Fixing nested JSON args parsing for tool-calls in streaming
#4
by
ameyasunilm
- opened
- nemotron_toolcall_parser_streaming.py +131 -137
nemotron_toolcall_parser_streaming.py
CHANGED
|
@@ -2,7 +2,7 @@ import json
|
|
| 2 |
from collections.abc import Sequence
|
| 3 |
from random import choices
|
| 4 |
from string import ascii_letters, digits
|
| 5 |
-
from typing import Union
|
| 6 |
|
| 7 |
import partial_json_parser
|
| 8 |
import regex as re
|
|
@@ -16,8 +16,6 @@ from vllm.entrypoints.openai.protocol import (ChatCompletionRequest,
|
|
| 16 |
FunctionCall, ToolCall)
|
| 17 |
from vllm.entrypoints.openai.tool_parsers.abstract_tool_parser import (
|
| 18 |
ToolParser, ToolParserManager)
|
| 19 |
-
from vllm.entrypoints.openai.tool_parsers.utils import (
|
| 20 |
-
extract_intermediate_diff)
|
| 21 |
from vllm.logger import init_logger
|
| 22 |
from vllm.transformers_utils.tokenizer import AnyTokenizer, MistralTokenizer
|
| 23 |
|
|
@@ -61,6 +59,7 @@ class NemotronToolParser(ToolParser):
|
|
| 61 |
self.current_tool_name_sent: bool = False
|
| 62 |
self.streamed_args_for_tool: list[str] = [
|
| 63 |
] # map what has been streamed for each tool so far to a list
|
|
|
|
| 64 |
self.bot_token = "<TOOLCALL>"
|
| 65 |
self.bot_token_id = self.vocab.get(self.bot_token)
|
| 66 |
logger.info(f"Nemotron Tool Parser: bot_token: {self.bot_token}, bot_token_id: {self.bot_token_id}")
|
|
@@ -75,6 +74,116 @@ class NemotronToolParser(ToolParser):
|
|
| 75 |
# a forthcoming <TOOLCALL> or </TOOLCALL> tag in streaming.
|
| 76 |
self._pending_tag_buffer: str = ""
|
| 77 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 78 |
def adjust_request(
|
| 79 |
self, request: ChatCompletionRequest) -> ChatCompletionRequest:
|
| 80 |
if not isinstance(
|
|
@@ -175,64 +284,13 @@ class NemotronToolParser(ToolParser):
|
|
| 175 |
# if candidates tool call tokens are in the tokens generated so far, that
|
| 176 |
# means we're parsing as tool calls now. Suppress streaming if we are
|
| 177 |
# currently generating any prefix of the start or end tag.
|
|
|
|
| 178 |
try:
|
| 179 |
start_token = self.bot_token
|
| 180 |
end_token = f"</{self.bot_token[1:]}" if self.bot_token.startswith('<') else None
|
| 181 |
|
| 182 |
-
|
| 183 |
-
|
| 184 |
-
# Start buffering a potential tag
|
| 185 |
-
self._pending_tag_buffer = '<'
|
| 186 |
-
return None
|
| 187 |
-
|
| 188 |
-
# If we have a pending tag buffer, accumulate and decide
|
| 189 |
-
if self._pending_tag_buffer:
|
| 190 |
-
# Accumulate the current token into the buffer
|
| 191 |
-
self._pending_tag_buffer += delta_text
|
| 192 |
-
|
| 193 |
-
# Extract just the alphabetic part after '<'
|
| 194 |
-
alpha_part = ""
|
| 195 |
-
for i in range(1, len(self._pending_tag_buffer)):
|
| 196 |
-
if self._pending_tag_buffer[i].isalpha():
|
| 197 |
-
alpha_part += self._pending_tag_buffer[i].upper()
|
| 198 |
-
else:
|
| 199 |
-
break
|
| 200 |
-
|
| 201 |
-
|
| 202 |
-
# Check if we have a complete opening tag '<TOOLCALL>'
|
| 203 |
-
if '<TOOLCALL>' in self._pending_tag_buffer:
|
| 204 |
-
# We have the complete opening tag - stop buffering and let normal processing take over
|
| 205 |
-
buffered_content = self._pending_tag_buffer
|
| 206 |
-
self._pending_tag_buffer = ""
|
| 207 |
-
|
| 208 |
-
# Update the text variables to include the buffered content
|
| 209 |
-
updated_current_text = previous_text + buffered_content
|
| 210 |
-
updated_delta_text = buffered_content # The entire buffered content is the delta
|
| 211 |
-
|
| 212 |
-
# Continue processing with the complete tool call content
|
| 213 |
-
current_text = updated_current_text
|
| 214 |
-
delta_text = updated_delta_text
|
| 215 |
-
# Fall through to normal processing
|
| 216 |
-
elif self._pending_tag_buffer.startswith('</'):
|
| 217 |
-
# End tag pattern - keep buffering until we see if it's a valid end tag
|
| 218 |
-
return None
|
| 219 |
-
elif alpha_part and "TOOLCALL".startswith(alpha_part) and len(alpha_part) < 8:
|
| 220 |
-
# Could be building to TOOLCALL and haven't completed it yet - keep buffering
|
| 221 |
-
return None
|
| 222 |
-
elif len(alpha_part) > 0 and not "TOOLCALL".startswith(alpha_part):
|
| 223 |
-
# Alphabetic content that definitely won't become TOOLCALL - flush as content
|
| 224 |
-
content_to_flush = self._pending_tag_buffer
|
| 225 |
-
self._pending_tag_buffer = ""
|
| 226 |
-
return DeltaMessage(content=content_to_flush)
|
| 227 |
-
else:
|
| 228 |
-
# Keep buffering - not enough info yet
|
| 229 |
-
return None
|
| 230 |
-
|
| 231 |
-
# Suppress ANY partial prefix of the start/end tag to avoid leaking tag characters.
|
| 232 |
-
if any(current_text.endswith(start_token[:k]) for k in range(1, len(start_token))):
|
| 233 |
-
return None
|
| 234 |
-
if end_token and any(current_text.endswith(end_token[:k]) for k in range(1, len(end_token))):
|
| 235 |
-
return None
|
| 236 |
except Exception:
|
| 237 |
# Fallback to conservative checks in case of any issues
|
| 238 |
if current_text.endswith('<') or current_text.endswith('<T') or current_text.endswith('<TO') or current_text.endswith('<TOOL') or current_text.endswith('<TOOLCALL'):
|
|
@@ -241,12 +299,10 @@ class NemotronToolParser(ToolParser):
|
|
| 241 |
# if the tool call token is not in the tokens generated so far, append
|
| 242 |
# output to contents since it's not a tool
|
| 243 |
if self.bot_token not in current_text:
|
| 244 |
-
|
| 245 |
-
|
| 246 |
-
|
| 247 |
-
|
| 248 |
-
return DeltaMessage(content=content_to_flush)
|
| 249 |
-
return DeltaMessage(content=delta_text)
|
| 250 |
|
| 251 |
# bit mask flags for partial JSON parsing. If the name hasn't been
|
| 252 |
# sent yet, don't allow sending
|
|
@@ -272,7 +328,8 @@ class NemotronToolParser(ToolParser):
|
|
| 272 |
try:
|
| 273 |
tool_call_arr: list[dict] = partial_json_parser.loads(
|
| 274 |
parsable_arr, flags)
|
| 275 |
-
except partial_json_parser.core.exceptions.MalformedJSON
|
|
|
|
| 276 |
return None
|
| 277 |
|
| 278 |
current_tool_call: dict = tool_call_arr[self.current_tool_id] \
|
|
@@ -315,6 +372,7 @@ class NemotronToolParser(ToolParser):
|
|
| 315 |
self.current_tool_id = len(tool_call_arr) - 1
|
| 316 |
self.current_tool_name_sent = False
|
| 317 |
self.streamed_args_for_tool.append("")
|
|
|
|
| 318 |
return delta
|
| 319 |
|
| 320 |
# case: update an existing tool - this is handled below
|
|
@@ -345,10 +403,6 @@ class NemotronToolParser(ToolParser):
|
|
| 345 |
self.current_tool_id].get("arguments")
|
| 346 |
cur_arguments = current_tool_call.get("arguments")
|
| 347 |
|
| 348 |
-
new_text = delta_text.replace("\'", "\"")
|
| 349 |
-
if ('"}' in new_text):
|
| 350 |
-
new_text = new_text[:new_text.rindex('"}')]
|
| 351 |
-
|
| 352 |
if not cur_arguments and not prev_arguments:
|
| 353 |
|
| 354 |
delta = None
|
|
@@ -357,47 +411,11 @@ class NemotronToolParser(ToolParser):
|
|
| 357 |
"INVARIANT - impossible to have arguments reset "
|
| 358 |
"mid-arguments")
|
| 359 |
delta = None
|
| 360 |
-
elif cur_arguments
|
| 361 |
cur_arguments_json = json.dumps(cur_arguments,
|
| 362 |
ensure_ascii=False)
|
| 363 |
-
|
| 364 |
-
|
| 365 |
-
|
| 366 |
-
# The issue: partial JSON parser auto-completes incomplete strings
|
| 367 |
-
# e.g., {"location": " becomes {"location": ""} in parsed result
|
| 368 |
-
# We need to handle this by detecting when the parsed result has auto-completed empty strings
|
| 369 |
-
|
| 370 |
-
# Check if this looks like an auto-completed partial string
|
| 371 |
-
if (cur_arguments_json.endswith('": ""}') and
|
| 372 |
-
not streamed_prefix and
|
| 373 |
-
'": ""' in cur_arguments_json):
|
| 374 |
-
# This is likely auto-completed - remove the auto-completed empty string
|
| 375 |
-
# e.g., {"location": ""} -> {"location": "
|
| 376 |
-
closing_pos = cur_arguments_json.rfind('": ""}')
|
| 377 |
-
if closing_pos != -1:
|
| 378 |
-
arguments_delta = cur_arguments_json[:closing_pos + 4] # Keep up to ": "
|
| 379 |
-
else:
|
| 380 |
-
arguments_delta = cur_arguments_json
|
| 381 |
-
else:
|
| 382 |
-
# Normal case - use diff calculation
|
| 383 |
-
if cur_arguments_json.startswith(streamed_prefix):
|
| 384 |
-
arguments_delta = cur_arguments_json[len(streamed_prefix):]
|
| 385 |
-
else:
|
| 386 |
-
# Fallback: compute diff when prefix does not match.
|
| 387 |
-
arguments_delta = extract_intermediate_diff(
|
| 388 |
-
cur_arguments_json, streamed_prefix)
|
| 389 |
-
|
| 390 |
-
# Do not include a trailing '}' in the very first
|
| 391 |
-
# arguments chunk; defer it to the end-of-call flush to
|
| 392 |
-
# avoid prematurely closing the JSON object.
|
| 393 |
-
if (not self.streamed_args_for_tool[self.current_tool_id]
|
| 394 |
-
and not end_of_call and arguments_delta
|
| 395 |
-
and arguments_delta.endswith('}')):
|
| 396 |
-
arguments_delta = arguments_delta[:-1]
|
| 397 |
-
# if there is an auto-completed closing quote '"' before the }, strip it too
|
| 398 |
-
# e.g., {"color_hex": "#"} -> {"color_hex": "#"} -> {"color_hex": "#"}
|
| 399 |
-
if arguments_delta.endswith('"'):
|
| 400 |
-
arguments_delta = arguments_delta[:-1]
|
| 401 |
if arguments_delta:
|
| 402 |
delta = DeltaMessage(tool_calls=[
|
| 403 |
DeltaToolCall(index=self.current_tool_id,
|
|
@@ -407,26 +425,8 @@ class NemotronToolParser(ToolParser):
|
|
| 407 |
])
|
| 408 |
self.streamed_args_for_tool[
|
| 409 |
self.current_tool_id] += arguments_delta
|
| 410 |
-
|
| 411 |
-
|
| 412 |
-
|
| 413 |
-
elif cur_arguments and prev_arguments:
|
| 414 |
-
cur_args_json = json.dumps(cur_arguments,
|
| 415 |
-
ensure_ascii=False)
|
| 416 |
-
prev_args_json = json.dumps(prev_arguments,
|
| 417 |
-
ensure_ascii=False)
|
| 418 |
-
|
| 419 |
-
argument_diff = extract_intermediate_diff(
|
| 420 |
-
cur_args_json, prev_args_json)
|
| 421 |
-
if argument_diff:
|
| 422 |
-
delta = DeltaMessage(tool_calls=[
|
| 423 |
-
DeltaToolCall(index=self.current_tool_id,
|
| 424 |
-
function=DeltaFunctionCall(
|
| 425 |
-
arguments=argument_diff).model_dump(
|
| 426 |
-
exclude_none=True))
|
| 427 |
-
])
|
| 428 |
-
self.streamed_args_for_tool[
|
| 429 |
-
self.current_tool_id] += argument_diff
|
| 430 |
else:
|
| 431 |
# Do not flush final JSON here; let the serving layer
|
| 432 |
# compute a minimal remaining suffix on finish.
|
|
@@ -447,19 +447,12 @@ class NemotronToolParser(ToolParser):
|
|
| 447 |
if cur_arguments is not None:
|
| 448 |
cur_args_json = json.dumps(cur_arguments,
|
| 449 |
ensure_ascii=False)
|
| 450 |
-
|
| 451 |
-
|
| 452 |
-
|
| 453 |
-
if cur_args_json.startswith(streamed_prefix):
|
| 454 |
-
remaining_suffix = cur_args_json[len(
|
| 455 |
-
streamed_prefix):]
|
| 456 |
-
else:
|
| 457 |
-
remaining_suffix = extract_intermediate_diff(
|
| 458 |
-
cur_args_json, streamed_prefix)
|
| 459 |
|
| 460 |
# Only send remaining suffix if it's non-empty and contains meaningful content
|
| 461 |
# (not just whitespace or single characters like closing braces)
|
| 462 |
-
if remaining_suffix and remaining_suffix.strip()
|
| 463 |
extra = DeltaToolCall(
|
| 464 |
index=self.current_tool_id,
|
| 465 |
function=DeltaFunctionCall(
|
|
@@ -474,6 +467,7 @@ class NemotronToolParser(ToolParser):
|
|
| 474 |
delta.tool_calls = [extra]
|
| 475 |
self.streamed_args_for_tool[
|
| 476 |
self.current_tool_id] += remaining_suffix
|
|
|
|
| 477 |
else:
|
| 478 |
pass
|
| 479 |
except Exception:
|
|
|
|
| 2 |
from collections.abc import Sequence
|
| 3 |
from random import choices
|
| 4 |
from string import ascii_letters, digits
|
| 5 |
+
from typing import Optional, Union
|
| 6 |
|
| 7 |
import partial_json_parser
|
| 8 |
import regex as re
|
|
|
|
| 16 |
FunctionCall, ToolCall)
|
| 17 |
from vllm.entrypoints.openai.tool_parsers.abstract_tool_parser import (
|
| 18 |
ToolParser, ToolParserManager)
|
|
|
|
|
|
|
| 19 |
from vllm.logger import init_logger
|
| 20 |
from vllm.transformers_utils.tokenizer import AnyTokenizer, MistralTokenizer
|
| 21 |
|
|
|
|
| 59 |
self.current_tool_name_sent: bool = False
|
| 60 |
self.streamed_args_for_tool: list[str] = [
|
| 61 |
] # map what has been streamed for each tool so far to a list
|
| 62 |
+
self.tool_args_emitted: list[bool] = []
|
| 63 |
self.bot_token = "<TOOLCALL>"
|
| 64 |
self.bot_token_id = self.vocab.get(self.bot_token)
|
| 65 |
logger.info(f"Nemotron Tool Parser: bot_token: {self.bot_token}, bot_token_id: {self.bot_token_id}")
|
|
|
|
| 74 |
# a forthcoming <TOOLCALL> or </TOOLCALL> tag in streaming.
|
| 75 |
self._pending_tag_buffer: str = ""
|
| 76 |
|
| 77 |
+
@staticmethod
|
| 78 |
+
def _strip_trailing_auto_closers(chunk: str) -> str:
|
| 79 |
+
"""
|
| 80 |
+
Remove parser auto-completed closing braces/brackets plus trailing whitespace.
|
| 81 |
+
These should be flushed only when a tool call completes to avoid duplicate
|
| 82 |
+
argument fragments.
|
| 83 |
+
"""
|
| 84 |
+
idx = len(chunk)
|
| 85 |
+
while idx > 0 and chunk[idx - 1] in " \t\r\n}]":
|
| 86 |
+
idx -= 1
|
| 87 |
+
# Remove trailing non-escaped double quotes (partial JSON auto-closes strings)
|
| 88 |
+
while idx > 0 and chunk[idx - 1] == '"':
|
| 89 |
+
# keep escaped quotes (\"), only strip bare ones
|
| 90 |
+
if idx - 2 >= 0 and chunk[idx - 2] == '\\':
|
| 91 |
+
break
|
| 92 |
+
idx -= 1
|
| 93 |
+
return chunk[:idx]
|
| 94 |
+
|
| 95 |
+
@staticmethod
|
| 96 |
+
def _common_prefix_len(left: str, right: str) -> int:
|
| 97 |
+
"""
|
| 98 |
+
Return the length of the shared prefix between left and right strings.
|
| 99 |
+
"""
|
| 100 |
+
max_len = min(len(left), len(right))
|
| 101 |
+
idx = 0
|
| 102 |
+
while idx < max_len and left[idx] == right[idx]:
|
| 103 |
+
idx += 1
|
| 104 |
+
return idx
|
| 105 |
+
|
| 106 |
+
def _compute_arguments_delta(self, cur_arguments_json: str,
|
| 107 |
+
end_of_call: bool) -> str:
|
| 108 |
+
"""
|
| 109 |
+
Determine the incremental suffix to stream for the current tool call.
|
| 110 |
+
Ensures we only emit monotonic chunks by trimming our tracked prefix to
|
| 111 |
+
the longest common prefix with the latest JSON snapshot.
|
| 112 |
+
"""
|
| 113 |
+
tool_idx = self.current_tool_id
|
| 114 |
+
if tool_idx < 0 or tool_idx >= len(self.streamed_args_for_tool):
|
| 115 |
+
return ""
|
| 116 |
+
|
| 117 |
+
streamed_prefix = self.streamed_args_for_tool[tool_idx]
|
| 118 |
+
had_any = (self.tool_args_emitted[tool_idx]
|
| 119 |
+
if tool_idx < len(self.tool_args_emitted) else False)
|
| 120 |
+
|
| 121 |
+
lcp_len = self._common_prefix_len(cur_arguments_json,
|
| 122 |
+
streamed_prefix)
|
| 123 |
+
if lcp_len != len(streamed_prefix):
|
| 124 |
+
streamed_prefix = streamed_prefix[:lcp_len]
|
| 125 |
+
self.streamed_args_for_tool[tool_idx] = streamed_prefix
|
| 126 |
+
|
| 127 |
+
if (not had_any and not end_of_call and lcp_len == 0
|
| 128 |
+
and cur_arguments_json.endswith('": ""}')
|
| 129 |
+
and '": ""' in cur_arguments_json):
|
| 130 |
+
closing_pos = cur_arguments_json.rfind('": ""}')
|
| 131 |
+
if closing_pos != -1:
|
| 132 |
+
arguments_delta = cur_arguments_json[:closing_pos + 4]
|
| 133 |
+
else:
|
| 134 |
+
arguments_delta = cur_arguments_json
|
| 135 |
+
else:
|
| 136 |
+
arguments_delta = cur_arguments_json[lcp_len:]
|
| 137 |
+
|
| 138 |
+
if not arguments_delta:
|
| 139 |
+
return ""
|
| 140 |
+
|
| 141 |
+
if not end_of_call:
|
| 142 |
+
arguments_delta = self._strip_trailing_auto_closers(
|
| 143 |
+
arguments_delta)
|
| 144 |
+
|
| 145 |
+
if (not had_any and not end_of_call and arguments_delta
|
| 146 |
+
and arguments_delta.endswith('}')):
|
| 147 |
+
arguments_delta = arguments_delta[:-1]
|
| 148 |
+
if arguments_delta.endswith('"'):
|
| 149 |
+
arguments_delta = arguments_delta[:-1]
|
| 150 |
+
|
| 151 |
+
return arguments_delta
|
| 152 |
+
|
| 153 |
+
def _visible_delta_outside_tool(self, delta_text: str,
|
| 154 |
+
start_token: Optional[str],
|
| 155 |
+
end_token: Optional[str]) -> str:
|
| 156 |
+
"""
|
| 157 |
+
Consume characters that could begin a tool tag. Only suppress the exact
|
| 158 |
+
<TOOLCALL> / </TOOLCALL> sequences, and let everything else (e.g. </think>)
|
| 159 |
+
pass through untouched.
|
| 160 |
+
"""
|
| 161 |
+
if not delta_text:
|
| 162 |
+
return delta_text
|
| 163 |
+
|
| 164 |
+
visible: list[str] = []
|
| 165 |
+
for ch in delta_text:
|
| 166 |
+
if self._pending_tag_buffer or ch == '<':
|
| 167 |
+
self._pending_tag_buffer += ch
|
| 168 |
+
|
| 169 |
+
if start_token and start_token.startswith(self._pending_tag_buffer):
|
| 170 |
+
if self._pending_tag_buffer == start_token:
|
| 171 |
+
self._pending_tag_buffer = ""
|
| 172 |
+
continue
|
| 173 |
+
|
| 174 |
+
if end_token and end_token.startswith(self._pending_tag_buffer):
|
| 175 |
+
if self._pending_tag_buffer == end_token:
|
| 176 |
+
self._pending_tag_buffer = ""
|
| 177 |
+
continue
|
| 178 |
+
|
| 179 |
+
# Not a tool tag; flush buffered characters as normal content.
|
| 180 |
+
visible.append(self._pending_tag_buffer)
|
| 181 |
+
self._pending_tag_buffer = ""
|
| 182 |
+
else:
|
| 183 |
+
visible.append(ch)
|
| 184 |
+
|
| 185 |
+
return "".join(visible)
|
| 186 |
+
|
| 187 |
def adjust_request(
|
| 188 |
self, request: ChatCompletionRequest) -> ChatCompletionRequest:
|
| 189 |
if not isinstance(
|
|
|
|
| 284 |
# if candidates tool call tokens are in the tokens generated so far, that
|
| 285 |
# means we're parsing as tool calls now. Suppress streaming if we are
|
| 286 |
# currently generating any prefix of the start or end tag.
|
| 287 |
+
visible_delta_text = delta_text
|
| 288 |
try:
|
| 289 |
start_token = self.bot_token
|
| 290 |
end_token = f"</{self.bot_token[1:]}" if self.bot_token.startswith('<') else None
|
| 291 |
|
| 292 |
+
visible_delta_text = self._visible_delta_outside_tool(
|
| 293 |
+
delta_text, start_token, end_token)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 294 |
except Exception:
|
| 295 |
# Fallback to conservative checks in case of any issues
|
| 296 |
if current_text.endswith('<') or current_text.endswith('<T') or current_text.endswith('<TO') or current_text.endswith('<TOOL') or current_text.endswith('<TOOLCALL'):
|
|
|
|
| 299 |
# if the tool call token is not in the tokens generated so far, append
|
| 300 |
# output to contents since it's not a tool
|
| 301 |
if self.bot_token not in current_text:
|
| 302 |
+
if visible_delta_text:
|
| 303 |
+
return DeltaMessage(content=visible_delta_text)
|
| 304 |
+
# still waiting on a potential tag, so emit nothing yet
|
| 305 |
+
return None
|
|
|
|
|
|
|
| 306 |
|
| 307 |
# bit mask flags for partial JSON parsing. If the name hasn't been
|
| 308 |
# sent yet, don't allow sending
|
|
|
|
| 328 |
try:
|
| 329 |
tool_call_arr: list[dict] = partial_json_parser.loads(
|
| 330 |
parsable_arr, flags)
|
| 331 |
+
except (partial_json_parser.core.exceptions.MalformedJSON,
|
| 332 |
+
json.JSONDecodeError, ValueError):
|
| 333 |
return None
|
| 334 |
|
| 335 |
current_tool_call: dict = tool_call_arr[self.current_tool_id] \
|
|
|
|
| 372 |
self.current_tool_id = len(tool_call_arr) - 1
|
| 373 |
self.current_tool_name_sent = False
|
| 374 |
self.streamed_args_for_tool.append("")
|
| 375 |
+
self.tool_args_emitted.append(False)
|
| 376 |
return delta
|
| 377 |
|
| 378 |
# case: update an existing tool - this is handled below
|
|
|
|
| 403 |
self.current_tool_id].get("arguments")
|
| 404 |
cur_arguments = current_tool_call.get("arguments")
|
| 405 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 406 |
if not cur_arguments and not prev_arguments:
|
| 407 |
|
| 408 |
delta = None
|
|
|
|
| 411 |
"INVARIANT - impossible to have arguments reset "
|
| 412 |
"mid-arguments")
|
| 413 |
delta = None
|
| 414 |
+
elif cur_arguments:
|
| 415 |
cur_arguments_json = json.dumps(cur_arguments,
|
| 416 |
ensure_ascii=False)
|
| 417 |
+
arguments_delta = self._compute_arguments_delta(
|
| 418 |
+
cur_arguments_json, end_of_call)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 419 |
if arguments_delta:
|
| 420 |
delta = DeltaMessage(tool_calls=[
|
| 421 |
DeltaToolCall(index=self.current_tool_id,
|
|
|
|
| 425 |
])
|
| 426 |
self.streamed_args_for_tool[
|
| 427 |
self.current_tool_id] += arguments_delta
|
| 428 |
+
self.tool_args_emitted[
|
| 429 |
+
self.current_tool_id] = True
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 430 |
else:
|
| 431 |
# Do not flush final JSON here; let the serving layer
|
| 432 |
# compute a minimal remaining suffix on finish.
|
|
|
|
| 447 |
if cur_arguments is not None:
|
| 448 |
cur_args_json = json.dumps(cur_arguments,
|
| 449 |
ensure_ascii=False)
|
| 450 |
+
remaining_suffix = self._compute_arguments_delta(
|
| 451 |
+
cur_args_json, end_of_call=True)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 452 |
|
| 453 |
# Only send remaining suffix if it's non-empty and contains meaningful content
|
| 454 |
# (not just whitespace or single characters like closing braces)
|
| 455 |
+
if remaining_suffix and remaining_suffix.strip():
|
| 456 |
extra = DeltaToolCall(
|
| 457 |
index=self.current_tool_id,
|
| 458 |
function=DeltaFunctionCall(
|
|
|
|
| 467 |
delta.tool_calls = [extra]
|
| 468 |
self.streamed_args_for_tool[
|
| 469 |
self.current_tool_id] += remaining_suffix
|
| 470 |
+
self.tool_args_emitted[self.current_tool_id] = True
|
| 471 |
else:
|
| 472 |
pass
|
| 473 |
except Exception:
|