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#include "chat-parser.h"
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#include "chat-peg-parser.h"
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#include "common.h"
#include "log.h"
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#include "peg-parser.h"
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#include "regex-partial.h"
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#include <algorithm>
#include <cctype>
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#include <optional>
#include <stdexcept>
#include <string>
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#include <string_view>
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#include <vector>
using json = nlohmann :: ordered_json ;
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static void parse_prefixed_json_tool_call_array ( common_chat_msg_parser & builder ,
const common_regex & prefix ,
size_t rstrip_prefix = 0 ) {
static const std :: vector < std :: vector < std :: string >> args_paths = { { "arguments" } };
if ( auto res = builder . try_find_regex ( prefix )) {
builder . move_back ( rstrip_prefix );
auto tool_calls = builder . consume_json_with_dumped_args ( args_paths );
if ( ! builder . add_tool_calls ( tool_calls . value ) || tool_calls . is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call array" );
}
} else {
builder . add_content ( builder . consume_rest ());
}
}
static std :: string wrap_code_as_arguments ( common_chat_msg_parser & builder , const std :: string & code ) {
std :: string arguments ;
if ( builder . is_partial ()) {
arguments = ( json {
{ "code" , code + builder . healing_marker () }
})
. dump ();
auto idx = arguments . find ( builder . healing_marker ());
if ( idx != std :: string :: npos ) {
arguments . resize ( idx );
}
} else {
arguments = ( json {
{ "code" , code }
})
. dump ();
}
return arguments ;
}
/**
* Takes a prefix regex that must have 1 group to capture the function name, a closing suffix, and expects json parameters in between.
* Aggregates the prefix, suffix and in-between text into the content.
*/
static void parse_json_tool_calls (
common_chat_msg_parser & builder ,
const std :: optional < common_regex > & block_open ,
const std :: optional < common_regex > & function_regex_start_only ,
const std :: optional < common_regex > & function_regex ,
const common_regex & close_regex ,
const std :: optional < common_regex > & block_close ,
bool allow_raw_python = false ,
const std :: function < std :: string ( const common_chat_msg_parser :: find_regex_result & fres ) > & get_function_name =
nullptr ) {
auto parse_tool_calls = [ & ]() {
size_t from = std :: string :: npos ;
auto first = true ;
while ( true ) {
auto start_pos = builder . pos ();
auto res = function_regex_start_only && first ? builder . try_consume_regex ( * function_regex_start_only ) :
function_regex ? builder . try_find_regex ( * function_regex , from ) :
std :: nullopt ;
if ( res ) {
std :: string name ;
if ( get_function_name ) {
name = get_function_name ( * res );
} else {
GGML_ASSERT ( res -> groups . size () == 2 );
name = builder . str ( res -> groups [ 1 ]);
}
first = false ;
if ( name . empty ()) {
// get_function_name signalled us that we should skip this match and treat it as content.
from = res -> groups [ 0 ]. begin + 1 ;
continue ;
}
from = std :: string :: npos ;
auto maybe_raw_python = name == "python" && allow_raw_python ;
if ( builder . input ()[ builder . pos ()] == '{' || ! maybe_raw_python ) {
if ( auto arguments = builder . try_consume_json_with_dumped_args ({ {} })) {
if ( ! builder . add_tool_call ( name , "" , arguments -> value ) || arguments -> is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
builder . consume_regex ( close_regex );
}
continue ;
}
if ( maybe_raw_python ) {
auto arguments = wrap_code_as_arguments ( builder , builder . consume_rest ());
if ( ! builder . add_tool_call ( name , "" , arguments )) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
return ;
}
throw common_chat_msg_partial_exception ( "incomplete tool call" );
} else {
builder . move_to ( start_pos );
}
break ;
}
if ( block_close ) {
builder . consume_regex ( * block_close );
}
builder . consume_spaces ();
builder . add_content ( builder . consume_rest ());
};
if ( block_open ) {
if ( auto res = builder . try_find_regex ( * block_open )) {
parse_tool_calls ();
} else {
builder . add_content ( builder . consume_rest ());
}
} else {
parse_tool_calls ();
}
}
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common_chat_msg_parser :: common_chat_msg_parser ( const std :: string & input , bool is_partial , const common_chat_parser_params & syntax )
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: input_ ( input ), is_partial_ ( is_partial ), syntax_ ( syntax )
{
result_ . role = "assistant" ;
while ( true ) {
std :: string id = std :: to_string ( std :: rand ());
if ( input . find ( id ) == std :: string :: npos ) {
healing_marker_ = id ;
break ;
}
}
}
std :: string common_chat_msg_parser :: str ( const common_string_range & rng ) const {
GGML_ASSERT ( rng . begin <= rng . end );
return input_ . substr ( rng . begin , rng . end - rng . begin );
}
void common_chat_msg_parser :: add_content ( const std :: string & content ) {
result_ . content += content ;
}
void common_chat_msg_parser :: add_reasoning_content ( const std :: string & reasoning_content ) {
result_ . reasoning_content += reasoning_content ;
}
bool common_chat_msg_parser :: add_tool_call ( const std :: string & name , const std :: string & id , const std :: string & arguments ) {
if ( name . empty ()) {
return false ;
}
common_chat_tool_call tool_call ;
tool_call . name = name ;
tool_call . arguments = arguments ;
tool_call . id = id ;
// LOG_DBG("Tool call arguments:\n\traw: %s\n\tresult: %s\n", arguments.c_str(), tool_call.arguments.c_str());
result_ . tool_calls . emplace_back ( tool_call );
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return true ;
}
bool common_chat_msg_parser :: add_tool_call ( const json & tool_call ) {
std :: string name = tool_call . contains ( "name" ) ? tool_call . at ( "name" ) : "" ;
std :: string id = tool_call . contains ( "id" ) ? tool_call . at ( "id" ) : "" ;
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std :: string arguments = "" ;
if ( tool_call . contains ( "arguments" )) {
if ( tool_call . at ( "arguments" ). is_object ()) {
arguments = tool_call . at ( "arguments" ). dump ();
} else {
arguments = tool_call . at ( "arguments" );
}
}
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return add_tool_call ( name , id , arguments );
}
bool common_chat_msg_parser :: add_tool_calls ( const json & arr ) {
for ( const auto & item : arr ) {
if ( ! add_tool_call ( item )) {
return false ;
}
}
return true ;
}
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bool common_chat_msg_parser :: add_tool_call_short_form ( const json & tool_call ) {
if ( ! tool_call . is_object () || tool_call . size () != 1 ) {
return false ;
}
// Get the tool name (the single key in the object)
auto it = tool_call . begin ();
std :: string name = it . key ();
if ( name . empty ()) {
return false ;
}
// Get the arguments (the nested object)
const json & args_json = it . value ();
std :: string arguments = "" ;
if ( args_json . is_object ()) {
arguments = args_json . dump ();
} else if ( args_json . is_string ()) {
arguments = args_json ;
} else if ( ! args_json . is_null ()) {
// For other types, convert to string representation
arguments = args_json . dump ();
}
return add_tool_call ( name , "" , arguments );
}
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void common_chat_msg_parser :: finish () {
if ( ! is_partial_ && pos_ != input_ . size ()) {
throw std :: runtime_error ( "Unexpected content at end of input" ); // + input_.substr(pos_));
}
}
bool common_chat_msg_parser :: consume_spaces () {
const auto length = input_ . size ();
auto consumed = false ;
while ( pos_ < length && std :: isspace ( input_ [ pos_ ])) {
++ pos_ ;
consumed = true ;
}
return consumed ;
}
bool common_chat_msg_parser :: try_consume_literal ( const std :: string & literal ) {
auto pos = pos_ ;
for ( auto i = 0u ; i < literal . size (); ++ i ) {
if ( pos >= input_ . size ()) {
return false ;
}
if ( input_ [ pos ] != literal [ i ]) {
return false ;
}
++ pos ;
}
pos_ = pos ;
return true ;
}
std :: optional < common_chat_msg_parser :: find_regex_result > common_chat_msg_parser :: try_find_literal ( const std :: string & literal ) {
auto idx = input_ . find ( literal , pos_ );
if ( idx != std :: string :: npos ) {
find_regex_result res ;
res . prelude = input_ . substr ( pos_ , idx - pos_ );
auto end = idx + literal . size ();
res . groups . emplace_back ( common_string_range { idx , end });
move_to ( end );
return res ;
}
if ( is_partial_ ) {
idx = string_find_partial_stop ( input_ , literal );
if ( idx != std :: string :: npos && idx >= pos_ ) {
find_regex_result res ;
res . prelude = input_ . substr ( pos_ , idx - pos_ );
auto end = input_ . size ();
res . groups . emplace_back ( common_string_range { idx , end });
move_to ( end );
return res ;
}
}
return std :: nullopt ;
}
void common_chat_msg_parser :: consume_literal ( const std :: string & literal ) {
if ( ! try_consume_literal ( literal )) {
throw common_chat_msg_partial_exception ( literal );
}
}
bool common_chat_msg_parser :: try_parse_reasoning ( const std :: string & start_think , const std :: string & end_think ) {
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std :: string pending_reasoning_prefix ;
if ( syntax_ . reasoning_format == COMMON_REASONING_FORMAT_NONE ) {
return false ;
}
auto set_reasoning_prefix = [ & ]( size_t prefix_pos ) {
if ( ! syntax_ . thinking_forced_open || syntax_ . reasoning_in_content ) {
return ;
}
if ( prefix_pos + start_think . size () > input_ . size ()) {
pending_reasoning_prefix . clear ();
return ;
}
// Capture the exact literal that opened the reasoning section so we can
// surface it back to callers. This ensures formats that force the
// reasoning tag open (e.g. DeepSeek R1) retain their original prefix
// instead of dropping it during parsing.
pending_reasoning_prefix = input_ . substr ( prefix_pos , start_think . size ());
};
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auto handle_reasoning = [ & ]( const std :: string & reasoning , bool closed ) {
auto stripped_reasoning = string_strip ( reasoning );
if ( stripped_reasoning . empty ()) {
return ;
}
if ( syntax_ . reasoning_in_content ) {
add_content ( syntax_ . reasoning_format == COMMON_REASONING_FORMAT_DEEPSEEK ? "<think>" : start_think );
add_content ( stripped_reasoning );
if ( closed ) {
add_content ( syntax_ . reasoning_format == COMMON_REASONING_FORMAT_DEEPSEEK ? "</think>" : end_think );
}
} else {
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if ( ! pending_reasoning_prefix . empty ()) {
add_reasoning_content ( pending_reasoning_prefix );
pending_reasoning_prefix . clear ();
}
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add_reasoning_content ( stripped_reasoning );
}
};
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const size_t saved_pos = pos_ ;
const size_t saved_content_size = result_ . content . size ();
const size_t saved_reasoning_size = result_ . reasoning_content . size ();
auto restore_state = [ & ]() {
move_to ( saved_pos );
result_ . content . resize ( saved_content_size );
result_ . reasoning_content . resize ( saved_reasoning_size );
};
// Allow leading whitespace to be preserved as content when reasoning is present at the start
size_t cursor = pos_ ;
size_t whitespace_end = cursor ;
while ( whitespace_end < input_ . size () && std :: isspace ( static_cast < unsigned char > ( input_ [ whitespace_end ]))) {
++ whitespace_end ;
}
if ( whitespace_end >= input_ . size ()) {
restore_state ();
if ( syntax_ . thinking_forced_open ) {
auto rest = input_ . substr ( saved_pos );
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if ( ! rest . empty ()) {
handle_reasoning ( rest , /* closed */ ! is_partial ());
}
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move_to ( input_ . size ());
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return true ;
}
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return false ;
}
cursor = whitespace_end ;
const size_t remaining = input_ . size () - cursor ;
const size_t start_prefix = std :: min ( start_think . size (), remaining );
const bool has_start_tag = input_ . compare ( cursor , start_prefix , start_think , 0 , start_prefix ) == 0 ;
if ( has_start_tag && start_prefix < start_think . size ()) {
move_to ( input_ . size ());
return true ;
}
if ( has_start_tag ) {
if ( whitespace_end > pos_ ) {
add_content ( input_ . substr ( pos_ , whitespace_end - pos_ ));
}
set_reasoning_prefix ( cursor );
cursor += start_think . size ();
} else if ( syntax_ . thinking_forced_open ) {
cursor = whitespace_end ;
} else {
restore_state ();
return false ;
}
while ( true ) {
if ( cursor >= input_ . size ()) {
move_to ( input_ . size ());
return true ;
}
size_t end_pos = input_ . find ( end_think , cursor );
if ( end_pos == std :: string :: npos ) {
std :: string_view remaining_view ( input_ . data () + cursor , input_ . size () - cursor );
size_t partial_off = string_find_partial_stop ( remaining_view , end_think );
size_t reasoning_end = partial_off == std :: string :: npos ? input_ . size () : cursor + partial_off ;
if ( reasoning_end > cursor ) {
handle_reasoning ( input_ . substr ( cursor , reasoning_end - cursor ), /* closed */ partial_off == std :: string :: npos && ! is_partial ());
}
move_to ( input_ . size ());
return true ;
}
if ( end_pos > cursor ) {
handle_reasoning ( input_ . substr ( cursor , end_pos - cursor ), /* closed */ true );
} else {
handle_reasoning ( "" , /* closed */ true );
}
cursor = end_pos + end_think . size ();
while ( cursor < input_ . size () && std :: isspace ( static_cast < unsigned char > ( input_ [ cursor ]))) {
++ cursor ;
}
const size_t next_remaining = input_ . size () - cursor ;
if ( next_remaining == 0 ) {
move_to ( cursor );
return true ;
}
const size_t next_prefix = std :: min ( start_think . size (), next_remaining );
if ( input_ . compare ( cursor , next_prefix , start_think , 0 , next_prefix ) == 0 ) {
if ( next_prefix < start_think . size ()) {
move_to ( input_ . size ());
return true ;
}
set_reasoning_prefix ( cursor );
cursor += start_think . size ();
continue ;
}
move_to ( cursor );
return true ;
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}
}
std :: string common_chat_msg_parser :: consume_rest () {
auto rest = input_ . substr ( pos_ );
pos_ = input_ . size ();
return rest ;
}
// Tries to find the regex, consumes it (pos right after it) and gives the prelude (right before it) and the groups to the callback.
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std :: optional < common_chat_msg_parser :: find_regex_result > common_chat_msg_parser :: try_find_regex ( const common_regex & regex , size_t from , bool add_prelude_to_content ) {
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auto m = regex . search ( input_ , from == std :: string :: npos ? pos_ : from );
if ( m . type == COMMON_REGEX_MATCH_TYPE_NONE ) {
return std :: nullopt ;
}
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auto prelude = input_ . substr ( pos_ , m . groups [ 0 ]. begin - pos_ );
pos_ = m . groups [ 0 ]. end ;
if ( add_prelude_to_content ) {
add_content ( prelude );
}
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if ( m . type == COMMON_REGEX_MATCH_TYPE_PARTIAL ) {
if ( is_partial ()) {
throw common_chat_msg_partial_exception ( regex . str ());
}
return std :: nullopt ;
}
return find_regex_result { prelude , m . groups };
}
common_chat_msg_parser :: find_regex_result common_chat_msg_parser :: consume_regex ( const common_regex & regex ) {
if ( auto result = try_consume_regex ( regex )) {
return * result ;
}
throw common_chat_msg_partial_exception ( regex . str ());
}
std :: optional < common_chat_msg_parser :: find_regex_result > common_chat_msg_parser :: try_consume_regex ( const common_regex & regex ) {
auto m = regex . search ( input_ , pos_ );
if ( m . type == COMMON_REGEX_MATCH_TYPE_NONE ) {
return std :: nullopt ;
}
if ( m . type == COMMON_REGEX_MATCH_TYPE_PARTIAL ) {
if ( is_partial ()) {
throw common_chat_msg_partial_exception ( regex . str ());
}
return std :: nullopt ;
}
if ( m . groups [ 0 ]. begin != pos_ ) {
// Didn't match at the current position.
return std :: nullopt ;
}
pos_ = m . groups [ 0 ]. end ;
return find_regex_result {
/* .prelude = */ "" ,
m . groups ,
};
}
std :: optional < common_json > common_chat_msg_parser :: try_consume_json () {
auto it = input_ . cbegin () + pos_ ;
const auto end = input_ . cend ();
common_json result ;
if ( ! common_json_parse ( it , end , healing_marker_ , result )) {
return std :: nullopt ;
}
pos_ = std :: distance ( input_ . cbegin (), it );
if ( result . healing_marker . marker . empty ()) {
// No healing marker, just return the parsed json
return result ;
}
if ( ! is_partial ()) {
throw common_chat_msg_partial_exception ( "JSON" );
}
return result ;
}
common_json common_chat_msg_parser :: consume_json () {
if ( auto result = try_consume_json ()) {
return * result ;
}
throw common_chat_msg_partial_exception ( "JSON" );
}
common_chat_msg_parser :: consume_json_result common_chat_msg_parser :: consume_json_with_dumped_args (
const std :: vector < std :: vector < std :: string >> & args_paths ,
const std :: vector < std :: vector < std :: string >> & content_paths
) {
if ( auto result = try_consume_json_with_dumped_args ( args_paths , content_paths )) {
return * result ;
}
throw common_chat_msg_partial_exception ( "JSON" );
}
std :: optional < common_chat_msg_parser :: consume_json_result > common_chat_msg_parser :: try_consume_json_with_dumped_args (
const std :: vector < std :: vector < std :: string >> & args_paths ,
const std :: vector < std :: vector < std :: string >> & content_paths
) {
auto partial = try_consume_json ();
if ( ! partial ) {
return std :: nullopt ;
}
auto is_arguments_path = [ & ]( const std :: vector < std :: string > & path ) {
return std :: find ( args_paths . begin (), args_paths . end (), path ) != args_paths . end ();
};
auto is_content_path = [ & ]( const std :: vector < std :: string > & path ) {
return std :: find ( content_paths . begin (), content_paths . end (), path ) != content_paths . end ();
};
if ( partial -> healing_marker . marker . empty ()) {
if ( args_paths . empty ()) {
// No arguments to dump, and JSON was parsed fully.
return consume_json_result {
partial -> json ,
/* .is_partial = */ false ,
};
}
if ( is_arguments_path ({})) {
// Entire JSON is the arguments and was parsed fully.
return consume_json_result {
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partial -> json . dump ( /* indent */ - 1 , /* indent_char */ ' ' , /* ensure_ascii */ true ),
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/* .is_partial = */ false ,
};
}
}
LOG_DBG ( "Parsed partial JSON: %s (json_healing_marker: %s) \n " , partial -> json . dump (). c_str (), partial -> healing_marker . json_dump_marker . c_str ());
auto found_healing_marker = false ;
std :: vector < std :: string > path ;
std :: function < json ( const json & ) > remove_unsupported_healings_and_dump_args = [ & ]( const json & j ) -> json {
if ( is_arguments_path ( path )) {
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auto arguments = j . dump ( /* indent */ - 1 , /* indent_char */ ' ' , /* ensure_ascii */ true );
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if ( is_partial () && ! partial -> healing_marker . marker . empty ()) {
auto idx = arguments . find ( partial -> healing_marker . json_dump_marker );
if ( idx != std :: string :: npos ) {
arguments . resize ( idx );
found_healing_marker = true ;
}
if ( arguments == " \" " ) {
// This happens because of completing `:"$magic` after `"arguments"`
arguments = "" ;
}
}
return arguments ;
}
if ( is_content_path ( path )) {
if ( ! j . is_string ()) {
throw std :: runtime_error ( "Content path must be a string" );
}
std :: string str = j ;
auto idx = str . find ( partial -> healing_marker . marker ); // not using json_dump_marker as we're inside a string
if ( idx != std :: string :: npos ) {
str . resize ( idx );
found_healing_marker = true ;
}
return str ;
}
if ( j . is_object ()) {
auto obj = json :: object ();
for ( const auto & p : j . items ()) {
const auto & key = p . key ();
const auto & value = p . value ();
const std :: string key_str = key ; // NOLINT
auto idx = key_str . find ( healing_marker_ );
if ( idx != std :: string :: npos ) {
found_healing_marker = true ;
break ;
}
path . push_back ( key_str );
if ( value . is_string ()) {
const std :: string value_str = value ;
if ( value_str . find ( healing_marker_ ) != std :: string :: npos ) {
found_healing_marker = true ;
if ( is_content_path ( path )) {
if ( partial -> healing_marker . marker == partial -> healing_marker . json_dump_marker ) {
// The healing occurred inside the string: good. Otherwise we just ditch the entire key/value pair.
obj [ key ] = remove_unsupported_healings_and_dump_args ( value );
}
}
break ;
}
obj [ key ] = value ;
} else {
obj [ key ] = remove_unsupported_healings_and_dump_args ( value );
}
path . pop_back ();
}
return obj ;
}
if ( j . is_array ()) {
auto arr = json :: array ();
for ( const auto & value : j ) {
if ( value . is_string ()) {
std :: string str = value ;
auto idx = str . find ( healing_marker_ );
if ( idx != std :: string :: npos ) {
// Don't heal array values that aren't in the arguments.
found_healing_marker = true ;
break ;
}
}
arr . push_back ( remove_unsupported_healings_and_dump_args ( value ));
}
return arr ;
}
return j ;
};
auto cleaned = remove_unsupported_healings_and_dump_args ( partial -> json );
LOG_DBG ( "Cleaned up JSON %s to %s (json_healing_marker : '%s') \n " , partial -> json . dump (). c_str (), cleaned . dump (). c_str (), partial -> healing_marker . json_dump_marker . c_str ());
return consume_json_result {
cleaned ,
/* .is_partial = */ found_healing_marker ,
};
}
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void common_chat_msg_parser :: clear_tools () {
result_ . tool_calls . clear ();
}
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/**
* All common_chat_parse_* moved from chat.cpp to chat-parser.cpp below
* to reduce incremental compile time for parser changes.
*/
static void common_chat_parse_generic ( common_chat_msg_parser & builder ) {
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
static const std :: vector < std :: vector < std :: string >> content_paths = {
{ "response" },
};
static const std :: vector < std :: vector < std :: string >> args_paths = {
{ "tool_call" , "arguments" },
{ "tool_calls" , "arguments" },
};
auto data = builder . consume_json_with_dumped_args ( args_paths , content_paths );
if ( data . value . contains ( "tool_calls" )) {
if ( ! builder . add_tool_calls ( data . value . at ( "tool_calls" )) || data . is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool calls" );
}
} else if ( data . value . contains ( "tool_call" )) {
if ( ! builder . add_tool_call ( data . value . at ( "tool_call" )) || data . is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
} else if ( data . value . contains ( "response" )) {
const auto & response = data . value . at ( "response" );
builder . add_content ( response . is_string () ? response . template get < std :: string > () : response . dump ( 2 ));
if ( data . is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete response" );
}
} else {
throw common_chat_msg_partial_exception ( "Expected 'tool_call', 'tool_calls' or 'response' in JSON" );
}
}
static void common_chat_parse_mistral_nemo ( common_chat_msg_parser & builder ) {
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
static const common_regex prefix ( regex_escape ( "[TOOL_CALLS]" ));
parse_prefixed_json_tool_call_array ( builder , prefix );
}
static void common_chat_parse_magistral ( common_chat_msg_parser & builder ) {
builder . try_parse_reasoning ( "[THINK]" , "[/THINK]" );
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
static const common_regex prefix ( regex_escape ( "[TOOL_CALLS]" ));
parse_prefixed_json_tool_call_array ( builder , prefix );
}
static void common_chat_parse_command_r7b ( common_chat_msg_parser & builder ) {
builder . try_parse_reasoning ( "<|START_THINKING|>" , "<|END_THINKING|>" );
static const common_regex start_action_regex ( "< \\ |START_ACTION \\ |>" );
static const common_regex end_action_regex ( "< \\ |END_ACTION \\ |>" );
static const common_regex start_response_regex ( "< \\ |START_RESPONSE \\ |>" );
static const common_regex end_response_regex ( "< \\ |END_RESPONSE \\ |>" );
if ( auto res = builder . try_find_regex ( start_action_regex )) {
// If we didn't extract thoughts, prelude includes them.
auto tool_calls = builder . consume_json_with_dumped_args ({{ "parameters" }});
for ( const auto & tool_call : tool_calls . value ) {
std :: string name = tool_call . contains ( "tool_name" ) ? tool_call . at ( "tool_name" ) : "" ;
std :: string id = tool_call . contains ( "tool_call_id" ) ? tool_call . at ( "tool_call_id" ) : "" ;
std :: string arguments = tool_call . contains ( "parameters" ) ? tool_call . at ( "parameters" ) : "" ;
if ( ! builder . add_tool_call ( name , id , arguments ) || tool_calls . is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
}
if ( tool_calls . is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
builder . consume_regex ( end_action_regex );
} else if ( auto res = builder . try_find_regex ( start_response_regex )) {
if ( ! builder . try_find_regex ( end_response_regex )) {
builder . add_content ( builder . consume_rest ());
throw common_chat_msg_partial_exception ( end_response_regex . str ());
}
} else {
builder . add_content ( builder . consume_rest ());
}
}
static void common_chat_parse_llama_3_1 ( common_chat_msg_parser & builder , bool with_builtin_tools = false ) {
builder . try_parse_reasoning ( "<think>" , "</think>" );
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
static const common_regex function_regex (
" \\ s* \\ { \\ s*(?: \" type \"\\ s*: \\ s* \" function \"\\ s*, \\ s*)? \" name \"\\ s*: \\ s* \" ([^ \" ]+) \"\\ s*, \\ s* \" parameters \"\\ s*: " );
static const common_regex close_regex ( " \\ } \\ s*" );
static const common_regex function_name_regex ( " \\ s*( \\ w+) \\ s* \\ . \\ s*call \\ (" );
static const common_regex arg_name_regex ( " \\ s*( \\ w+) \\ s*= \\ s*" );
if ( with_builtin_tools ) {
static const common_regex builtin_call_regex ( "< \\ |python_tag \\ |>" );
if ( auto res = builder . try_find_regex ( builtin_call_regex )) {
auto fun_res = builder . consume_regex ( function_name_regex );
auto function_name = builder . str ( fun_res . groups [ 1 ]);
common_healing_marker healing_marker ;
json args = json :: object ();
while ( true ) {
if ( auto arg_res = builder . try_consume_regex ( arg_name_regex )) {
auto arg_name = builder . str ( arg_res -> groups [ 1 ]);
auto partial = builder . consume_json ();
args [ arg_name ] = partial . json ;
healing_marker . marker = partial . healing_marker . marker ;
healing_marker . json_dump_marker = partial . healing_marker . json_dump_marker ;
builder . consume_spaces ();
if ( ! builder . try_consume_literal ( "," )) {
break ;
}
} else {
break ;
}
}
builder . consume_literal ( ")" );
builder . consume_spaces ();
auto arguments = args . dump ();
if ( ! builder . add_tool_call ( function_name , "" , arguments )) {
throw common_chat_msg_partial_exception ( "Incomplete tool call" );
}
return ;
}
}
parse_json_tool_calls (
builder ,
/* block_open= */ std :: nullopt ,
/* function_regex_start_only= */ function_regex ,
/* function_regex= */ std :: nullopt ,
close_regex ,
std :: nullopt );
}
static void common_chat_parse_deepseek_r1 ( common_chat_msg_parser & builder ) {
builder . try_parse_reasoning ( "<think>" , "</think>" );
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
static const common_regex tool_calls_begin ( "(?:<| tool▁calls▁begin| >|<| tool_calls_begin| >|<| tool calls begin| >|<| tool \\\\ _calls \\\\ _begin| >|<| tool▁calls| >)" );
static const common_regex tool_calls_end ( "<| tool▁calls▁end| >" );
static const common_regex function_regex ( "(?:<| tool▁call▁begin| >)?function<| tool▁sep| >([^ \n ]+) \n ```json \n " );
static const common_regex close_regex ( "```[ \\ s \\ r \\ n]*<| tool▁call▁end| >" );
parse_json_tool_calls (
builder ,
/* block_open= */ tool_calls_begin ,
/* function_regex_start_only= */ std :: nullopt ,
function_regex ,
close_regex ,
tool_calls_end );
}
static void common_chat_parse_deepseek_v3_1_content ( common_chat_msg_parser & builder ) {
static const common_regex function_regex ( "(?:<| tool▁call▁begin| >)?([^ \\ n<]+)(?:<| tool▁sep| >)" );
static const common_regex close_regex ( "(?:[ \\ s]*)?<| tool▁call▁end| >" );
static const common_regex tool_calls_begin ( "(?:<| tool▁calls▁begin| >|<| tool_calls_begin| >|<| tool calls begin| >|<| tool \\\\ _calls \\\\ _begin| >|<| tool▁calls| >)" );
static const common_regex tool_calls_end ( "<| tool▁calls▁end| >" );
if ( ! builder . syntax (). parse_tool_calls ) {
LOG_DBG ( "%s: not parse_tool_calls \n " , __func__ );
builder . add_content ( builder . consume_rest ());
return ;
}
LOG_DBG ( "%s: parse_tool_calls \n " , __func__ );
parse_json_tool_calls (
builder ,
/* block_open= */ tool_calls_begin ,
/* function_regex_start_only= */ std :: nullopt ,
function_regex ,
close_regex ,
tool_calls_end );
}
static void common_chat_parse_deepseek_v3_1 ( common_chat_msg_parser & builder ) {
// DeepSeek V3.1 outputs reasoning content between "<think>" and "</think>" tags, followed by regular content
// First try to parse using the standard reasoning parsing method
LOG_DBG ( "%s: thinking_forced_open: %s \n " , __func__ , std :: to_string ( builder . syntax (). thinking_forced_open ). c_str ());
auto start_pos = builder . pos ();
auto found_end_think = builder . try_find_literal ( "</think>" );
builder . move_to ( start_pos );
if ( builder . syntax (). thinking_forced_open && ! builder . is_partial () && ! found_end_think ) {
LOG_DBG ( "%s: no end_think, not partial, adding content \n " , __func__ );
common_chat_parse_deepseek_v3_1_content ( builder );
} else if ( builder . try_parse_reasoning ( "<think>" , "</think>" )) {
// If reasoning was parsed successfully, the remaining content is regular content
LOG_DBG ( "%s: parsed reasoning, adding content \n " , __func__ );
// </think><| tool▁calls▁begin| ><| tool▁call▁begin| >function<| tool▁sep| >NAME\n```json\nJSON\n```<| tool▁call▁end| ><| tool▁calls▁end| >
common_chat_parse_deepseek_v3_1_content ( builder );
} else {
if ( builder . syntax (). reasoning_format == COMMON_REASONING_FORMAT_NONE ) {
LOG_DBG ( "%s: reasoning_format none, adding content \n " , __func__ );
common_chat_parse_deepseek_v3_1_content ( builder );
return ;
}
// If no reasoning tags found, check if we should treat everything as reasoning
if ( builder . syntax (). thinking_forced_open ) {
// If thinking is forced open but no tags found, treat everything as reasoning
LOG_DBG ( "%s: thinking_forced_open, adding reasoning content \n " , __func__ );
builder . add_reasoning_content ( builder . consume_rest ());
} else {
LOG_DBG ( "%s: no thinking_forced_open, adding content \n " , __func__ );
// <| tool▁call▁begin| >NAME<| tool▁sep| >JSON<| tool▁call▁end| >
common_chat_parse_deepseek_v3_1_content ( builder );
}
}
}
static void common_chat_parse_minimax_m2 ( common_chat_msg_parser & builder ) {
static const xml_tool_call_format form {
/* form.scope_start = */ "<minimax:tool_call>" ,
/* form.tool_start = */ "<invoke name= \" " ,
/* form.tool_sep = */ " \" >" ,
/* form.key_start = */ "<parameter name= \" " ,
/* form.key_val_sep = */ " \" >" ,
/* form.val_end = */ "</parameter>" ,
/* form.tool_end = */ "</invoke>" ,
/* form.scope_end = */ "</minimax:tool_call>" ,
};
builder . consume_reasoning_with_xml_tool_calls ( form , "<think>" , "</think>" );
}
static void common_chat_parse_qwen3_coder_xml ( common_chat_msg_parser & builder ) {
static const xml_tool_call_format form = ([]() {
xml_tool_call_format form {};
form . scope_start = "<tool_call>" ;
form . tool_start = "<function=" ;
form . tool_sep = ">" ;
form . key_start = "<parameter=" ;
form . key_val_sep = ">" ;
form . val_end = "</parameter>" ;
form . tool_end = "</function>" ;
form . scope_end = "</tool_call>" ;
form . trim_raw_argval = true ;
return form ;
})();
builder . consume_reasoning_with_xml_tool_calls ( form );
}
static void common_chat_parse_kimi_k2 ( common_chat_msg_parser & builder ) {
static const xml_tool_call_format form = ([]() {
xml_tool_call_format form {};
form . scope_start = "<|tool_calls_section_begin|>" ;
form . tool_start = "<|tool_call_begin|>" ;
form . tool_sep = "<|tool_call_argument_begin|>{" ;
form . key_start = " \" " ;
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form . key_val_sep = " \" :" ;
form . val_end = "," ;
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form . tool_end = "}<|tool_call_end|>" ;
form . scope_end = "<|tool_calls_section_end|>" ;
form . raw_argval = false ;
form . last_val_end = "" ;
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form . allow_toolcall_in_think = true ;
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return form ;
})();
builder . consume_reasoning_with_xml_tool_calls ( form , "<think>" , "</think>" );
}
static void common_chat_parse_apriel_1_5 ( common_chat_msg_parser & builder ) {
static const xml_tool_call_format form = ([]() {
xml_tool_call_format form {};
form . scope_start = "<tool_calls>[" ;
form . tool_start = "{ \" name \" : \" " ;
form . tool_sep = " \" , \" arguments \" : {" ;
form . key_start = " \" " ;
form . key_val_sep = " \" : " ;
form . val_end = ", " ;
form . tool_end = "}, " ;
form . scope_end = "]</tool_calls>" ;
form . raw_argval = false ;
form . last_val_end = "" ;
form . last_tool_end = "}" ;
return form ;
})();
builder . consume_reasoning_with_xml_tool_calls ( form , "<thinking>" , "</thinking>" );
}
static void common_chat_parse_xiaomi_mimo ( common_chat_msg_parser & builder ) {
static const xml_tool_call_format form = ([]() {
xml_tool_call_format form {};
form . scope_start = "" ;
form . tool_start = "<tool_call> \n { \" name \" : \" " ;
form . tool_sep = " \" , \" arguments \" : {" ;
form . key_start = " \" " ;
form . key_val_sep = " \" : " ;
form . val_end = ", " ;
form . tool_end = "} \n </tool_call>" ;
form . scope_end = "" ;
form . raw_argval = false ;
form . last_val_end = "" ;
return form ;
})();
builder . consume_reasoning_with_xml_tool_calls ( form );
}
static void common_chat_parse_gpt_oss ( common_chat_msg_parser & builder ) {
static const std :: string constraint = "(?: (< \\ |constrain \\ |>)?([a-zA-Z0-9_-]+))" ;
static const std :: string recipient ( "(?: to=functions \\ .([^< \\ s]+))" );
static const common_regex start_regex ( "< \\ |start \\ |>assistant" );
static const common_regex analysis_regex ( "< \\ |channel \\ |>analysis" );
static const common_regex final_regex ( "< \\ |channel \\ |>final" + constraint + "?" );
static const common_regex preamble_regex ( "< \\ |channel \\ |>commentary" );
static const common_regex tool_call1_regex ( recipient + "< \\ |channel \\ |>(analysis|commentary)" + constraint + "?" );
static const common_regex tool_call2_regex ( "< \\ |channel \\ |>(analysis|commentary)" + recipient + constraint + "?" );
auto consume_end = [ & ]( bool include_end = false ) {
if ( auto res = builder . try_find_literal ( "<|end|>" )) {
return res -> prelude + ( include_end ? builder . str ( res -> groups [ 0 ]) : "" );
}
return builder . consume_rest ();
};
auto handle_tool_call = [ & ]( const std :: string & name ) {
if ( auto args = builder . try_consume_json_with_dumped_args ({{}})) {
if ( builder . syntax (). parse_tool_calls ) {
if ( ! builder . add_tool_call ( name , "" , args -> value ) || args -> is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
} else if ( args -> is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
}
};
auto regex_match = []( const common_regex & regex , const std :: string & input ) -> std :: optional < common_regex_match > {
auto match = regex . search ( input , 0 , true );
if ( match . type == COMMON_REGEX_MATCH_TYPE_FULL ) {
return match ;
}
return std :: nullopt ;
};
do {
auto header_start_pos = builder . pos ();
auto content_start = builder . try_find_literal ( "<|message|>" );
if ( ! content_start ) {
throw common_chat_msg_partial_exception ( "incomplete header" );
}
auto header = content_start -> prelude ;
if ( auto match = regex_match ( tool_call1_regex , header )) {
auto group = match -> groups [ 1 ];
auto name = header . substr ( group . begin , group . end - group . begin );
handle_tool_call ( name );
continue ;
}
if ( auto match = regex_match ( tool_call2_regex , header )) {
auto group = match -> groups [ 2 ];
auto name = header . substr ( group . begin , group . end - group . begin );
handle_tool_call ( name );
continue ;
}
if ( regex_match ( analysis_regex , header )) {
builder . move_to ( header_start_pos );
if ( builder . syntax (). reasoning_format == COMMON_REASONING_FORMAT_NONE || builder . syntax (). reasoning_in_content ) {
builder . add_content ( consume_end ( true ));
} else {
builder . try_parse_reasoning ( "<|channel|>analysis<|message|>" , "<|end|>" );
}
continue ;
}
if ( regex_match ( final_regex , header ) || regex_match ( preamble_regex , header )) {
builder . add_content ( consume_end ());
continue ;
}
// Possibly a malformed message, attempt to recover by rolling
// back to pick up the next <|start|>
LOG_DBG ( "%s: unknown header from message: %s \n " , __func__ , header . c_str ());
builder . move_to ( header_start_pos );
} while ( builder . try_find_regex ( start_regex , std :: string :: npos , false ));
auto remaining = builder . consume_rest ();
if ( ! remaining . empty ()) {
LOG_DBG ( "%s: content after last message: %s \n " , __func__ , remaining . c_str ());
}
}
static void common_chat_parse_glm_4_5 ( common_chat_msg_parser & builder ) {
static const xml_tool_call_format form {
/* form.scope_start = */ "" ,
/* form.tool_start = */ "<tool_call>" ,
/* form.tool_sep = */ "" ,
/* form.key_start = */ "<arg_key>" ,
/* form.key_val_sep = */ "</arg_key>" ,
/* form.val_end = */ "</arg_value>" ,
/* form.tool_end = */ "</tool_call>" ,
/* form.scope_end = */ "" ,
/* form.key_val_sep2 = */ "<arg_value>" ,
};
builder . consume_reasoning_with_xml_tool_calls ( form , "<think>" , "</think>" );
}
static void common_chat_parse_firefunction_v2 ( common_chat_msg_parser & builder ) {
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
static const common_regex prefix ( regex_escape ( " functools[" ));
parse_prefixed_json_tool_call_array ( builder , prefix , /* rstrip_prefix= */ 1 );
}
static void common_chat_parse_functionary_v3_2 ( common_chat_msg_parser & builder ) {
static const common_regex function_regex_start_only ( R "((\w+ \n \{|python \n |all \n ))" );
static const common_regex function_regex ( R "(>>>(\w+ \n \{|python \n |all \n ))" );
static const common_regex close_regex ( R "(\s*)" );
parse_json_tool_calls (
builder ,
std :: nullopt ,
function_regex_start_only ,
function_regex ,
close_regex ,
std :: nullopt ,
/* allow_raw_python= */ true ,
/* get_function_name= */ [ & ]( const auto & res ) -> std :: string {
auto at_start = res . groups [ 0 ]. begin == 0 ;
auto name = builder . str ( res . groups [ 1 ]);
if ( ! name . empty () && name . back () == '{' ) {
// Unconsume the opening brace '{' to ensure the JSON parsing goes well.
builder . move_back ( 1 );
}
auto idx = name . find_last_not_of ( " \n {" );
name = name . substr ( 0 , idx + 1 );
if ( at_start && name == "all" ) {
return "" ;
}
return name ;
});
}
static void common_chat_parse_functionary_v3_1_llama_3_1 ( common_chat_msg_parser & builder ) {
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
// This version of Functionary still supports the llama 3.1 tool call format for the python tool.
static const common_regex python_tag_regex ( regex_escape ( "<|python_tag|>" ));
static const common_regex function_regex ( R "(<function=(\w+)>)" );
static const common_regex close_regex ( R "(</function>)" );
parse_json_tool_calls (
builder ,
/* block_open= */ std :: nullopt ,
/* function_regex_start_only= */ std :: nullopt ,
function_regex ,
close_regex ,
std :: nullopt );
if ( auto res = builder . try_find_regex ( python_tag_regex )) {
auto arguments = wrap_code_as_arguments ( builder , builder . consume_rest ());
builder . add_tool_call ( "python" , "" , arguments );
return ;
}
}
static void common_chat_parse_hermes_2_pro ( common_chat_msg_parser & builder ) {
builder . try_parse_reasoning ( "<think>" , "</think>" );
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
static const common_regex open_regex (
"(?:"
"(```(?:xml|json)? \\ n \\ s*)?" // match 1 (block_start)
"(" // match 2 (open_tag)
"<tool_call>"
"|<function_call>"
"|<tool>"
"|<tools>"
"|<response>"
"|<json>"
"|<xml>"
"|<JSON>"
")?"
"( \\ s* \\ { \\ s* \" name \" )" // match 3 (named tool call)
")"
"|<function=([^>]+)>" // match 4 (function name)
"|<function name= \" ([^ \" ]+) \" >" // match 5 (function name again)
);
while ( auto res = builder . try_find_regex ( open_regex )) {
const auto & block_start = res -> groups [ 1 ];
std :: string block_end = block_start . empty () ? "" : "```" ;
const auto & open_tag = res -> groups [ 2 ];
std :: string close_tag ;
if ( ! res -> groups [ 3 ]. empty ()) {
builder . move_to ( res -> groups [ 3 ]. begin );
close_tag = open_tag . empty () ? "" : "</" + builder . str ( open_tag ). substr ( 1 );
if ( auto tool_call = builder . try_consume_json_with_dumped_args ({{ "arguments" }})) {
if ( ! builder . add_tool_call ( tool_call -> value ) || tool_call -> is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
builder . consume_spaces ();
builder . consume_literal ( close_tag );
builder . consume_spaces ();
if ( ! block_end . empty ()) {
builder . consume_literal ( block_end );
builder . consume_spaces ();
}
} else {
throw common_chat_msg_partial_exception ( "failed to parse tool call" );
}
} else {
auto function_name = builder . str ( res -> groups [ 4 ]);
if ( function_name . empty ()) {
function_name = builder . str ( res -> groups [ 5 ]);
}
GGML_ASSERT ( ! function_name . empty ());
close_tag = "</function>" ;
if ( auto arguments = builder . try_consume_json_with_dumped_args ({{}})) {
if ( ! builder . add_tool_call ( function_name , "" , arguments -> value ) || arguments -> is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
builder . consume_spaces ();
builder . consume_literal ( close_tag );
builder . consume_spaces ();
if ( ! block_end . empty ()) {
builder . consume_literal ( block_end );
builder . consume_spaces ();
}
}
}
}
builder . add_content ( builder . consume_rest ());
}
static void common_chat_parse_granite ( common_chat_msg_parser & builder ) {
// Parse thinking tags
static const common_regex start_think_regex ( regex_escape ( "<think>" ));
static const common_regex end_think_regex ( regex_escape ( "</think>" ));
// Granite models output partial tokens such as "<" and "<think".
// By leveraging try_consume_regex()/try_find_regex() throwing
// common_chat_msg_partial_exception for these partial tokens,
// processing is interrupted and the tokens are not passed to add_content().
if ( auto res = builder . try_consume_regex ( start_think_regex )) {
// Restore position for try_parse_reasoning()
builder . move_to ( res -> groups [ 0 ]. begin );
builder . try_find_regex ( end_think_regex , std :: string :: npos , false );
// Restore position for try_parse_reasoning()
builder . move_to ( res -> groups [ 0 ]. begin );
}
builder . try_parse_reasoning ( "<think>" , "</think>" );
// Parse response tags
static const common_regex start_response_regex ( regex_escape ( "<response>" ));
static const common_regex end_response_regex ( regex_escape ( "</response>" ));
// Granite models output partial tokens such as "<" and "<response".
// Same hack as reasoning parsing.
if ( builder . try_consume_regex ( start_response_regex )) {
builder . try_find_regex ( end_response_regex );
}
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
// Look for tool calls
static const common_regex tool_call_regex ( regex_escape ( "<|tool_call|>" ));
if ( auto res = builder . try_find_regex ( tool_call_regex )) {
builder . move_to ( res -> groups [ 0 ]. end );
// Expect JSON array of tool calls
if ( auto tool_call = builder . try_consume_json_with_dumped_args ({{{ "arguments" }}})) {
if ( ! builder . add_tool_calls ( tool_call -> value ) || tool_call -> is_partial ) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
}
} else {
builder . add_content ( builder . consume_rest ());
}
}
static void common_chat_parse_nemotron_v2 ( common_chat_msg_parser & builder ) {
// Parse thinking tags
builder . try_parse_reasoning ( "<think>" , "</think>" );
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
// Look for tool calls
static const common_regex tool_call_regex ( regex_escape ( "<TOOLCALL>" ));
if ( auto res = builder . try_find_regex ( tool_call_regex )) {
builder . move_to ( res -> groups [ 0 ]. end );
// Expect JSON array of tool calls
auto tool_calls_data = builder . consume_json ();
if ( tool_calls_data . json . is_array ()) {
if ( ! builder . try_consume_literal ( "</TOOLCALL>" )) {
throw common_chat_msg_partial_exception ( "Incomplete tool call" );
}
builder . add_tool_calls ( tool_calls_data . json );
} else {
throw common_chat_msg_partial_exception ( "Incomplete tool call" );
}
}
builder . add_content ( builder . consume_rest ());
}
static void common_chat_parse_apertus ( common_chat_msg_parser & builder ) {
// Parse thinking tags
builder . try_parse_reasoning ( "<|inner_prefix|>" , "<|inner_suffix|>" );
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
// Look for tool calls
static const common_regex tool_call_regex ( regex_escape ( "<|tools_prefix|>" ));
if ( auto res = builder . try_find_regex ( tool_call_regex )) {
builder . move_to ( res -> groups [ 0 ]. end );
auto tool_calls_data = builder . consume_json ();
if ( tool_calls_data . json . is_array ()) {
builder . consume_spaces ();
if ( ! builder . try_consume_literal ( "<|tools_suffix|>" )) {
throw common_chat_msg_partial_exception ( "Incomplete tool call" );
}
for ( const auto & value : tool_calls_data . json ) {
if ( value . is_object ()) {
builder . add_tool_call_short_form ( value );
}
}
} else {
throw common_chat_msg_partial_exception ( "Incomplete tool call" );
}
}
builder . add_content ( builder . consume_rest ());
}
static void common_chat_parse_lfm2 ( common_chat_msg_parser & builder ) {
if ( ! builder . syntax (). parse_tool_calls ) {
builder . add_content ( builder . consume_rest ());
return ;
}
// LFM2 format: <|tool_call_start|>[{"name": "get_current_time", "arguments": {"location": "Paris"}}]<|tool_call_end|>
static const common_regex tool_call_start_regex ( regex_escape ( "<|tool_call_start|>" ));
static const common_regex tool_call_end_regex ( regex_escape ( "<|tool_call_end|>" ));
// Loop through all tool calls
while ( auto res = builder . try_find_regex ( tool_call_start_regex , std :: string :: npos , /* add_prelude_to_content= */ true )) {
builder . move_to ( res -> groups [ 0 ]. end );
// Parse JSON array format: [{"name": "...", "arguments": {...}}]
auto tool_calls_data = builder . consume_json ();
// Consume end marker
builder . consume_spaces ();
if ( ! builder . try_consume_regex ( tool_call_end_regex )) {
throw common_chat_msg_partial_exception ( "Expected <|tool_call_end|>" );
}
// Process each tool call in the array
if ( tool_calls_data . json . is_array ()) {
for ( const auto & tool_call : tool_calls_data . json ) {
if ( ! tool_call . is_object ()) {
throw common_chat_msg_partial_exception ( "Tool call must be an object" );
}
if ( ! tool_call . contains ( "name" )) {
throw common_chat_msg_partial_exception ( "Tool call missing 'name' field" );
}
std :: string function_name = tool_call . at ( "name" );
std :: string arguments = "{}" ;
if ( tool_call . contains ( "arguments" )) {
if ( tool_call . at ( "arguments" ). is_object ()) {
arguments = tool_call . at ( "arguments" ). dump ();
} else if ( tool_call . at ( "arguments" ). is_string ()) {
arguments = tool_call . at ( "arguments" );
}
}
if ( ! builder . add_tool_call ( function_name , "" , arguments )) {
throw common_chat_msg_partial_exception ( "Incomplete tool call" );
}
}
} else {
throw common_chat_msg_partial_exception ( "Expected JSON array for tool calls" );
}
// Consume any trailing whitespace after this tool call
builder . consume_spaces ();
}
// Consume any remaining content after all tool calls
auto remaining = builder . consume_rest ();
if ( ! string_strip ( remaining ). empty ()) {
builder . add_content ( remaining );
}
}
static void common_chat_parse_seed_oss ( common_chat_msg_parser & builder ) {
static const xml_tool_call_format form {
/* form.scope_start = */ "<seed:tool_call>" ,
/* form.tool_start = */ "<function=" ,
/* form.tool_sep = */ ">" ,
/* form.key_start = */ "<parameter=" ,
/* form.key_val_sep = */ ">" ,
/* form.val_end = */ "</parameter>" ,
/* form.tool_end = */ "</function>" ,
/* form.scope_end = */ "</seed:tool_call>" ,
};
builder . consume_reasoning_with_xml_tool_calls ( form , "<seed:think>" , "</seed:think>" );
}
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static void common_chat_parse_solar_open ( common_chat_msg_parser & builder ) {
builder . try_parse_reasoning ( "<|think|>" , "<|end|><|begin|>assistant<|content|>" );
// TODO: Tool calling
builder . add_content ( builder . consume_rest ());
}
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static void common_chat_parse_exaone_moe_content ( common_chat_msg_parser & builder ) {
// 1) <tool_call>{ "name": "...", "arguments": {...} }</tool_call>
// 2) <tool_call>{ "id": "...", "type": "function", "function": { "name": "...", "arguments": {...} } }</tool_call>
static const common_regex tool_call_open ( R "(<tool_call[^>]*>)" );
if ( ! builder . syntax (). parse_tool_calls ) {
LOG_DBG ( "%s: not parse_tool_calls \n " , __func__ );
builder . add_content ( builder . consume_rest ());
return ;
}
LOG_DBG ( "%s: parse_tool_calls \n " , __func__ );
// Find all <tool_call></tool_call> blocks
while ( auto first = builder . try_find_regex ( tool_call_open , std :: string :: npos , /* add_prelude_to_content= */ true )) {
builder . move_to ( first -> groups [ 0 ]. end );
builder . consume_spaces ();
builder . try_consume_literal ( "```json" );
builder . try_consume_literal ( "```" );
builder . consume_spaces ();
// Consume JSON object
auto data = builder . consume_json ();
builder . consume_spaces ();
builder . try_consume_literal ( "```" );
builder . consume_spaces ();
if ( ! builder . try_consume_literal ( "</tool_call>" )) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
builder . consume_spaces ();
// Extract name and arguments
std :: string name ;
std :: string id ;
nlohmann :: ordered_json arguments ;
const auto extract_args = [ & ]( const nlohmann :: ordered_json & obj ) -> bool {
if ( ! obj . contains ( "name" ) || ! obj . contains ( "arguments" )) {
return false ;
}
name = obj . at ( "name" ). get < std :: string > ();
arguments = obj . at ( "arguments" );
if ( obj . contains ( "id" ) && obj . at ( "id" ). is_string ()) {
id = obj . at ( "id" ). get < std :: string > ();
}
return true ;
};
if ( ! extract_args ( data . json )) {
if ( data . json . contains ( "function" ) && data . json . at ( "function" ). is_object ()) {
auto fn = data . json . at ( "function" );
extract_args ( fn );
if ( id . empty () && data . json . contains ( "id" ) && data . json . at ( "id" ). is_string ()) {
id = data . json . at ( "id" ). get < std :: string > ();
}
}
}
// If name is empty, treat the JSON object as content
if ( name . empty ()) {
LOG_DBG ( "%s: tool call missing name, treating as content \n " , __func__ );
builder . add_content ( data . json . dump ());
continue ;
}
std :: string args_str = arguments . dump ();
if ( ! builder . add_tool_call ( name , id , args_str )) {
throw common_chat_msg_partial_exception ( "incomplete tool call" );
}
}
builder . add_content ( builder . consume_rest ());
}
static void common_chat_parse_exaone_moe ( common_chat_msg_parser & builder ) {
LOG_DBG ( "%s: parsing exaone_moe \n " , __func__ );
// EXAONE MoE outputs reasoning content between "<think>" and "</think>" tags, followed by regular content
// First try to parse using the standard reasoning parsing method
LOG_DBG ( "%s: thinking_forced_open: %s \n " , __func__ , std :: to_string ( builder . syntax (). thinking_forced_open ). c_str ());
auto start_pos = builder . pos ();
auto found_end_think = builder . try_find_literal ( "</think>" );
builder . move_to ( start_pos );
if ( builder . syntax (). thinking_forced_open && ! builder . is_partial () && ! found_end_think ) {
LOG_DBG ( "%s: no end_think, not partial, adding content \n " , __func__ );
common_chat_parse_exaone_moe_content ( builder );
} else if ( builder . try_parse_reasoning ( "<think>" , "</think>" )) {
// If reasoning was parsed successfully, the remaining content is regular content
LOG_DBG ( "%s: parsed reasoning, adding content \n " , __func__ );
common_chat_parse_exaone_moe_content ( builder );
} else {
if ( builder . syntax (). reasoning_format == COMMON_REASONING_FORMAT_NONE ) {
LOG_DBG ( "%s: reasoning_format none, adding content \n " , __func__ );
common_chat_parse_exaone_moe_content ( builder );
return ;
}
// If no reasoning tags found, check if we should treat everything as reasoning
if ( builder . syntax (). thinking_forced_open ) {
// If thinking is forced open but no tags found, treat everything as reasoning
LOG_DBG ( "%s: thinking_forced_open, adding reasoning content \n " , __func__ );
builder . add_reasoning_content ( builder . consume_rest ());
} else {
LOG_DBG ( "%s: no thinking_forced_open, adding content \n " , __func__ );
common_chat_parse_exaone_moe_content ( builder );
}
}
}
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static void common_chat_parse_content_only ( common_chat_msg_parser & builder ) {
builder . try_parse_reasoning ( "<think>" , "</think>" );
builder . add_content ( builder . consume_rest ());
}
static void common_chat_parse ( common_chat_msg_parser & builder ) {
LOG_DBG ( "Parsing input with format %s: %s \n " , common_chat_format_name ( builder . syntax (). format ), builder . input (). c_str ());
switch ( builder . syntax (). format ) {
case COMMON_CHAT_FORMAT_CONTENT_ONLY :
common_chat_parse_content_only ( builder );
break ;
case COMMON_CHAT_FORMAT_GENERIC :
common_chat_parse_generic ( builder );
break ;
case COMMON_CHAT_FORMAT_MISTRAL_NEMO :
common_chat_parse_mistral_nemo ( builder );
break ;
case COMMON_CHAT_FORMAT_MAGISTRAL :
common_chat_parse_magistral ( builder );
break ;
case COMMON_CHAT_FORMAT_LLAMA_3_X :
common_chat_parse_llama_3_1 ( builder );
break ;
case COMMON_CHAT_FORMAT_LLAMA_3_X_WITH_BUILTIN_TOOLS :
common_chat_parse_llama_3_1 ( builder , /* with_builtin_tools= */ true );
break ;
case COMMON_CHAT_FORMAT_DEEPSEEK_R1 :
common_chat_parse_deepseek_r1 ( builder );
break ;
case COMMON_CHAT_FORMAT_DEEPSEEK_V3_1 :
common_chat_parse_deepseek_v3_1 ( builder );
break ;
case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_2 :
common_chat_parse_functionary_v3_2 ( builder );
break ;
case COMMON_CHAT_FORMAT_FUNCTIONARY_V3_1_LLAMA_3_1 :
common_chat_parse_functionary_v3_1_llama_3_1 ( builder );
break ;
case COMMON_CHAT_FORMAT_HERMES_2_PRO :
common_chat_parse_hermes_2_pro ( builder );
break ;
case COMMON_CHAT_FORMAT_FIREFUNCTION_V2 :
common_chat_parse_firefunction_v2 ( builder );
break ;
case COMMON_CHAT_FORMAT_COMMAND_R7B :
common_chat_parse_command_r7b ( builder );
break ;
case COMMON_CHAT_FORMAT_GRANITE :
common_chat_parse_granite ( builder );
break ;
case COMMON_CHAT_FORMAT_GPT_OSS :
common_chat_parse_gpt_oss ( builder );
break ;
case COMMON_CHAT_FORMAT_SEED_OSS :
common_chat_parse_seed_oss ( builder );
break ;
case COMMON_CHAT_FORMAT_NEMOTRON_V2 :
common_chat_parse_nemotron_v2 ( builder );
break ;
case COMMON_CHAT_FORMAT_APERTUS :
common_chat_parse_apertus ( builder );
break ;
case COMMON_CHAT_FORMAT_LFM2_WITH_JSON_TOOLS :
common_chat_parse_lfm2 ( builder );
break ;
case COMMON_CHAT_FORMAT_MINIMAX_M2 :
common_chat_parse_minimax_m2 ( builder );
break ;
case COMMON_CHAT_FORMAT_GLM_4_5 :
common_chat_parse_glm_4_5 ( builder );
break ;
case COMMON_CHAT_FORMAT_KIMI_K2 :
common_chat_parse_kimi_k2 ( builder );
break ;
case COMMON_CHAT_FORMAT_QWEN3_CODER_XML :
common_chat_parse_qwen3_coder_xml ( builder );
break ;
case COMMON_CHAT_FORMAT_APRIEL_1_5 :
common_chat_parse_apriel_1_5 ( builder );
break ;
case COMMON_CHAT_FORMAT_XIAOMI_MIMO :
common_chat_parse_xiaomi_mimo ( builder );
break ;
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case COMMON_CHAT_FORMAT_SOLAR_OPEN :
common_chat_parse_solar_open ( builder );
break ;
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case COMMON_CHAT_FORMAT_EXAONE_MOE :
common_chat_parse_exaone_moe ( builder );
break ;
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default :
throw std :: runtime_error ( std :: string ( "Unsupported format: " ) + common_chat_format_name ( builder . syntax (). format ));
}
builder . finish ();
}
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common_chat_msg common_chat_parse ( const std :: string & input , bool is_partial , const common_chat_parser_params & syntax ) {
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if ( syntax . format == COMMON_CHAT_FORMAT_PEG_SIMPLE ||
syntax . format == COMMON_CHAT_FORMAT_PEG_NATIVE ||
syntax . format == COMMON_CHAT_FORMAT_PEG_CONSTRUCTED ) {
return common_chat_peg_parse ( syntax . parser , input , is_partial , syntax );
}
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common_chat_msg_parser builder ( input , is_partial , syntax );
try {
common_chat_parse ( builder );
} catch ( const common_chat_msg_partial_exception & ex ) {
LOG_DBG ( "Partial parse: %s \n " , ex . what ());
if ( ! is_partial ) {
builder . clear_tools ();
builder . move_to ( 0 );
common_chat_parse_content_only ( builder );
}
}
auto msg = builder . result ();
if ( ! is_partial ) {
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LOG_DBG ( "Parsed message: %s \n " , common_chat_msgs_to_json_oaicompat ({ msg }). at ( 0 ). dump (). c_str ());
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}
return msg ;
}
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common_chat_msg common_chat_peg_parse ( const common_peg_arena & parser , const std :: string & input , bool is_partial , const common_chat_parser_params & syntax ) {
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if ( parser . empty ()) {
throw std :: runtime_error ( "Failed to parse due to missing parser definition." );
}
LOG_DBG ( "Parsing input with format %s: %s \n " , common_chat_format_name ( syntax . format ), input . c_str ());
common_peg_parse_context ctx ( input , is_partial );
auto result = parser . parse ( ctx );
if ( result . fail ()) {
throw std :: runtime_error ( std :: string ( "Failed to parse input at pos " ) + std :: to_string ( result . end ));
}
common_chat_msg msg ;
msg . role = "assistant" ;
if ( syntax . format == COMMON_CHAT_FORMAT_PEG_NATIVE ) {
auto mapper = common_chat_peg_native_mapper ( msg );
mapper . from_ast ( ctx . ast , result );
} else if ( syntax . format == COMMON_CHAT_FORMAT_PEG_CONSTRUCTED ) {
auto mapper = common_chat_peg_constructed_mapper ( msg );
mapper . from_ast ( ctx . ast , result );
} else {
// Generic mapper
auto mapper = common_chat_peg_mapper ( msg );
mapper . from_ast ( ctx . ast , result );
}
if ( ! is_partial ) {
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LOG_DBG ( "Parsed message: %s \n " , common_chat_msgs_to_json_oaicompat ({ msg }). at ( 0 ). dump (). c_str ());
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}
return msg ;
}