| #include "chat-auto-parser.h" |
| #include "chat-peg-parser.h" |
| #include "chat.h" |
| #include "common.h" |
| #include "json-schema-to-grammar.h" |
| #include "log.h" |
| #include "nlohmann/json.hpp" |
|
|
| #include <stdexcept> |
| #include <string> |
|
|
| using json = nlohmann::ordered_json; |
|
|
| |
| static void foreach_function(const json & tools, const std::function<void(const json &)> & fn) { |
| for (const auto & tool : tools) { |
| if (!tool.contains("type") || tool.at("type") != "function" || !tool.contains("function")) { |
| continue; |
| } |
| fn(tool); |
| } |
| } |
|
|
| namespace autoparser { |
|
|
| parser_build_context::parser_build_context(common_chat_peg_builder & p, const templates_params & inputs) : |
| p(p), |
| inputs(inputs), |
| reasoning_parser(p.eps()) {} |
|
|
| common_chat_params peg_generator::generate_parser(const common_chat_template & tmpl, |
| const struct templates_params & inputs) { |
| |
| struct autoparser autoparser; |
| autoparser.analyze_template(tmpl); |
| return generate_parser(tmpl, inputs, autoparser); |
| } |
|
|
| common_chat_params peg_generator::generate_parser(const common_chat_template & tmpl, |
| const struct templates_params & inputs, |
| const autoparser & autoparser) { |
| |
| auto parser = autoparser.build_parser(inputs); |
|
|
| |
| common_chat_params data; |
| data.prompt = common_chat_template_direct_apply(tmpl, inputs); |
| data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; |
| data.preserved_tokens = autoparser.preserved_tokens; |
| data.parser = parser.save(); |
|
|
| |
| bool has_tools = |
| autoparser.tools.format.mode != tool_format::NONE && inputs.tools.is_array() && !inputs.tools.empty(); |
| std::string trigger_marker = !autoparser.tools.format.section_start.empty() ? autoparser.tools.format.section_start : |
| autoparser.tools.format.per_call_start; |
|
|
| bool has_response_format = !inputs.json_schema.empty() && inputs.json_schema.is_object(); |
| bool include_grammar = has_response_format || (has_tools && |
| ((inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO && !trigger_marker.empty()) || |
| inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED)); |
|
|
| if (include_grammar) { |
| data.grammar_lazy = !has_response_format && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO; |
| data.grammar = build_grammar([&](const common_grammar_builder & builder) { |
| foreach_function(inputs.tools, [&](const json & tool) { |
| const auto & function = tool.at("function"); |
| auto schema = function.at("parameters"); |
| builder.resolve_refs(schema); |
| }); |
| parser.build_grammar(builder, data.grammar_lazy); |
| }); |
|
|
| |
| if (data.grammar_lazy) { |
| data.grammar_triggers = { |
| { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, trigger_marker } |
| }; |
| } |
| } |
|
|
| return data; |
| } |
|
|
| common_peg_arena autoparser::build_parser(const templates_params & inputs) const { |
| if (!analysis_complete) { |
| throw std::invalid_argument("Cannot call build_parser on autoparser without performing analysis first, call analyze_template(...)"); |
| } |
| return build_chat_peg_parser([&](common_chat_peg_builder & p) { |
| |
| |
| |
| if (tools.format.uses_python_dicts) { |
| p.rule("json-string", p.quoted_string()); |
| } |
|
|
| parser_build_context ctx(p, inputs); |
| bool extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; |
| bool enable_thinking = inputs.enable_thinking; |
|
|
| ctx.extracting_reasoning = extract_reasoning && enable_thinking && reasoning.mode != reasoning_mode::NONE; |
| ctx.content = &content; |
|
|
| |
| ctx.reasoning_parser = reasoning.build_parser(ctx); |
|
|
| bool has_tools = inputs.tools.is_array() && !inputs.tools.empty(); |
| bool has_response_format = inputs.json_schema.is_object() && !inputs.json_schema.empty(); |
|
|
| if (has_response_format) { |
| auto response_format = p.rule("response-format", p.content(p.schema(p.json(), "response-format-schema", inputs.json_schema))); |
| return ctx.reasoning_parser + p.space() + p.choice({ |
| p.literal("```json") + p.space() + response_format + p.space() + p.literal("```"), |
| response_format |
| }) + p.end(); |
| } |
|
|
| if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE && jinja_caps.supports_tool_calls) { |
| return tools.build_parser(ctx); |
| } |
|
|
| return content.build_parser(ctx); |
| }); |
| } |
|
|
| common_peg_parser analyze_reasoning::build_parser(parser_build_context & ctx) const { |
| auto & p = ctx.p; |
|
|
| if (!ctx.extracting_reasoning) { |
| return p.eps(); |
| } |
|
|
| bool thinking_forced_open = (mode == reasoning_mode::FORCED_OPEN); |
| bool thinking_forced_closed = (mode == reasoning_mode::FORCED_CLOSED); |
|
|
| if (thinking_forced_open || thinking_forced_closed) { |
| |
| |
| |
| |
| return p.optional(p.literal(start)) + p.reasoning(p.until(end)) + end; |
| } |
| if (mode == reasoning_mode::TAG_BASED || mode == reasoning_mode::TOOLS_ONLY) { |
| |
| |
| if (!start.empty() && !end.empty()) { |
| return p.optional(start + p.reasoning(p.until(end)) + end); |
| } |
| } else if (mode == reasoning_mode::DELIMITER) { |
| return p.optional(p.reasoning(p.until(end)) + end); |
| } |
|
|
| return p.eps(); |
| } |
|
|
| common_peg_parser analyze_content::build_parser(parser_build_context & ctx) const { |
| auto & p = ctx.p; |
|
|
| if (is_always_wrapped()) { |
| if (ctx.extracting_reasoning) { |
| return ctx.reasoning_parser + start + p.content(p.until(end)) + end + p.end(); |
| } |
| return p.content(p.until(start)) + start + p.content(p.until(end)) + end + p.end(); |
| } |
| return ctx.reasoning_parser + p.content(p.rest()) + p.end(); |
| } |
|
|
| common_peg_parser analyze_content::build_optional_wrapped(parser_build_context & ctx) const { |
| auto & p = ctx.p; |
|
|
| if (is_always_wrapped()) { |
| return p.optional(start + p.content(p.until(end)) + end); |
| } |
| return p.eps(); |
| } |
|
|
| common_peg_parser analyze_tools::build_parser(parser_build_context & ctx) const { |
| switch (format.mode) { |
| case tool_format::JSON_NATIVE: |
| return build_tool_parser_json_native(ctx); |
| case tool_format::TAG_WITH_JSON: |
| return build_tool_parser_tag_json(ctx); |
| case tool_format::TAG_WITH_TAGGED: |
| return build_tool_parser_tag_tagged(ctx); |
| default: |
| LOG_ERR("[ERROR] Template seems to support tool calls, but failed to determine tool format. Tool calling will not work properly. " |
| "Check for a fixed template for your model in the models/templates directory of your llama.cpp installation or " |
| "report an issue at https://github.com/ggml-org/llama.cpp/issues\n"); |
| return ctx.p.eps(); |
| } |
| } |
|
|
| common_peg_parser analyze_tools::build_tool_parser_json_native(parser_build_context & ctx) const { |
| auto & p = ctx.p; |
| const auto & inputs = ctx.inputs; |
| bool force_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; |
|
|
| |
| std::string name_field = format.name_field; |
| std::string args_field = format.args_field; |
|
|
| if (!format.function_field.empty() && format.function_field != "function" && |
| name_field.find('.') == std::string::npos) { |
| name_field = format.function_field + "." + name_field; |
| args_field = format.function_field + "." + args_field; |
| } |
|
|
| auto tools_parser = p.standard_json_tools( |
| format.section_start, format.section_end, inputs.tools, inputs.parallel_tool_calls, |
| inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED, name_field, args_field, format.tools_array_wrapped, |
| format.fun_name_is_key, format.id_field, format.gen_id_field, format.parameter_order); |
|
|
| |
| if (ctx.content && ctx.content->is_always_wrapped()) { |
| auto wrapped_content = ctx.content->build_optional_wrapped(ctx); |
| return ctx.reasoning_parser + wrapped_content + tools_parser + p.end(); |
| } |
|
|
| std::string tool_start = "{"; |
| if (!format.section_start.empty()) { |
| tool_start = format.section_start; |
| } else if (!format.per_call_start.empty()) { |
| tool_start = format.per_call_start; |
| } |
|
|
| return ctx.reasoning_parser + (force_tools ? p.eps() : p.optional(p.content(p.until(tool_start)))) + tools_parser + |
| p.end(); |
| } |
|
|
| common_peg_parser analyze_tools::build_tool_parser_tag_json(parser_build_context & ctx) const { |
| auto & p = ctx.p; |
| const auto & inputs = ctx.inputs; |
| bool force_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; |
|
|
| common_peg_parser tool_choice = p.choice(); |
|
|
| foreach_function(inputs.tools, [&](const json & tool) { |
| const auto & func = tool.at("function"); |
| std::string name = func.at("name"); |
| const auto & schema = func.at("parameters"); |
|
|
| |
| common_peg_parser call_id_section = p.eps(); |
| if (call_id.pos == call_id_position::BETWEEN_FUNC_AND_ARGS && !call_id.prefix.empty() && |
| !call_id.suffix.empty()) { |
| call_id_section = p.optional(call_id.prefix + p.tool_id(p.until(call_id.suffix))) + call_id.suffix; |
| } |
|
|
| auto func_parser = p.tool_open(function.name_prefix + p.tool_name(p.literal(name)) + function.name_suffix) + |
| call_id_section + p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema)); |
| if (!function.close.empty()) { |
| func_parser = func_parser + function.close; |
| } |
| tool_choice |= p.rule("tool-" + name, func_parser); |
| }); |
|
|
| auto require_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; |
|
|
| common_peg_parser tool_calls = p.eps(); |
|
|
| if (!format.per_call_start.empty()) { |
| auto wrapped_call = format.per_call_start + tool_choice + format.per_call_end; |
| if (inputs.parallel_tool_calls) { |
| tool_calls = p.trigger_rule("tool-call", wrapped_call + p.zero_or_more(p.space() + wrapped_call)); |
| } else { |
| tool_calls = p.trigger_rule("tool-call", wrapped_call); |
| } |
| if (!format.section_start.empty()) { |
| tool_calls = p.trigger_rule("tool-calls", |
| p.literal(format.section_start) + p.space() + tool_calls + p.space() + |
| (format.section_end.empty() ? p.end() : p.literal(format.section_end))); |
| } |
| } else { |
| std::string separator = ", "; |
| if (inputs.parallel_tool_calls) { |
| tool_calls = p.trigger_rule("tool-call", format.section_start + tool_choice + |
| p.zero_or_more(separator + tool_choice) + format.section_end); |
| } else { |
| tool_calls = p.trigger_rule("tool-call", format.section_start + tool_choice + format.section_end); |
| } |
| } |
|
|
| if (!require_calls) { |
| tool_calls = p.optional(tool_calls); |
| } |
|
|
| std::string trigger_marker = !format.section_start.empty() ? format.section_start : format.per_call_start; |
| auto content_before_tools = trigger_marker.empty() ? p.eps() : p.until(trigger_marker); |
| return ctx.reasoning_parser + (force_tools ? p.eps() : p.optional(p.content(content_before_tools))) + tool_calls + |
| p.end(); |
| } |
|
|
| common_peg_parser analyze_tools::build_tool_parser_tag_tagged(parser_build_context & ctx) const { |
| auto & p = ctx.p; |
| const auto & inputs = ctx.inputs; |
| bool force_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; |
|
|
| common_peg_parser tool_choice = p.choice(); |
|
|
| foreach_function(inputs.tools, [&](const json & tool) { |
| const auto & func = tool.at("function"); |
| std::string name = func.at("name"); |
| const auto & params = func.at("parameters"); |
|
|
| if (!params.contains("properties") || !params.at("properties").is_object()) { |
| return; |
| } |
|
|
| const auto & properties = params.at("properties"); |
| std::set<std::string> required; |
| if (params.contains("required") && params.at("required").is_array()) { |
| params.at("required").get_to(required); |
| } |
|
|
| |
| std::vector<common_peg_parser> required_parsers; |
| std::vector<common_peg_parser> optional_parsers; |
| for (const auto & [param_name, param_schema] : properties.items()) { |
| bool is_required = required.find(param_name) != required.end(); |
| std::string type = "object"; |
| auto type_obj = param_schema.contains("type") ? param_schema.at("type") : json::object(); |
| if (type_obj.is_string()) { |
| type_obj.get_to(type); |
| } else if (type_obj.is_object()) { |
| if (type_obj.contains("type") && type_obj.at("type").is_string()) { |
| type_obj.at("type").get_to(type); |
| } |
| } |
|
|
| auto arg = p.tool_arg( |
| p.tool_arg_open(arguments.name_prefix + p.tool_arg_name(p.literal(param_name)) + |
| arguments.name_suffix) + |
| arguments.value_prefix + |
| (type == "string" ? p.tool_arg_string_value(p.schema(p.until(arguments.value_suffix), |
| "tool-" + name + "-arg-" + param_name + "-schema", |
| param_schema, true)) : |
| p.tool_arg_json_value(p.schema( |
| p.json(), "tool-" + name + "-arg-" + param_name + "-schema", param_schema, format.uses_python_dicts)) + |
| p.space()) + |
| p.tool_arg_close(p.literal(arguments.value_suffix))); |
|
|
| auto named_arg = p.rule("tool-" + name + "-arg-" + param_name, arg); |
| if (is_required) { |
| required_parsers.push_back(named_arg); |
| } else { |
| optional_parsers.push_back(named_arg); |
| } |
| } |
|
|
| |
| common_peg_parser args_seq = p.eps(); |
| for (size_t i = 0; i < required_parsers.size(); i++) { |
| if (i > 0) { |
| args_seq = args_seq + p.space(); |
| } |
| args_seq = args_seq + required_parsers[i]; |
| } |
|
|
| |
| if (!optional_parsers.empty()) { |
| common_peg_parser any_opt = p.choice(); |
| for (const auto & opt : optional_parsers) { |
| any_opt |= opt; |
| } |
| args_seq = args_seq + p.repeat(p.space() + any_opt, 0, (int) optional_parsers.size()); |
| } |
|
|
| |
| common_peg_parser call_id_section = p.eps(); |
| bool have_call_id = false; |
| if (call_id.pos == call_id_position::BETWEEN_FUNC_AND_ARGS && !call_id.prefix.empty() && |
| !call_id.suffix.empty()) { |
| have_call_id = true; |
| call_id_section = p.optional(call_id.prefix + p.tool_id(p.until(call_id.suffix)) + call_id.suffix); |
| } |
|
|
| bool matched_atomic = false; |
| common_peg_parser func_parser = p.eps(); |
| if (!function.name_suffix.empty()) { |
| func_parser = p.tool_open(function.name_prefix + p.tool_name(p.literal(name)) + function.name_suffix) + |
| call_id_section + p.space() + args_seq; |
| matched_atomic = true; |
| } else if (have_call_id) { |
| func_parser = p.atomic(p.tool_open(function.name_prefix + p.tool_name(p.literal(name)) + function.name_suffix) + |
| call_id_section) + p.space() + args_seq; |
| matched_atomic = true; |
| } else if (!arguments.name_prefix.empty() && properties.size() > 0) { |
| func_parser = p.atomic(p.tool_open(function.name_prefix + p.tool_name(p.literal(name)) + function.name_suffix) + |
| call_id_section + p.space() + p.peek(p.literal(arguments.name_prefix))) + args_seq; |
| matched_atomic = true; |
| } else { |
| func_parser = p.tool_open(function.name_prefix + p.tool_name(p.literal(name)) + function.name_suffix) + |
| call_id_section + p.space() + args_seq; |
| } |
|
|
| if (!function.close.empty()) { |
| func_parser = func_parser + p.space() + p.tool_close(p.literal(function.close)); |
| } else if (!format.per_call_end.empty()) { |
| |
| |
| |
| |
| func_parser = func_parser + p.tool_close(p.peek(p.literal(format.per_call_end))); |
| } else { |
| func_parser = |
| func_parser + p.tool_close(p.space()); |
| } |
| if (!matched_atomic) { |
| func_parser = p.atomic(func_parser); |
| } |
|
|
| tool_choice |= p.rule("tool-" + name, func_parser); |
| }); |
|
|
| auto require_tools = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED; |
|
|
| common_peg_parser tool_calls = p.eps(); |
|
|
| if (!format.per_call_start.empty()) { |
| auto wrapped_call = format.per_call_start + p.space() + tool_choice + p.space() + format.per_call_end; |
| if (inputs.parallel_tool_calls) { |
| tool_calls = p.trigger_rule("tool-call", wrapped_call + p.zero_or_more(p.space() + wrapped_call)); |
| } else { |
| tool_calls = p.trigger_rule("tool-call", wrapped_call); |
| } |
| if (!format.section_start.empty()) { |
| tool_calls = p.trigger_rule("tool-calls", |
| p.literal(format.section_start) + p.space() + tool_calls + p.space() + |
| (format.section_end.empty() ? p.end() : p.literal(format.section_end))); |
| } |
| } else { |
| std::string separator = ", "; |
|
|
| if (inputs.parallel_tool_calls) { |
| tool_calls = p.trigger_rule("tool-call", format.section_start + p.space() + tool_choice + |
| p.zero_or_more(separator + tool_choice) + p.space() + |
| format.section_end); |
| } else { |
| tool_calls = p.trigger_rule( |
| "tool-call", format.section_start + p.space() + tool_choice + p.space() + format.section_end); |
| } |
| } |
|
|
| if (!require_tools) { |
| tool_calls = p.optional(tool_calls); |
| } |
|
|
| std::string trigger_marker = !format.section_start.empty() ? format.section_start : format.per_call_start; |
| auto content_before_tools = trigger_marker.empty() ? p.eps() : p.until(trigger_marker); |
| return ctx.reasoning_parser + (force_tools ? p.eps() : p.optional(p.content(content_before_tools))) + tool_calls + |
| p.end(); |
| } |
|
|
| } |
|
|