ollama/tools/tools.go

244 lines
6.0 KiB
Go

package tools
import (
"errors"
"io"
"log/slog"
"strings"
gotmpl "text/template"
jsonv2 "github.com/go-json-experiment/json"
jsontext "github.com/go-json-experiment/json/jsontext"
"github.com/ollama/ollama/api"
"github.com/ollama/ollama/template"
)
type Parser struct {
greedyParse bool
prefixFound bool
prefixPartial bool
tmpl *gotmpl.Template
sb *strings.Builder
prefix string
index int
name string
arguments string
Done bool
}
// parseJSONToolCalls attempts to parse a JSON string into a slice of ToolCalls.
// It first tries to incrementally decode the JSON to handle partial inputs.
// Returns:
// - []api.ToolCall: The parsed tool calls if successful
// - bool: True if JSON is incomplete and needs more input
func (p *Parser) parseJSONToolCalls(s string) ([]api.ToolCall, bool) {
// First try incremental decoding to handle partial JSON
dec := jsontext.NewDecoder(strings.NewReader(s))
if got, err := dec.ReadValue(); err == nil {
s = got.String()
}
// Attempt full unmarshal of the JSON
var resp any
err := jsonv2.Unmarshal([]byte(s), &resp)
if err != nil {
// Handle incomplete JSON cases
if errors.Is(err, io.ErrUnexpectedEOF) || err.Error() == "unexpected end of JSON input" {
slog.Debug("incomplete JSON detected", "input", s)
return nil, true
}
slog.Debug("failed to unmarshal response", "error", err)
return nil, false
}
// Collect all nested objects that could contain tool calls
var objs []map[string]any
objs = append(objs, collect(resp)...)
if len(objs) == 0 {
return nil, false
}
var toolCalls []api.ToolCall
for _, kv := range objs {
n, nok := kv[p.name].(string)
a, aok := kv[p.arguments].(map[string]any)
if nok && aok {
toolCalls = append(toolCalls, api.ToolCall{
Function: api.ToolCallFunction{
Name: n,
Arguments: a,
},
})
}
}
// Valid JSON, no tool calls found
if len(toolCalls) == 0 {
return nil, false
}
return toolCalls, false
}
// checkPrefix processes a string to find and handle a prefix pattern.
//
// Returns:
// - The processed string with prefix removed if found
// - Whether the prefix was found at the start of the string
// - Whether to continue parsing
func (p *Parser) checkPrefix(s string) (string, bool, bool) {
// Keep original for overlap checks
original := s
s = strings.TrimSpace(s)
if s == "" {
return "", false, true
}
// If no prefix defined, just return trimmed string
if p.prefix == "" {
return s, false, true
}
// Check for prefix at start of string
if processedStr, hasPrefix := strings.CutPrefix(s, p.prefix); hasPrefix {
// Found prefix at start - accumulate for potential tool
return processedStr, true, true
}
// Check if prefix overlaps end of string
if overlap := suffixOverlap(original, p.prefix); overlap > 0 {
p.prefixPartial = true
// Return everything except overlapping portion
p.sb.Reset()
p.sb.WriteString(original[len(original)-overlap:])
return original[0 : len(original)-overlap], false, false
}
// Check if prefix appears in middle of string
if idx := strings.Index(original, p.prefix); idx != -1 {
p.prefixPartial = true
// Save remainder starting at prefix for next pass
p.sb.Reset()
p.sb.WriteString(strings.TrimSpace(original[idx:]))
// Return everything before prefix
return original[:idx], false, false
}
// No prefix found
p.prefixPartial = false
return s, false, true
}
// Add processes a string input to parse tool calls and content.
// It handles prefix detection and JSON parsing to extract tool calls.
//
// Returns:
// - tools: Any parsed tool calls
// - content: Non-tool call content
// - err: Error if parsing failed
func (p *Parser) Add(s string) (tools []api.ToolCall, content string, err error) {
if len(s) == 0 {
return nil, "", nil
}
p.sb.WriteString(s)
s = p.sb.String()
// Check for prefix pattern in input
s, prefixFound, shouldContinue := p.checkPrefix(s)
if !shouldContinue {
if s != "" {
// Return content before prefix
return nil, s, nil
}
// Need more input to complete prefix
return nil, "", nil
}
// Update prefix found state
if prefixFound {
p.prefixFound = true
}
// Exit if prefix exists in template, greedy parsing is off, and prefix not found
if !p.greedyParse && !p.prefixFound {
p.sb.Reset()
return nil, "", errors.New("prefix not found")
}
toolCalls, isPartial := p.parseJSONToolCalls(s)
if isPartial {
// Need more input to complete JSON
return nil, "", nil
}
// Do not try greedy parsing if partial JSON not found
p.greedyParse = false
// Handle invalid tool call format
if len(toolCalls) == 0 {
p.sb.Reset()
if p.prefix == "" {
p.Done = true
}
if p.prefixFound {
// Drop tokens since prefix was found
return nil, "", nil
}
return nil, s, nil
}
for _, tc := range toolCalls {
tc.Function.Index = p.index
p.index++
}
// Mark as done if no prefix needed
if p.prefix == "" {
p.Done = true
}
p.sb.Reset()
return toolCalls, "", nil
}
// NewParser creates a new tool call parser from a template. It extracts the tool call format,
// prefix, and field names from the template to use for parsing tool calls from model output.
//
// Returns an error if the template does not contain valid tool call formatting.
func NewParser(templateToProcess *gotmpl.Template) (*Parser, error) {
parsed, err := template.Parse(templateToProcess.Root.String())
if err != nil {
return nil, err
}
if parsed == nil {
return nil, errors.New("failed to parse template")
}
tt, tc := toolTemplate(parsed)
if !tc {
return nil, errors.New("failed to find tool calls in template")
}
if tt == nil {
return nil, errors.New("failed to find tool template")
}
tp := toolPrefix(templateToProcess)
tp = strings.TrimSpace(tp)
name, arguments, err := extractToolArgs(tt)
if err != nil {
return nil, err
}
return &Parser{
tmpl: tt,
sb: &strings.Builder{},
prefix: tp,
greedyParse: true,
name: name,
arguments: arguments,
}, nil
}