ollama/tools/tools.go

229 lines
5.8 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"
)
// Sentinel errors for parsing states
var (
ErrPartialPrefix = errors.New("partial prefix detected")
ErrPrefixNotFound = errors.New("prefix not found")
ErrInvalidToolCall = errors.New("invalid tool call format")
ErrAccumulateMore = errors.New("need to accumulate more content")
)
type Parser struct {
greedyParse bool
prefixFound 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 ToolCalls.
// It first tries to incrementally decode the JSON to handle partial inputs.
// Returns:
// - []api.ToolCall: The parsed tool calls if successful
// - error: ErrPartialJSON if JSON is incomplete, ErrInvalidToolCall if invalid, or nil if successful
func (p *Parser) parseJSONToolCalls(s string) ([]api.ToolCall, error) {
// 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
if err := jsonv2.Unmarshal([]byte(s), &resp); errors.Is(err, io.ErrUnexpectedEOF) {
slog.Debug("incomplete JSON detected", "input", s)
return nil, ErrAccumulateMore
} else if err != nil {
slog.Debug("failed to unmarshal response", "error", err)
return nil, ErrInvalidToolCall
}
// Collect all nested objects that could contain tool calls
objs := collect(resp)
if len(objs) == 0 {
return nil, ErrInvalidToolCall
}
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, ErrInvalidToolCall
}
return toolCalls, nil
}
// checkPrefix processes a string to find and handle a prefix pattern.
//
// Returns:
// - The processed string with prefix removed if found
// - error: ErrPartialPrefix if prefix is incomplete, ErrPrefixNotFound if not found, or nil if successful
func (p *Parser) checkPrefix(s string) (string, error) {
// Keep original for overlap checks
original := s
s = strings.TrimSpace(s)
if s == "" {
return "", nil
}
// If no prefix defined, just return trimmed string
if p.prefix == "" {
return s, nil
}
// Check for prefix at start of string
if processedStr, hasPrefix := strings.CutPrefix(s, p.prefix); hasPrefix {
// Found prefix at start - accumulate for potential tool
p.prefixFound = true
return processedStr, nil
}
// Check if prefix overlaps end of string
if overlap := suffixOverlap(original, p.prefix); overlap > 0 {
// Return everything except overlapping portion
p.sb.Reset()
p.sb.WriteString(original[len(original)-overlap:])
return original[0 : len(original)-overlap], ErrAccumulateMore
}
// Check if prefix appears in middle of string
if idx := strings.Index(original, p.prefix); idx != -1 {
// 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], ErrAccumulateMore
}
// No partial prefix found
return s, nil
}
// 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
// - error: One of the sentinel errors or nil if successful
func (p *Parser) Add(s string) (tools []api.ToolCall, content string, err error) {
p.sb.WriteString(s)
s = p.sb.String()
// Check for prefix pattern in input
s, err = p.checkPrefix(s)
if err != nil {
if s != "" {
// Return content before prefix
return nil, s, nil
}
// Need more input to complete prefix
return nil, "", ErrAccumulateMore
}
// Exit if prefix exists in template, greedy parsing is off, and prefix not found
if !p.greedyParse && !p.prefixFound {
p.sb.Reset()
return nil, "", ErrPrefixNotFound
}
toolCalls, err := p.parseJSONToolCalls(s)
if err != nil {
if errors.Is(err, ErrAccumulateMore) {
return nil, "", err
} else {
p.sb.Reset()
// Do not try greedy parsing if JSON not found
p.greedyParse = false
if p.prefix == "" {
p.Done = true
}
if p.prefixFound {
// Drop tokens since prefix was found
return nil, "", ErrAccumulateMore
}
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 Parser{}, err
}
tt, err := toolTemplate(parsed)
if err != nil {
return Parser{}, err
}
tp := toolPrefix(templateToProcess)
tp = strings.TrimSpace(tp)
name, arguments, err := extractToolArgs(tt)
if err != nil {
return Parser{}, err
}
return Parser{
tmpl: *tt,
sb: strings.Builder{},
prefix: tp,
greedyParse: true,
name: name,
arguments: arguments,
}, nil
}