forked from ggml-org/llama.cpp
-
Notifications
You must be signed in to change notification settings - Fork 4
Expand file tree
/
Copy pathchat-auto-parser-generator.cpp
More file actions
547 lines (464 loc) · 24.5 KB
/
Copy pathchat-auto-parser-generator.cpp
File metadata and controls
547 lines (464 loc) · 24.5 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
#include "chat-auto-parser-helpers.h"
#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;
// Helper to iterate over tools/functions
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 generation_params & inputs) :
p(p),
inputs(inputs),
reasoning_parser(p.eps()) {}
common_chat_params peg_generator::generate_parser(const common_chat_template & tmpl,
const struct generation_params & inputs) {
// Run differential analysis to extract template structure
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 generation_params & inputs,
const autoparser & autoparser) {
// Create the result structure
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;
auto parser = autoparser.build_parser(inputs);
data.parser = parser.save();
// Build grammar if tools are present
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.contains("parameters") ? function.at("parameters") : json::object();
builder.resolve_refs(schema);
});
parser.build_grammar(builder, data.grammar_lazy);
});
// Set grammar triggers based on tool section markers (fall back to per-call markers)
if (data.grammar_lazy) {
data.grammar_triggers = {
{ COMMON_GRAMMAR_TRIGGER_TYPE_WORD, trigger_marker }
};
}
}
return data;
}
common_peg_arena autoparser::build_parser(const generation_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) {
parser_build_context ctx(p, inputs);
bool extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
ctx.extracting_reasoning = extract_reasoning && reasoning.mode != reasoning_mode::NONE;
ctx.content = &content;
// Build reasoning parser
ctx.reasoning_parser = reasoning.build_parser(ctx);
auto parser = p.eps();
bool has_tools = inputs.tools.is_array() && !inputs.tools.empty();
bool has_response_format = inputs.json_schema.is_object() && !inputs.json_schema.empty();
bool pure_content = reasoning.mode == reasoning_mode::NONE;
if (has_response_format) {
auto response_format = p.rule("response-format", p.content(p.schema(p.json(), "response-format-schema", inputs.json_schema)));
parser = ctx.reasoning_parser + p.space() + p.choice({
p.literal("```json") + p.space() + response_format + p.space() + p.literal("```"),
response_format
}) + p.end();
pure_content = false;
} else if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE && jinja_caps.supports_tool_calls) {
parser = tools.build_parser(ctx);
pure_content = false;
} else {
parser = content.build_parser(ctx);
}
return pure_content ? p.prefix(inputs.generation_prompt, reasoning.start) + parser : p.prefix(inputs.generation_prompt, reasoning.start) << parser;
});
}
common_peg_parser analyze_reasoning::build_parser(parser_build_context & ctx) const {
auto & p = ctx.p;
if (!ctx.extracting_reasoning) {
return p.eps();
}
if (mode == reasoning_mode::TAG_BASED || mode == reasoning_mode::TOOLS_ONLY) {
if (!end.empty()) {
if (!start.empty()) {
// Standard tag-based: optional(<think>reasoning</think>)
return p.optional(start + p.reasoning(p.until(end)) + end + p.space());
}
// Delimiter-style (empty start)
return p.optional(p.reasoning(p.until(end)) + end + p.space());
}
}
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);
case tool_format::TAG_WITH_GEMMA4_DICT:
return build_tool_parser_tag_gemma4_dict(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;
// Build effective field names with dot notation if function_field is set
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);
// Handle content wrappers if present
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.contains("parameters") ? func.at("parameters") : json::object();
// Build call_id parser based on position (if supported)
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 = ", "; // Default
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.contains("parameters") ? func.at("parameters") : json::object();
const auto & properties = params.contains("properties") ? params.at("properties") : json::object();
std::set<std::string> required;
// Build parser for each argument, separating required and optional
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, false)) +
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);
}
}
// Build required arg sequence in definition order
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];
}
// Build optional args with flexible ordering
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());
}
// Build call_id parser based on position (if supported)
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() && !required_parsers.empty()) {
// Only peek for an arg tag when there are required args that must follow.
// When all args are optional, the model may emit no arg tags at all (#20650).
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()) {
// When there's no func_close but there is a per_call_end marker, use peek() to ensure
// we only emit tool_close when we can actually see the closing marker. This prevents
// premature closing during partial parsing when we've seen e.g. "</" which could be
// either "</tool_call>" (end) or "<arg_key>" prefix that failed to match.
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()); // force this to process tool closing callbacks in mapper
}
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 = ", "; // Default
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();
}
common_peg_parser analyze_tools::build_tool_parser_tag_gemma4_dict(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;
// The Gemma4 string quote token used in place of JSON "
static const std::string QUOTE = "<|\"|>";
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()) {
// No arguments - just match the function name with empty braces
auto func_parser = p.atomic(
p.tool_open(p.literal(function.name_prefix) + p.tool_name(p.literal(name)) + p.literal("{")) +
p.tool_args(p.eps()) +
p.tool_close(p.literal("}")));
tool_choice |= p.rule("tool-" + name, func_parser);
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);
}
// Build per-argument parsers, sorted alphabetically (matching template's dictsort)
struct arg_entry {
std::string param_name;
common_peg_parser parser;
};
std::vector<arg_entry> arg_entries;
for (const auto & [param_name, param_schema] : properties.items()) {
std::string type = "object";
auto type_v = param_schema.contains("type") ? param_schema.at("type") : json::object();
if (type_v.is_string()) type_v.get_to(type);
common_peg_parser value_parser = p.eps();
if (type == "string") {
// String values are delimited by <|"|>...<|"|>
value_parser =
p.literal(QUOTE) +
p.tool_arg_string_value(p.schema(p.until(QUOTE),
"tool-" + name + "-arg-" + param_name + "-schema", param_schema, true)) +
p.literal(QUOTE);
} else {
// Numbers, booleans: raw text up to the next comma or closing brace
value_parser = p.tool_arg_value(p.until_one_of({",", "}"}));
}
auto arg = p.tool_arg(
p.tool_arg_open(p.tool_arg_name(p.literal(param_name)) + p.literal(":")) +
value_parser +
p.tool_arg_close(p.eps()));
arg_entries.push_back({param_name, p.rule("tool-" + name + "-arg-" + param_name, arg)});
}
// Sort alphabetically to match Jinja's dictsort
std::sort(arg_entries.begin(), arg_entries.end(), [](const auto & a, const auto & b) {
return a.param_name < b.param_name;
});
// Build arg sequence: any arg, then zero-or-more comma-separated additional args
common_peg_parser args_seq = p.eps();
if (!arg_entries.empty()) {
common_peg_parser any_arg = p.choice();
for (auto & entry : arg_entries) {
any_arg |= entry.parser;
}
args_seq = p.optional(
any_arg + p.repeat(p.literal(",") + any_arg, 0, (int) arg_entries.size() - 1));
}
// Full parser: call:name{args}
auto func_parser = p.atomic(
p.tool_open(p.literal(function.name_prefix) + p.tool_name(p.literal(name)) + p.literal("{")) +
p.tool_args(args_seq) +
p.tool_close(p.literal("}")));
tool_choice |= p.rule("tool-" + name, func_parser);
});
// Wrap each call in <|tool_call>...</tool_call|>
auto wrapped_call = p.literal(format.per_call_start) + tool_choice + p.literal(format.per_call_end);
common_peg_parser tool_calls = p.eps();
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 (!force_tools) {
tool_calls = p.optional(tool_calls);
}
auto content_before_tools = p.until(format.per_call_start);
return ctx.reasoning_parser +
(force_tools ? p.eps() : p.optional(p.content(content_before_tools))) +
tool_calls + p.end();
}
} // namespace autoparser