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b2f81bfa2e
* feat(functions): add peg-based parsing Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat: support returning toolcalls directly from backends Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * chore: do run PEG only if backend didn't send deltas Signed-off-by: Ettore Di Giacinto <mudler@localai.io> --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
539 lines
17 KiB
Go
539 lines
17 KiB
Go
package functions
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import (
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"strings"
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"github.com/mudler/LocalAI/pkg/functions/peg"
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"github.com/mudler/xlog"
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)
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// PEGFormatType identifies the format type for PEG parsing.
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type PEGFormatType int
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const (
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FormatJSONNative PEGFormatType = iota
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FormatTagWithJSON // <function=name>{"key": "val"}</function>
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FormatTagWithTagged // <function=name><param=key>value</param></function>
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)
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// ParseFunctionCallPEG attempts to parse tool calls using the PEG parser.
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// Returns nil if no tool calls were found.
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func ParseFunctionCallPEG(llmresult string, config FunctionsConfig) []FuncCallResults {
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xlog.Debug("[PEG] starting PEG tool call parsing")
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// If auto-detected markers from the C++ backend are available, use them first
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if config.ToolFormatMarkers != nil {
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m := config.ToolFormatMarkers
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xlog.Debug("[PEG] using auto-detected markers from C++ backend",
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"format_type", m.FormatType,
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"section_start", m.SectionStart,
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"section_end", m.SectionEnd,
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"per_call_start", m.PerCallStart,
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"per_call_end", m.PerCallEnd,
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"func_name_prefix", m.FuncNamePrefix,
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"func_name_suffix", m.FuncNameSuffix,
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"func_close", m.FuncClose,
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"arg_name_prefix", m.ArgNamePrefix,
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"arg_name_suffix", m.ArgNameSuffix,
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"arg_value_prefix", m.ArgValuePrefix,
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"arg_value_suffix", m.ArgValueSuffix,
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"arg_separator", m.ArgSeparator,
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"name_field", m.NameField,
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"args_field", m.ArgsField,
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"id_field", m.IDField,
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"reasoning_start", m.ReasoningStart,
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"reasoning_end", m.ReasoningEnd,
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)
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arena := BuildPEGParserFromMarkers(config.ToolFormatMarkers)
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if arena != nil {
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results := parsePEG(arena, llmresult)
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if len(results) > 0 {
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xlog.Debug("[PEG] markers-based parser matched", "count", len(results))
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return results
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}
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xlog.Debug("[PEG] markers-based parser found no tool calls")
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} else {
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xlog.Debug("[PEG] failed to build parser from markers")
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}
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}
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// If a specific XML format preset is set, use its PEG format
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if config.XMLFormatPreset != "" {
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xlog.Debug("[PEG] trying XML format preset", "preset", config.XMLFormatPreset)
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preset := GetXMLFormatPreset(config.XMLFormatPreset)
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if preset != nil {
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pegType := classifyXMLFormat(preset)
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xlog.Debug("[PEG] classified preset", "preset", config.XMLFormatPreset, "peg_type", pegTypeName(pegType))
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arena := BuildPEGParserFromFormat(preset, pegType)
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if arena != nil {
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results := parsePEG(arena, llmresult)
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if len(results) > 0 {
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xlog.Debug("[PEG] preset parser matched", "preset", config.XMLFormatPreset, "count", len(results))
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return results
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}
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xlog.Debug("[PEG] preset parser found no tool calls", "preset", config.XMLFormatPreset)
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}
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} else {
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xlog.Debug("[PEG] unknown preset name", "preset", config.XMLFormatPreset)
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}
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}
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// If a custom XML format is set, classify and try it
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if config.XMLFormat != nil {
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pegType := classifyXMLFormat(config.XMLFormat)
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xlog.Debug("[PEG] trying custom XML format", "peg_type", pegTypeName(pegType))
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arena := BuildPEGParserFromFormat(config.XMLFormat, pegType)
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if arena != nil {
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results := parsePEG(arena, llmresult)
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if len(results) > 0 {
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xlog.Debug("[PEG] custom format parser matched", "count", len(results))
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return results
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}
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xlog.Debug("[PEG] custom format parser found no tool calls")
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}
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}
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// Auto-detect: try all three format types
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xlog.Debug("[PEG] auto-detecting format across all presets")
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for _, pegType := range []PEGFormatType{FormatJSONNative, FormatTagWithJSON, FormatTagWithTagged} {
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for _, preset := range getAllXMLFormats() {
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classified := classifyXMLFormat(preset.format)
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if classified != pegType {
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continue
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}
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arena := BuildPEGParserFromFormat(preset.format, pegType)
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if arena == nil {
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continue
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}
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results := parsePEG(arena, llmresult)
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if len(results) > 0 {
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xlog.Debug("[PEG] auto-detect matched", "preset", preset.name, "peg_type", pegTypeName(pegType), "count", len(results))
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return results
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}
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}
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}
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xlog.Debug("[PEG] no tool calls found by any format")
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return nil
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}
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func pegTypeName(t PEGFormatType) string {
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switch t {
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case FormatJSONNative:
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return "json_native"
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case FormatTagWithJSON:
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return "tag_with_json"
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case FormatTagWithTagged:
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return "tag_with_tagged"
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default:
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return "unknown"
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}
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}
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// classifyXMLFormat determines the PEG format type from an XML format config.
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func classifyXMLFormat(f *XMLToolCallFormat) PEGFormatType {
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// If there's an explicit function opener like "<function=", it's a tag-based format
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hasTagOpener := f.ToolStart != "" && f.ToolSep != ""
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if f.RawArgVal != nil && !*f.RawArgVal {
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// JSON-only args
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if hasTagOpener {
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return FormatTagWithJSON
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}
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if f.KeyStart == "" || f.KeyStart == "\"" {
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return FormatJSONNative
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}
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return FormatTagWithJSON
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}
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if f.KeyStart != "" {
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return FormatTagWithTagged
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}
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return FormatTagWithJSON
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}
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// BuildPEGParserFromFormat builds a PEG parser arena from an XML format config.
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func BuildPEGParserFromFormat(f *XMLToolCallFormat, pegType PEGFormatType) *peg.Arena {
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switch pegType {
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case FormatTagWithTagged, FormatTagWithJSON:
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return buildTaggedPEGParser(f)
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case FormatJSONNative:
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return buildJSONNativePEGParser(f)
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default:
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return nil
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}
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}
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func buildTaggedPEGParser(f *XMLToolCallFormat) *peg.Arena {
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markers := map[string]string{}
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funcOpener := f.ToolStart
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funcNameSuffix := f.ToolSep
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funcCloser := f.ToolEnd
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hasScope := f.ScopeStart != ""
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if hasScope {
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markers["tool_call_start_marker"] = f.ScopeStart
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markers["tool_call_end_marker"] = f.ScopeEnd
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}
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markers["function_opener"] = funcOpener
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markers["function_name_suffix"] = funcNameSuffix
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markers["function_closer"] = funcCloser
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// Always set parameter markers explicitly to avoid relying on defaults.
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// Formats without tagged params (e.g., functionary) need empty strings.
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markers["parameter_key_prefix"] = f.KeyStart
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markers["parameter_key_suffix"] = f.KeyValSep
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markers["parameter_closer"] = f.ValEnd
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// Determine what to use as the content delimiter
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contentDelim := f.ScopeStart
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if contentDelim == "" {
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contentDelim = f.ToolStart
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}
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return peg.BuildChatPegParser(func(p *peg.ChatBuilder) peg.ParserID {
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tools := []peg.ToolDef{} // empty = accept anything
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content := p.Content(p.Until(contentDelim))
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if hasScope {
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// With scope markers: use StandardConstructedTools which wraps in scope
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toolCall := p.StandardConstructedTools(markers, tools, true, false)
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return p.Seq(content, p.Optional(p.Seq(p.Space(), toolCall)), p.End())
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}
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// No scope markers (e.g., functionary): build tool parser directly without scope wrapper
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hasTaggedParams := f.KeyStart != ""
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var args peg.ParserID
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if hasTaggedParams {
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paramKeyPrefix := f.KeyStart
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paramKeySuffix := f.KeyValSep
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paramCloser := f.ValEnd
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argRule := p.ToolArg(p.Seq(
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p.ToolArgOpen(p.Literal(paramKeyPrefix)),
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p.ToolArgName(p.Until(paramKeySuffix)),
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p.Literal(paramKeySuffix),
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p.ToolArgValue(p.Until(paramCloser)),
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p.ToolArgClose(p.Literal(paramCloser)),
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))
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args = p.ToolArgs(p.ZeroOrMore(p.Seq(argRule, p.Space())))
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} else {
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// JSON arguments
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args = p.ToolArgs(p.Until(funcCloser))
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}
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toolParser := p.Tool(p.Seq(
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p.ToolOpen(p.Seq(
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p.Literal(funcOpener),
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p.ToolName(p.Until(funcNameSuffix)),
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p.Literal(funcNameSuffix),
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)),
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p.Space(),
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args,
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p.Space(),
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p.ToolClose(p.Literal(funcCloser)),
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))
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toolCall := p.TriggerRule("tool-call", p.OneOrMore(p.Seq(toolParser, p.Space())))
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return p.Seq(content, p.Optional(p.Seq(p.Space(), toolCall)), p.End())
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})
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}
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func buildJSONNativePEGParser(f *XMLToolCallFormat) *peg.Arena {
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sectionStart := f.ScopeStart
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sectionEnd := f.ScopeEnd
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if sectionStart == "" && f.ToolStart != "" {
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sectionStart = f.ToolStart
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}
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if sectionEnd == "" && f.ToolEnd != "" {
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sectionEnd = f.ToolEnd
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}
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if sectionStart == "" || sectionEnd == "" {
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return nil
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}
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return peg.BuildChatPegParser(func(p *peg.ChatBuilder) peg.ParserID {
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// For JSON native, tool call is { "name": ..., "arguments": ... }
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// Build a generic parser that accepts any JSON tool call
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toolCall := p.TriggerRule("tool-call", p.Seq(
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p.Literal(sectionStart), p.Space(),
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p.Tool(p.Seq(
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p.ToolOpen(p.Literal("{")), p.Space(),
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p.ZeroOrMore(p.Seq(
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p.Choice(
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p.Seq(
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p.Literal("\"name\""), p.Space(), p.Literal(":"), p.Space(),
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p.Literal("\""), p.ToolName(p.JSONString()), p.Literal("\""),
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),
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p.Seq(
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p.Literal("\"arguments\""), p.Space(), p.Literal(":"), p.Space(),
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p.ToolArgs(p.JSON()),
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),
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p.Seq(
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p.Literal("\""), p.JSONString(), p.Literal("\""), p.Space(),
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p.Literal(":"), p.Space(), p.JSON(),
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),
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),
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p.Optional(p.Seq(p.Space(), p.Literal(","), p.Space())),
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)),
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p.Space(), p.ToolClose(p.Literal("}")),
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)),
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p.Space(), p.Literal(sectionEnd),
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))
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content := p.Content(p.Until(sectionStart))
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return p.Seq(content, p.Optional(p.Seq(p.Space(), toolCall)), p.End())
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})
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}
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// BuildPEGParserFromMarkers builds a PEG parser from auto-detected C++ autoparser markers.
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func BuildPEGParserFromMarkers(m *ToolFormatMarkers) *peg.Arena {
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switch m.FormatType {
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case "tag_with_json":
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return buildPEGFromMarkersTagJSON(m)
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case "tag_with_tagged":
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return buildPEGFromMarkersTagTagged(m)
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case "json_native":
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return buildPEGFromMarkersJSONNative(m)
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default:
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return nil
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}
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}
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func buildPEGFromMarkersTagJSON(m *ToolFormatMarkers) *peg.Arena {
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markers := map[string]string{}
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// Use section markers if available, otherwise fall back to per-call markers
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scopeStart, scopeEnd := effectiveScope(m)
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if scopeStart != "" {
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markers["tool_call_start_marker"] = scopeStart
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markers["tool_call_end_marker"] = scopeEnd
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}
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markers["function_opener"] = strings.TrimRight(m.FuncNamePrefix, " \t\n")
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markers["function_name_suffix"] = strings.TrimRight(m.FuncNameSuffix, " \t\n")
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markers["function_closer"] = strings.TrimRight(m.FuncClose, " \t\n")
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markers["parameter_key_prefix"] = ""
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markers["parameter_key_suffix"] = ""
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markers["parameter_closer"] = ""
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if m.CallIDPosition == "between_func_and_args" {
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markers["call_id_prefix"] = m.CallIDPrefix
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markers["call_id_suffix"] = m.CallIDSuffix
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}
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contentDelim := scopeStart
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if contentDelim == "" {
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contentDelim = strings.TrimRight(m.FuncNamePrefix, " \t\n")
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}
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return peg.BuildChatPegParser(func(p *peg.ChatBuilder) peg.ParserID {
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tools := []peg.ToolDef{}
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content := p.Content(p.Until(contentDelim))
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if scopeStart != "" {
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toolCall := p.StandardConstructedTools(markers, tools, true, false)
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return p.Seq(content, p.Optional(p.Seq(p.Space(), toolCall)), p.End())
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}
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// No scope: build tool parser directly
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funcOpener := m.FuncNamePrefix
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funcNameSuffix := m.FuncNameSuffix
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funcCloser := m.FuncClose
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args := p.ToolArgs(p.Until(funcCloser))
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// Build call ID section if detected
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callIDSection := buildCallIDParser(p, m)
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toolParser := p.Tool(p.Seq(
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p.ToolOpen(p.Seq(
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p.Literal(funcOpener),
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p.ToolName(p.Until(funcNameSuffix)),
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p.Literal(funcNameSuffix),
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)),
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callIDSection,
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p.Space(),
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args,
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p.Space(),
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p.ToolClose(p.Literal(funcCloser)),
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))
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toolCall := p.TriggerRule("tool-call", p.OneOrMore(p.Seq(toolParser, p.Space())))
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return p.Seq(content, p.Optional(p.Seq(p.Space(), toolCall)), p.End())
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})
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}
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func buildPEGFromMarkersTagTagged(m *ToolFormatMarkers) *peg.Arena {
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markers := map[string]string{}
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// Use section markers if available, otherwise fall back to per-call markers
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scopeStart, scopeEnd := effectiveScope(m)
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if scopeStart != "" {
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markers["tool_call_start_marker"] = scopeStart
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markers["tool_call_end_marker"] = scopeEnd
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}
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// Trim trailing whitespace from markers — the PEG Space() parser
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// handles whitespace between elements, so baked-in \n would cause mismatches.
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markers["function_opener"] = strings.TrimRight(m.FuncNamePrefix, " \t\n")
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markers["function_name_suffix"] = strings.TrimRight(m.FuncNameSuffix, " \t\n")
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markers["function_closer"] = strings.TrimRight(m.FuncClose, " \t\n")
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markers["parameter_key_prefix"] = strings.TrimRight(m.ArgNamePrefix, " \t\n")
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markers["parameter_key_suffix"] = strings.TrimRight(m.ArgNameSuffix, " \t\n")
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markers["parameter_closer"] = strings.TrimRight(m.ArgValueSuffix, " \t\n")
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if m.CallIDPosition == "between_func_and_args" {
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markers["call_id_prefix"] = m.CallIDPrefix
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markers["call_id_suffix"] = m.CallIDSuffix
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}
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contentDelim := scopeStart
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if contentDelim == "" {
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contentDelim = strings.TrimRight(m.FuncNamePrefix, " \t\n")
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}
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return peg.BuildChatPegParser(func(p *peg.ChatBuilder) peg.ParserID {
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tools := []peg.ToolDef{}
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content := p.Content(p.Until(contentDelim))
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toolCall := p.StandardConstructedTools(markers, tools, true, false)
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return p.Seq(content, p.Optional(p.Seq(p.Space(), toolCall)), p.End())
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})
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}
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func buildPEGFromMarkersJSONNative(m *ToolFormatMarkers) *peg.Arena {
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sectionStart, sectionEnd := effectiveScope(m)
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if sectionStart == "" || sectionEnd == "" {
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return nil
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}
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nameKey := m.NameField
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if nameKey == "" {
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nameKey = "name"
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}
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argsKey := m.ArgsField
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if argsKey == "" {
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argsKey = "arguments"
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}
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idField := m.IDField
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genIDField := m.GenIDField
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return peg.BuildChatPegParser(func(p *peg.ChatBuilder) peg.ParserID {
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// Build field matchers for known keys
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knownFields := []peg.ParserID{
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p.Seq(
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p.Literal("\""+nameKey+"\""), p.Space(), p.Literal(":"), p.Space(),
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p.Literal("\""), p.ToolName(p.JSONString()), p.Literal("\""),
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),
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p.Seq(
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p.Literal("\""+argsKey+"\""), p.Space(), p.Literal(":"), p.Space(),
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p.ToolArgs(p.JSON()),
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),
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}
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// Add ID field matching if detected
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if idField != "" {
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knownFields = append(knownFields, p.Seq(
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p.Literal("\""+idField+"\""), p.Space(), p.Literal(":"), p.Space(),
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p.Literal("\""), p.ToolID(p.JSONString()), p.Literal("\""),
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))
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}
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if genIDField != "" && genIDField != idField {
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knownFields = append(knownFields, p.Seq(
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p.Literal("\""+genIDField+"\""), p.Space(), p.Literal(":"), p.Space(),
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p.Literal("\""), p.ToolID(p.JSONString()), p.Literal("\""),
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))
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}
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// Catch-all for unknown JSON fields
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knownFields = append(knownFields, p.Seq(
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p.Literal("\""), p.JSONString(), p.Literal("\""), p.Space(),
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p.Literal(":"), p.Space(), p.JSON(),
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))
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// Build a generic JSON tool call parser that accepts any tool
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toolCall := p.TriggerRule("tool-call", p.Seq(
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p.Literal(sectionStart), p.Space(),
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p.Tool(p.Seq(
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p.ToolOpen(p.Literal("{")), p.Space(),
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p.ZeroOrMore(p.Seq(
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p.Choice(knownFields...),
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p.Optional(p.Seq(p.Space(), p.Literal(","), p.Space())),
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)),
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p.Space(), p.ToolClose(p.Literal("}")),
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)),
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p.Space(), p.Literal(sectionEnd),
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))
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content := p.Content(p.Until(sectionStart))
|
|
return p.Seq(content, p.Optional(p.Seq(p.Space(), toolCall)), p.End())
|
|
})
|
|
}
|
|
|
|
// effectiveScope returns the scope start/end markers to use.
|
|
// Prefers section markers, falls back to per-call markers, stripping trailing
|
|
// whitespace so the PEG Space() parser can handle it flexibly.
|
|
func effectiveScope(m *ToolFormatMarkers) (string, string) {
|
|
if m.SectionStart != "" {
|
|
return strings.TrimRight(m.SectionStart, " \t\n"), strings.TrimRight(m.SectionEnd, " \t\n")
|
|
}
|
|
if m.PerCallStart != "" {
|
|
return strings.TrimRight(m.PerCallStart, " \t\n"), strings.TrimRight(m.PerCallEnd, " \t\n")
|
|
}
|
|
return "", ""
|
|
}
|
|
|
|
// buildCallIDParser creates a parser for call ID markers based on position.
|
|
// Currently only BETWEEN_FUNC_AND_ARGS is supported (matching llama.cpp behavior).
|
|
func buildCallIDParser(p *peg.ChatBuilder, m *ToolFormatMarkers) peg.ParserID {
|
|
if m.CallIDPosition == "between_func_and_args" && m.CallIDPrefix != "" && m.CallIDSuffix != "" {
|
|
return p.Optional(p.Seq(
|
|
p.Literal(m.CallIDPrefix),
|
|
p.ToolID(p.Until(m.CallIDSuffix)),
|
|
p.Literal(m.CallIDSuffix),
|
|
))
|
|
}
|
|
return p.Eps()
|
|
}
|
|
|
|
// parsePEG runs the PEG parser and extracts tool call results.
|
|
func parsePEG(arena *peg.Arena, input string) []FuncCallResults {
|
|
ctx := peg.NewParseContext(input, false)
|
|
result := arena.Parse(ctx)
|
|
|
|
if result.Type != peg.Success {
|
|
inputPreview := input
|
|
if len(inputPreview) > 200 {
|
|
inputPreview = inputPreview[:200] + "..."
|
|
}
|
|
xlog.Debug("[PEG] parse did not succeed", "result_type", result.Type, "input_preview", inputPreview)
|
|
return nil
|
|
}
|
|
|
|
mapper := &peg.ChatPegMapper{}
|
|
mapper.FromAST(&ctx.Ast, &result)
|
|
msg := mapper.Result
|
|
|
|
xlog.Debug("[PEG] parse succeeded", "content_len", len(msg.Content), "reasoning_len", len(msg.ReasoningContent), "tool_calls", len(msg.ToolCalls))
|
|
|
|
if len(msg.ToolCalls) == 0 {
|
|
return nil
|
|
}
|
|
|
|
var results []FuncCallResults
|
|
for _, tc := range msg.ToolCalls {
|
|
xlog.Debug("[PEG] extracted tool call", "name", tc.Name, "id", tc.ID, "args_len", len(tc.Arguments))
|
|
results = append(results, FuncCallResults{
|
|
Name: tc.Name,
|
|
Arguments: tc.Arguments,
|
|
ID: tc.ID,
|
|
})
|
|
}
|
|
return results
|
|
}
|