[CI] Add unit tests for function_call detectors (hermes, llama32, mistral) (#21399)
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"""Unit tests for HermesDetector — no server, no model loading."""
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import json
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from sglang.srt.entrypoints.openai.protocol import Function, Tool
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from sglang.srt.function_call.hermes_detector import HermesDetector
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from sglang.test.ci.ci_register import register_cpu_ci
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from sglang.test.test_utils import CustomTestCase
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register_cpu_ci(1.0, "stage-a-test-cpu")
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class TestHermesDetector(CustomTestCase):
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def setUp(self):
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self.tools = [
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Tool(
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type="function",
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function=Function(
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name="get_weather",
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description="Get weather information",
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parameters={
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"type": "object",
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"properties": {
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"city": {"type": "string", "description": "City name"},
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"unit": {
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"type": "string",
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"enum": ["celsius", "fahrenheit"],
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},
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},
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"required": ["city"],
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},
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),
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),
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Tool(
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type="function",
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function=Function(
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name="search",
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description="Search the web",
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parameters={
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"type": "object",
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"properties": {
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"query": {
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"type": "string",
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"description": "Search query",
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},
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},
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"required": ["query"],
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},
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),
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),
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]
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self.detector = HermesDetector()
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# ==================== has_tool_call Tests ====================
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def test_has_tool_call_true(self):
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text = '<tool_call>{"name": "get_weather", "arguments": {"city": "Beijing"}}</tool_call>'
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self.assertTrue(self.detector.has_tool_call(text))
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def test_has_tool_call_false(self):
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text = "The weather in Beijing is sunny today."
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self.assertFalse(self.detector.has_tool_call(text))
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# ==================== detect_and_parse Tests ====================
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def test_single_tool_call(self):
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text = '<tool_call>{"name": "get_weather", "arguments": {"city": "Beijing"}}</tool_call>'
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 1)
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self.assertEqual(result.calls[0].name, "get_weather")
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args = json.loads(result.calls[0].parameters)
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self.assertEqual(args["city"], "Beijing")
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self.assertEqual(result.normal_text, "")
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def test_multiple_tool_calls(self):
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text = (
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'<tool_call>{"name": "get_weather", "arguments": {"city": "Beijing"}}</tool_call>'
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'<tool_call>{"name": "search", "arguments": {"query": "restaurants"}}</tool_call>'
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)
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 2)
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self.assertEqual(result.calls[0].name, "get_weather")
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self.assertEqual(result.calls[1].name, "search")
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def test_tool_call_with_leading_text(self):
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text = 'I will check the weather for you. <tool_call>{"name": "get_weather", "arguments": {"city": "Tokyo"}}</tool_call>'
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 1)
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self.assertEqual(result.calls[0].name, "get_weather")
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self.assertEqual(result.normal_text, "I will check the weather for you.")
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def test_no_tool_call(self):
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text = "The weather is nice today."
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 0)
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self.assertEqual(result.normal_text, "The weather is nice today.")
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def test_tool_call_with_multiple_arguments(self):
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text = '<tool_call>{"name": "get_weather", "arguments": {"city": "London", "unit": "celsius"}}</tool_call>'
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 1)
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args = json.loads(result.calls[0].parameters)
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self.assertEqual(args["city"], "London")
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self.assertEqual(args["unit"], "celsius")
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def test_malformed_json_returns_original_text(self):
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text = "<tool_call>not valid json</tool_call>"
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 0)
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self.assertEqual(result.normal_text, text)
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# ==================== structure_info Tests ====================
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def test_structure_info(self):
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info_func = self.detector.structure_info()
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info = info_func("get_weather")
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self.assertIn("get_weather", info.begin)
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self.assertEqual(info.trigger, "<tool_call>")
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self.assertEqual(info.end, "}</tool_call>")
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# ==================== Streaming Tests ====================
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def test_streaming_single_tool_call(self):
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detector = HermesDetector()
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chunks = [
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"<tool_",
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'call>{"name": "get_weather",',
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' "arguments": {"city": "Beijing"',
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"}}</tool_call>",
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]
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all_calls = []
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for chunk in chunks:
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result = detector.parse_streaming_increment(chunk, self.tools)
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all_calls.extend(result.calls)
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# Verify tool name
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func_calls = [c for c in all_calls if c.name]
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self.assertEqual(len(func_calls), 1)
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self.assertEqual(func_calls[0].name, "get_weather")
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# Verify parameters
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full_params = "".join(c.parameters for c in all_calls if c.parameters)
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params = json.loads(full_params)
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self.assertEqual(params["city"], "Beijing")
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def test_streaming_normal_text_before_tool(self):
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detector = HermesDetector()
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result = detector.parse_streaming_increment("Hello! Let me help. ", self.tools)
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self.assertEqual(result.normal_text, "Hello! Let me help. ")
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self.assertEqual(len(result.calls), 0)
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def test_streaming_text_then_tool_call(self):
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detector = HermesDetector()
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chunks = [
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"Sure, let me check. ",
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'<tool_call>{"name": "get_weather",',
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' "arguments": {"city": "Tokyo"',
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"}}</tool_call>",
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]
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all_calls = []
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all_normal_text = ""
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for chunk in chunks:
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result = detector.parse_streaming_increment(chunk, self.tools)
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all_calls.extend(result.calls)
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all_normal_text += result.normal_text
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self.assertEqual(all_normal_text, "Sure, let me check. ")
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func_calls = [c for c in all_calls if c.name]
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self.assertEqual(len(func_calls), 1)
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self.assertEqual(func_calls[0].name, "get_weather")
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full_params = "".join(c.parameters for c in all_calls if c.parameters)
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params = json.loads(full_params)
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self.assertEqual(params["city"], "Tokyo")
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if __name__ == "__main__":
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import unittest
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unittest.main()
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"""Unit tests for Llama32Detector — no server, no model loading."""
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import json
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from sglang.srt.entrypoints.openai.protocol import Function, Tool
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from sglang.srt.function_call.llama32_detector import Llama32Detector
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from sglang.test.ci.ci_register import register_cpu_ci
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from sglang.test.test_utils import CustomTestCase
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register_cpu_ci(1.0, "stage-a-test-cpu")
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class TestLlama32Detector(CustomTestCase):
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def setUp(self):
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self.tools = [
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Tool(
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type="function",
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function=Function(
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name="get_weather",
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description="Get weather information",
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parameters={
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"type": "object",
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"properties": {
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"city": {"type": "string", "description": "City name"},
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"unit": {
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"type": "string",
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"enum": ["celsius", "fahrenheit"],
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},
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},
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"required": ["city"],
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},
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),
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),
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Tool(
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type="function",
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function=Function(
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name="search",
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description="Search the web",
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parameters={
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"type": "object",
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"properties": {
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"query": {
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"type": "string",
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"description": "Search query",
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},
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},
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"required": ["query"],
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},
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),
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),
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]
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self.detector = Llama32Detector()
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# ==================== has_tool_call Tests ====================
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def test_has_tool_call_with_python_tag(self):
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text = '<|python_tag|>{"name": "get_weather", "arguments": {"city": "Beijing"}}'
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self.assertTrue(self.detector.has_tool_call(text))
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def test_has_tool_call_with_json_start(self):
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text = '{"name": "get_weather", "arguments": {"city": "Beijing"}}'
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self.assertTrue(self.detector.has_tool_call(text))
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def test_has_tool_call_false(self):
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text = "The weather in Beijing is sunny today."
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self.assertFalse(self.detector.has_tool_call(text))
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# ==================== detect_and_parse Tests ====================
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def test_single_tool_call_with_python_tag(self):
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text = '<|python_tag|>{"name": "get_weather", "arguments": {"city": "Beijing"}}'
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 1)
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self.assertEqual(result.calls[0].name, "get_weather")
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args = json.loads(result.calls[0].parameters)
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self.assertEqual(args["city"], "Beijing")
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def test_single_tool_call_without_python_tag(self):
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text = '{"name": "get_weather", "arguments": {"city": "Beijing"}}'
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 1)
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self.assertEqual(result.calls[0].name, "get_weather")
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def test_normal_text_before_python_tag(self):
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text = 'Let me check. <|python_tag|>{"name": "get_weather", "arguments": {"city": "Tokyo"}}'
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 1)
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self.assertEqual(result.normal_text, "Let me check. ")
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def test_no_tool_call(self):
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text = "The weather is nice today."
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 0)
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self.assertEqual(result.normal_text, "The weather is nice today.")
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def test_multiple_json_objects(self):
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text = '<|python_tag|>{"name": "get_weather", "arguments": {"city": "Beijing"}};{"name": "search", "arguments": {"query": "restaurants"}}'
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 2)
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self.assertEqual(result.calls[0].name, "get_weather")
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self.assertEqual(result.calls[1].name, "search")
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def test_tool_call_with_multiple_arguments(self):
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text = '<|python_tag|>{"name": "get_weather", "arguments": {"city": "London", "unit": "celsius"}}'
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result = self.detector.detect_and_parse(text, self.tools)
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self.assertEqual(len(result.calls), 1)
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args = json.loads(result.calls[0].parameters)
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self.assertEqual(args["city"], "London")
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self.assertEqual(args["unit"], "celsius")
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# ==================== Python dict conversion Tests ====================
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def test_convert_python_dict_to_json(self):
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python_dict = "{'name': 'get_weather', 'arguments': {'city': 'Beijing'}}"
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result = self.detector._convert_python_dict_to_json(python_dict)
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parsed = json.loads(result)
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self.assertEqual(parsed["name"], "get_weather")
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def test_convert_invalid_string_returns_original(self):
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invalid = "not a dict at all"
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result = self.detector._convert_python_dict_to_json(invalid)
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self.assertEqual(result, invalid)
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# ==================== structure_info Tests ====================
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def test_structure_info(self):
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info_func = self.detector.structure_info()
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info = info_func("get_weather")
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self.assertIn("get_weather", info.begin)
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self.assertIn("<|python_tag|>", info.begin)
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self.assertEqual(info.trigger, "<|python_tag|>")
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# ==================== Streaming Tests ====================
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def test_streaming_single_tool_call(self):
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detector = Llama32Detector()
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chunks = [
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"<|python_",
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'tag|>{"name": "get_weather",',
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' "arguments": {"city": "Beijing"',
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"}}",
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]
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all_calls = []
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for chunk in chunks:
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result = detector.parse_streaming_increment(chunk, self.tools)
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all_calls.extend(result.calls)
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func_calls = [c for c in all_calls if c.name]
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self.assertEqual(len(func_calls), 1)
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self.assertEqual(func_calls[0].name, "get_weather")
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full_params = "".join(c.parameters for c in all_calls if c.parameters)
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params = json.loads(full_params)
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self.assertEqual(params["city"], "Beijing")
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def test_streaming_normal_text_before_tool(self):
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detector = Llama32Detector()
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result = detector.parse_streaming_increment(
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"Let me check the weather. ", self.tools
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)
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self.assertEqual(result.normal_text, "Let me check the weather. ")
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self.assertEqual(len(result.calls), 0)
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def test_streaming_text_then_tool_call(self):
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detector = Llama32Detector()
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chunks = [
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"I'll look that up. ",
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'<|python_tag|>{"name": "get_weather",',
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' "arguments": {"city": "Tokyo", "unit": "celsius"',
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"}}",
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]
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all_calls = []
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all_normal_text = ""
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for chunk in chunks:
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result = detector.parse_streaming_increment(chunk, self.tools)
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all_calls.extend(result.calls)
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all_normal_text += result.normal_text
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self.assertEqual(all_normal_text, "I'll look that up. ")
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func_calls = [c for c in all_calls if c.name]
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self.assertEqual(len(func_calls), 1)
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self.assertEqual(func_calls[0].name, "get_weather")
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||||||
|
full_params = "".join(c.parameters for c in all_calls if c.parameters)
|
||||||
|
params = json.loads(full_params)
|
||||||
|
self.assertEqual(params["city"], "Tokyo")
|
||||||
|
self.assertEqual(params["unit"], "celsius")
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
import unittest
|
||||||
|
|
||||||
|
unittest.main()
|
||||||
@@ -0,0 +1,224 @@
|
|||||||
|
"""Unit tests for MistralDetector — no server, no model loading."""
|
||||||
|
|
||||||
|
import json
|
||||||
|
|
||||||
|
from sglang.srt.entrypoints.openai.protocol import Function, Tool
|
||||||
|
from sglang.srt.function_call.mistral_detector import MistralDetector
|
||||||
|
from sglang.test.ci.ci_register import register_cpu_ci
|
||||||
|
from sglang.test.test_utils import CustomTestCase
|
||||||
|
|
||||||
|
register_cpu_ci(1.0, "stage-a-test-cpu")
|
||||||
|
|
||||||
|
|
||||||
|
class TestMistralDetector(CustomTestCase):
|
||||||
|
def setUp(self):
|
||||||
|
self.tools = [
|
||||||
|
Tool(
|
||||||
|
type="function",
|
||||||
|
function=Function(
|
||||||
|
name="get_weather",
|
||||||
|
description="Get weather information",
|
||||||
|
parameters={
|
||||||
|
"type": "object",
|
||||||
|
"properties": {
|
||||||
|
"city": {"type": "string", "description": "City name"},
|
||||||
|
"unit": {
|
||||||
|
"type": "string",
|
||||||
|
"enum": ["celsius", "fahrenheit"],
|
||||||
|
},
|
||||||
|
},
|
||||||
|
"required": ["city"],
|
||||||
|
},
|
||||||
|
),
|
||||||
|
),
|
||||||
|
Tool(
|
||||||
|
type="function",
|
||||||
|
function=Function(
|
||||||
|
name="search",
|
||||||
|
description="Search the web",
|
||||||
|
parameters={
|
||||||
|
"type": "object",
|
||||||
|
"properties": {
|
||||||
|
"query": {
|
||||||
|
"type": "string",
|
||||||
|
"description": "Search query",
|
||||||
|
},
|
||||||
|
},
|
||||||
|
"required": ["query"],
|
||||||
|
},
|
||||||
|
),
|
||||||
|
),
|
||||||
|
]
|
||||||
|
self.detector = MistralDetector()
|
||||||
|
|
||||||
|
# ==================== has_tool_call Tests ====================
|
||||||
|
|
||||||
|
def test_has_tool_call_json_array_format(self):
|
||||||
|
text = (
|
||||||
|
'[TOOL_CALLS] [{"name": "get_weather", "arguments": {"city": "Beijing"}}]'
|
||||||
|
)
|
||||||
|
self.assertTrue(self.detector.has_tool_call(text))
|
||||||
|
|
||||||
|
def test_has_tool_call_compact_format(self):
|
||||||
|
text = '[TOOL_CALLS]get_weather[ARGS]{"city": "Beijing"}'
|
||||||
|
self.assertTrue(self.detector.has_tool_call(text))
|
||||||
|
|
||||||
|
def test_has_tool_call_false(self):
|
||||||
|
text = "The weather in Beijing is sunny today."
|
||||||
|
self.assertFalse(self.detector.has_tool_call(text))
|
||||||
|
|
||||||
|
# ==================== JSON Array Format Tests ====================
|
||||||
|
|
||||||
|
def test_json_array_single_tool_call(self):
|
||||||
|
text = (
|
||||||
|
'[TOOL_CALLS] [{"name": "get_weather", "arguments": {"city": "Beijing"}}]'
|
||||||
|
)
|
||||||
|
result = self.detector.detect_and_parse(text, self.tools)
|
||||||
|
self.assertEqual(len(result.calls), 1)
|
||||||
|
self.assertEqual(result.calls[0].name, "get_weather")
|
||||||
|
args = json.loads(result.calls[0].parameters)
|
||||||
|
self.assertEqual(args["city"], "Beijing")
|
||||||
|
self.assertEqual(result.normal_text, "")
|
||||||
|
|
||||||
|
def test_json_array_multiple_tool_calls(self):
|
||||||
|
text = '[TOOL_CALLS] [{"name": "get_weather", "arguments": {"city": "Beijing"}}, {"name": "search", "arguments": {"query": "restaurants"}}]'
|
||||||
|
result = self.detector.detect_and_parse(text, self.tools)
|
||||||
|
self.assertEqual(len(result.calls), 2)
|
||||||
|
self.assertEqual(result.calls[0].name, "get_weather")
|
||||||
|
self.assertEqual(result.calls[1].name, "search")
|
||||||
|
|
||||||
|
def test_json_array_with_leading_text(self):
|
||||||
|
text = 'I will check. [TOOL_CALLS] [{"name": "get_weather", "arguments": {"city": "Tokyo"}}]'
|
||||||
|
result = self.detector.detect_and_parse(text, self.tools)
|
||||||
|
self.assertEqual(len(result.calls), 1)
|
||||||
|
self.assertEqual(result.normal_text, "I will check.")
|
||||||
|
|
||||||
|
# ==================== Compact Format Tests ====================
|
||||||
|
|
||||||
|
def test_compact_format_single_tool_call(self):
|
||||||
|
text = '[TOOL_CALLS]get_weather[ARGS]{"city": "Beijing"}'
|
||||||
|
result = self.detector.detect_and_parse(text, self.tools)
|
||||||
|
self.assertEqual(len(result.calls), 1)
|
||||||
|
self.assertEqual(result.calls[0].name, "get_weather")
|
||||||
|
args = json.loads(result.calls[0].parameters)
|
||||||
|
self.assertEqual(args["city"], "Beijing")
|
||||||
|
|
||||||
|
def test_compact_format_with_leading_text(self):
|
||||||
|
text = 'Let me help. [TOOL_CALLS]get_weather[ARGS]{"city": "Tokyo"}'
|
||||||
|
result = self.detector.detect_and_parse(text, self.tools)
|
||||||
|
self.assertEqual(len(result.calls), 1)
|
||||||
|
self.assertEqual(result.normal_text, "Let me help.")
|
||||||
|
|
||||||
|
# ==================== No Tool Call Tests ====================
|
||||||
|
|
||||||
|
def test_no_tool_call(self):
|
||||||
|
text = "The weather is nice today."
|
||||||
|
result = self.detector.detect_and_parse(text, self.tools)
|
||||||
|
self.assertEqual(len(result.calls), 0)
|
||||||
|
self.assertEqual(result.normal_text, "The weather is nice today.")
|
||||||
|
|
||||||
|
# ==================== Edge Cases ====================
|
||||||
|
|
||||||
|
def test_tool_call_with_nested_json(self):
|
||||||
|
text = '[TOOL_CALLS] [{"name": "get_weather", "arguments": {"city": "Beijing", "options": {"detailed": true}}}]'
|
||||||
|
result = self.detector.detect_and_parse(text, self.tools)
|
||||||
|
self.assertEqual(len(result.calls), 1)
|
||||||
|
args = json.loads(result.calls[0].parameters)
|
||||||
|
self.assertEqual(args["options"]["detailed"], True)
|
||||||
|
|
||||||
|
def test_json_array_with_invalid_json(self):
|
||||||
|
text = "[TOOL_CALLS] [not valid json]"
|
||||||
|
result = self.detector.detect_and_parse(text, self.tools)
|
||||||
|
self.assertEqual(len(result.calls), 0)
|
||||||
|
self.assertEqual(result.normal_text, "")
|
||||||
|
|
||||||
|
# ==================== Internal Methods Tests ====================
|
||||||
|
|
||||||
|
def test_extract_json_array(self):
|
||||||
|
text = (
|
||||||
|
'[TOOL_CALLS] [{"name": "get_weather", "arguments": {"city": "Beijing"}}]'
|
||||||
|
)
|
||||||
|
result = self.detector._extract_json_array(text)
|
||||||
|
self.assertIsNotNone(result)
|
||||||
|
parsed = json.loads(result)
|
||||||
|
self.assertEqual(len(parsed), 1)
|
||||||
|
self.assertEqual(parsed[0]["name"], "get_weather")
|
||||||
|
|
||||||
|
def test_extract_json_array_nested_brackets(self):
|
||||||
|
text = (
|
||||||
|
'[TOOL_CALLS] [{"name": "get_weather", "arguments": {"tags": ["a", "b"]}}]'
|
||||||
|
)
|
||||||
|
result = self.detector._extract_json_array(text)
|
||||||
|
self.assertIsNotNone(result)
|
||||||
|
parsed = json.loads(result)
|
||||||
|
self.assertEqual(parsed[0]["arguments"]["tags"], ["a", "b"])
|
||||||
|
|
||||||
|
def test_extract_json_array_no_marker(self):
|
||||||
|
text = "no tool calls here"
|
||||||
|
result = self.detector._extract_json_array(text)
|
||||||
|
self.assertIsNone(result)
|
||||||
|
|
||||||
|
# ==================== structure_info Tests ====================
|
||||||
|
|
||||||
|
def test_structure_info(self):
|
||||||
|
info_func = self.detector.structure_info()
|
||||||
|
info = info_func("get_weather")
|
||||||
|
self.assertIn("get_weather", info.begin)
|
||||||
|
self.assertIn("[TOOL_CALLS]", info.trigger)
|
||||||
|
self.assertEqual(info.end, "}]")
|
||||||
|
|
||||||
|
# ==================== Streaming Tests ====================
|
||||||
|
|
||||||
|
def test_streaming_compact_format(self):
|
||||||
|
detector = MistralDetector()
|
||||||
|
chunks = [
|
||||||
|
"[TOOL_",
|
||||||
|
"CALLS]get_weather",
|
||||||
|
'[ARGS]{"city": "Beijing"}',
|
||||||
|
]
|
||||||
|
all_calls = []
|
||||||
|
for chunk in chunks:
|
||||||
|
result = detector.parse_streaming_increment(chunk, self.tools)
|
||||||
|
all_calls.extend(result.calls)
|
||||||
|
|
||||||
|
func_calls = [c for c in all_calls if c.name]
|
||||||
|
self.assertEqual(len(func_calls), 1)
|
||||||
|
self.assertEqual(func_calls[0].name, "get_weather")
|
||||||
|
|
||||||
|
full_params = "".join(c.parameters for c in all_calls if c.parameters)
|
||||||
|
params = json.loads(full_params)
|
||||||
|
self.assertEqual(params["city"], "Beijing")
|
||||||
|
|
||||||
|
def test_streaming_normal_text_before_tool(self):
|
||||||
|
detector = MistralDetector()
|
||||||
|
result = detector.parse_streaming_increment("Let me check. ", self.tools)
|
||||||
|
self.assertEqual(result.normal_text, "Let me check. ")
|
||||||
|
self.assertEqual(len(result.calls), 0)
|
||||||
|
|
||||||
|
def test_streaming_text_then_tool_call(self):
|
||||||
|
detector = MistralDetector()
|
||||||
|
chunks = [
|
||||||
|
"Sure! ",
|
||||||
|
"[TOOL_CALLS]get_weather",
|
||||||
|
'[ARGS]{"city": "Tokyo"}',
|
||||||
|
]
|
||||||
|
all_calls = []
|
||||||
|
all_normal_text = ""
|
||||||
|
for chunk in chunks:
|
||||||
|
result = detector.parse_streaming_increment(chunk, self.tools)
|
||||||
|
all_calls.extend(result.calls)
|
||||||
|
all_normal_text += result.normal_text
|
||||||
|
|
||||||
|
self.assertEqual(all_normal_text, "Sure! ")
|
||||||
|
func_calls = [c for c in all_calls if c.name]
|
||||||
|
self.assertEqual(len(func_calls), 1)
|
||||||
|
self.assertEqual(func_calls[0].name, "get_weather")
|
||||||
|
full_params = "".join(c.parameters for c in all_calls if c.parameters)
|
||||||
|
params = json.loads(full_params)
|
||||||
|
self.assertEqual(params["city"], "Tokyo")
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
import unittest
|
||||||
|
|
||||||
|
unittest.main()
|
||||||
Reference in New Issue
Block a user