPiece(
&Vocabulary{
Values: []string{"[UNK]", "[CLS]", "[SEP]", "▁hello", "▁world", "s", "▁!", "▁@", "▁#"},
AddBOS: true,
AddEOS: true,
BOS: []int32{1},
EOS: []int32{... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/imageproc/images.go | model/imageproc/images.go | package imageproc
import (
"image"
"image/color"
"golang.org/x/image/draw"
)
var (
ImageNetDefaultMean = [3]float32{0.485, 0.456, 0.406}
ImageNetDefaultSTD = [3]float32{0.229, 0.224, 0.225}
ImageNetStandardMean = [3]float32{0.5, 0.5, 0.5}
ImageNetStandardSTD = [3]float32{0.5, 0.5, 0.5}
ClipDefaultMean ... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/imageproc/images_test.go | model/imageproc/images_test.go | package imageproc
import (
"image"
"image/color"
"image/draw"
"reflect"
"testing"
)
func createImage(width, height int, fillCol color.RGBA) image.Image {
img := image.NewRGBA(image.Rect(0, 0, width, height))
draw.Draw(img, img.Bounds(), &image.Uniform{fillCol}, image.Point{}, draw.Src)
return img
}
func Test... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/qwen3vl_thinking_test.go | model/renderers/qwen3vl_thinking_test.go | package renderers
import (
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestQwen3VLThinkingRenderer(t *testing.T) {
tests := []struct {
name string
msgs []api.Message
images []api.ImageData
tools []api.Tool
expected string
}{
{
name: "basic",
msgs... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/json.go | model/renderers/json.go | package renderers
import "encoding/json"
// marshalWithSpaces marshals v to JSON and adds a space after each ':' and ','
// that appears outside of string values. This matches the formatting expected
// by certain model architectures.
func marshalWithSpaces(v any) ([]byte, error) {
b, err := json.Marshal(v)
if err ... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/olmo3_think_test.go | model/renderers/olmo3_think_test.go | package renderers
import (
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestOlmo3ThinkRenderer(t *testing.T) {
tests := []struct {
name string
variant Olmo3ThinkVariant
msgs []api.Message
tools []api.Tool
expected string
}{
{
name: "7b_basic_witho... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/nemotron3nano_test.go | model/renderers/nemotron3nano_test.go | package renderers
import (
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestNemotron3NanoRenderer(t *testing.T) {
tests := []struct {
name string
msgs []api.Message
tools []api.Tool
thinkValue *api.ThinkValue
expected string
}{
{
name: "basic ... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/renderer.go | model/renderers/renderer.go | package renderers
import (
"fmt"
"github.com/ollama/ollama/api"
)
type Renderer interface {
Render(messages []api.Message, tools []api.Tool, think *api.ThinkValue) (string, error)
}
type (
RendererConstructor func() Renderer
RendererRegistry struct {
renderers map[string]RendererConstructor
}
)
// Rende... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/json_test.go | model/renderers/json_test.go | package renderers
import (
"testing"
"github.com/google/go-cmp/cmp"
)
func TestMarshalWithSpaces(t *testing.T) {
tests := []struct {
name string
input any
expected string
}{
// basic formatting tests
{
name: "simple object",
input: map[string]any{"key": "value"},
expected: `{"key... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/renderer_test.go | model/renderers/renderer_test.go | package renderers
import (
"testing"
"github.com/ollama/ollama/api"
)
type mockRenderer struct{}
func (m *mockRenderer) Render(msgs []api.Message, tools []api.Tool, think *api.ThinkValue) (string, error) {
return "mock-output", nil
}
func TestRegisterCustomRenderer(t *testing.T) {
// Register a custom renderer... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/olmo3_think.go | model/renderers/olmo3_think.go | package renderers
import (
"strings"
"github.com/ollama/ollama/api"
)
type Olmo3ThinkVariant int
const (
// Olmo3Think32B is for allenai/Olmo-3-32B-Think
Olmo3Think32B Olmo3ThinkVariant = iota
// Olmo31Think is for allenai/Olmo-3-7B-Think and allenai/Olmo-3.1-32B-Think (includes model info)
Olmo31Think
)
con... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/olmo3.go | model/renderers/olmo3.go | package renderers
import (
"encoding/json"
"fmt"
"sort"
"strings"
"github.com/ollama/ollama/api"
)
const (
olmo3DefaultSystemMessage = "You are a helpful function-calling AI assistant. "
olmo31DefaultSystemMessage = "You are Olmo, a helpful AI assistant built by Ai2. Your date cutoff is December 2024, and yo... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/deepseek3.go | model/renderers/deepseek3.go | package renderers
import (
"encoding/json"
"strings"
"github.com/ollama/ollama/api"
)
type DeepSeek3Variant int
const (
Deepseek31 DeepSeek3Variant = iota
)
type DeepSeek3Renderer struct {
IsThinking bool
Variant DeepSeek3Variant
}
func (r *DeepSeek3Renderer) Render(messages []api.Message, tools []api.To... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/nemotron3nano.go | model/renderers/nemotron3nano.go | package renderers
import (
"encoding/json"
"fmt"
"strings"
"github.com/ollama/ollama/api"
)
type Nemotron3NanoRenderer struct{}
func (r *Nemotron3NanoRenderer) Render(messages []api.Message, tools []api.Tool, thinkValue *api.ThinkValue) (string, error) {
var sb strings.Builder
// thinking is enabled if user ... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/testhelpers_test.go | model/renderers/testhelpers_test.go | package renderers
import "github.com/ollama/ollama/api"
// testPropsMap creates a ToolPropertiesMap from a map (convenience function for tests, order not preserved)
func testPropsMap(m map[string]api.ToolProperty) *api.ToolPropertiesMap {
props := api.NewToolPropertiesMap()
for k, v := range m {
props.Set(k, v)
... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/qwen3vl.go | model/renderers/qwen3vl.go | package renderers
import (
"strings"
"github.com/ollama/ollama/api"
)
type Qwen3VLRenderer struct {
isThinking bool
useImgTags bool
}
func (r *Qwen3VLRenderer) renderContent(content api.Message) string {
// This assumes all images are at the front of the message - same assumption as ollama/ollama/runner.go
v... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/qwen3coder.go | model/renderers/qwen3coder.go | package renderers
import (
"encoding/json"
"fmt"
"reflect"
"strings"
"github.com/ollama/ollama/api"
)
var (
imStartTag = "<|im_start|>"
imEndTag = "<|im_end|>"
)
// renderAdditionalKeys renders all JSON fields except the ones in handledKeys
// This follows the same approach from the reference implementatio... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/functiongemma_test.go | model/renderers/functiongemma_test.go | package renderers
import (
"testing"
"github.com/ollama/ollama/api"
"github.com/stretchr/testify/assert"
)
func TestFunctionGemmaRenderer(t *testing.T) {
tests := []struct {
name string
messages []api.Message
tools []api.Tool
expected string
}{
{
name: "basic_user_message",
messages: []ap... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/deepseek3_test.go | model/renderers/deepseek3_test.go | package renderers
import (
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestDeepSeekRenderer(t *testing.T) {
tests := []struct {
name string
messages []api.Message
tools []api.Tool
thinkValue *api.ThinkValue
expected string
}{
{
name: "basic user ... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | true |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/qwen3coder_test.go | model/renderers/qwen3coder_test.go | package renderers
import (
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestQwen3CoderRenderer(t *testing.T) {
tests := []struct {
name string
msgs []api.Message
tools []api.Tool
expected string
}{
{
name: "basic",
msgs: []api.Message{
{Role: "sys... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/cogito_test.go | model/renderers/cogito_test.go | package renderers
import (
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestCogitoRenderer(t *testing.T) {
tests := []struct {
name string
messages []api.Message
tools []api.Tool
thinkValue *api.ThinkValue
expected string
}{
{
name: "basic user me... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/qwen3vl_nonthinking_test.go | model/renderers/qwen3vl_nonthinking_test.go | package renderers
import (
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestQwen3VLNonThinkingRenderer(t *testing.T) {
tests := []struct {
name string
msgs []api.Message
images []api.ImageData
tools []api.Tool
useImgTags bool
expected string
}... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/cogito.go | model/renderers/cogito.go | package renderers
import (
"encoding/json"
"strings"
"github.com/ollama/ollama/api"
)
type CogitoRenderer struct {
isThinking bool
}
func (r *CogitoRenderer) Render(messages []api.Message, tools []api.Tool, thinkValue *api.ThinkValue) (string, error) {
var sb strings.Builder
defaultPrompt := "You are Cogito,... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/olmo3_test.go | model/renderers/olmo3_test.go | package renderers
import (
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestOlmo3Renderer(t *testing.T) {
tests := []struct {
name string
msgs []api.Message
tools []api.Tool
expected string
}{
{
name: "basic without system - adds default system",
msg... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/renderers/functiongemma.go | model/renderers/functiongemma.go | package renderers
import (
"fmt"
"sort"
"strings"
"github.com/ollama/ollama/api"
)
type FunctionGemmaRenderer struct{}
const defaultSystemMessage = "You can do function calling with the following functions:"
func (r *FunctionGemmaRenderer) Render(messages []api.Message, tools []api.Tool, thinkValue *api.ThinkV... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/models.go | model/models/models.go | package models
import (
_ "github.com/ollama/ollama/model/models/bert"
_ "github.com/ollama/ollama/model/models/deepseek2"
_ "github.com/ollama/ollama/model/models/deepseekocr"
_ "github.com/ollama/ollama/model/models/gemma2"
_ "github.com/ollama/ollama/model/models/gemma3"
_ "github.com/ollama/ollama/model/mode... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen2/model.go | model/models/qwen2/model.go | package qwen2
import (
"cmp"
"fmt"
"math"
"strings"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Options s... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/llama4/process_image.go | model/models/llama4/process_image.go | package llama4
import (
"cmp"
"image"
"math"
"slices"
"sort"
"golang.org/x/image/draw"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/model/imageproc"
)
type ImageProcessor struct {
imageSize, patchSize, numChannels, maxUpscalingSize int
}
func newImageProcessor(c fs.Config) ImageProcessor {
ret... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/llama4/process_image_test.go | model/models/llama4/process_image_test.go | package llama4
import (
"cmp"
"image"
"image/color"
"reflect"
"slices"
"testing"
gocmp "github.com/google/go-cmp/cmp"
)
func TestFactors(t *testing.T) {
tests := []struct {
name string
input int
expected []int
}{
{
name: "factors of 1",
input: 1,
expected: []int{1},
},
{
... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/llama4/model.go | model/models/llama4/model.go | package llama4
import (
"bytes"
"image"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.BytePairEncoding
... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/llama4/model_vision.go | model/models/llama4/model_vision.go | package llama4
import (
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
)
type VisionAttention struct {
Query *nn.Linear `gguf:"attn_q"`
Key *nn.Linear `gguf:"attn_k"`
Value *nn.Linear `gguf:"attn_v"`
Output *nn.Linear `gguf:"attn_output"`
}
// applyV... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/llama4/model_text.go | model/models/llama4/model_text.go | package llama4
import (
"cmp"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model/input"
)
type TextAttention struct {
Query *nn.Linear `gguf:"attn_q... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen3/embed.go | model/models/qwen3/embed.go | package qwen3
import (
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn/pooling"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type embedModel struct {
model.Base
model.BytePairEncoding
*Model
poolingT... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen3/model.go | model/models/qwen3/model.go | package qwen3
import (
"cmp"
"math"
"strings"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Options struct {... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/gemma2/model.go | model/models/gemma2/model.go | package gemma2
import (
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Options struct {
hiddenSize, num... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/gemma3/embed.go | model/models/gemma3/embed.go | package gemma3
import (
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/pooling"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type embedModel struct {
model.Base
model.SentencePiece
*TextModel
poolingT... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/gemma3/process_image.go | model/models/gemma3/process_image.go | package gemma3
import (
"image"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/model/imageproc"
)
type ImageProcessor struct {
imageSize, patchSize, numChannels int
}
func newImageProcessor(c fs.Config) ImageProcessor {
return ImageProcessor{
imageSize: int(c.Uint("vision.image_size")),
patchSiz... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/gemma3/model.go | model/models/gemma3/model.go | package gemma3
import (
"bytes"
"image"
"math"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.TextProces... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/gemma3/model_vision.go | model/models/gemma3/model_vision.go | package gemma3
import (
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
)
var batchSize int = 1
type VisionSelfAttention struct {
Query *nn.Linear `gguf:"attn_q"`
Key *nn.Linear `gguf:"attn_k"`
Value *nn.Linear `gguf:"attn_v"`
Output *nn.Linear `gguf:... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/gemma3/model_text.go | model/models/gemma3/model_text.go | package gemma3
import (
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model/input"
)
type TextConfig struct {
hiddenSize, contextLength, numHeads, numKVHead... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/bert/embed.go | model/models/bert/embed.go | package bert
import (
"cmp"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/pooling"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.TextProcessor
TokenEmbedd... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/deepseek2/model.go | model/models/deepseek2/model.go | package deepseek2
// uses deepseek 2 architecture but written based on deepseek 3 model
import (
"cmp"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model"
... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/gptoss/model.go | model/models/gptoss/model.go | package gptoss
import (
"cmp"
"math"
"strings"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Transformer str... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen25vl/process_image.go | model/models/qwen25vl/process_image.go | package qwen25vl
import (
"fmt"
"image"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/model/imageproc"
)
// ImageProcessor contains configuration for the Qwen 2.5 VL image processing
type ImageProcessor struct {
numChannels int
patchSize int
temporalPatchSize int
mergeSize ... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen25vl/model.go | model/models/qwen25vl/model.go | package qwen25vl
import (
"bytes"
"image"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.BytePairEncoding
*TextModel
*VisionModel `gguf:... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen25vl/model_vision.go | model/models/qwen25vl/model_vision.go | package qwen25vl
import (
"math"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
)
func blockDiagonalMask(ctx ml.Context, seqLength int, bounds []int) ml.Tensor {
// Initialize a 2D mask with -Inf
s := make([][]float3... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen25vl/model_text.go | model/models/qwen25vl/model_text.go | package qwen25vl
import (
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
)
type TextOptions struct {
hiddenSize, numHeads, numKVHeads int
ropeDim, originalContextLength int
eps, ro... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen3vl/imageprocessor.go | model/models/qwen3vl/imageprocessor.go | package qwen3vl
import (
"fmt"
"image"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/model/imageproc"
)
// ImageProcessor contains configuration for the Qwen 3 VL image processing
type ImageProcessor struct {
numChannels int
patchSize int
temporal... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen3vl/model.go | model/models/qwen3vl/model.go | package qwen3vl
import (
"bytes"
"image"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.TextProcessor
*TextModel
*VisionModel `gguf:"v"`... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen3vl/model_vision.go | model/models/qwen3vl/model_vision.go | package qwen3vl
import (
"iter"
"math"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
)
type VisionAttention struct {
Query *nn.Linear `gguf:"attn_q"`
Key *nn.Linear `gguf:"attn_k"`
Value *nn.Linear `gguf:"attn_v"`
Output *nn.Linear `gguf:"attn_ou... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/qwen3vl/model_text.go | model/models/qwen3vl/model_text.go | package qwen3vl
import (
"cmp"
"math"
"slices"
"strings"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model"
)
type TextOptions struct {
hiddenSize,
numHeads,... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/nomicbert/model.go | model/models/nomicbert/model.go | package nomicbert
import (
"cmp"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/pooling"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
m... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/deepseekocr/imageprocessor.go | model/models/deepseekocr/imageprocessor.go | package deepseekocr
import (
"bytes"
"image"
"image/color"
"math"
"slices"
"golang.org/x/image/draw"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/model/imageproc"
)
type ratio struct {
x, y int
}
func ProcessImage(ctx ml.Context, bts []byte) (ml.Tensor, ml.Tensor, []int, error) {
img, _, err :... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/deepseekocr/model.go | model/models/deepseekocr/model.go | package deepseekocr
import (
"math"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.TextProcessor
Sam ... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/deepseekocr/model_vision.go | model/models/deepseekocr/model_vision.go | package deepseekocr
import (
"math"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
)
type visionModel struct {
PatchEmbedding *nn.Conv2D `gguf:"patch_embd"`
ClassEmbedding ml.Tensor `gguf:"class_embd"`
PositionEmbedding *nn.Embedding `gguf:"position_embd"`
PreLayerNorm *nn.LayerN... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/deepseekocr/model_text.go | model/models/deepseekocr/model_text.go | package deepseekocr
import (
"math"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
)
type textModel struct {
TokenEmbedding *nn.Embedding `gguf:"token_embd"`
Blocks []textBlock `gguf:"blk"`
OutputNorm *nn.R... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/deepseekocr/model_sam.go | model/models/deepseekocr/model_sam.go | package deepseekocr
import (
"math"
"slices"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
)
type samModel struct {
PatchEmbedding *nn.Conv2D `gguf:"patch_embd"`
PositionEmbedding ml.Tensor `gguf:"position_embd"`
Blocks []samBlock `gguf:"blk"`
Neck *samNeck `gguf:"neck"`
Net2 *nn.Co... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/olmo3/model.go | model/models/olmo3/model.go | package olmo3
import (
"fmt"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
const (
cacheTypeSWA = 0
ca... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/mllama/process_image.go | model/models/mllama/process_image.go | package mllama
import (
"image"
"math"
"slices"
"golang.org/x/image/draw"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/model/imageproc"
)
type supportedAspectRatio struct {
rank, width, height int
}
func (a supportedAspectRatio) Point() image.Point {
return image.Point{a.width, a.height}
}
func... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/mllama/process_image_test.go | model/models/mllama/process_image_test.go | package mllama
import (
"image"
"testing"
"github.com/google/go-cmp/cmp"
)
func TestSupportedAspectRatios(t *testing.T) {
cases := []struct {
p ImageProcessor
want []supportedAspectRatio
}{
{
p: ImageProcessor{maxNumTiles: 1},
want: []supportedAspectRatio{
{1, 1, 1},
},
},
{
p: Imag... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/mllama/model.go | model/models/mllama/model.go | package mllama
import (
"bytes"
"image"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.BytePairEncoding
... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/mllama/model_vision.go | model/models/mllama/model_vision.go | package mllama
import (
"math"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
)
var batchSize int = 1
type VisionSelfAttention struct {
Query *nn.Linear `gguf:"attn_q"`
Key *nn.Linear `gguf:"attn_k"`
Value *nn.Linear `gguf:"attn_v"`
Output *nn.Lin... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/mllama/model_text.go | model/models/mllama/model_text.go | package mllama
import (
"math"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
)
type TextSelfAttention struct {
Query *nn.Linear `gguf:"attn_q"`
Key *nn.Linear `gguf:... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/mistral3/imageproc.go | model/models/mistral3/imageproc.go | package mistral3
import (
"image"
_ "image/jpeg"
_ "image/png"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/model/imageproc"
)
type ImageProcessor struct {
imageSize int
patchSize int
numChannels int
longestEdge int
}
func newImageProcessor(c fs.Config) ImageProcessor {
return Image... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/mistral3/model.go | model/models/mistral3/model.go | package mistral3
import (
"bytes"
"image"
"slices"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.BytePairEncoding... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/mistral3/model_vision.go | model/models/mistral3/model_vision.go | package mistral3
import (
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
)
var batchSize int = 1
func rotateHalf(ctx ml.Context, t ml.Tensor) ml.Tensor {
x1 := t.Slice(ctx, 0, 0, t.Dim(0)/2, 1)
x2 := t.Slice(ctx, 0, t.Dim(0)/2, t.Dim(0), 1).Contiguous(ctx)
... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/mistral3/model_text.go | model/models/mistral3/model_text.go | package mistral3
import (
"cmp"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model/input"
)
type TextOptions struct {
hiddenSize, numHeads, numKVHeads int... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/gemma3n/model.go | model/models/gemma3n/model.go | package gemma3n
import (
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.SentencePiece
*TextModel
}
// Forward implements model.Model.
func (m *Model)... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/gemma3n/model_text.go | model/models/gemma3n/model_text.go | package gemma3n
import (
"cmp"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model/input"
)
type TextModel struct {
TokenEmbedding *TextScaledWordEmbedding... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/models/llama/model.go | model/models/llama/model.go | package llama
import (
"cmp"
"math"
"github.com/ollama/ollama/fs"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/ml/nn"
"github.com/ollama/ollama/ml/nn/rope"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Options struct {
hiddenSiz... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/input/input.go | model/input/input.go | package input
import "github.com/ollama/ollama/ml"
// Multimodal is a multimodal embedding or a component of one.
// For example, it could be a row of an image that can be processed
// independently.
type Multimodal struct {
// Tensor is the embedding data. Implementations may chose what to
// store here or it may ... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/qwen3vl_thinking_test.go | model/parsers/qwen3vl_thinking_test.go | package parsers
import (
"reflect"
"testing"
"github.com/ollama/ollama/api"
)
func TestQwen3VLThinkingParserStreaming(t *testing.T) {
type step struct {
input string
wantEvents []qwenEvent
}
cases := []struct {
desc string
steps []step
only bool
}{
{
desc: "simple thinking",
steps: [... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/parsers.go | model/parsers/parsers.go | package parsers
import (
"strings"
"unicode"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/harmony"
)
type Parser interface {
// Init initializes the parser with tools, optional last message for chat prefill, and think value
// Returns processed tools if the parser needs to modify them (e.g., harmon... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/olmo3_think_test.go | model/parsers/olmo3_think_test.go | package parsers
import (
"strings"
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestOlmo3ThinkParser(t *testing.T) {
tests := []struct {
name string
input string
expectedContent string
expectedThinking string
lastMessage *api.Message
}{
... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/nemotron3nano_test.go | model/parsers/nemotron3nano_test.go | package parsers
import (
"testing"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
func TestNemotron3NanoParser(t *testing.T) {
tests := []struct {
name string
input string
thinkValue *api.ThinkValue
expectedContent string
expectedThinking string
expecte... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/ministral.go | model/parsers/ministral.go | package parsers
import (
"encoding/json"
"fmt"
"strings"
"github.com/ollama/ollama/api"
)
type ministralParserState int
const (
ministralCollectingContent = iota
ministralCollectingThinkingContent
ministralCollectingToolName
ministralCollectingToolArgs
)
type MinistralParser struct {
state mi... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/olmo3_think.go | model/parsers/olmo3_think.go | package parsers
import (
"context"
"log/slog"
"strings"
"unicode"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/logutil"
)
type olmo3ThinkParserState int
const (
olmo3CollectingThink olmo3ThinkParserState = iota
olmo3CollectingContent
)
const (
olmo3ThinkCloseTag = "</think>"
)
type Olmo3Think... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/olmo3.go | model/parsers/olmo3.go | package parsers
import (
"context"
"fmt"
"log/slog"
"regexp"
"strconv"
"strings"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/logutil"
)
type olmo3ParserState int
const (
olmo3StateContent olmo3ParserState = iota
olmo3StateToolCalls
olmo3StateToolCallsDone
)
const (
olmo3FuncCallsOpenTag =... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/deepseek3.go | model/parsers/deepseek3.go | package parsers
import (
"encoding/json"
"errors"
"log/slog"
"strings"
"unicode"
"github.com/ollama/ollama/api"
)
type DeepSeek3ParserState int
const (
DeepSeekCollectingThinking DeepSeek3ParserState = iota
DeepSeekCollectingContent
DeepSeekCollectingToolCalls
DeepSeekCollectingToolOutput
)
const (
deep... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/nemotron3nano.go | model/parsers/nemotron3nano.go | package parsers
import (
"regexp"
"strings"
"unicode"
"github.com/ollama/ollama/api"
)
type Nemotron3NanoParserState int
const (
Nemotron3NanoCollectingThinking Nemotron3NanoParserState = iota
Nemotron3NanoSkipWhitespaceAfterThinking
Nemotron3NanoCollectingContent
Nemotron3NanoCollectingToolCalls
)
const (... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
ollama/ollama | https://github.com/ollama/ollama/blob/626af2d80973270c4d59b8df7153ac47ad67ed7b/model/parsers/testhelpers_test.go | model/parsers/testhelpers_test.go | package parsers
import (
"encoding/json"
"github.com/google/go-cmp/cmp"
"github.com/ollama/ollama/api"
)
// argsComparer provides cmp options for comparing ToolCallFunctionArguments
// It compares by logical equality (same keys with same values) not by order
var argsComparer = cmp.Comparer(func(a, b api.ToolCallF... | go | MIT | 626af2d80973270c4d59b8df7153ac47ad67ed7b | 2026-01-07T08:35:43.337630Z | false |
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