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sglang/test/srt/test_function_call_parser.py

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import json
import unittest
from xgrammar import GrammarCompiler, TokenizerInfo
from sglang.srt.function_call.deepseekv3_detector import DeepSeekV3Detector
from sglang.srt.function_call.llama32_detector import Llama32Detector
from sglang.srt.function_call.mistral_detector import MistralDetector
from sglang.srt.function_call.pythonic_detector import PythonicDetector
from sglang.srt.function_call.qwen25_detector import Qwen25Detector
from sglang.srt.hf_transformers_utils import get_tokenizer
from sglang.srt.openai_api.protocol import Function, Tool
from sglang.test.test_utils import DEFAULT_SMALL_MODEL_NAME_FOR_TEST
class TestPythonicDetector(unittest.TestCase):
def setUp(self):
# Create sample tools for testing
self.tools = [
Tool(
type="function",
function=Function(
name="get_weather",
description="Get weather information",
parameters={
"properties": {
"location": {
"type": "string",
"description": "Location to get weather for",
},
"unit": {
"type": "string",
"description": "Temperature unit",
"enum": ["celsius", "fahrenheit"],
},
},
"required": ["location"],
},
),
),
Tool(
type="function",
function=Function(
name="search",
description="Search for information",
parameters={
"properties": {
"query": {
"type": "string",
"description": "Search query",
},
},
"required": ["query"],
},
),
),
]
self.detector = PythonicDetector()
def test_parse_streaming_no_brackets(self):
"""Test parsing text with no brackets (no tool calls)."""
text = "This is just normal text without any tool calls."
result = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(result.normal_text, text)
self.assertEqual(result.calls, [])
self.assertEqual(self.detector._buffer, "") # Buffer should be cleared
def test_parse_streaming_complete_tool_call(self):
"""Test parsing a complete tool call."""
text = "Here's a tool call: [get_weather(location='New York', unit='celsius')]"
result = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(result.normal_text, "Here's a tool call: ")
self.assertEqual(len(result.calls), 1)
self.assertEqual(result.calls[0].name, "get_weather")
self.assertEqual(
self.detector._buffer, ""
) # Buffer should be cleared after processing
# Check the parameters
params = json.loads(result.calls[0].parameters)
self.assertEqual(params["location"], "New York")
self.assertEqual(params["unit"], "celsius")
def test_parse_streaming_text_before_tool_call(self):
"""Test parsing text that appears before a tool call."""
text = "This is some text before [get_weather(location='London')]"
result = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(result.normal_text, "This is some text before ")
self.assertEqual(len(result.calls), 1)
self.assertEqual(result.calls[0].name, "get_weather")
# Check the parameters
params = json.loads(result.calls[0].parameters)
self.assertEqual(params["location"], "London")
def test_parse_streaming_partial_tool_call(self):
"""Test parsing a partial tool call that spans multiple chunks."""
# First chunk with opening bracket but no closing bracket
text1 = "Let me check the weather: [get_weather(location="
result1 = self.detector.parse_streaming_increment(text1, self.tools)
self.assertEqual(result1.normal_text, "Let me check the weather: ")
self.assertEqual(result1.calls, [])
self.assertEqual(
self.detector._buffer, "[get_weather(location="
) # Partial tool call remains in buffer
# Second chunk completing the tool call
text2 = "'Paris')]"
result2 = self.detector.parse_streaming_increment(text2, self.tools)
self.assertEqual(result2.normal_text, "")
self.assertEqual(len(result2.calls), 1)
self.assertEqual(result2.calls[0].name, "get_weather")
# Check the parameters
params = json.loads(result2.calls[0].parameters)
self.assertEqual(params["location"], "Paris")
self.assertEqual(
self.detector._buffer, ""
) # Buffer should be cleared after processing
def test_parse_streaming_bracket_without_text_before(self):
"""Test parsing a tool call that starts at the beginning of the text."""
text = "[search(query='python programming')]"
result = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(result.normal_text, "")
self.assertEqual(len(result.calls), 1)
self.assertEqual(result.calls[0].name, "search")
# Check the parameters
params = json.loads(result.calls[0].parameters)
self.assertEqual(params["query"], "python programming")
def test_parse_streaming_text_after_tool_call(self):
"""Test parsing text that appears after a tool call."""
# First chunk with complete tool call and some text after
text = "[get_weather(location='Tokyo')] Here's the forecast:"
result = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(result.normal_text, "")
self.assertEqual(len(result.calls), 1)
self.assertEqual(result.calls[0].name, "get_weather")
self.assertEqual(
self.detector._buffer, " Here's the forecast:"
) # Text after tool call remains in buffer
# Process the remaining text in buffer
result2 = self.detector.parse_streaming_increment("", self.tools)
self.assertEqual(result2.normal_text, " Here's the forecast:")
self.assertEqual(result2.calls, [])
self.assertEqual(self.detector._buffer, "") # Buffer should be cleared
def test_parse_streaming_multiple_tool_calls(self):
"""Test parsing multiple tool calls in sequence."""
text = "[get_weather(location='Berlin')] and [search(query='restaurants')]"
# First tool call
result1 = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(len(result1.calls), 1)
self.assertEqual(result1.calls[0].name, "get_weather")
self.assertEqual(self.detector._buffer, " and [search(query='restaurants')]")
# Second tool call
result2 = self.detector.parse_streaming_increment("", self.tools)
self.assertEqual(result2.normal_text, " and ")
self.assertEqual(len(result2.calls), 1)
self.assertEqual(result2.calls[0].name, "search")
self.assertEqual(self.detector._buffer, "")
def test_parse_streaming_opening_bracket_only(self):
"""Test parsing text with only an opening bracket but no closing bracket."""
text = "Let's try this: ["
result = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(result.normal_text, "Let's try this: ")
self.assertEqual(result.calls, [])
self.assertEqual(
self.detector._buffer, "["
) # Opening bracket remains in buffer
def test_parse_streaming_nested_brackets(self):
"""Test parsing tool calls with nested brackets in arguments."""
# Test with list argument containing nested brackets
text = "[get_weather(location='New York', unit='celsius', data=[1, 2, 3])]"
result = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(result.normal_text, "")
self.assertEqual(len(result.calls), 1)
self.assertEqual(result.calls[0].name, "get_weather")
self.assertEqual(self.detector._buffer, "")
# Check the parameters
params = json.loads(result.calls[0].parameters)
self.assertEqual(params["location"], "New York")
self.assertEqual(params["unit"], "celsius")
self.assertEqual(params["data"], [1, 2, 3])
def test_parse_streaming_nested_brackets_dict(self):
"""Test parsing tool calls with nested dictionaries and lists."""
# Test with nested dict and list arguments
text = "[search(query='test', config={'options': [1, 2], 'nested': {'key': 'value'}})]"
result = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(result.normal_text, "")
self.assertEqual(len(result.calls), 1)
self.assertEqual(result.calls[0].name, "search")
self.assertEqual(self.detector._buffer, "")
# Check the parameters
params = json.loads(result.calls[0].parameters)
self.assertEqual(params["query"], "test")
self.assertEqual(params["config"]["options"], [1, 2])
self.assertEqual(params["config"]["nested"]["key"], "value")
def test_parse_streaming_multiple_tools_with_nested_brackets(self):
"""Test parsing multiple tool calls with nested brackets."""
text = "[get_weather(location='Paris', data=[10, 20]), search(query='test', filters=['a', 'b'])]"
result = self.detector.parse_streaming_increment(text, self.tools)
self.assertEqual(result.normal_text, "")
self.assertEqual(len(result.calls), 2)
self.assertEqual(self.detector._buffer, "")
# Check first tool call
params1 = json.loads(result.calls[0].parameters)
self.assertEqual(result.calls[0].name, "get_weather")
self.assertEqual(params1["location"], "Paris")
self.assertEqual(params1["data"], [10, 20])
# Check second tool call
params2 = json.loads(result.calls[1].parameters)
self.assertEqual(result.calls[1].name, "search")
self.assertEqual(params2["query"], "test")
self.assertEqual(params2["filters"], ["a", "b"])
def test_parse_streaming_partial_nested_brackets(self):
"""Test parsing partial tool calls with nested brackets across chunks."""
# First chunk with nested brackets but incomplete
text1 = "Here's a call: [get_weather(location='Tokyo', data=[1, 2"
result1 = self.detector.parse_streaming_increment(text1, self.tools)
self.assertEqual(result1.normal_text, "Here's a call: ")
self.assertEqual(result1.calls, [])
self.assertEqual(
self.detector._buffer, "[get_weather(location='Tokyo', data=[1, 2"
)
# Second chunk completing the nested brackets
text2 = ", 3])]"
result2 = self.detector.parse_streaming_increment(text2, self.tools)
self.assertEqual(result2.normal_text, "")
self.assertEqual(len(result2.calls), 1)
self.assertEqual(result2.calls[0].name, "get_weather")
self.assertEqual(self.detector._buffer, "")
# Check the parameters
params = json.loads(result2.calls[0].parameters)
self.assertEqual(params["location"], "Tokyo")
self.assertEqual(params["data"], [1, 2, 3])
class TestEBNFGeneration(unittest.TestCase):
def setUp(self):
# Create sample tools for testing
self.tools = [
Tool(
type="function",
function=Function(
name="get_weather",
description="Get weather information",
parameters={
"properties": {
"location": {
"type": "string",
"description": "Location to get weather for",
},
"unit": {
"type": "string",
"description": "Temperature unit",
"enum": ["celsius", "fahrenheit"],
},
},
"required": ["location"],
},
),
),
Tool(
type="function",
function=Function(
name="search",
description="Search for information",
parameters={
"properties": {
"query": {
"type": "string",
"description": "Search query",
},
},
"required": ["query"],
},
),
),
]
self.tokenizer = get_tokenizer(DEFAULT_SMALL_MODEL_NAME_FOR_TEST)
tokenizer_info = TokenizerInfo.from_huggingface(self.tokenizer)
self.grammar_compiler = GrammarCompiler(tokenizer_info=tokenizer_info)
# Initialize all detectors
self.pythonic_detector = PythonicDetector()
self.deepseekv3_detector = DeepSeekV3Detector()
self.llama32_detector = Llama32Detector()
self.mistral_detector = MistralDetector()
self.qwen25_detector = Qwen25Detector()
def test_pythonic_detector_ebnf(self):
"""Test that the PythonicDetector generates valid EBNF."""
ebnf = self.pythonic_detector.build_ebnf(self.tools)
self.assertIsNotNone(ebnf)
# Check that the EBNF contains expected patterns
self.assertIn('call_get_weather ::= "get_weather" "(" ', ebnf)
self.assertIn('"location" "=" basic_string', ebnf)
self.assertIn('[ "unit" "=" ("\\"celsius\\"" | "\\"fahrenheit\\"") ]', ebnf)
# Validate that the EBNF can be compiled by GrammarCompiler
try:
ctx = self.grammar_compiler.compile_grammar(ebnf)
self.assertIsNotNone(ctx, "EBNF should be valid and compile successfully")
except RuntimeError as e:
self.fail(f"Failed to compile EBNF: {e}")
def test_deepseekv3_detector_ebnf(self):
"""Test that the DeepSeekV3Detector generates valid EBNF."""
ebnf = self.deepseekv3_detector.build_ebnf(self.tools)
self.assertIsNotNone(ebnf)
# Check that the EBNF contains expected patterns
self.assertIn("<tool▁calls▁begin>", ebnf)
self.assertIn("<tool▁call▁begin>function<tool▁sep>get_weather", ebnf)
self.assertIn('\\"location\\"" ":" basic_string ', ebnf)
# Validate that the EBNF can be compiled by GrammarCompiler
try:
ctx = self.grammar_compiler.compile_grammar(ebnf)
self.assertIsNotNone(ctx, "EBNF should be valid and compile successfully")
except RuntimeError as e:
self.fail(f"Failed to compile EBNF: {e}")
def test_llama32_detector_ebnf(self):
"""Test that the Llama32Detector generates valid EBNF."""
ebnf = self.llama32_detector.build_ebnf(self.tools)
self.assertIsNotNone(ebnf)
# Check that the EBNF contains expected patterns
self.assertIn('\\"name\\"" ":" "\\"get_weather\\"', ebnf)
self.assertIn('"\\"arguments\\"" ":"', ebnf)
# Validate that the EBNF can be compiled by GrammarCompiler
try:
ctx = self.grammar_compiler.compile_grammar(ebnf)
self.assertIsNotNone(ctx, "EBNF should be valid and compile successfully")
except RuntimeError as e:
self.fail(f"Failed to compile EBNF: {e}")
def test_mistral_detector_ebnf(self):
"""Test that the MistralDetector generates valid EBNF."""
ebnf = self.mistral_detector.build_ebnf(self.tools)
self.assertIsNotNone(ebnf)
# Check that the EBNF contains expected patterns
self.assertIn('"[TOOL_CALLS] ["', ebnf)
self.assertIn("call_get_weather | call_search", ebnf)
self.assertIn('"\\"arguments\\"" ":"', ebnf)
# Validate that the EBNF can be compiled by GrammarCompiler
try:
ctx = self.grammar_compiler.compile_grammar(ebnf)
self.assertIsNotNone(ctx, "EBNF should be valid and compile successfully")
except RuntimeError as e:
self.fail(f"Failed to compile EBNF: {e}")
def test_qwen25_detector_ebnf(self):
"""Test that the Qwen25Detector generates valid EBNF."""
ebnf = self.qwen25_detector.build_ebnf(self.tools)
self.assertIsNotNone(ebnf)
# Check that the EBNF contains expected patterns
self.assertIn("<tool_call>", ebnf)
self.assertIn('\\"name\\"" ":" "\\"get_weather\\"', ebnf)
self.assertIn('"\\"arguments\\"" ":"', ebnf)
# Validate that the EBNF can be compiled by GrammarCompiler
try:
ctx = self.grammar_compiler.compile_grammar(ebnf)
self.assertIsNotNone(ctx, "EBNF should be valid and compile successfully")
except RuntimeError as e:
self.fail(f"Failed to compile EBNF: {e}")
if __name__ == "__main__":
unittest.main()