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3 Commits
brucemacd/
...
brucemacd/
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
9ac1300805 | ||
|
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43d9907dd6 | ||
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91dc088e8b |
13
api/types.go
13
api/types.go
@@ -922,6 +922,19 @@ type UserResponse struct {
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||||
Plan string `json:"plan,omitempty"`
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}
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type UsageResponse struct {
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// Start is the time the server started tracking usage (UTC, RFC 3339).
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Start time.Time `json:"start"`
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Usage []ModelUsageData `json:"usage"`
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}
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type ModelUsageData struct {
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Model string `json:"model"`
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Requests int64 `json:"requests"`
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PromptTokens int64 `json:"prompt_tokens"`
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CompletionTokens int64 `json:"completion_tokens"`
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}
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// Tensor describes the metadata for a given tensor.
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type Tensor struct {
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Name string `json:"name"`
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@@ -6,7 +6,6 @@ import (
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"os/exec"
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"strings"
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"github.com/ollama/ollama/envconfig"
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"golang.org/x/mod/semver"
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)
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@@ -33,10 +32,6 @@ func (c *Codex) Run(model string, args []string) error {
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cmd.Stdin = os.Stdin
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cmd.Stdout = os.Stdout
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cmd.Stderr = os.Stderr
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cmd.Env = append(os.Environ(),
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"OPENAI_BASE_URL="+envconfig.Host().String()+"/v1/",
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"OPENAI_API_KEY=ollama",
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)
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return cmd.Run()
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}
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@@ -415,12 +415,6 @@ type multiSelectorModel struct {
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cancelled bool
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confirmed bool
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width int
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// multi enables full multi-select editing mode. The zero value (false)
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// shows a single-select picker where Enter adds the chosen model to
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// the existing list. Tab toggles between modes.
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multi bool
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singleAdd string // model picked in single mode
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}
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func newMultiSelectorModel(title string, items []SelectItem, preChecked []string) multiSelectorModel {
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@@ -435,23 +429,13 @@ func newMultiSelectorModel(title string, items []SelectItem, preChecked []string
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m.itemIndex[item.Name] = i
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}
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// Reverse order so preChecked[0] (the current default) ends up last
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// in checkOrder, matching the "last checked = default" convention.
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for i := len(preChecked) - 1; i >= 0; i-- {
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if idx, ok := m.itemIndex[preChecked[i]]; ok {
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for _, name := range preChecked {
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if idx, ok := m.itemIndex[name]; ok {
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m.checked[idx] = true
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m.checkOrder = append(m.checkOrder, idx)
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}
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}
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// Position cursor on the current default model
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if len(preChecked) > 0 {
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if idx, ok := m.itemIndex[preChecked[0]]; ok {
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m.cursor = idx
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m.updateScroll(m.otherStart())
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}
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}
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return m
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}
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@@ -562,25 +546,14 @@ func (m multiSelectorModel) Update(msg tea.Msg) (tea.Model, tea.Cmd) {
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m.cancelled = true
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return m, tea.Quit
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case tea.KeyTab:
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m.multi = !m.multi
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case tea.KeyEnter:
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if !m.multi {
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if len(filtered) > 0 && m.cursor < len(filtered) {
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m.singleAdd = filtered[m.cursor].Name
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m.confirmed = true
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return m, tea.Quit
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}
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} else if len(m.checkOrder) > 0 {
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if len(m.checkOrder) > 0 {
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m.confirmed = true
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return m, tea.Quit
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}
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case tea.KeySpace:
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if m.multi {
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m.toggleItem()
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}
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m.toggleItem()
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|
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case tea.KeyUp:
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if m.cursor > 0 {
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@@ -619,9 +592,7 @@ func (m multiSelectorModel) Update(msg tea.Msg) (tea.Model, tea.Cmd) {
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// On some terminals (e.g. Windows PowerShell), space arrives as
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// KeyRunes instead of KeySpace. Intercept it so toggle still works.
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if len(msg.Runes) == 1 && msg.Runes[0] == ' ' {
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if m.multi {
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m.toggleItem()
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}
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m.toggleItem()
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} else {
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m.filter += string(msg.Runes)
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m.cursor = 0
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@@ -633,19 +604,6 @@ func (m multiSelectorModel) Update(msg tea.Msg) (tea.Model, tea.Cmd) {
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return m, nil
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}
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func (m multiSelectorModel) renderSingleItem(s *strings.Builder, item SelectItem, idx int) {
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if idx == m.cursor {
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s.WriteString(selectorSelectedItemStyle.Render("▸ " + item.Name))
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} else {
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s.WriteString(selectorItemStyle.Render(item.Name))
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}
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s.WriteString("\n")
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if item.Description != "" {
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s.WriteString(selectorDescLineStyle.Render(item.Description))
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s.WriteString("\n")
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||||
}
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||||
}
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func (m multiSelectorModel) renderMultiItem(s *strings.Builder, item SelectItem, idx int) {
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origIdx := m.itemIndex[item.Name]
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@@ -657,7 +615,7 @@ func (m multiSelectorModel) renderMultiItem(s *strings.Builder, item SelectItem,
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}
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suffix := ""
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if len(m.checkOrder) > 0 && m.checkOrder[len(m.checkOrder)-1] == origIdx {
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if len(m.checkOrder) > 0 && m.checkOrder[0] == origIdx {
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suffix = " " + selectorDefaultTagStyle.Render("(default)")
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}
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@@ -679,11 +637,6 @@ func (m multiSelectorModel) View() string {
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return ""
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}
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renderItem := m.renderSingleItem
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if m.multi {
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renderItem = m.renderMultiItem
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}
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var s strings.Builder
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s.WriteString(selectorTitleStyle.Render(m.title))
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@@ -708,7 +661,7 @@ func (m multiSelectorModel) View() string {
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if idx >= len(filtered) {
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break
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}
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renderItem(&s, filtered[idx], idx)
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m.renderMultiItem(&s, filtered[idx], idx)
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}
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if remaining := len(filtered) - m.scrollOffset - displayCount; remaining > 0 {
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@@ -731,7 +684,7 @@ func (m multiSelectorModel) View() string {
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s.WriteString(sectionHeaderStyle.Render("Recommended"))
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s.WriteString("\n")
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for _, idx := range recItems {
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renderItem(&s, filtered[idx], idx)
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m.renderMultiItem(&s, filtered[idx], idx)
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}
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}
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@@ -751,7 +704,7 @@ func (m multiSelectorModel) View() string {
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if idx >= len(otherItems) {
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break
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}
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renderItem(&s, filtered[otherItems[idx]], otherItems[idx])
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m.renderMultiItem(&s, filtered[otherItems[idx]], otherItems[idx])
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}
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if remaining := len(otherItems) - m.scrollOffset - displayCount; remaining > 0 {
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@@ -763,18 +716,15 @@ func (m multiSelectorModel) View() string {
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s.WriteString("\n")
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if !m.multi {
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s.WriteString(selectorHelpStyle.Render("↑/↓ navigate • enter select • tab add multiple • esc cancel"))
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count := m.selectedCount()
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if count == 0 {
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s.WriteString(selectorDescStyle.Render(" Select at least one model."))
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} else {
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count := m.selectedCount()
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if count == 0 {
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s.WriteString(selectorDescStyle.Render(" Select at least one model."))
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} else {
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s.WriteString(selectorDescStyle.Render(fmt.Sprintf(" %d selected - press enter to continue", count)))
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}
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s.WriteString("\n\n")
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s.WriteString(selectorHelpStyle.Render("↑/↓ navigate • space toggle • tab select single • enter confirm • esc cancel"))
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s.WriteString(selectorDescStyle.Render(fmt.Sprintf(" %d selected - press enter to continue", count)))
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}
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s.WriteString("\n\n")
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s.WriteString(selectorHelpStyle.Render("↑/↓ navigate • space toggle • enter confirm • esc cancel"))
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result := s.String()
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if m.width > 0 {
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@@ -797,28 +747,18 @@ func SelectMultiple(title string, items []SelectItem, preChecked []string) ([]st
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}
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fm := finalModel.(multiSelectorModel)
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if fm.cancelled || !fm.confirmed {
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if fm.cancelled {
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return nil, ErrCancelled
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}
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// Single-add mode: prepend the picked model, keep existing models deduped
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if fm.singleAdd != "" {
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result := []string{fm.singleAdd}
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for _, name := range preChecked {
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if name != fm.singleAdd {
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result = append(result, name)
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}
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}
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return result, nil
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if !fm.confirmed {
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return nil, ErrCancelled
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}
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// Multi-edit mode: last checked is default (first in result)
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last := fm.checkOrder[len(fm.checkOrder)-1]
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result := []string{fm.items[last].Name}
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var result []string
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for _, idx := range fm.checkOrder {
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if idx != last {
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result = append(result, fm.items[idx].Name)
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||||
}
|
||||
result = append(result, fm.items[idx].Name)
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}
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return result, nil
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}
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||||
@@ -539,7 +539,6 @@ func TestMultiView_CursorIndicator(t *testing.T) {
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func TestMultiView_CheckedItemShowsX(t *testing.T) {
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m := newMultiSelectorModel("Pick:", items("a", "b"), []string{"a"})
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m.multi = true
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content := m.View()
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if !strings.Contains(content, "[x]") {
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@@ -551,18 +550,11 @@ func TestMultiView_CheckedItemShowsX(t *testing.T) {
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}
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func TestMultiView_DefaultTag(t *testing.T) {
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m := newMultiSelectorModel("Pick:", items("a", "b", "c"), []string{"a", "b"})
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m.multi = true
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m := newMultiSelectorModel("Pick:", items("a", "b"), []string{"a"})
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content := m.View()
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if !strings.Contains(content, "(default)") {
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t.Error("should have (default) tag")
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||||
}
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||||
// preChecked[0] ("a") should be the default (last in checkOrder)
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||||
aIdx := strings.Index(content, "a")
|
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defaultIdx := strings.Index(content, "(default)")
|
||||
if defaultIdx < aIdx {
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t.Error("(default) tag should appear after 'a' (the current default)")
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t.Error("first checked item should have (default) tag")
|
||||
}
|
||||
}
|
||||
|
||||
@@ -593,7 +585,6 @@ func TestMultiView_OverflowIndicator(t *testing.T) {
|
||||
|
||||
func TestMultiUpdate_SpaceTogglesItem(t *testing.T) {
|
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m := newMultiSelectorModel("Pick:", items("a", "b", "c"), nil)
|
||||
m.multi = true
|
||||
m.cursor = 1
|
||||
|
||||
// Simulate space delivered as tea.KeySpace
|
||||
@@ -610,7 +601,6 @@ func TestMultiUpdate_SpaceTogglesItem(t *testing.T) {
|
||||
|
||||
func TestMultiUpdate_SpaceRuneTogglesItem(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("a", "b", "c"), nil)
|
||||
m.multi = true
|
||||
m.cursor = 1
|
||||
|
||||
// Simulate space delivered as tea.KeyRunes (Windows PowerShell behavior)
|
||||
@@ -628,161 +618,6 @@ func TestMultiUpdate_SpaceRuneTogglesItem(t *testing.T) {
|
||||
}
|
||||
}
|
||||
|
||||
// --- Single-add mode ---
|
||||
|
||||
func TestMulti_StartsInSingleMode(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("a", "b"), nil)
|
||||
if m.multi {
|
||||
t.Error("should start in single mode (multi=false)")
|
||||
}
|
||||
}
|
||||
|
||||
func TestMulti_SingleModeNoCheckboxes(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("a", "b"), nil)
|
||||
content := m.View()
|
||||
if strings.Contains(content, "[x]") || strings.Contains(content, "[ ]") {
|
||||
t.Error("single mode should not show checkboxes")
|
||||
}
|
||||
if !strings.Contains(content, "▸") {
|
||||
t.Error("single mode should show cursor indicator")
|
||||
}
|
||||
}
|
||||
|
||||
func TestMulti_SingleModeEnterPicksItem(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("a", "b", "c"), nil)
|
||||
m.cursor = 1
|
||||
|
||||
updated, _ := m.Update(tea.KeyMsg{Type: tea.KeyEnter})
|
||||
m = updated.(multiSelectorModel)
|
||||
|
||||
if m.singleAdd != "b" {
|
||||
t.Errorf("enter in single mode should pick cursor item, got %q", m.singleAdd)
|
||||
}
|
||||
if !m.confirmed {
|
||||
t.Error("should set confirmed")
|
||||
}
|
||||
}
|
||||
|
||||
func TestMulti_SingleModeSpaceIsNoop(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("a", "b"), nil)
|
||||
m.cursor = 0
|
||||
|
||||
updated, _ := m.Update(tea.KeyMsg{Type: tea.KeySpace})
|
||||
m = updated.(multiSelectorModel)
|
||||
|
||||
if len(m.checked) != 0 {
|
||||
t.Error("space in single mode should not toggle items")
|
||||
}
|
||||
}
|
||||
|
||||
func TestMulti_SingleModeSpaceRuneIsNoop(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("a", "b"), nil)
|
||||
m.cursor = 0
|
||||
|
||||
updated, _ := m.Update(tea.KeyMsg{Type: tea.KeyRunes, Runes: []rune{' '}})
|
||||
m = updated.(multiSelectorModel)
|
||||
|
||||
if len(m.checked) != 0 {
|
||||
t.Error("space rune in single mode should not toggle items")
|
||||
}
|
||||
if m.filter != "" {
|
||||
t.Error("space rune in single mode should not add to filter")
|
||||
}
|
||||
}
|
||||
|
||||
func TestMulti_TabTogglesMode(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("a", "b"), nil)
|
||||
|
||||
if m.multi {
|
||||
t.Fatal("should start in single mode")
|
||||
}
|
||||
|
||||
updated, _ := m.Update(tea.KeyMsg{Type: tea.KeyTab})
|
||||
m = updated.(multiSelectorModel)
|
||||
if !m.multi {
|
||||
t.Error("tab should switch to multi mode")
|
||||
}
|
||||
|
||||
updated, _ = m.Update(tea.KeyMsg{Type: tea.KeyTab})
|
||||
m = updated.(multiSelectorModel)
|
||||
if m.multi {
|
||||
t.Error("tab should switch back to single mode")
|
||||
}
|
||||
}
|
||||
|
||||
func TestMulti_SingleModeHelpText(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("a"), nil)
|
||||
content := m.View()
|
||||
if !strings.Contains(content, "tab add multiple") {
|
||||
t.Error("single mode should show 'tab add multiple' in help")
|
||||
}
|
||||
}
|
||||
|
||||
func TestMulti_MultiModeHelpText(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("a"), nil)
|
||||
m.multi = true
|
||||
content := m.View()
|
||||
if !strings.Contains(content, "tab select single") {
|
||||
t.Error("multi mode should show 'tab select single' in help")
|
||||
}
|
||||
}
|
||||
|
||||
// --- preChecked initialization order ---
|
||||
|
||||
func TestMulti_PreCheckedDefaultIsLast(t *testing.T) {
|
||||
// preChecked[0] ("a") is the current default and should end up
|
||||
// last in checkOrder so it gets the (default) tag.
|
||||
m := newMultiSelectorModel("Pick:", items("a", "b", "c"), []string{"a", "b", "c"})
|
||||
|
||||
if len(m.checkOrder) != 3 {
|
||||
t.Fatalf("expected 3 in checkOrder, got %d", len(m.checkOrder))
|
||||
}
|
||||
lastIdx := m.checkOrder[len(m.checkOrder)-1]
|
||||
if m.items[lastIdx].Name != "a" {
|
||||
t.Errorf("preChecked[0] should be last in checkOrder, got %q", m.items[lastIdx].Name)
|
||||
}
|
||||
}
|
||||
|
||||
func TestMulti_CursorOnDefaultModel(t *testing.T) {
|
||||
// preChecked[0] ("b") is the default; cursor should start on it
|
||||
m := newMultiSelectorModel("Pick:", items("a", "b", "c"), []string{"b", "c"})
|
||||
|
||||
if m.cursor != 1 {
|
||||
t.Errorf("cursor should be on preChecked[0] ('b') at index 1, got %d", m.cursor)
|
||||
}
|
||||
}
|
||||
|
||||
// --- Multi-mode last-checked is default ---
|
||||
|
||||
func TestMulti_LastCheckedIsDefault(t *testing.T) {
|
||||
m := newMultiSelectorModel("Pick:", items("alpha", "beta", "gamma"), nil)
|
||||
m.multi = true
|
||||
|
||||
// Check "alpha" then "gamma"
|
||||
m.cursor = 0
|
||||
m.toggleItem()
|
||||
m.cursor = 2
|
||||
m.toggleItem()
|
||||
|
||||
// Last checked ("gamma") should be at the end of checkOrder
|
||||
lastIdx := m.checkOrder[len(m.checkOrder)-1]
|
||||
if m.items[lastIdx].Name != "gamma" {
|
||||
t.Errorf("last checked should be 'gamma', got %q", m.items[lastIdx].Name)
|
||||
}
|
||||
|
||||
// The (default) tag renders based on checkOrder[len-1]
|
||||
content := m.View()
|
||||
if !strings.Contains(content, "(default)") {
|
||||
t.Fatal("should show (default) tag")
|
||||
}
|
||||
// "alpha" line should NOT have the default tag
|
||||
for _, line := range strings.Split(content, "\n") {
|
||||
if strings.Contains(line, "alpha") && strings.Contains(line, "(default)") {
|
||||
t.Error("'alpha' (first checked) should not have (default) tag")
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Key message helpers for testing
|
||||
|
||||
type keyType = int
|
||||
|
||||
@@ -429,24 +429,8 @@ func (m model) Update(msg tea.Msg) (tea.Model, tea.Cmd) {
|
||||
}
|
||||
if m.multiModalSelector.confirmed {
|
||||
var selected []string
|
||||
if m.multiModalSelector.singleAdd != "" {
|
||||
// Single-add mode: prepend picked model, keep existing deduped
|
||||
selected = []string{m.multiModalSelector.singleAdd}
|
||||
for _, name := range config.IntegrationModels(m.items[m.cursor].integration) {
|
||||
if name != m.multiModalSelector.singleAdd {
|
||||
selected = append(selected, name)
|
||||
}
|
||||
}
|
||||
} else {
|
||||
// Last checked is default (first in result)
|
||||
co := m.multiModalSelector.checkOrder
|
||||
last := co[len(co)-1]
|
||||
selected = []string{m.multiModalSelector.items[last].Name}
|
||||
for _, idx := range co {
|
||||
if idx != last {
|
||||
selected = append(selected, m.multiModalSelector.items[idx].Name)
|
||||
}
|
||||
}
|
||||
for _, idx := range m.multiModalSelector.checkOrder {
|
||||
selected = append(selected, m.multiModalSelector.items[idx].Name)
|
||||
}
|
||||
if len(selected) > 0 {
|
||||
m.changeModels = selected
|
||||
|
||||
48
docs/api.md
48
docs/api.md
@@ -15,6 +15,7 @@
|
||||
- [Push a Model](#push-a-model)
|
||||
- [Generate Embeddings](#generate-embeddings)
|
||||
- [List Running Models](#list-running-models)
|
||||
- [Usage](#usage)
|
||||
- [Version](#version)
|
||||
- [Experimental: Image Generation](#image-generation-experimental)
|
||||
|
||||
@@ -1854,6 +1855,53 @@ curl http://localhost:11434/api/embeddings -d '{
|
||||
}
|
||||
```
|
||||
|
||||
## Usage
|
||||
|
||||
```
|
||||
GET /api/usage
|
||||
```
|
||||
|
||||
Show aggregate usage statistics per model since the server started. All timestamps are UTC in RFC 3339 format.
|
||||
|
||||
### Examples
|
||||
|
||||
#### Request
|
||||
|
||||
```shell
|
||||
curl http://localhost:11434/api/usage
|
||||
```
|
||||
|
||||
#### Response
|
||||
|
||||
```json
|
||||
{
|
||||
"start": "2025-01-27T20:00:00Z",
|
||||
"usage": [
|
||||
{
|
||||
"model": "llama3.2",
|
||||
"requests": 5,
|
||||
"prompt_tokens": 130,
|
||||
"completion_tokens": 890
|
||||
},
|
||||
{
|
||||
"model": "deepseek-r1",
|
||||
"requests": 2,
|
||||
"prompt_tokens": 48,
|
||||
"completion_tokens": 312
|
||||
}
|
||||
]
|
||||
}
|
||||
```
|
||||
|
||||
#### Response fields
|
||||
|
||||
- `start`: when the server started tracking usage (UTC, RFC 3339)
|
||||
- `usage`: list of per-model usage statistics
|
||||
- `model`: model name
|
||||
- `requests`: total number of completed requests
|
||||
- `prompt_tokens`: total prompt tokens evaluated
|
||||
- `completion_tokens`: total completion tokens generated
|
||||
|
||||
## Version
|
||||
|
||||
```
|
||||
|
||||
1
go.mod
1
go.mod
@@ -26,7 +26,6 @@ require (
|
||||
github.com/d4l3k/go-bfloat16 v0.0.0-20211005043715-690c3bdd05f1
|
||||
github.com/dlclark/regexp2 v1.11.4
|
||||
github.com/emirpasic/gods/v2 v2.0.0-alpha
|
||||
github.com/klauspost/compress v1.18.3
|
||||
github.com/mattn/go-runewidth v0.0.16
|
||||
github.com/nlpodyssey/gopickle v0.3.0
|
||||
github.com/pdevine/tensor v0.0.0-20240510204454-f88f4562727c
|
||||
|
||||
4
go.sum
4
go.sum
@@ -122,6 +122,7 @@ github.com/golang/protobuf v1.5.0/go.mod h1:FsONVRAS9T7sI+LIUmWTfcYkHO4aIWwzhcaS
|
||||
github.com/golang/protobuf v1.5.2/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiuN0vRsmY=
|
||||
github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
|
||||
github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
|
||||
github.com/golang/snappy v0.0.3 h1:fHPg5GQYlCeLIPB9BZqMVR5nR9A+IM5zcgeTdjMYmLA=
|
||||
github.com/golang/snappy v0.0.3/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q=
|
||||
github.com/google/flatbuffers v2.0.0+incompatible/go.mod h1:1AeVuKshWv4vARoZatz6mlQ0JxURH0Kv5+zNeJKJCa8=
|
||||
github.com/google/flatbuffers v24.3.25+incompatible h1:CX395cjN9Kke9mmalRoL3d81AtFUxJM+yDthflgJGkI=
|
||||
@@ -149,9 +150,8 @@ github.com/jung-kurt/gofpdf v1.0.0/go.mod h1:7Id9E/uU8ce6rXgefFLlgrJj/GYY22cpxn+
|
||||
github.com/jung-kurt/gofpdf v1.0.3-0.20190309125859-24315acbbda5/go.mod h1:7Id9E/uU8ce6rXgefFLlgrJj/GYY22cpxn+r32jIOes=
|
||||
github.com/kisielk/errcheck v1.5.0/go.mod h1:pFxgyoBC7bSaBwPgfKdkLd5X25qrDl4LWUI2bnpBCr8=
|
||||
github.com/kisielk/gotool v1.0.0/go.mod h1:XhKaO+MFFWcvkIS/tQcRk01m1F5IRFswLeQ+oQHNcck=
|
||||
github.com/klauspost/compress v1.13.1 h1:wXr2uRxZTJXHLly6qhJabee5JqIhTRoLBhDOA74hDEQ=
|
||||
github.com/klauspost/compress v1.13.1/go.mod h1:8dP1Hq4DHOhN9w426knH3Rhby4rFm6D8eO+e+Dq5Gzg=
|
||||
github.com/klauspost/compress v1.18.3 h1:9PJRvfbmTabkOX8moIpXPbMMbYN60bWImDDU7L+/6zw=
|
||||
github.com/klauspost/compress v1.18.3/go.mod h1:R0h/fSBs8DE4ENlcrlib3PsXS61voFxhIs2DeRhCvJ4=
|
||||
github.com/klauspost/cpuid/v2 v2.0.9/go.mod h1:FInQzS24/EEf25PyTYn52gqo7WaD8xa0213Md/qVLRg=
|
||||
github.com/klauspost/cpuid/v2 v2.2.7 h1:ZWSB3igEs+d0qvnxR/ZBzXVmxkgt8DdzP6m9pfuVLDM=
|
||||
github.com/klauspost/cpuid/v2 v2.2.7/go.mod h1:Lcz8mBdAVJIBVzewtcLocK12l3Y+JytZYpaMropDUws=
|
||||
|
||||
@@ -11,7 +11,6 @@ import (
|
||||
"time"
|
||||
|
||||
"github.com/gin-gonic/gin"
|
||||
"github.com/klauspost/compress/zstd"
|
||||
|
||||
"github.com/ollama/ollama/api"
|
||||
"github.com/ollama/ollama/openai"
|
||||
@@ -497,17 +496,6 @@ func (w *ResponsesWriter) Write(data []byte) (int, error) {
|
||||
|
||||
func ResponsesMiddleware() gin.HandlerFunc {
|
||||
return func(c *gin.Context) {
|
||||
if c.GetHeader("Content-Encoding") == "zstd" {
|
||||
reader, err := zstd.NewReader(c.Request.Body, zstd.WithDecoderMaxMemory(8<<20))
|
||||
if err != nil {
|
||||
c.AbortWithStatusJSON(http.StatusBadRequest, openai.NewError(http.StatusBadRequest, "failed to decompress zstd body"))
|
||||
return
|
||||
}
|
||||
defer reader.Close()
|
||||
c.Request.Body = io.NopCloser(reader)
|
||||
c.Request.Header.Del("Content-Encoding")
|
||||
}
|
||||
|
||||
var req openai.ResponsesRequest
|
||||
if err := c.ShouldBindJSON(&req); err != nil {
|
||||
c.AbortWithStatusJSON(http.StatusBadRequest, openai.NewError(http.StatusBadRequest, err.Error()))
|
||||
|
||||
@@ -14,7 +14,6 @@ import (
|
||||
|
||||
"github.com/gin-gonic/gin"
|
||||
"github.com/google/go-cmp/cmp"
|
||||
"github.com/klauspost/compress/zstd"
|
||||
|
||||
"github.com/ollama/ollama/api"
|
||||
"github.com/ollama/ollama/openai"
|
||||
@@ -1239,102 +1238,3 @@ func TestImageEditsMiddleware(t *testing.T) {
|
||||
})
|
||||
}
|
||||
}
|
||||
|
||||
func zstdCompress(t *testing.T, data []byte) []byte {
|
||||
t.Helper()
|
||||
var buf bytes.Buffer
|
||||
w, err := zstd.NewWriter(&buf)
|
||||
if err != nil {
|
||||
t.Fatal(err)
|
||||
}
|
||||
if _, err := w.Write(data); err != nil {
|
||||
t.Fatal(err)
|
||||
}
|
||||
if err := w.Close(); err != nil {
|
||||
t.Fatal(err)
|
||||
}
|
||||
return buf.Bytes()
|
||||
}
|
||||
|
||||
func TestResponsesMiddlewareZstd(t *testing.T) {
|
||||
tests := []struct {
|
||||
name string
|
||||
body string
|
||||
useZstd bool
|
||||
oversized bool
|
||||
wantCode int
|
||||
wantModel string
|
||||
wantMessage string
|
||||
}{
|
||||
{
|
||||
name: "plain JSON",
|
||||
body: `{"model": "test-model", "input": "Hello"}`,
|
||||
wantCode: http.StatusOK,
|
||||
wantModel: "test-model",
|
||||
wantMessage: "Hello",
|
||||
},
|
||||
{
|
||||
name: "zstd compressed",
|
||||
body: `{"model": "test-model", "input": "Hello"}`,
|
||||
useZstd: true,
|
||||
wantCode: http.StatusOK,
|
||||
wantModel: "test-model",
|
||||
wantMessage: "Hello",
|
||||
},
|
||||
{
|
||||
name: "zstd over max decompressed size",
|
||||
oversized: true,
|
||||
useZstd: true,
|
||||
wantCode: http.StatusBadRequest,
|
||||
},
|
||||
}
|
||||
|
||||
for _, tt := range tests {
|
||||
t.Run(tt.name, func(t *testing.T) {
|
||||
var capturedRequest *api.ChatRequest
|
||||
|
||||
gin.SetMode(gin.TestMode)
|
||||
router := gin.New()
|
||||
router.Use(ResponsesMiddleware(), captureRequestMiddleware(&capturedRequest))
|
||||
router.Handle(http.MethodPost, "/v1/responses", func(c *gin.Context) {
|
||||
c.Status(http.StatusOK)
|
||||
})
|
||||
|
||||
var bodyReader io.Reader
|
||||
if tt.oversized {
|
||||
bodyReader = bytes.NewReader(zstdCompress(t, bytes.Repeat([]byte("A"), 9<<20)))
|
||||
} else if tt.useZstd {
|
||||
bodyReader = bytes.NewReader(zstdCompress(t, []byte(tt.body)))
|
||||
} else {
|
||||
bodyReader = strings.NewReader(tt.body)
|
||||
}
|
||||
|
||||
req, _ := http.NewRequest(http.MethodPost, "/v1/responses", bodyReader)
|
||||
req.Header.Set("Content-Type", "application/json")
|
||||
if tt.useZstd || tt.oversized {
|
||||
req.Header.Set("Content-Encoding", "zstd")
|
||||
}
|
||||
|
||||
resp := httptest.NewRecorder()
|
||||
router.ServeHTTP(resp, req)
|
||||
|
||||
if resp.Code != tt.wantCode {
|
||||
t.Fatalf("expected status %d, got %d: %s", tt.wantCode, resp.Code, resp.Body.String())
|
||||
}
|
||||
|
||||
if tt.wantCode != http.StatusOK {
|
||||
return
|
||||
}
|
||||
|
||||
if capturedRequest == nil {
|
||||
t.Fatal("expected captured request, got nil")
|
||||
}
|
||||
if capturedRequest.Model != tt.wantModel {
|
||||
t.Fatalf("expected model %q, got %q", tt.wantModel, capturedRequest.Model)
|
||||
}
|
||||
if len(capturedRequest.Messages) != 1 || capturedRequest.Messages[0].Content != tt.wantMessage {
|
||||
t.Fatalf("expected single user message %q, got %+v", tt.wantMessage, capturedRequest.Messages)
|
||||
}
|
||||
})
|
||||
}
|
||||
}
|
||||
|
||||
@@ -2,10 +2,6 @@
|
||||
# This script installs Ollama on Linux and macOS.
|
||||
# It detects the current operating system architecture and installs the appropriate version of Ollama.
|
||||
|
||||
# Wrap script in main function so that a truncated partial download doesn't end
|
||||
# up executing half a script.
|
||||
main() {
|
||||
|
||||
set -eu
|
||||
|
||||
red="$( (/usr/bin/tput bold || :; /usr/bin/tput setaf 1 || :) 2>&-)"
|
||||
@@ -57,23 +53,23 @@ if [ "$OS" = "Darwin" ]; then
|
||||
|
||||
DOWNLOAD_URL="https://ollama.com/download/Ollama-darwin.zip${VER_PARAM}"
|
||||
|
||||
status "Downloading Ollama for macOS..."
|
||||
curl --fail --show-error --location --progress-bar \
|
||||
-o "$TEMP_DIR/Ollama-darwin.zip" "$DOWNLOAD_URL"
|
||||
|
||||
unzip -q "$TEMP_DIR/Ollama-darwin.zip" -d "$TEMP_DIR"
|
||||
|
||||
# Download succeeded, now stop and replace the existing installation
|
||||
if pgrep -x Ollama >/dev/null 2>&1; then
|
||||
status "Stopping running Ollama instance..."
|
||||
pkill -x Ollama 2>/dev/null || true
|
||||
sleep 2
|
||||
fi
|
||||
|
||||
status "Installing Ollama to /Applications..."
|
||||
if [ -d "/Applications/Ollama.app" ]; then
|
||||
status "Removing existing Ollama installation..."
|
||||
rm -rf "/Applications/Ollama.app"
|
||||
fi
|
||||
|
||||
status "Downloading Ollama for macOS..."
|
||||
curl --fail --show-error --location --progress-bar \
|
||||
-o "$TEMP_DIR/Ollama-darwin.zip" "$DOWNLOAD_URL"
|
||||
|
||||
status "Installing Ollama to /Applications..."
|
||||
unzip -q "$TEMP_DIR/Ollama-darwin.zip" -d "$TEMP_DIR"
|
||||
mv "$TEMP_DIR/Ollama.app" "/Applications/"
|
||||
|
||||
if [ ! -L "/usr/local/bin/ollama" ] || [ "$(readlink "/usr/local/bin/ollama")" != "/Applications/Ollama.app/Contents/Resources/ollama" ]; then
|
||||
@@ -86,12 +82,6 @@ if [ "$OS" = "Darwin" ]; then
|
||||
if [ -z "${OLLAMA_NO_START:-}" ]; then
|
||||
status "Starting Ollama..."
|
||||
open -a Ollama --args hidden
|
||||
|
||||
# Wait for the server to be ready
|
||||
for i in 1 2 3 4 5; do
|
||||
curl -s http://localhost:11434/ >/dev/null 2>&1 && break
|
||||
sleep 1
|
||||
done
|
||||
fi
|
||||
|
||||
status "Install complete. You can now run 'ollama'."
|
||||
@@ -151,7 +141,7 @@ download_and_extract() {
|
||||
status "Downloading ${filename}.tar.zst"
|
||||
curl --fail --show-error --location --progress-bar \
|
||||
"${url_base}/${filename}.tar.zst${VER_PARAM}" | \
|
||||
zstd -d | tar -xf - -C "${dest_dir}"
|
||||
zstd -d | $SUDO tar -xf - -C "${dest_dir}"
|
||||
return 0
|
||||
fi
|
||||
|
||||
@@ -159,7 +149,7 @@ download_and_extract() {
|
||||
status "Downloading ${filename}.tgz"
|
||||
curl --fail --show-error --location --progress-bar \
|
||||
"${url_base}/${filename}.tgz${VER_PARAM}" | \
|
||||
tar -xzf - -C "${dest_dir}"
|
||||
$SUDO tar -xzf - -C "${dest_dir}"
|
||||
}
|
||||
|
||||
for BINDIR in /usr/local/bin /usr/bin /bin; do
|
||||
@@ -167,39 +157,6 @@ for BINDIR in /usr/local/bin /usr/bin /bin; do
|
||||
done
|
||||
OLLAMA_INSTALL_DIR=$(dirname ${BINDIR})
|
||||
|
||||
# Create download directory on the install filesystem to avoid space issues
|
||||
# with /tmp (which may be a small tmpfs, especially on WSL2)
|
||||
$SUDO mkdir -p "$OLLAMA_INSTALL_DIR"
|
||||
DOWNLOAD_DIR=$($SUDO mktemp -d "${OLLAMA_INSTALL_DIR}/.ollama-install.XXXXXX")
|
||||
$SUDO chown "$(id -u):$(id -g)" "$DOWNLOAD_DIR"
|
||||
cleanup() { $SUDO rm -rf "$DOWNLOAD_DIR"; rm -rf "$TEMP_DIR"; }
|
||||
|
||||
status "Downloading ollama..."
|
||||
download_and_extract "https://ollama.com/download" "$DOWNLOAD_DIR" "ollama-linux-${ARCH}"
|
||||
|
||||
# Check for NVIDIA JetPack systems with additional downloads
|
||||
if [ -f /etc/nv_tegra_release ] ; then
|
||||
if grep R36 /etc/nv_tegra_release > /dev/null ; then
|
||||
download_and_extract "https://ollama.com/download" "$DOWNLOAD_DIR" "ollama-linux-${ARCH}-jetpack6"
|
||||
elif grep R35 /etc/nv_tegra_release > /dev/null ; then
|
||||
download_and_extract "https://ollama.com/download" "$DOWNLOAD_DIR" "ollama-linux-${ARCH}-jetpack5"
|
||||
else
|
||||
warning "Unsupported JetPack version detected. GPU may not be supported"
|
||||
fi
|
||||
fi
|
||||
|
||||
# All downloads succeeded, now stop and replace the existing installation
|
||||
if available systemctl; then
|
||||
if systemctl is-active --quiet ollama; then
|
||||
status "Stopping running ollama service..."
|
||||
$SUDO systemctl stop ollama
|
||||
fi
|
||||
elif pgrep -x ollama >/dev/null 2>&1; then
|
||||
status "Stopping running ollama instance..."
|
||||
$SUDO pkill -x ollama 2>/dev/null || true
|
||||
sleep 2
|
||||
fi
|
||||
|
||||
if [ -d "$OLLAMA_INSTALL_DIR/lib/ollama" ] ; then
|
||||
status "Cleaning up old version at $OLLAMA_INSTALL_DIR/lib/ollama"
|
||||
$SUDO rm -rf "$OLLAMA_INSTALL_DIR/lib/ollama"
|
||||
@@ -207,13 +164,24 @@ fi
|
||||
status "Installing ollama to $OLLAMA_INSTALL_DIR"
|
||||
$SUDO install -o0 -g0 -m755 -d $BINDIR
|
||||
$SUDO install -o0 -g0 -m755 -d "$OLLAMA_INSTALL_DIR/lib/ollama"
|
||||
$SUDO cp -a "$DOWNLOAD_DIR"/. "$OLLAMA_INSTALL_DIR/"
|
||||
download_and_extract "https://ollama.com/download" "$OLLAMA_INSTALL_DIR" "ollama-linux-${ARCH}"
|
||||
|
||||
if [ "$OLLAMA_INSTALL_DIR/bin/ollama" != "$BINDIR/ollama" ] ; then
|
||||
status "Making ollama accessible in the PATH in $BINDIR"
|
||||
$SUDO ln -sf "$OLLAMA_INSTALL_DIR/ollama" "$BINDIR/ollama"
|
||||
fi
|
||||
|
||||
# Check for NVIDIA JetPack systems with additional downloads
|
||||
if [ -f /etc/nv_tegra_release ] ; then
|
||||
if grep R36 /etc/nv_tegra_release > /dev/null ; then
|
||||
download_and_extract "https://ollama.com/download" "$OLLAMA_INSTALL_DIR" "ollama-linux-${ARCH}-jetpack6"
|
||||
elif grep R35 /etc/nv_tegra_release > /dev/null ; then
|
||||
download_and_extract "https://ollama.com/download" "$OLLAMA_INSTALL_DIR" "ollama-linux-${ARCH}-jetpack5"
|
||||
else
|
||||
warning "Unsupported JetPack version detected. GPU may not be supported"
|
||||
fi
|
||||
fi
|
||||
|
||||
install_success() {
|
||||
status 'The Ollama API is now available at 127.0.0.1:11434.'
|
||||
status 'Install complete. Run "ollama" from the command line.'
|
||||
@@ -331,8 +299,7 @@ if ! check_gpu lspci nvidia && ! check_gpu lshw nvidia && ! check_gpu lspci amdg
|
||||
fi
|
||||
|
||||
if check_gpu lspci amdgpu || check_gpu lshw amdgpu; then
|
||||
download_and_extract "https://ollama.com/download" "$DOWNLOAD_DIR" "ollama-linux-${ARCH}-rocm"
|
||||
$SUDO cp -a "$DOWNLOAD_DIR"/. "$OLLAMA_INSTALL_DIR/"
|
||||
download_and_extract "https://ollama.com/download" "$OLLAMA_INSTALL_DIR" "ollama-linux-${ARCH}-rocm"
|
||||
|
||||
install_success
|
||||
status "AMD GPU ready."
|
||||
@@ -479,6 +446,3 @@ fi
|
||||
|
||||
status "NVIDIA GPU ready."
|
||||
install_success
|
||||
}
|
||||
|
||||
main
|
||||
|
||||
@@ -91,6 +91,8 @@ type Server struct {
|
||||
aliasesOnce sync.Once
|
||||
aliases *store
|
||||
aliasesErr error
|
||||
lowVRAM bool
|
||||
usage *UsageTracker
|
||||
}
|
||||
|
||||
func init() {
|
||||
@@ -289,6 +291,10 @@ func (s *Server) GenerateHandler(c *gin.Context) {
|
||||
c.Header("Content-Type", contentType)
|
||||
|
||||
fn := func(resp api.GenerateResponse) error {
|
||||
if resp.Done {
|
||||
s.usage.Record(origModel, resp.PromptEvalCount, resp.EvalCount)
|
||||
}
|
||||
|
||||
resp.Model = origModel
|
||||
resp.RemoteModel = m.Config.RemoteModel
|
||||
resp.RemoteHost = m.Config.RemoteHost
|
||||
@@ -595,6 +601,8 @@ func (s *Server) GenerateHandler(c *gin.Context) {
|
||||
}
|
||||
res.Context = tokens
|
||||
}
|
||||
|
||||
s.usage.Record(req.Model, cr.PromptEvalCount, cr.EvalCount)
|
||||
}
|
||||
|
||||
if builtinParser != nil {
|
||||
@@ -1622,6 +1630,8 @@ func (s *Server) GenerateRoutes(rc *ollama.Registry) (http.Handler, error) {
|
||||
r.POST("/api/experimental/aliases", s.CreateAliasHandler)
|
||||
r.DELETE("/api/experimental/aliases", s.DeleteAliasHandler)
|
||||
|
||||
r.GET("/api/usage", s.UsageHandler)
|
||||
|
||||
// Inference
|
||||
r.GET("/api/ps", s.PsHandler)
|
||||
r.POST("/api/generate", s.GenerateHandler)
|
||||
@@ -1692,7 +1702,7 @@ func Serve(ln net.Listener) error {
|
||||
}
|
||||
}
|
||||
|
||||
s := &Server{addr: ln.Addr()}
|
||||
s := &Server{addr: ln.Addr(), usage: NewUsageTracker()}
|
||||
|
||||
var rc *ollama.Registry
|
||||
if useClient2 {
|
||||
@@ -1927,6 +1937,10 @@ func (s *Server) SignoutHandler(c *gin.Context) {
|
||||
c.JSON(http.StatusOK, nil)
|
||||
}
|
||||
|
||||
func (s *Server) UsageHandler(c *gin.Context) {
|
||||
c.JSON(http.StatusOK, s.usage.Stats())
|
||||
}
|
||||
|
||||
func (s *Server) PsHandler(c *gin.Context) {
|
||||
models := []api.ProcessModelResponse{}
|
||||
|
||||
@@ -2097,6 +2111,10 @@ func (s *Server) ChatHandler(c *gin.Context) {
|
||||
c.Header("Content-Type", contentType)
|
||||
|
||||
fn := func(resp api.ChatResponse) error {
|
||||
if resp.Done {
|
||||
s.usage.Record(origModel, resp.PromptEvalCount, resp.EvalCount)
|
||||
}
|
||||
|
||||
resp.Model = origModel
|
||||
resp.RemoteModel = m.Config.RemoteModel
|
||||
resp.RemoteHost = m.Config.RemoteHost
|
||||
@@ -2317,6 +2335,8 @@ func (s *Server) ChatHandler(c *gin.Context) {
|
||||
res.DoneReason = r.DoneReason.String()
|
||||
res.TotalDuration = time.Since(checkpointStart)
|
||||
res.LoadDuration = checkpointLoaded.Sub(checkpointStart)
|
||||
|
||||
s.usage.Record(req.Model, r.PromptEvalCount, r.EvalCount)
|
||||
}
|
||||
|
||||
if builtinParser != nil {
|
||||
|
||||
@@ -30,6 +30,7 @@ func TestGenerateDebugRenderOnly(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -224,6 +225,7 @@ func TestChatDebugRenderOnly(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
|
||||
@@ -35,6 +35,7 @@ func TestGenerateWithBuiltinRenderer(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -220,6 +221,7 @@ func TestGenerateWithDebugRenderOnly(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
|
||||
@@ -88,19 +88,39 @@ func TestGenerateChatRemote(t *testing.T) {
|
||||
if r.Method != http.MethodPost {
|
||||
t.Errorf("Expected POST request, got %s", r.Method)
|
||||
}
|
||||
if r.URL.Path != "/api/chat" {
|
||||
t.Errorf("Expected path '/api/chat', got %s", r.URL.Path)
|
||||
}
|
||||
|
||||
w.WriteHeader(http.StatusOK)
|
||||
w.Header().Set("Content-Type", "application/json")
|
||||
resp := api.ChatResponse{
|
||||
Model: "test",
|
||||
Done: true,
|
||||
DoneReason: "load",
|
||||
}
|
||||
if err := json.NewEncoder(w).Encode(&resp); err != nil {
|
||||
t.Fatal(err)
|
||||
|
||||
switch r.URL.Path {
|
||||
case "/api/chat":
|
||||
resp := api.ChatResponse{
|
||||
Model: "test",
|
||||
Done: true,
|
||||
DoneReason: "load",
|
||||
Metrics: api.Metrics{
|
||||
PromptEvalCount: 10,
|
||||
EvalCount: 20,
|
||||
},
|
||||
}
|
||||
if err := json.NewEncoder(w).Encode(&resp); err != nil {
|
||||
t.Fatal(err)
|
||||
}
|
||||
case "/api/generate":
|
||||
resp := api.GenerateResponse{
|
||||
Model: "test",
|
||||
Done: true,
|
||||
DoneReason: "stop",
|
||||
Metrics: api.Metrics{
|
||||
PromptEvalCount: 5,
|
||||
EvalCount: 15,
|
||||
},
|
||||
}
|
||||
if err := json.NewEncoder(w).Encode(&resp); err != nil {
|
||||
t.Fatal(err)
|
||||
}
|
||||
default:
|
||||
t.Errorf("unexpected path %s", r.URL.Path)
|
||||
}
|
||||
}))
|
||||
defer rs.Close()
|
||||
@@ -111,7 +131,7 @@ func TestGenerateChatRemote(t *testing.T) {
|
||||
}
|
||||
|
||||
t.Setenv("OLLAMA_REMOTES", p.Hostname())
|
||||
s := Server{}
|
||||
s := Server{usage: NewUsageTracker()}
|
||||
w := createRequest(t, s.CreateHandler, api.CreateRequest{
|
||||
Model: "test-cloud",
|
||||
RemoteHost: rs.URL,
|
||||
@@ -159,6 +179,61 @@ func TestGenerateChatRemote(t *testing.T) {
|
||||
t.Errorf("expected done reason load, got %s", actual.DoneReason)
|
||||
}
|
||||
})
|
||||
|
||||
t.Run("remote chat usage tracking", func(t *testing.T) {
|
||||
stats := s.usage.Stats()
|
||||
found := false
|
||||
for _, m := range stats.Usage {
|
||||
if m.Model == "test-cloud" {
|
||||
found = true
|
||||
if m.Requests != 1 {
|
||||
t.Errorf("expected 1 request, got %d", m.Requests)
|
||||
}
|
||||
if m.PromptTokens != 10 {
|
||||
t.Errorf("expected 10 prompt tokens, got %d", m.PromptTokens)
|
||||
}
|
||||
if m.CompletionTokens != 20 {
|
||||
t.Errorf("expected 20 completion tokens, got %d", m.CompletionTokens)
|
||||
}
|
||||
}
|
||||
}
|
||||
if !found {
|
||||
t.Error("expected usage entry for test-cloud")
|
||||
}
|
||||
})
|
||||
|
||||
t.Run("remote generate usage tracking", func(t *testing.T) {
|
||||
// Reset the tracker for a clean test
|
||||
s.usage = NewUsageTracker()
|
||||
|
||||
w := createRequest(t, s.GenerateHandler, api.GenerateRequest{
|
||||
Model: "test-cloud",
|
||||
Prompt: "hello",
|
||||
})
|
||||
if w.Code != http.StatusOK {
|
||||
t.Fatalf("expected status 200, got %d", w.Code)
|
||||
}
|
||||
|
||||
stats := s.usage.Stats()
|
||||
found := false
|
||||
for _, m := range stats.Usage {
|
||||
if m.Model == "test-cloud" {
|
||||
found = true
|
||||
if m.Requests != 1 {
|
||||
t.Errorf("expected 1 request, got %d", m.Requests)
|
||||
}
|
||||
if m.PromptTokens != 5 {
|
||||
t.Errorf("expected 5 prompt tokens, got %d", m.PromptTokens)
|
||||
}
|
||||
if m.CompletionTokens != 15 {
|
||||
t.Errorf("expected 15 completion tokens, got %d", m.CompletionTokens)
|
||||
}
|
||||
}
|
||||
}
|
||||
if !found {
|
||||
t.Error("expected usage entry for test-cloud")
|
||||
}
|
||||
})
|
||||
}
|
||||
|
||||
func TestGenerateChat(t *testing.T) {
|
||||
@@ -177,6 +252,7 @@ func TestGenerateChat(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -894,6 +970,7 @@ func TestGenerate(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -1378,6 +1455,7 @@ func TestGenerateLogprobs(t *testing.T) {
|
||||
}
|
||||
|
||||
s := &Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -1558,6 +1636,7 @@ func TestChatLogprobs(t *testing.T) {
|
||||
}
|
||||
|
||||
s := &Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -1668,6 +1747,7 @@ func TestChatWithPromptEndingInThinkTag(t *testing.T) {
|
||||
}
|
||||
|
||||
s := &Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -2114,6 +2194,7 @@ func TestGenerateUnload(t *testing.T) {
|
||||
var loadFnCalled bool
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -2215,6 +2296,7 @@ func TestGenerateWithImages(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -2393,6 +2475,7 @@ func TestImageGenerateStreamFalse(t *testing.T) {
|
||||
|
||||
opts := api.DefaultOptions()
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
|
||||
@@ -255,6 +255,7 @@ func TestChatHarmonyParserStreamingRealtime(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -406,6 +407,7 @@ func TestChatHarmonyParserStreamingSimple(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
@@ -588,6 +590,7 @@ func TestChatHarmonyParserStreaming(t *testing.T) {
|
||||
}
|
||||
|
||||
s := Server{
|
||||
usage: NewUsageTracker(),
|
||||
sched: &Scheduler{
|
||||
pendingReqCh: make(chan *LlmRequest, 1),
|
||||
finishedReqCh: make(chan *LlmRequest, 1),
|
||||
|
||||
62
server/usage.go
Normal file
62
server/usage.go
Normal file
@@ -0,0 +1,62 @@
|
||||
package server
|
||||
|
||||
import (
|
||||
"sync"
|
||||
"time"
|
||||
|
||||
"github.com/ollama/ollama/api"
|
||||
)
|
||||
|
||||
type ModelUsage struct {
|
||||
Requests int64
|
||||
PromptTokens int64
|
||||
CompletionTokens int64
|
||||
}
|
||||
|
||||
type UsageTracker struct {
|
||||
mu sync.Mutex
|
||||
start time.Time
|
||||
models map[string]*ModelUsage
|
||||
}
|
||||
|
||||
func NewUsageTracker() *UsageTracker {
|
||||
return &UsageTracker{
|
||||
start: time.Now().UTC(),
|
||||
models: make(map[string]*ModelUsage),
|
||||
}
|
||||
}
|
||||
|
||||
func (u *UsageTracker) Record(model string, promptTokens, completionTokens int) {
|
||||
u.mu.Lock()
|
||||
defer u.mu.Unlock()
|
||||
|
||||
m, ok := u.models[model]
|
||||
if !ok {
|
||||
m = &ModelUsage{}
|
||||
u.models[model] = m
|
||||
}
|
||||
|
||||
m.Requests++
|
||||
m.PromptTokens += int64(promptTokens)
|
||||
m.CompletionTokens += int64(completionTokens)
|
||||
}
|
||||
|
||||
func (u *UsageTracker) Stats() api.UsageResponse {
|
||||
u.mu.Lock()
|
||||
defer u.mu.Unlock()
|
||||
|
||||
byModel := make([]api.ModelUsageData, 0, len(u.models))
|
||||
for model, usage := range u.models {
|
||||
byModel = append(byModel, api.ModelUsageData{
|
||||
Model: model,
|
||||
Requests: usage.Requests,
|
||||
PromptTokens: usage.PromptTokens,
|
||||
CompletionTokens: usage.CompletionTokens,
|
||||
})
|
||||
}
|
||||
|
||||
return api.UsageResponse{
|
||||
Start: u.start,
|
||||
Usage: byModel,
|
||||
}
|
||||
}
|
||||
136
server/usage_test.go
Normal file
136
server/usage_test.go
Normal file
@@ -0,0 +1,136 @@
|
||||
package server
|
||||
|
||||
import (
|
||||
"encoding/json"
|
||||
"net/http"
|
||||
"net/http/httptest"
|
||||
"sync"
|
||||
"testing"
|
||||
|
||||
"github.com/gin-gonic/gin"
|
||||
"github.com/ollama/ollama/api"
|
||||
)
|
||||
|
||||
func TestUsageTrackerRecord(t *testing.T) {
|
||||
tracker := NewUsageTracker()
|
||||
|
||||
tracker.Record("model-a", 10, 20)
|
||||
tracker.Record("model-a", 5, 15)
|
||||
tracker.Record("model-b", 100, 200)
|
||||
|
||||
stats := tracker.Stats()
|
||||
|
||||
if len(stats.Usage) != 2 {
|
||||
t.Fatalf("expected 2 models, got %d", len(stats.Usage))
|
||||
}
|
||||
|
||||
lookup := make(map[string]api.ModelUsageData)
|
||||
for _, m := range stats.Usage {
|
||||
lookup[m.Model] = m
|
||||
}
|
||||
|
||||
a := lookup["model-a"]
|
||||
if a.Requests != 2 {
|
||||
t.Errorf("model-a requests: expected 2, got %d", a.Requests)
|
||||
}
|
||||
if a.PromptTokens != 15 {
|
||||
t.Errorf("model-a prompt tokens: expected 15, got %d", a.PromptTokens)
|
||||
}
|
||||
if a.CompletionTokens != 35 {
|
||||
t.Errorf("model-a completion tokens: expected 35, got %d", a.CompletionTokens)
|
||||
}
|
||||
|
||||
b := lookup["model-b"]
|
||||
if b.Requests != 1 {
|
||||
t.Errorf("model-b requests: expected 1, got %d", b.Requests)
|
||||
}
|
||||
if b.PromptTokens != 100 {
|
||||
t.Errorf("model-b prompt tokens: expected 100, got %d", b.PromptTokens)
|
||||
}
|
||||
if b.CompletionTokens != 200 {
|
||||
t.Errorf("model-b completion tokens: expected 200, got %d", b.CompletionTokens)
|
||||
}
|
||||
}
|
||||
|
||||
func TestUsageTrackerConcurrent(t *testing.T) {
|
||||
tracker := NewUsageTracker()
|
||||
|
||||
var wg sync.WaitGroup
|
||||
for range 100 {
|
||||
wg.Add(1)
|
||||
go func() {
|
||||
defer wg.Done()
|
||||
tracker.Record("model-a", 1, 2)
|
||||
}()
|
||||
}
|
||||
wg.Wait()
|
||||
|
||||
stats := tracker.Stats()
|
||||
if len(stats.Usage) != 1 {
|
||||
t.Fatalf("expected 1 model, got %d", len(stats.Usage))
|
||||
}
|
||||
|
||||
m := stats.Usage[0]
|
||||
if m.Requests != 100 {
|
||||
t.Errorf("requests: expected 100, got %d", m.Requests)
|
||||
}
|
||||
if m.PromptTokens != 100 {
|
||||
t.Errorf("prompt tokens: expected 100, got %d", m.PromptTokens)
|
||||
}
|
||||
if m.CompletionTokens != 200 {
|
||||
t.Errorf("completion tokens: expected 200, got %d", m.CompletionTokens)
|
||||
}
|
||||
}
|
||||
|
||||
func TestUsageTrackerStart(t *testing.T) {
|
||||
tracker := NewUsageTracker()
|
||||
|
||||
stats := tracker.Stats()
|
||||
if stats.Start.IsZero() {
|
||||
t.Error("expected non-zero start time")
|
||||
}
|
||||
}
|
||||
|
||||
func TestUsageHandler(t *testing.T) {
|
||||
gin.SetMode(gin.TestMode)
|
||||
|
||||
s := &Server{
|
||||
usage: NewUsageTracker(),
|
||||
}
|
||||
|
||||
s.usage.Record("llama3", 50, 100)
|
||||
s.usage.Record("llama3", 25, 50)
|
||||
|
||||
w := httptest.NewRecorder()
|
||||
c, _ := gin.CreateTestContext(w)
|
||||
c.Request = httptest.NewRequest(http.MethodGet, "/api/usage", nil)
|
||||
|
||||
s.UsageHandler(c)
|
||||
|
||||
if w.Code != http.StatusOK {
|
||||
t.Fatalf("expected status 200, got %d", w.Code)
|
||||
}
|
||||
|
||||
var resp api.UsageResponse
|
||||
if err := json.Unmarshal(w.Body.Bytes(), &resp); err != nil {
|
||||
t.Fatalf("failed to unmarshal response: %v", err)
|
||||
}
|
||||
|
||||
if len(resp.Usage) != 1 {
|
||||
t.Fatalf("expected 1 model, got %d", len(resp.Usage))
|
||||
}
|
||||
|
||||
m := resp.Usage[0]
|
||||
if m.Model != "llama3" {
|
||||
t.Errorf("expected model llama3, got %s", m.Model)
|
||||
}
|
||||
if m.Requests != 2 {
|
||||
t.Errorf("expected 2 requests, got %d", m.Requests)
|
||||
}
|
||||
if m.PromptTokens != 75 {
|
||||
t.Errorf("expected 75 prompt tokens, got %d", m.PromptTokens)
|
||||
}
|
||||
if m.CompletionTokens != 150 {
|
||||
t.Errorf("expected 150 completion tokens, got %d", m.CompletionTokens)
|
||||
}
|
||||
}
|
||||
@@ -55,30 +55,6 @@ func tryLoadFromDir(dir string) bool {
|
||||
return false
|
||||
}
|
||||
|
||||
// tryLoadByName attempts to load the library using just its name,
|
||||
// allowing the system to use rpath, LD_LIBRARY_PATH, or standard search paths.
|
||||
// Returns true if the library was successfully loaded.
|
||||
func tryLoadByName() bool {
|
||||
libraryName := "libmlxc.dylib"
|
||||
if runtime.GOOS == "linux" {
|
||||
libraryName = "libmlxc.so"
|
||||
}
|
||||
|
||||
cPath := C.CString(libraryName)
|
||||
defer C.free(unsafe.Pointer(cPath))
|
||||
|
||||
var handle C.mlx_dynamic_handle
|
||||
if C.mlx_dynamic_load(&handle, cPath) != 0 {
|
||||
return false
|
||||
}
|
||||
if C.mlx_dynamic_load_symbols(handle) != 0 {
|
||||
C.mlx_dynamic_unload(&handle)
|
||||
return false
|
||||
}
|
||||
|
||||
return true
|
||||
}
|
||||
|
||||
func init() {
|
||||
switch runtime.GOOS {
|
||||
case "darwin":
|
||||
@@ -97,11 +73,6 @@ func init() {
|
||||
}
|
||||
}
|
||||
|
||||
// Try loading via rpath/standard library search
|
||||
if tryLoadByName() {
|
||||
return
|
||||
}
|
||||
|
||||
// Build search paths: executable directory, then build directories
|
||||
var searchDirs []string
|
||||
if exe, err := os.Executable(); err == nil {
|
||||
|
||||
@@ -8,10 +8,10 @@ import (
|
||||
"log/slog"
|
||||
"sync"
|
||||
|
||||
"github.com/ollama/ollama/x/imagegen/tokenizer"
|
||||
"github.com/ollama/ollama/x/mlxrunner/cache"
|
||||
"github.com/ollama/ollama/x/mlxrunner/mlx"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model"
|
||||
"github.com/ollama/ollama/x/tokenizer"
|
||||
)
|
||||
|
||||
// Model is the interface that model implementations must satisfy.
|
||||
|
||||
@@ -7,6 +7,7 @@ import (
|
||||
"errors"
|
||||
"log/slog"
|
||||
"time"
|
||||
"unicode/utf8"
|
||||
|
||||
"github.com/ollama/ollama/x/mlxrunner/cache"
|
||||
"github.com/ollama/ollama/x/mlxrunner/mlx"
|
||||
@@ -125,5 +126,13 @@ func (r Runner) Decode(sample int32, b *bytes.Buffer) string {
|
||||
return ""
|
||||
}
|
||||
|
||||
return flushValidUTF8Prefix(b)
|
||||
if text := b.String(); utf8.ValidString(text) {
|
||||
b.Reset()
|
||||
return text
|
||||
} else if b.Len() >= utf8.UTFMax {
|
||||
b.Reset()
|
||||
return text
|
||||
}
|
||||
|
||||
return ""
|
||||
}
|
||||
|
||||
@@ -12,12 +12,12 @@ import (
|
||||
|
||||
"golang.org/x/sync/errgroup"
|
||||
|
||||
"github.com/ollama/ollama/x/imagegen/tokenizer"
|
||||
"github.com/ollama/ollama/x/mlxrunner/cache"
|
||||
"github.com/ollama/ollama/x/mlxrunner/mlx"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model/base"
|
||||
"github.com/ollama/ollama/x/mlxrunner/sample"
|
||||
"github.com/ollama/ollama/x/tokenizer"
|
||||
)
|
||||
|
||||
type Request struct {
|
||||
|
||||
@@ -1,47 +0,0 @@
|
||||
package mlxrunner
|
||||
|
||||
import (
|
||||
"bytes"
|
||||
"unicode/utf8"
|
||||
)
|
||||
|
||||
// flushValidUTF8Prefix returns and consumes the longest valid UTF-8 prefix
|
||||
// currently buffered, leaving any incomplete trailing bytes in place.
|
||||
func flushValidUTF8Prefix(b *bytes.Buffer) string {
|
||||
data := b.Bytes()
|
||||
if len(data) == 0 {
|
||||
return ""
|
||||
}
|
||||
|
||||
prefix := validUTF8PrefixLen(data)
|
||||
if prefix == 0 {
|
||||
return ""
|
||||
}
|
||||
|
||||
text := string(data[:prefix])
|
||||
b.Next(prefix)
|
||||
return text
|
||||
}
|
||||
|
||||
func validUTF8PrefixLen(data []byte) int {
|
||||
i := 0
|
||||
prefix := 0
|
||||
for i < len(data) {
|
||||
r, size := utf8.DecodeRune(data[i:])
|
||||
if r == utf8.RuneError && size == 1 {
|
||||
if !utf8.FullRune(data[i:]) {
|
||||
break
|
||||
}
|
||||
|
||||
// Invalid UTF-8 byte; consume one byte to guarantee forward progress.
|
||||
i++
|
||||
prefix = i
|
||||
continue
|
||||
}
|
||||
|
||||
i += size
|
||||
prefix = i
|
||||
}
|
||||
|
||||
return prefix
|
||||
}
|
||||
@@ -1,46 +0,0 @@
|
||||
package mlxrunner
|
||||
|
||||
import (
|
||||
"bytes"
|
||||
"testing"
|
||||
)
|
||||
|
||||
func TestFlushValidUTF8Prefix_PreservesIncompleteRune(t *testing.T) {
|
||||
var b bytes.Buffer
|
||||
|
||||
b.Write([]byte{0xE3, 0x81})
|
||||
if got := flushValidUTF8Prefix(&b); got != "" {
|
||||
t.Fatalf("first flush = %q, want empty", got)
|
||||
}
|
||||
|
||||
b.Write([]byte{0x93, 0xE3})
|
||||
if got := flushValidUTF8Prefix(&b); got != "こ" {
|
||||
t.Fatalf("second flush = %q, want %q", got, "こ")
|
||||
}
|
||||
|
||||
if got := b.Bytes(); !bytes.Equal(got, []byte{0xE3}) {
|
||||
t.Fatalf("buffer after second flush = %v, want %v", got, []byte{0xE3})
|
||||
}
|
||||
|
||||
b.Write([]byte{0x82, 0x93})
|
||||
if got := flushValidUTF8Prefix(&b); got != "ん" {
|
||||
t.Fatalf("third flush = %q, want %q", got, "ん")
|
||||
}
|
||||
|
||||
if b.Len() != 0 {
|
||||
t.Fatalf("buffer not empty after third flush: %d", b.Len())
|
||||
}
|
||||
}
|
||||
|
||||
func TestFlushValidUTF8Prefix_ValidText(t *testing.T) {
|
||||
var b bytes.Buffer
|
||||
b.WriteString("hello 世界")
|
||||
|
||||
if got := flushValidUTF8Prefix(&b); got != "hello 世界" {
|
||||
t.Fatalf("flush = %q, want %q", got, "hello 世界")
|
||||
}
|
||||
|
||||
if b.Len() != 0 {
|
||||
t.Fatalf("buffer not empty after flush: %d", b.Len())
|
||||
}
|
||||
}
|
||||
@@ -8,12 +8,12 @@ import (
|
||||
"fmt"
|
||||
"math"
|
||||
|
||||
"github.com/ollama/ollama/x/imagegen/tokenizer"
|
||||
"github.com/ollama/ollama/x/mlxrunner/cache"
|
||||
"github.com/ollama/ollama/x/mlxrunner/mlx"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model/base"
|
||||
"github.com/ollama/ollama/x/models/nn"
|
||||
"github.com/ollama/ollama/x/tokenizer"
|
||||
)
|
||||
|
||||
func init() {
|
||||
|
||||
@@ -9,12 +9,12 @@ import (
|
||||
"fmt"
|
||||
"math"
|
||||
|
||||
"github.com/ollama/ollama/x/imagegen/tokenizer"
|
||||
"github.com/ollama/ollama/x/mlxrunner/cache"
|
||||
"github.com/ollama/ollama/x/mlxrunner/mlx"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model/base"
|
||||
"github.com/ollama/ollama/x/models/nn"
|
||||
"github.com/ollama/ollama/x/tokenizer"
|
||||
)
|
||||
|
||||
func init() {
|
||||
|
||||
@@ -8,12 +8,12 @@ import (
|
||||
"fmt"
|
||||
"math"
|
||||
|
||||
"github.com/ollama/ollama/x/imagegen/tokenizer"
|
||||
"github.com/ollama/ollama/x/mlxrunner/cache"
|
||||
"github.com/ollama/ollama/x/mlxrunner/mlx"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model/base"
|
||||
"github.com/ollama/ollama/x/models/nn"
|
||||
"github.com/ollama/ollama/x/tokenizer"
|
||||
)
|
||||
|
||||
func init() {
|
||||
|
||||
@@ -8,12 +8,12 @@ import (
|
||||
"fmt"
|
||||
"math"
|
||||
|
||||
"github.com/ollama/ollama/x/imagegen/tokenizer"
|
||||
"github.com/ollama/ollama/x/mlxrunner/cache"
|
||||
"github.com/ollama/ollama/x/mlxrunner/mlx"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model"
|
||||
"github.com/ollama/ollama/x/mlxrunner/model/base"
|
||||
"github.com/ollama/ollama/x/models/nn"
|
||||
"github.com/ollama/ollama/x/tokenizer"
|
||||
)
|
||||
|
||||
func init() {
|
||||
|
||||
@@ -1,108 +0,0 @@
|
||||
//go:build mlx
|
||||
|
||||
// tokenizer.go - BPE and SentencePiece tokenizer for HuggingFace models
|
||||
//
|
||||
// Based on standard BPE algorithm (Sennrich et al. 2015) with:
|
||||
// - GPT-2 byte-level encoding (OpenAI tiktoken)
|
||||
// - HuggingFace tokenizer.json pretokenizer patterns
|
||||
// - SentencePiece ▁-style space handling
|
||||
|
||||
package tokenizer
|
||||
|
||||
import "regexp"
|
||||
|
||||
// TokenizerType identifies the tokenization algorithm
|
||||
type TokenizerType int
|
||||
|
||||
const (
|
||||
TokenizerBPE TokenizerType = iota // GPT-2 style byte-level BPE
|
||||
TokenizerSentencePiece // SentencePiece with ▁ for spaces
|
||||
)
|
||||
|
||||
// Vocabulary holds the tokenizer vocabulary and merges
|
||||
type Vocabulary struct {
|
||||
Values []string
|
||||
Reverse map[string]int32
|
||||
Merges map[string]int
|
||||
|
||||
BOS int32
|
||||
EOS []int32 // Multiple EOS tokens supported (e.g., Gemma has <eos> and <end_of_turn>)
|
||||
PAD int32 // Padding token (often <|endoftext|> or <pad>)
|
||||
AddBOS bool
|
||||
AddEOS bool
|
||||
|
||||
// Precomputed byte token IDs for <0xNN> fallback (256 entries, -1 if not found)
|
||||
byteTokens [256]int32
|
||||
}
|
||||
|
||||
// Tokenizer handles BPE and SentencePiece tokenization
|
||||
type Tokenizer struct {
|
||||
vocab *Vocabulary
|
||||
pretokenizer *regexp.Regexp
|
||||
specialTokens map[string]int32 // Special tokens for direct lookup
|
||||
sortedSpecialTokens []string // Special tokens sorted by length, longest first
|
||||
typ TokenizerType // Algorithm type
|
||||
}
|
||||
|
||||
// Precomputed GPT-2 byte-level encoding table
|
||||
// Maps byte values to their encoded rune equivalents
|
||||
var byteToRune [256]rune
|
||||
|
||||
func init() {
|
||||
for b := 0; b < 256; b++ {
|
||||
r := rune(b)
|
||||
switch {
|
||||
case r == 0x00ad:
|
||||
r = 0x0143
|
||||
case r <= 0x0020:
|
||||
r = r + 0x0100
|
||||
case r >= 0x007f && r <= 0x00a0:
|
||||
r = r + 0x00a2
|
||||
}
|
||||
byteToRune[b] = r
|
||||
}
|
||||
}
|
||||
|
||||
// VocabSize returns the vocabulary size
|
||||
func (t *Tokenizer) VocabSize() int {
|
||||
return len(t.vocab.Values)
|
||||
}
|
||||
|
||||
// BOS returns the beginning of sequence token ID
|
||||
func (t *Tokenizer) BOS() int32 {
|
||||
return t.vocab.BOS
|
||||
}
|
||||
|
||||
// EOS returns the first end of sequence token ID (for backwards compatibility)
|
||||
func (t *Tokenizer) EOS() int32 {
|
||||
if len(t.vocab.EOS) > 0 {
|
||||
return t.vocab.EOS[0]
|
||||
}
|
||||
return -1
|
||||
}
|
||||
|
||||
// EOSTokens returns all end of sequence token IDs
|
||||
func (t *Tokenizer) EOSTokens() []int32 {
|
||||
return t.vocab.EOS
|
||||
}
|
||||
|
||||
// PAD returns the padding token ID, or -1 if not set
|
||||
func (t *Tokenizer) PAD() int32 {
|
||||
return t.vocab.PAD
|
||||
}
|
||||
|
||||
// IsEOS returns true if the token ID is an end of sequence token
|
||||
func (t *Tokenizer) IsEOS(id int32) bool {
|
||||
for _, eos := range t.vocab.EOS {
|
||||
if id == eos {
|
||||
return true
|
||||
}
|
||||
}
|
||||
return false
|
||||
}
|
||||
|
||||
// GetSpecialToken returns the token ID for a special token string
|
||||
func (t *Tokenizer) GetSpecialToken(name string) (int32, bool) {
|
||||
id, ok := t.specialTokens[name]
|
||||
return id, ok
|
||||
}
|
||||
@@ -1,251 +0,0 @@
|
||||
//go:build mlx
|
||||
|
||||
package tokenizer
|
||||
|
||||
import (
|
||||
"os"
|
||||
"path/filepath"
|
||||
"runtime"
|
||||
"strings"
|
||||
"testing"
|
||||
)
|
||||
|
||||
var (
|
||||
benchmarkSinkIDs []int32
|
||||
benchmarkSinkStr string
|
||||
benchmarkSinkTok *Tokenizer
|
||||
)
|
||||
|
||||
const benchmarkWordPieceJSON = `{
|
||||
"model": {
|
||||
"type": "WordPiece",
|
||||
"vocab": {
|
||||
"[UNK]": 0,
|
||||
"hello": 1,
|
||||
"##world": 2,
|
||||
"##ly": 3,
|
||||
"##hello": 4
|
||||
}
|
||||
},
|
||||
"added_tokens": []
|
||||
}`
|
||||
|
||||
const benchmarkSentencePieceJSON = `{
|
||||
"model": {
|
||||
"type": "BPE",
|
||||
"vocab": {
|
||||
"\u2581": 0,
|
||||
"h": 1,
|
||||
"e": 2,
|
||||
"l": 3,
|
||||
"o": 4,
|
||||
"w": 5,
|
||||
"r": 6,
|
||||
"d": 7,
|
||||
"<0x0A>": 8
|
||||
},
|
||||
"merges": []
|
||||
},
|
||||
"decoder": {
|
||||
"type": "Sequence",
|
||||
"decoders": [
|
||||
{
|
||||
"type": "Replace",
|
||||
"pattern": {
|
||||
"String": "\u2581"
|
||||
}
|
||||
}
|
||||
]
|
||||
},
|
||||
"added_tokens": []
|
||||
}`
|
||||
|
||||
func benchmarkMiniLlamaPath(tb testing.TB) string {
|
||||
tb.Helper()
|
||||
|
||||
_, filename, _, ok := runtime.Caller(0)
|
||||
if !ok {
|
||||
tb.Fatal("failed to resolve benchmark file path")
|
||||
}
|
||||
|
||||
return filepath.Join(filepath.Dir(filename), "..", "imagegen", "tokenizer", "testdata", "mini_llama.json")
|
||||
}
|
||||
|
||||
func benchmarkLoadMiniLlama(tb testing.TB) *Tokenizer {
|
||||
tb.Helper()
|
||||
|
||||
data := benchmarkLoadMiniLlamaBytes(tb)
|
||||
tok, err := LoadFromBytes(data)
|
||||
if err != nil {
|
||||
tb.Fatalf("failed to load mini llama tokenizer: %v", err)
|
||||
}
|
||||
return tok
|
||||
}
|
||||
|
||||
func benchmarkLoadMiniLlamaBytes(tb testing.TB) []byte {
|
||||
tb.Helper()
|
||||
|
||||
data, err := os.ReadFile(benchmarkMiniLlamaPath(tb))
|
||||
if err != nil {
|
||||
tb.Fatalf("failed to read mini llama tokenizer: %v", err)
|
||||
}
|
||||
return data
|
||||
}
|
||||
|
||||
func benchmarkLoadFromBytes(tb testing.TB, data []byte) *Tokenizer {
|
||||
tb.Helper()
|
||||
|
||||
tok, err := LoadFromBytes(data)
|
||||
if err != nil {
|
||||
tb.Fatalf("failed to load tokenizer from bytes: %v", err)
|
||||
}
|
||||
return tok
|
||||
}
|
||||
|
||||
func BenchmarkTokenizerEncodeBPE(b *testing.B) {
|
||||
tok := benchmarkLoadMiniLlama(b)
|
||||
|
||||
inputs := []struct {
|
||||
name string
|
||||
text string
|
||||
}{
|
||||
{name: "short", text: "Hello, world!"},
|
||||
{name: "medium", text: strings.Repeat("The quick brown fox jumps over the lazy dog. ", 16)},
|
||||
{name: "long_sequential", text: strings.Repeat("The quick brown fox jumps over the lazy dog. ", 80)},
|
||||
{name: "long_parallel", text: strings.Repeat("The quick brown fox jumps over the lazy dog. ", 160)},
|
||||
{name: "huge_parallel", text: strings.Repeat("The quick brown fox jumps over the lazy dog. ", 640)},
|
||||
{name: "special_tokens", text: "<|begin_of_text|>system\nYou are concise.<|end_of_text|>"},
|
||||
}
|
||||
|
||||
for _, input := range inputs {
|
||||
b.Run(input.name, func(b *testing.B) {
|
||||
b.ReportAllocs()
|
||||
b.SetBytes(int64(len(input.text)))
|
||||
b.ResetTimer()
|
||||
|
||||
for i := 0; i < b.N; i++ {
|
||||
benchmarkSinkIDs = tok.Encode(input.text, false)
|
||||
}
|
||||
})
|
||||
}
|
||||
}
|
||||
|
||||
func BenchmarkTokenizerDecodeBPE(b *testing.B) {
|
||||
tok := benchmarkLoadMiniLlama(b)
|
||||
|
||||
inputs := []struct {
|
||||
name string
|
||||
text string
|
||||
}{
|
||||
{name: "medium", text: strings.Repeat("The quick brown fox jumps over the lazy dog. ", 16)},
|
||||
{name: "long", text: strings.Repeat("The quick brown fox jumps over the lazy dog. ", 160)},
|
||||
}
|
||||
|
||||
for _, input := range inputs {
|
||||
ids := tok.Encode(input.text, false)
|
||||
b.Run(input.name, func(b *testing.B) {
|
||||
b.ReportAllocs()
|
||||
b.SetBytes(int64(len(input.text)))
|
||||
b.ResetTimer()
|
||||
|
||||
for i := 0; i < b.N; i++ {
|
||||
benchmarkSinkStr = tok.Decode(ids)
|
||||
}
|
||||
})
|
||||
}
|
||||
}
|
||||
|
||||
func BenchmarkTokenizerLoadFromBytes(b *testing.B) {
|
||||
data := benchmarkLoadMiniLlamaBytes(b)
|
||||
|
||||
config := &TokenizerConfig{
|
||||
TokenizerConfigJSON: []byte(`{
|
||||
"bos_token": {"content": "<|begin_of_text|>"},
|
||||
"eos_token": {"content": "<|end_of_text|>"},
|
||||
"add_bos_token": true
|
||||
}`),
|
||||
GenerationConfigJSON: []byte(`{"bos_token_id": 128000, "eos_token_id": 128001}`),
|
||||
}
|
||||
|
||||
b.Run("without_config", func(b *testing.B) {
|
||||
b.ReportAllocs()
|
||||
b.SetBytes(int64(len(data)))
|
||||
b.ResetTimer()
|
||||
|
||||
for i := 0; i < b.N; i++ {
|
||||
tok, err := LoadFromBytes(data)
|
||||
if err != nil {
|
||||
b.Fatalf("LoadFromBytes failed: %v", err)
|
||||
}
|
||||
benchmarkSinkTok = tok
|
||||
}
|
||||
})
|
||||
|
||||
b.Run("with_config", func(b *testing.B) {
|
||||
b.ReportAllocs()
|
||||
b.SetBytes(int64(len(data)))
|
||||
b.ResetTimer()
|
||||
|
||||
for i := 0; i < b.N; i++ {
|
||||
tok, err := LoadFromBytesWithConfig(data, config)
|
||||
if err != nil {
|
||||
b.Fatalf("LoadFromBytesWithConfig failed: %v", err)
|
||||
}
|
||||
benchmarkSinkTok = tok
|
||||
}
|
||||
})
|
||||
}
|
||||
|
||||
func BenchmarkTokenizerEncodeWordPiece(b *testing.B) {
|
||||
tok := benchmarkLoadFromBytes(b, []byte(benchmarkWordPieceJSON))
|
||||
text := strings.Repeat("helloworldly", 16)
|
||||
|
||||
b.ReportAllocs()
|
||||
b.SetBytes(int64(len(text)))
|
||||
b.ResetTimer()
|
||||
|
||||
for i := 0; i < b.N; i++ {
|
||||
benchmarkSinkIDs = tok.Encode(text, false)
|
||||
}
|
||||
}
|
||||
|
||||
func BenchmarkTokenizerDecodeWordPiece(b *testing.B) {
|
||||
tok := benchmarkLoadFromBytes(b, []byte(benchmarkWordPieceJSON))
|
||||
text := strings.Repeat("helloworldly", 16)
|
||||
ids := tok.Encode(text, false)
|
||||
|
||||
b.ReportAllocs()
|
||||
b.SetBytes(int64(len(text)))
|
||||
b.ResetTimer()
|
||||
|
||||
for i := 0; i < b.N; i++ {
|
||||
benchmarkSinkStr = tok.Decode(ids)
|
||||
}
|
||||
}
|
||||
|
||||
func BenchmarkTokenizerEncodeSentencePiece(b *testing.B) {
|
||||
tok := benchmarkLoadFromBytes(b, []byte(benchmarkSentencePieceJSON))
|
||||
text := strings.Repeat("hello world\n", 64)
|
||||
|
||||
b.ReportAllocs()
|
||||
b.SetBytes(int64(len(text)))
|
||||
b.ResetTimer()
|
||||
|
||||
for i := 0; i < b.N; i++ {
|
||||
benchmarkSinkIDs = tok.Encode(text, false)
|
||||
}
|
||||
}
|
||||
|
||||
func BenchmarkTokenizerDecodeSentencePiece(b *testing.B) {
|
||||
tok := benchmarkLoadFromBytes(b, []byte(benchmarkSentencePieceJSON))
|
||||
text := strings.Repeat("hello world\n", 64)
|
||||
ids := tok.Encode(text, false)
|
||||
|
||||
b.ReportAllocs()
|
||||
b.SetBytes(int64(len(text)))
|
||||
b.ResetTimer()
|
||||
|
||||
for i := 0; i < b.N; i++ {
|
||||
benchmarkSinkStr = tok.Decode(ids)
|
||||
}
|
||||
}
|
||||
@@ -1,175 +0,0 @@
|
||||
//go:build mlx
|
||||
|
||||
package tokenizer
|
||||
|
||||
import "container/heap"
|
||||
|
||||
type bpeMergeNode struct {
|
||||
prev int
|
||||
next int
|
||||
token string
|
||||
}
|
||||
|
||||
type bpePair struct {
|
||||
left int
|
||||
right int
|
||||
rank int
|
||||
value string
|
||||
}
|
||||
|
||||
type bpePairHeap []*bpePair
|
||||
|
||||
func (h bpePairHeap) Len() int { return len(h) }
|
||||
|
||||
func (h bpePairHeap) Less(i, j int) bool {
|
||||
return h[i].rank < h[j].rank || (h[i].rank == h[j].rank && h[i].left < h[j].left)
|
||||
}
|
||||
|
||||
func (h bpePairHeap) Swap(i, j int) { h[i], h[j] = h[j], h[i] }
|
||||
|
||||
func (h *bpePairHeap) Push(x any) {
|
||||
*h = append(*h, x.(*bpePair))
|
||||
}
|
||||
|
||||
func (h *bpePairHeap) Pop() any {
|
||||
old := *h
|
||||
n := len(old)
|
||||
item := old[n-1]
|
||||
*h = old[:n-1]
|
||||
return item
|
||||
}
|
||||
|
||||
// encodeBPEMerge encodes using BPE merge algorithm.
|
||||
// Uses the heap/linked-list pair merge strategy from tokenizer/bytepairencoding.go:
|
||||
// merge the lowest-rank valid pair, then only recheck adjacent pairs.
|
||||
func (t *Tokenizer) encodeBPEMerge(encoded string, ids []int32) []int32 {
|
||||
runes := []rune(encoded)
|
||||
if len(runes) == 0 {
|
||||
return ids
|
||||
}
|
||||
|
||||
nodes := make([]bpeMergeNode, len(runes))
|
||||
for i := range runes {
|
||||
nodes[i] = bpeMergeNode{
|
||||
prev: i - 1,
|
||||
next: i + 1,
|
||||
token: string(runes[i]),
|
||||
}
|
||||
}
|
||||
|
||||
pairwise := func(left, right int) *bpePair {
|
||||
if left < 0 || right >= len(nodes) {
|
||||
return nil
|
||||
}
|
||||
if nodes[left].token == "" || nodes[right].token == "" {
|
||||
return nil
|
||||
}
|
||||
|
||||
leftToken, rightToken := nodes[left].token, nodes[right].token
|
||||
rank, ok := t.vocab.Merges[leftToken+" "+rightToken]
|
||||
if !ok {
|
||||
return nil
|
||||
}
|
||||
|
||||
value := leftToken + rightToken
|
||||
if _, ok := t.vocab.Reverse[value]; !ok {
|
||||
return nil
|
||||
}
|
||||
|
||||
return &bpePair{
|
||||
left: left,
|
||||
right: right,
|
||||
rank: rank,
|
||||
value: value,
|
||||
}
|
||||
}
|
||||
|
||||
pairs := bpePairHeap{}
|
||||
heap.Init(&pairs)
|
||||
for i := 0; i < len(runes)-1; i++ {
|
||||
if pair := pairwise(i, i+1); pair != nil {
|
||||
heap.Push(&pairs, pair)
|
||||
}
|
||||
}
|
||||
|
||||
for pairs.Len() > 0 {
|
||||
pair := heap.Pop(&pairs).(*bpePair)
|
||||
left, right := nodes[pair.left], nodes[pair.right]
|
||||
if left.token == "" || right.token == "" {
|
||||
continue
|
||||
}
|
||||
if left.next != pair.right || right.prev != pair.left {
|
||||
continue
|
||||
}
|
||||
if left.token+right.token != pair.value {
|
||||
continue
|
||||
}
|
||||
|
||||
nodes[pair.left].token = pair.value
|
||||
nodes[pair.right].token = ""
|
||||
nodes[pair.left].next = right.next
|
||||
if right.next < len(nodes) {
|
||||
nodes[right.next].prev = pair.left
|
||||
}
|
||||
|
||||
if pair := pairwise(nodes[pair.left].prev, pair.left); pair != nil {
|
||||
heap.Push(&pairs, pair)
|
||||
}
|
||||
if pair := pairwise(pair.left, nodes[pair.left].next); pair != nil {
|
||||
heap.Push(&pairs, pair)
|
||||
}
|
||||
}
|
||||
|
||||
for _, node := range nodes {
|
||||
if node.token == "" {
|
||||
continue
|
||||
}
|
||||
|
||||
if id, ok := t.vocab.Reverse[node.token]; ok {
|
||||
ids = append(ids, id)
|
||||
continue
|
||||
}
|
||||
|
||||
ids = t.appendByteFallback(ids, node.token)
|
||||
}
|
||||
|
||||
return ids
|
||||
}
|
||||
|
||||
func (t *Tokenizer) appendByteFallback(ids []int32, token string) []int32 {
|
||||
if t.typ == TokenizerBPE {
|
||||
for _, r := range token {
|
||||
if b, ok := decodeByteLevelRune(r); ok {
|
||||
if id := t.vocab.byteTokens[b]; id >= 0 {
|
||||
ids = append(ids, id)
|
||||
}
|
||||
}
|
||||
}
|
||||
return ids
|
||||
}
|
||||
|
||||
// SentencePiece fallback uses the UTF-8 bytes for <0xNN> tokens.
|
||||
for _, b := range []byte(token) {
|
||||
if id := t.vocab.byteTokens[b]; id >= 0 {
|
||||
ids = append(ids, id)
|
||||
}
|
||||
}
|
||||
return ids
|
||||
}
|
||||
|
||||
func decodeByteLevelRune(r rune) (byte, bool) {
|
||||
switch {
|
||||
case r >= 0x00 && r <= 0xFF:
|
||||
return byte(r), true
|
||||
case r == 0x0100:
|
||||
return 0x00, true
|
||||
case r == 0x0143:
|
||||
return 0x00ad, true
|
||||
case r > 0x0100 && r <= 0x0120:
|
||||
return byte(r - 0x0100), true
|
||||
case r > 0x0120 && r <= 0x0142:
|
||||
return byte(r - 0x00a2), true
|
||||
default:
|
||||
return 0, false
|
||||
}
|
||||
}
|
||||
@@ -1,137 +0,0 @@
|
||||
//go:build mlx
|
||||
|
||||
package tokenizer
|
||||
|
||||
import (
|
||||
"runtime"
|
||||
"strings"
|
||||
"testing"
|
||||
)
|
||||
|
||||
func equalIDs(a, b []int32) bool {
|
||||
if len(a) != len(b) {
|
||||
return false
|
||||
}
|
||||
for i := range a {
|
||||
if a[i] != b[i] {
|
||||
return false
|
||||
}
|
||||
}
|
||||
return true
|
||||
}
|
||||
|
||||
func TestEncodeRoundtripMiniLlama(t *testing.T) {
|
||||
tok := benchmarkLoadMiniLlama(t)
|
||||
|
||||
inputs := []string{
|
||||
"",
|
||||
"hello",
|
||||
"hello world",
|
||||
" hello world ",
|
||||
"don't we'll they're",
|
||||
"1234567890",
|
||||
"こんにちは世界",
|
||||
"Hello 世界",
|
||||
"func main() {}",
|
||||
"<|begin_of_text|>system\nYou are concise.<|end_of_text|>",
|
||||
strings.Repeat("The quick brown fox jumps over the lazy dog. ", 32),
|
||||
}
|
||||
|
||||
for _, input := range inputs {
|
||||
ids := tok.Encode(input, false)
|
||||
got := tok.Decode(ids)
|
||||
if got != input {
|
||||
t.Fatalf("roundtrip mismatch for %q: got %q", input, got)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func TestSplitBySpecialTokensGreedyLongest(t *testing.T) {
|
||||
data := []byte(`{
|
||||
"model": {
|
||||
"type": "BPE",
|
||||
"vocab": {"a": 0, "b": 1},
|
||||
"merges": []
|
||||
},
|
||||
"added_tokens": [
|
||||
{"id": 2, "content": "<tag>", "special": true},
|
||||
{"id": 3, "content": "<tag>x", "special": true}
|
||||
]
|
||||
}`)
|
||||
|
||||
tok, err := LoadFromBytes(data)
|
||||
if err != nil {
|
||||
t.Fatalf("failed to load tokenizer: %v", err)
|
||||
}
|
||||
|
||||
input := "a<tag>xb"
|
||||
want := []string{"a", "<tag>x", "b"}
|
||||
|
||||
got := tok.splitBySpecialTokens(input)
|
||||
if len(got) != len(want) {
|
||||
t.Fatalf("split length mismatch: got %v want %v", got, want)
|
||||
}
|
||||
for i := range want {
|
||||
if got[i] != want[i] {
|
||||
t.Fatalf("split mismatch at %d: got %v want %v", i, got, want)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func TestSplitBySpecialTokensFallbackWithoutCache(t *testing.T) {
|
||||
data := []byte(`{
|
||||
"model": {
|
||||
"type": "BPE",
|
||||
"vocab": {"a": 0, "b": 1},
|
||||
"merges": []
|
||||
},
|
||||
"added_tokens": [
|
||||
{"id": 2, "content": "<tag>", "special": true},
|
||||
{"id": 3, "content": "<tag>x", "special": true}
|
||||
]
|
||||
}`)
|
||||
|
||||
tok, err := LoadFromBytes(data)
|
||||
if err != nil {
|
||||
t.Fatalf("failed to load tokenizer: %v", err)
|
||||
}
|
||||
|
||||
input := "a<tag>xb"
|
||||
want := []string{"a", "<tag>x", "b"}
|
||||
|
||||
// Simulate construction outside loader path where cache is not set.
|
||||
tok.sortedSpecialTokens = nil
|
||||
|
||||
got := tok.splitBySpecialTokens(input)
|
||||
if len(got) != len(want) {
|
||||
t.Fatalf("split length mismatch: got %v want %v", got, want)
|
||||
}
|
||||
for i := range want {
|
||||
if got[i] != want[i] {
|
||||
t.Fatalf("split mismatch at %d: got %v want %v", i, got, want)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func TestEncodeDeterministicAcrossGOMAXPROCS(t *testing.T) {
|
||||
tok := benchmarkLoadMiniLlama(t)
|
||||
|
||||
input := strings.Repeat("The quick brown fox jumps over the lazy dog. ", 640)
|
||||
|
||||
prev := runtime.GOMAXPROCS(0)
|
||||
defer runtime.GOMAXPROCS(prev)
|
||||
|
||||
runtime.GOMAXPROCS(1)
|
||||
seq := tok.Encode(input, false)
|
||||
|
||||
if prev < 2 {
|
||||
runtime.GOMAXPROCS(2)
|
||||
} else {
|
||||
runtime.GOMAXPROCS(prev)
|
||||
}
|
||||
par := tok.Encode(input, false)
|
||||
|
||||
if !equalIDs(seq, par) {
|
||||
t.Fatalf("encode mismatch between sequential and parallel paths: seq=%d par=%d", len(seq), len(par))
|
||||
}
|
||||
}
|
||||
@@ -1,56 +0,0 @@
|
||||
//go:build mlx
|
||||
|
||||
package tokenizer
|
||||
|
||||
import (
|
||||
"strconv"
|
||||
"strings"
|
||||
)
|
||||
|
||||
// Decode converts token IDs back to text
|
||||
func (t *Tokenizer) Decode(ids []int32) string {
|
||||
var sb strings.Builder
|
||||
|
||||
for _, id := range ids {
|
||||
if int(id) >= len(t.vocab.Values) {
|
||||
continue
|
||||
}
|
||||
|
||||
token := t.vocab.Values[id]
|
||||
|
||||
switch t.typ {
|
||||
case TokenizerSentencePiece:
|
||||
// SentencePiece style: replace ▁ with space, decode byte tokens
|
||||
token = strings.ReplaceAll(token, "▁", " ")
|
||||
// Handle byte fallback tokens like <0x0D>
|
||||
if len(token) == 6 && token[0] == '<' && token[1] == '0' && token[2] == 'x' && token[5] == '>' {
|
||||
if v, err := strconv.ParseUint(token[3:5], 16, 8); err == nil {
|
||||
sb.WriteByte(byte(v))
|
||||
continue
|
||||
}
|
||||
}
|
||||
sb.WriteString(token)
|
||||
default:
|
||||
// GPT-2 BPE style: decode byte-level encoding
|
||||
for _, r := range token {
|
||||
switch {
|
||||
case r == 0x0100:
|
||||
// Mirror GGML tokenizer behavior for NULL byte.
|
||||
// 0x00 is omitted during decode.
|
||||
continue
|
||||
case r == 0x0143:
|
||||
r = 0x00ad
|
||||
case r > 0x0100 && r <= 0x0120:
|
||||
r = r - 0x0100
|
||||
case r > 0x0120 && r <= 0x0142:
|
||||
r = r - 0x00a2
|
||||
}
|
||||
|
||||
// Write as byte, not UTF-8 encoded rune
|
||||
sb.WriteByte(byte(r))
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
return sb.String()
|
||||
}
|
||||
@@ -1,289 +0,0 @@
|
||||
//go:build mlx
|
||||
|
||||
package tokenizer
|
||||
|
||||
import (
|
||||
"runtime"
|
||||
"sort"
|
||||
"strings"
|
||||
"sync"
|
||||
"unicode"
|
||||
"unicode/utf8"
|
||||
)
|
||||
|
||||
const (
|
||||
encodeParallelMinInputBytes = 4 * 1024
|
||||
encodeParallelMinChunksPerWorker = 8
|
||||
)
|
||||
|
||||
type tokenMatch struct {
|
||||
start int
|
||||
end int
|
||||
}
|
||||
|
||||
type encodeChunk struct {
|
||||
text string
|
||||
isSpecial bool
|
||||
}
|
||||
|
||||
// isNonNewlineWhitespace returns true if s contains only whitespace characters (no newlines)
|
||||
func isNonNewlineWhitespace(s string) bool {
|
||||
if s == "" {
|
||||
return false
|
||||
}
|
||||
for _, r := range s {
|
||||
if r == '\n' || r == '\r' {
|
||||
return false
|
||||
}
|
||||
if !unicode.IsSpace(r) {
|
||||
return false
|
||||
}
|
||||
}
|
||||
return true
|
||||
}
|
||||
|
||||
// splitBySpecialTokens splits text into parts, keeping special tokens as separate elements
|
||||
func (t *Tokenizer) splitBySpecialTokens(s string) []string {
|
||||
if len(t.specialTokens) == 0 {
|
||||
return []string{s}
|
||||
}
|
||||
|
||||
tokens := t.sortedSpecialTokens
|
||||
if len(tokens) == 0 {
|
||||
// Fallback for tokenizers constructed outside the loaders.
|
||||
tokens = make([]string, 0, len(t.specialTokens))
|
||||
for tok := range t.specialTokens {
|
||||
tokens = append(tokens, tok)
|
||||
}
|
||||
sort.Slice(tokens, func(i, j int) bool {
|
||||
return len(tokens[i]) > len(tokens[j])
|
||||
})
|
||||
}
|
||||
|
||||
var result []string
|
||||
remaining := s
|
||||
|
||||
for len(remaining) > 0 {
|
||||
found := false
|
||||
for _, tok := range tokens {
|
||||
if strings.HasPrefix(remaining, tok) {
|
||||
result = append(result, tok)
|
||||
remaining = remaining[len(tok):]
|
||||
found = true
|
||||
break
|
||||
}
|
||||
}
|
||||
if !found {
|
||||
// Find next special token position
|
||||
nextPos := len(remaining)
|
||||
for _, tok := range tokens {
|
||||
if idx := strings.Index(remaining, tok); idx != -1 && idx < nextPos {
|
||||
nextPos = idx
|
||||
}
|
||||
}
|
||||
if nextPos > 0 {
|
||||
result = append(result, remaining[:nextPos])
|
||||
}
|
||||
remaining = remaining[nextPos:]
|
||||
}
|
||||
}
|
||||
|
||||
return result
|
||||
}
|
||||
|
||||
func adjustWhitespaceBoundary(part string, curr, next *tokenMatch) {
|
||||
m := part[curr.start:curr.end]
|
||||
nextText := part[next.start:next.end]
|
||||
|
||||
if !isNonNewlineWhitespace(m) || len(nextText) == 0 {
|
||||
return
|
||||
}
|
||||
|
||||
firstRune, _ := utf8.DecodeRuneInString(nextText)
|
||||
if !unicode.IsLetter(firstRune) {
|
||||
return
|
||||
}
|
||||
|
||||
lastSpaceStart := curr.end
|
||||
for j := curr.end; j > curr.start; {
|
||||
r, size := utf8.DecodeLastRuneInString(part[curr.start:j])
|
||||
if unicode.IsSpace(r) {
|
||||
lastSpaceStart = j - size
|
||||
break
|
||||
}
|
||||
j -= size
|
||||
}
|
||||
if lastSpaceStart > curr.start {
|
||||
curr.end = lastSpaceStart
|
||||
next.start = lastSpaceStart
|
||||
} else {
|
||||
next.start = curr.start
|
||||
curr.end = curr.start
|
||||
}
|
||||
}
|
||||
|
||||
func (t *Tokenizer) forEachPartChunk(part string, fn func(encodeChunk)) {
|
||||
if _, ok := t.specialTokens[part]; ok {
|
||||
fn(encodeChunk{text: part, isSpecial: true})
|
||||
return
|
||||
}
|
||||
|
||||
if t.pretokenizer == nil {
|
||||
fn(encodeChunk{text: part, isSpecial: false})
|
||||
return
|
||||
}
|
||||
|
||||
re := t.pretokenizer
|
||||
offset := 0
|
||||
loc := re.FindStringIndex(part[offset:])
|
||||
if loc == nil {
|
||||
return
|
||||
}
|
||||
|
||||
curr := tokenMatch{start: offset + loc[0], end: offset + loc[1]}
|
||||
offset += loc[1]
|
||||
|
||||
for {
|
||||
loc = re.FindStringIndex(part[offset:])
|
||||
if loc == nil {
|
||||
if curr.end > curr.start {
|
||||
fn(encodeChunk{text: part[curr.start:curr.end], isSpecial: false})
|
||||
}
|
||||
return
|
||||
}
|
||||
|
||||
next := tokenMatch{start: offset + loc[0], end: offset + loc[1]}
|
||||
offset += loc[1]
|
||||
|
||||
adjustWhitespaceBoundary(part, &curr, &next)
|
||||
|
||||
if curr.end > curr.start {
|
||||
fn(encodeChunk{text: part[curr.start:curr.end], isSpecial: false})
|
||||
}
|
||||
curr = next
|
||||
}
|
||||
}
|
||||
|
||||
func (t *Tokenizer) appendEncodedChunk(ids []int32, c encodeChunk) []int32 {
|
||||
if c.isSpecial {
|
||||
if id, ok := t.specialTokens[c.text]; ok {
|
||||
return append(ids, id)
|
||||
}
|
||||
return ids
|
||||
}
|
||||
|
||||
return t.encodeChunkInto(c.text, ids)
|
||||
}
|
||||
|
||||
// Encode tokenizes text to token IDs.
|
||||
// Parallel encoding is used only for very large inputs with enough chunks per worker.
|
||||
func (t *Tokenizer) Encode(s string, addBOS bool) []int32 {
|
||||
// First: split by special tokens
|
||||
parts := t.splitBySpecialTokens(s)
|
||||
|
||||
// Fast path: encode sequentially without materializing chunk slices.
|
||||
if len(s) < encodeParallelMinInputBytes {
|
||||
var ids []int32
|
||||
for _, part := range parts {
|
||||
t.forEachPartChunk(part, func(c encodeChunk) {
|
||||
ids = t.appendEncodedChunk(ids, c)
|
||||
})
|
||||
}
|
||||
|
||||
if addBOS && t.vocab.BOS >= 0 {
|
||||
ids = append([]int32{t.vocab.BOS}, ids...)
|
||||
}
|
||||
return ids
|
||||
}
|
||||
|
||||
// For large inputs collect chunks to enable parallel processing.
|
||||
var allChunks []encodeChunk
|
||||
for _, part := range parts {
|
||||
t.forEachPartChunk(part, func(c encodeChunk) {
|
||||
allChunks = append(allChunks, c)
|
||||
})
|
||||
}
|
||||
|
||||
// Encode chunks. Use the parallel path only when the chunk count is
|
||||
// large enough to amortize goroutine/synchronization overhead.
|
||||
useParallel := true
|
||||
numWorkers := runtime.GOMAXPROCS(0)
|
||||
if numWorkers > len(allChunks) {
|
||||
numWorkers = len(allChunks)
|
||||
}
|
||||
if numWorkers < 2 || len(allChunks) < numWorkers*encodeParallelMinChunksPerWorker {
|
||||
useParallel = false
|
||||
}
|
||||
|
||||
var ids []int32
|
||||
if !useParallel {
|
||||
for _, c := range allChunks {
|
||||
ids = t.appendEncodedChunk(ids, c)
|
||||
}
|
||||
} else {
|
||||
chunksPer := (len(allChunks) + numWorkers - 1) / numWorkers
|
||||
results := make([][]int32, numWorkers)
|
||||
var wg sync.WaitGroup
|
||||
|
||||
for i := 0; i < numWorkers; i++ {
|
||||
start := i * chunksPer
|
||||
end := start + chunksPer
|
||||
if end > len(allChunks) {
|
||||
end = len(allChunks)
|
||||
}
|
||||
if start >= end {
|
||||
continue
|
||||
}
|
||||
|
||||
wg.Add(1)
|
||||
go func(i int, chunks []encodeChunk) {
|
||||
defer wg.Done()
|
||||
var r []int32
|
||||
for _, c := range chunks {
|
||||
r = t.appendEncodedChunk(r, c)
|
||||
}
|
||||
results[i] = r
|
||||
}(i, allChunks[start:end])
|
||||
}
|
||||
wg.Wait()
|
||||
|
||||
for _, r := range results {
|
||||
ids = append(ids, r...)
|
||||
}
|
||||
}
|
||||
|
||||
if addBOS && t.vocab.BOS >= 0 {
|
||||
ids = append([]int32{t.vocab.BOS}, ids...)
|
||||
}
|
||||
return ids
|
||||
}
|
||||
|
||||
// encodeChunkInto appends encoded tokens to ids and returns the extended slice.
|
||||
// Uses BPE merge algorithm for both BPE and SentencePiece tokenization.
|
||||
func (t *Tokenizer) encodeChunkInto(s string, ids []int32) []int32 {
|
||||
if s == "" {
|
||||
return ids
|
||||
}
|
||||
|
||||
// Apply encoding transformation
|
||||
// SentencePiece: replace space with ▁
|
||||
// BPE: convert bytes using precomputed table (GPT-2 byte-level encoding)
|
||||
var encoded string
|
||||
if t.typ == TokenizerSentencePiece {
|
||||
encoded = strings.ReplaceAll(s, " ", "▁")
|
||||
} else {
|
||||
var sb strings.Builder
|
||||
sb.Grow(len(s) * 2)
|
||||
for i := 0; i < len(s); i++ {
|
||||
sb.WriteRune(byteToRune[s[i]])
|
||||
}
|
||||
encoded = sb.String()
|
||||
}
|
||||
|
||||
// Fast path: check if entire chunk is a single token
|
||||
if id, ok := t.vocab.Reverse[encoded]; ok {
|
||||
return append(ids, id)
|
||||
}
|
||||
|
||||
return t.encodeBPEMerge(encoded, ids)
|
||||
}
|
||||
@@ -1,207 +0,0 @@
|
||||
//go:build mlx
|
||||
|
||||
package tokenizer
|
||||
|
||||
import (
|
||||
"bufio"
|
||||
"encoding/json"
|
||||
"os"
|
||||
"path/filepath"
|
||||
"runtime"
|
||||
"strings"
|
||||
"testing"
|
||||
)
|
||||
|
||||
func llama32GGMLFixturePath(tb testing.TB, file string) string {
|
||||
tb.Helper()
|
||||
|
||||
_, filename, _, ok := runtime.Caller(0)
|
||||
if !ok {
|
||||
tb.Fatal("failed to resolve test file path")
|
||||
}
|
||||
|
||||
return filepath.Join(filepath.Dir(filename), "..", "..", "tokenizer", "testdata", "llama3.2", file)
|
||||
}
|
||||
|
||||
func loadLlama32FromGGMLFixture(tb testing.TB) *Tokenizer {
|
||||
tb.Helper()
|
||||
|
||||
f, err := os.Open(llama32GGMLFixturePath(tb, "encoder.json"))
|
||||
if err != nil {
|
||||
tb.Fatalf("failed to open encoder.json: %v", err)
|
||||
}
|
||||
defer f.Close()
|
||||
|
||||
vocab := make(map[string]int32)
|
||||
if err := json.NewDecoder(f).Decode(&vocab); err != nil {
|
||||
tb.Fatalf("failed to decode encoder.json: %v", err)
|
||||
}
|
||||
|
||||
type addedToken struct {
|
||||
ID int32 `json:"id"`
|
||||
Content string `json:"content"`
|
||||
Special bool `json:"special"`
|
||||
}
|
||||
var addedTokens []addedToken
|
||||
for _, token := range []string{"<|begin_of_text|>", "<|end_of_text|>"} {
|
||||
if _, ok := vocab[token]; !ok {
|
||||
id := int32(len(vocab))
|
||||
vocab[token] = id
|
||||
addedTokens = append(addedTokens, addedToken{ID: id, Content: token, Special: true})
|
||||
}
|
||||
}
|
||||
|
||||
mf, err := os.Open(llama32GGMLFixturePath(tb, "vocab.bpe"))
|
||||
if err != nil {
|
||||
tb.Fatalf("failed to open vocab.bpe: %v", err)
|
||||
}
|
||||
defer mf.Close()
|
||||
|
||||
var merges []string
|
||||
scanner := bufio.NewScanner(mf)
|
||||
for scanner.Scan() {
|
||||
line := scanner.Text()
|
||||
if strings.HasPrefix(line, "#") {
|
||||
continue
|
||||
}
|
||||
line = strings.TrimSpace(line)
|
||||
if line != "" {
|
||||
merges = append(merges, line)
|
||||
}
|
||||
}
|
||||
if err := scanner.Err(); err != nil {
|
||||
tb.Fatalf("failed to read vocab.bpe: %v", err)
|
||||
}
|
||||
|
||||
payload := struct {
|
||||
Model struct {
|
||||
Type string `json:"type"`
|
||||
Vocab map[string]int32 `json:"vocab"`
|
||||
Merges []string `json:"merges"`
|
||||
} `json:"model"`
|
||||
PreTokenizer struct {
|
||||
Type string `json:"type"`
|
||||
Pretokenizers []struct {
|
||||
Type string `json:"type"`
|
||||
Pattern struct {
|
||||
Regex string `json:"Regex"`
|
||||
} `json:"pattern"`
|
||||
} `json:"pretokenizers"`
|
||||
} `json:"pre_tokenizer"`
|
||||
AddedTokens []addedToken `json:"added_tokens"`
|
||||
}{}
|
||||
|
||||
payload.Model.Type = "BPE"
|
||||
payload.Model.Vocab = vocab
|
||||
payload.Model.Merges = merges
|
||||
payload.PreTokenizer.Type = "Sequence"
|
||||
payload.PreTokenizer.Pretokenizers = []struct {
|
||||
Type string `json:"type"`
|
||||
Pattern struct {
|
||||
Regex string `json:"Regex"`
|
||||
} `json:"pattern"`
|
||||
}{
|
||||
{
|
||||
Type: "Split",
|
||||
Pattern: struct {
|
||||
Regex string `json:"Regex"`
|
||||
}{
|
||||
Regex: `(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+`,
|
||||
},
|
||||
},
|
||||
}
|
||||
payload.AddedTokens = addedTokens
|
||||
|
||||
data, err := json.Marshal(payload)
|
||||
if err != nil {
|
||||
tb.Fatalf("failed to marshal synthetic tokenizer.json: %v", err)
|
||||
}
|
||||
|
||||
tok, err := LoadFromBytes(data)
|
||||
if err != nil {
|
||||
tb.Fatalf("failed to load tokenizer from fixture data: %v", err)
|
||||
}
|
||||
return tok
|
||||
}
|
||||
|
||||
func TestGGMLLlamaKnownEncodings(t *testing.T) {
|
||||
tok := loadLlama32FromGGMLFixture(t)
|
||||
|
||||
cases := map[string][]int32{
|
||||
"hello world": {15339, 1917},
|
||||
"hello <|end_of_text|>": {15339, 220, 128001},
|
||||
"<|begin_of_text|>A B!": {128000, 32, 426, 0},
|
||||
"<|begin_of_text|>A<|end_of_text|>B!": {128000, 32, 128001, 33, 0},
|
||||
"<|begin_of_text|>A<|end_of_text|>B<|begin_of_text|>!": {128000, 32, 128001, 33, 128000, 0},
|
||||
"<|begin_of_text|>A<|end_of_text|>B<|begin_of_text|>!<|end_of_text|>": {128000, 32, 128001, 33, 128000, 0, 128001},
|
||||
}
|
||||
|
||||
for input, want := range cases {
|
||||
got := tok.Encode(input, false)
|
||||
if !equalIDs(got, want) {
|
||||
t.Fatalf("encode mismatch for %q:\n got: %v\n want: %v", input, got, want)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func TestGGMLLlamaRepeatedZeros(t *testing.T) {
|
||||
tok := loadLlama32FromGGMLFixture(t)
|
||||
|
||||
cases := map[int][]int32{
|
||||
1: {15},
|
||||
2: {410},
|
||||
3: {931},
|
||||
4: {931, 15},
|
||||
5: {931, 410},
|
||||
6: {931, 931},
|
||||
7: {931, 931, 15},
|
||||
8: {931, 931, 410},
|
||||
9: {931, 931, 931},
|
||||
10: {931, 931, 931, 15},
|
||||
11: {931, 931, 931, 410},
|
||||
12: {931, 931, 931, 931},
|
||||
13: {931, 931, 931, 931, 15},
|
||||
14: {931, 931, 931, 931, 410},
|
||||
15: {931, 931, 931, 931, 931},
|
||||
16: {931, 931, 931, 931, 931, 15},
|
||||
17: {931, 931, 931, 931, 931, 410},
|
||||
}
|
||||
|
||||
for n, want := range cases {
|
||||
input := strings.Repeat("0", n)
|
||||
got := tok.Encode(input, false)
|
||||
if !equalIDs(got, want) {
|
||||
t.Fatalf("encode mismatch for %q:\n got: %v\n want: %v", input, got, want)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func TestGGMLLlamaRoundtripAndByteBehavior(t *testing.T) {
|
||||
tok := loadLlama32FromGGMLFixture(t)
|
||||
|
||||
cases := []string{
|
||||
"hello",
|
||||
"hello ",
|
||||
"hello ",
|
||||
" hello",
|
||||
" hello ",
|
||||
" hello ",
|
||||
"hello world",
|
||||
"请考试我的软件!12345",
|
||||
}
|
||||
|
||||
for _, input := range cases {
|
||||
ids := tok.Encode(input, false)
|
||||
got := tok.Decode(ids)
|
||||
if got != input {
|
||||
t.Fatalf("roundtrip mismatch for %q: got %q", input, got)
|
||||
}
|
||||
}
|
||||
|
||||
// Match GGML tokenizer behavior: 0x00 is omitted when decoding.
|
||||
ids := tok.Encode(string(rune(0x00)), false)
|
||||
got := tok.Decode(ids)
|
||||
if got != "" {
|
||||
t.Fatalf("expected empty decode for 0x00, got %q (ids=%v)", got, ids)
|
||||
}
|
||||
}
|
||||
@@ -1,458 +0,0 @@
|
||||
//go:build mlx
|
||||
|
||||
package tokenizer
|
||||
|
||||
import (
|
||||
"encoding/json"
|
||||
"fmt"
|
||||
"regexp"
|
||||
"sort"
|
||||
"strings"
|
||||
)
|
||||
|
||||
// TokenizerConfig holds optional configuration data that can be passed to LoadFromBytesWithConfig.
|
||||
type TokenizerConfig struct {
|
||||
TokenizerConfigJSON []byte // tokenizer_config.json content
|
||||
GenerationConfigJSON []byte // generation_config.json content
|
||||
SpecialTokensMapJSON []byte // special_tokens_map.json content
|
||||
ConfigJSON []byte // config.json content
|
||||
}
|
||||
|
||||
// LoadFromBytes loads a tokenizer from tokenizer.json bytes.
|
||||
// This is useful when loading from blob storage where the file content is already in memory.
|
||||
// Note: This won't load special token config from companion files. Use LoadFromBytesWithConfig
|
||||
// to provide tokenizer_config.json data for proper PAD/EOS token loading.
|
||||
func LoadFromBytes(data []byte) (*Tokenizer, error) {
|
||||
return loadFromTokenizerJSON(data)
|
||||
}
|
||||
|
||||
// LoadFromBytesWithConfig loads a tokenizer from tokenizer.json bytes with additional config files.
|
||||
// This is useful when loading from blob storage where companion config files are also blobs.
|
||||
func LoadFromBytesWithConfig(data []byte, config *TokenizerConfig) (*Tokenizer, error) {
|
||||
t, err := loadFromTokenizerJSON(data)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
if config == nil {
|
||||
return t, nil
|
||||
}
|
||||
|
||||
// Apply special token configs from provided data
|
||||
loadSpecialTokenConfigFromBytes(t, config)
|
||||
|
||||
return t, nil
|
||||
}
|
||||
|
||||
// loadFromTokenizerJSON parses tokenizer.json content from bytes.
|
||||
func loadFromTokenizerJSON(data []byte) (*Tokenizer, error) {
|
||||
|
||||
var raw struct {
|
||||
Model struct {
|
||||
Type string `json:"type"` // "BPE"
|
||||
Vocab map[string]int32 `json:"vocab"`
|
||||
Merges json.RawMessage `json:"merges"` // Can be []string or [][]string (BPE only)
|
||||
} `json:"model"`
|
||||
PreTokenizer json.RawMessage `json:"pre_tokenizer"`
|
||||
Decoder json.RawMessage `json:"decoder"`
|
||||
AddedTokens []struct {
|
||||
ID int32 `json:"id"`
|
||||
Content string `json:"content"`
|
||||
Special bool `json:"special"`
|
||||
} `json:"added_tokens"`
|
||||
}
|
||||
|
||||
if err := json.Unmarshal(data, &raw); err != nil {
|
||||
return nil, fmt.Errorf("failed to parse tokenizer: %w", err)
|
||||
}
|
||||
|
||||
// Covers SentencePiece and BPE models
|
||||
if raw.Model.Type != "BPE" {
|
||||
return nil, fmt.Errorf("unsupported tokenizer type: %s", raw.Model.Type)
|
||||
}
|
||||
|
||||
// Parse merges - can be []string (Llama) or [][]string (GPT-OSS).
|
||||
var mergesStrings []string
|
||||
if raw.Model.Merges != nil {
|
||||
var mergesArrays [][]string
|
||||
if err := json.Unmarshal(raw.Model.Merges, &mergesStrings); err != nil {
|
||||
// Try array of arrays format
|
||||
if err := json.Unmarshal(raw.Model.Merges, &mergesArrays); err != nil {
|
||||
return nil, fmt.Errorf("failed to parse merges: %w", err)
|
||||
}
|
||||
// Convert [][]string to []string
|
||||
mergesStrings = make([]string, len(mergesArrays))
|
||||
for i, pair := range mergesArrays {
|
||||
if len(pair) != 2 {
|
||||
return nil, fmt.Errorf("failed to parse merges: expected merge pair of length 2, got %d", len(pair))
|
||||
}
|
||||
mergesStrings[i] = pair[0] + " " + pair[1]
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Build tokenizer
|
||||
t := &Tokenizer{
|
||||
vocab: &Vocabulary{
|
||||
Values: make([]string, len(raw.Model.Vocab)),
|
||||
Reverse: raw.Model.Vocab,
|
||||
Merges: make(map[string]int, len(mergesStrings)),
|
||||
BOS: -1,
|
||||
PAD: -1,
|
||||
},
|
||||
specialTokens: make(map[string]int32),
|
||||
}
|
||||
|
||||
// Build values array
|
||||
for token, id := range raw.Model.Vocab {
|
||||
if int(id) >= len(t.vocab.Values) {
|
||||
newValues := make([]string, id+1)
|
||||
copy(newValues, t.vocab.Values)
|
||||
t.vocab.Values = newValues
|
||||
}
|
||||
t.vocab.Values[id] = token
|
||||
}
|
||||
|
||||
// Build merges map
|
||||
for i, merge := range mergesStrings {
|
||||
t.vocab.Merges[merge] = i
|
||||
}
|
||||
|
||||
// Add all added_tokens to vocabulary and special tokens map.
|
||||
// HuggingFace treats ALL added_tokens as special for tokenization purposes -
|
||||
// they bypass BPE and get their own token ID. The "special" flag just indicates
|
||||
// if it's a "truly special" token like BOS/EOS/PAD, but for tokenization we need
|
||||
// to treat all added_tokens as special to match HuggingFace behavior.
|
||||
for _, tok := range raw.AddedTokens {
|
||||
if int(tok.ID) >= len(t.vocab.Values) {
|
||||
newValues := make([]string, tok.ID+1)
|
||||
copy(newValues, t.vocab.Values)
|
||||
t.vocab.Values = newValues
|
||||
}
|
||||
t.vocab.Values[tok.ID] = tok.Content
|
||||
t.specialTokens[tok.Content] = tok.ID // Add ALL added_tokens to special tokens
|
||||
}
|
||||
|
||||
// Precompute byte token IDs for <0xNN> fallback
|
||||
initByteTokens(t)
|
||||
|
||||
// Determine tokenizer type
|
||||
switch {
|
||||
case detectSentencePiece(raw.Decoder):
|
||||
t.typ = TokenizerSentencePiece
|
||||
default:
|
||||
t.typ = TokenizerBPE
|
||||
}
|
||||
|
||||
// Parse and compile pretokenizer pattern (BPE only - SentencePiece doesn't use pretokenizer)
|
||||
if t.typ == TokenizerBPE {
|
||||
pattern := extractPretokenizer(raw.PreTokenizer)
|
||||
if pattern == "" {
|
||||
pattern = `'s|'t|'re|'ve|'m|'ll|'d| ?\p{L}+| ?\p{N}+| ?[^\s\p{L}\p{N}]+|\s+(?!\S)|\s+`
|
||||
}
|
||||
re, err := regexp.Compile(rewritePatternForRE2(pattern))
|
||||
if err != nil {
|
||||
return nil, fmt.Errorf("failed to compile pretokenizer regex %q: %w", pattern, err)
|
||||
}
|
||||
t.pretokenizer = re
|
||||
}
|
||||
|
||||
cacheSortedSpecialTokens(t)
|
||||
|
||||
return t, nil
|
||||
}
|
||||
|
||||
func cacheSortedSpecialTokens(t *Tokenizer) {
|
||||
if len(t.specialTokens) == 0 {
|
||||
t.sortedSpecialTokens = nil
|
||||
return
|
||||
}
|
||||
|
||||
tokens := make([]string, 0, len(t.specialTokens))
|
||||
for tok := range t.specialTokens {
|
||||
tokens = append(tokens, tok)
|
||||
}
|
||||
sort.Slice(tokens, func(i, j int) bool {
|
||||
return len(tokens[i]) > len(tokens[j])
|
||||
})
|
||||
t.sortedSpecialTokens = tokens
|
||||
}
|
||||
|
||||
type specialTokenConfigData struct {
|
||||
tokenizerConfigJSON []byte
|
||||
generationConfigJSON []byte
|
||||
specialTokensMapJSON []byte
|
||||
configJSON []byte
|
||||
}
|
||||
|
||||
func applySpecialTokenConfig(t *Tokenizer, config specialTokenConfigData) {
|
||||
parseTokenIDs := func(v interface{}) []int32 {
|
||||
switch val := v.(type) {
|
||||
case float64:
|
||||
return []int32{int32(val)}
|
||||
case []interface{}:
|
||||
ids := make([]int32, 0, len(val))
|
||||
for _, id := range val {
|
||||
if f, ok := id.(float64); ok {
|
||||
ids = append(ids, int32(f))
|
||||
}
|
||||
}
|
||||
return ids
|
||||
}
|
||||
return nil
|
||||
}
|
||||
|
||||
// Priority 1: generation_config.json
|
||||
if len(config.generationConfigJSON) > 0 {
|
||||
var genConfig struct {
|
||||
EOSTokenID interface{} `json:"eos_token_id"`
|
||||
BOSTokenID interface{} `json:"bos_token_id"`
|
||||
}
|
||||
if err := json.Unmarshal(config.generationConfigJSON, &genConfig); err == nil {
|
||||
if ids := parseTokenIDs(genConfig.EOSTokenID); len(ids) > 0 {
|
||||
t.vocab.EOS = ids
|
||||
}
|
||||
if ids := parseTokenIDs(genConfig.BOSTokenID); len(ids) > 0 {
|
||||
t.vocab.BOS = ids[0]
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Priority 2: config.json
|
||||
if len(config.configJSON) > 0 && (len(t.vocab.EOS) == 0 || t.vocab.BOS < 0) {
|
||||
var modelConfig struct {
|
||||
EOSTokenID interface{} `json:"eos_token_id"`
|
||||
BOSTokenID interface{} `json:"bos_token_id"`
|
||||
}
|
||||
if err := json.Unmarshal(config.configJSON, &modelConfig); err == nil {
|
||||
if len(t.vocab.EOS) == 0 {
|
||||
if ids := parseTokenIDs(modelConfig.EOSTokenID); len(ids) > 0 {
|
||||
t.vocab.EOS = ids
|
||||
}
|
||||
}
|
||||
if t.vocab.BOS < 0 {
|
||||
if ids := parseTokenIDs(modelConfig.BOSTokenID); len(ids) > 0 {
|
||||
t.vocab.BOS = ids[0]
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Priority 3: tokenizer_config.json
|
||||
if len(config.tokenizerConfigJSON) > 0 {
|
||||
var tokConfig struct {
|
||||
BOSToken interface{} `json:"bos_token"`
|
||||
EOSToken interface{} `json:"eos_token"`
|
||||
PADToken interface{} `json:"pad_token"`
|
||||
AddBOSToken *bool `json:"add_bos_token"`
|
||||
AddEOSToken *bool `json:"add_eos_token"`
|
||||
}
|
||||
if err := json.Unmarshal(config.tokenizerConfigJSON, &tokConfig); err == nil {
|
||||
if t.vocab.BOS < 0 {
|
||||
if bosStr := extractTokenString(tokConfig.BOSToken); bosStr != "" {
|
||||
if id, ok := t.specialTokens[bosStr]; ok {
|
||||
t.vocab.BOS = id
|
||||
}
|
||||
}
|
||||
}
|
||||
if len(t.vocab.EOS) == 0 {
|
||||
if eosStr := extractTokenString(tokConfig.EOSToken); eosStr != "" {
|
||||
if id, ok := t.specialTokens[eosStr]; ok {
|
||||
t.vocab.EOS = []int32{id}
|
||||
}
|
||||
}
|
||||
}
|
||||
if t.vocab.PAD < 0 {
|
||||
if padStr := extractTokenString(tokConfig.PADToken); padStr != "" {
|
||||
if id, ok := t.specialTokens[padStr]; ok {
|
||||
t.vocab.PAD = id
|
||||
}
|
||||
}
|
||||
}
|
||||
if tokConfig.AddBOSToken != nil {
|
||||
t.vocab.AddBOS = *tokConfig.AddBOSToken
|
||||
}
|
||||
if tokConfig.AddEOSToken != nil {
|
||||
t.vocab.AddEOS = *tokConfig.AddEOSToken
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Priority 4: special_tokens_map.json
|
||||
if len(config.specialTokensMapJSON) > 0 {
|
||||
var tokensMap map[string]interface{}
|
||||
if err := json.Unmarshal(config.specialTokensMapJSON, &tokensMap); err == nil {
|
||||
if t.vocab.BOS < 0 {
|
||||
if bosStr := extractTokenString(tokensMap["bos_token"]); bosStr != "" {
|
||||
if id, ok := t.specialTokens[bosStr]; ok {
|
||||
t.vocab.BOS = id
|
||||
}
|
||||
}
|
||||
}
|
||||
if len(t.vocab.EOS) == 0 {
|
||||
if eosStr := extractTokenString(tokensMap["eos_token"]); eosStr != "" {
|
||||
if id, ok := t.specialTokens[eosStr]; ok {
|
||||
t.vocab.EOS = []int32{id}
|
||||
}
|
||||
}
|
||||
}
|
||||
if t.vocab.PAD < 0 {
|
||||
if padStr := extractTokenString(tokensMap["pad_token"]); padStr != "" {
|
||||
if id, ok := t.specialTokens[padStr]; ok {
|
||||
t.vocab.PAD = id
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// extractTokenString extracts the token string from various formats used in HuggingFace configs.
|
||||
// Tokens can be represented as:
|
||||
// - string: "token"
|
||||
// - object: {"content": "token", ...}
|
||||
func extractTokenString(v interface{}) string {
|
||||
if v == nil {
|
||||
return ""
|
||||
}
|
||||
// Direct string
|
||||
if s, ok := v.(string); ok {
|
||||
return s
|
||||
}
|
||||
// Object with content field
|
||||
if m, ok := v.(map[string]interface{}); ok {
|
||||
if content, ok := m["content"].(string); ok {
|
||||
return content
|
||||
}
|
||||
}
|
||||
return ""
|
||||
}
|
||||
|
||||
// rewritePatternForRE2 rewrites HuggingFace pretokenizer regex patterns to be
|
||||
// compatible with Go's regexp package (RE2). HuggingFace patterns use PCRE features:
|
||||
// - (?!\S) negative lookahead - RE2 doesn't support this
|
||||
// - (?i:...) inline case-insensitive groups - RE2 doesn't support this
|
||||
//
|
||||
// We replace \s+(?!\S)|\s+ with \s+ and fix whitespace boundaries in encodeWithRegex().
|
||||
// The lookahead version splits "a b" into ["a", " ", " b"] (space prepended to word).
|
||||
// Simple \s+ would give ["a", " ", "b"]. We post-process to match Python's behavior.
|
||||
func rewritePatternForRE2(pattern string) string {
|
||||
// Replace lookahead pattern with simple \s+ - we fix boundaries in encodeWithRegex()
|
||||
pattern = strings.ReplaceAll(pattern, `\s+(?!\S)|\s+`, `\s+`)
|
||||
|
||||
// Handle the pattern when it appears with a ? suffix (optional contractions in GPT-4o style)
|
||||
// IMPORTANT: Must be done before the non-optional version to avoid partial replacement
|
||||
pattern = strings.ReplaceAll(pattern,
|
||||
`(?i:'s|'t|'re|'ve|'m|'ll|'d)?`,
|
||||
`(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])?`)
|
||||
|
||||
// Expand case-insensitive contraction pattern to explicit alternations
|
||||
// (?i:'s|'t|'re|'ve|'m|'ll|'d) -> '[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD]
|
||||
pattern = strings.ReplaceAll(pattern,
|
||||
`(?i:'s|'t|'re|'ve|'m|'ll|'d)`,
|
||||
`(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])`)
|
||||
|
||||
return pattern
|
||||
}
|
||||
|
||||
// loadSpecialTokenConfigFromBytes loads special token configuration from byte slices.
|
||||
func loadSpecialTokenConfigFromBytes(t *Tokenizer, config *TokenizerConfig) {
|
||||
applySpecialTokenConfig(t, specialTokenConfigData{
|
||||
tokenizerConfigJSON: config.TokenizerConfigJSON,
|
||||
generationConfigJSON: config.GenerationConfigJSON,
|
||||
specialTokensMapJSON: config.SpecialTokensMapJSON,
|
||||
configJSON: config.ConfigJSON,
|
||||
})
|
||||
}
|
||||
|
||||
// detectSentencePiece checks if the decoder uses SentencePiece-style (▁ for spaces)
|
||||
// vs GPT-2 byte-level encoding
|
||||
func detectSentencePiece(data json.RawMessage) bool {
|
||||
if data == nil {
|
||||
return false
|
||||
}
|
||||
|
||||
// Check for Sequence decoder with Replace step (SentencePiece style)
|
||||
var seq struct {
|
||||
Type string `json:"type"`
|
||||
Decoders []struct {
|
||||
Type string `json:"type"`
|
||||
Pattern struct {
|
||||
String string `json:"String"`
|
||||
} `json:"pattern"`
|
||||
} `json:"decoders"`
|
||||
}
|
||||
if err := json.Unmarshal(data, &seq); err == nil {
|
||||
if seq.Type == "Sequence" {
|
||||
for _, dec := range seq.Decoders {
|
||||
// Look for Replace decoder that converts ▁ to space
|
||||
if dec.Type == "Replace" && dec.Pattern.String == "▁" {
|
||||
return true
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Check for direct ByteLevel decoder (GPT-2 style)
|
||||
var simple struct {
|
||||
Type string `json:"type"`
|
||||
}
|
||||
if err := json.Unmarshal(data, &simple); err == nil {
|
||||
if simple.Type == "ByteLevel" {
|
||||
return false
|
||||
}
|
||||
}
|
||||
|
||||
return false
|
||||
}
|
||||
|
||||
// initByteTokens precomputes byte token IDs for <0xNN> fallback encoding
|
||||
func initByteTokens(t *Tokenizer) {
|
||||
for i := range t.vocab.byteTokens {
|
||||
t.vocab.byteTokens[i] = -1
|
||||
}
|
||||
for b := 0; b < 256; b++ {
|
||||
token := fmt.Sprintf("<0x%02X>", b)
|
||||
if id, ok := t.vocab.Reverse[token]; ok {
|
||||
t.vocab.byteTokens[b] = id
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// extractPretokenizer extracts the regex pattern from the pre_tokenizer config
|
||||
func extractPretokenizer(data json.RawMessage) string {
|
||||
if data == nil {
|
||||
return ""
|
||||
}
|
||||
|
||||
// Try to parse as a single Split pretokenizer
|
||||
var single struct {
|
||||
Type string `json:"type"`
|
||||
Pattern struct {
|
||||
Regex string `json:"Regex"`
|
||||
} `json:"pattern"`
|
||||
}
|
||||
if err := json.Unmarshal(data, &single); err == nil && single.Pattern.Regex != "" {
|
||||
return single.Pattern.Regex
|
||||
}
|
||||
|
||||
// Try to parse as Sequence of pretokenizers - use first Split pattern
|
||||
var seq struct {
|
||||
Type string `json:"type"`
|
||||
Pretokenizers []struct {
|
||||
Type string `json:"type"`
|
||||
Pattern struct {
|
||||
Regex string `json:"Regex"`
|
||||
} `json:"pattern"`
|
||||
} `json:"pretokenizers"`
|
||||
}
|
||||
if err := json.Unmarshal(data, &seq); err == nil && seq.Type == "Sequence" {
|
||||
for _, pt := range seq.Pretokenizers {
|
||||
if pt.Type == "Split" && pt.Pattern.Regex != "" {
|
||||
return pt.Pattern.Regex
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
return ""
|
||||
}
|
||||
@@ -1,26 +0,0 @@
|
||||
//go:build mlx
|
||||
|
||||
package tokenizer
|
||||
|
||||
import (
|
||||
"strings"
|
||||
"testing"
|
||||
)
|
||||
|
||||
func TestLoadFromBytesRejectsWordPiece(t *testing.T) {
|
||||
data := []byte(`{
|
||||
"model": {
|
||||
"type": "WordPiece",
|
||||
"vocab": {"[UNK]": 0, "hello": 1}
|
||||
},
|
||||
"added_tokens": []
|
||||
}`)
|
||||
|
||||
_, err := LoadFromBytes(data)
|
||||
if err == nil {
|
||||
t.Fatal("expected WordPiece load to fail")
|
||||
}
|
||||
if !strings.Contains(err.Error(), "unsupported tokenizer type: WordPiece") {
|
||||
t.Fatalf("unexpected error: %v", err)
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user