yangdx
commited on
Commit
·
e83d6af
1
Parent(s):
e5ea22e
Add generate API tests and enhance chat API tests
Browse files- Add non-streaming generate API test
- Add streaming generate API test
- Add generate error handling tests
- Add generate performance stats test
- Add generate concurrent request test
- test_lightrag_ollama_chat.py +294 -25
test_lightrag_ollama_chat.py
CHANGED
@@ -108,7 +108,10 @@ DEFAULT_CONFIG = {
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"max_retries": 3,
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"retry_delay": 1,
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},
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-
"test_cases": {
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}
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@@ -174,22 +177,27 @@ def print_json_response(data: Dict[str, Any], title: str = "", indent: int = 2)
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CONFIG = load_config()
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def get_base_url() -> str:
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"""Return the base URL
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server = CONFIG["server"]
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return f"http://{server['host']}:{server['port']}/api/
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def
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content: str, stream: bool = False, model: str = None
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) -> Dict[str, Any]:
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-
"""Create
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Args:
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content: User message content
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stream: Whether to use streaming response
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model: Model name
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Returns:
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-
Dictionary containing complete request data
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"""
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return {
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"model": model or CONFIG["server"]["model"],
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@@ -197,6 +205,34 @@ def create_request_data(
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"stream": stream,
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}
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# Global test statistics
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STATS = TestStats()
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@@ -219,10 +255,10 @@ def run_test(func: Callable, name: str) -> None:
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raise
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-
def test_non_stream_chat():
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"""Test non-streaming call to /api/chat endpoint"""
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url = get_base_url()
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-
data =
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# Send request
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response = make_request(url, data)
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@@ -239,7 +275,7 @@ def test_non_stream_chat():
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)
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-
def test_stream_chat():
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"""Test streaming call to /api/chat endpoint
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Use JSON Lines format to process streaming responses, each line is a complete JSON object.
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@@ -258,7 +294,7 @@ def test_stream_chat():
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The last message will contain performance statistics, with done set to true.
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"""
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url = get_base_url()
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-
data =
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# Send request and get streaming response
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response = make_request(url, data, stream=True)
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@@ -295,7 +331,7 @@ def test_stream_chat():
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print()
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-
def test_query_modes():
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"""Test different query mode prefixes
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Supported query modes:
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@@ -313,7 +349,7 @@ def test_query_modes():
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for mode in modes:
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if OutputControl.is_verbose():
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print(f"\n=== Testing /{mode} mode ===")
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-
data =
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f"/{mode} {CONFIG['test_cases']['basic']['query']}", stream=False
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)
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@@ -354,7 +390,7 @@ def create_error_test_data(error_type: str) -> Dict[str, Any]:
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return error_data.get(error_type, error_data["empty_messages"])
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-
def test_stream_error_handling():
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"""Test error handling for streaming responses
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Test scenarios:
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@@ -400,7 +436,7 @@ def test_stream_error_handling():
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response.close()
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-
def test_error_handling():
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"""Test error handling for non-streaming responses
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Test scenarios:
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@@ -447,6 +483,228 @@ def test_error_handling():
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print_json_response(response.json(), "Error message")
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def get_test_cases() -> Dict[str, Callable]:
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"""Get all available test cases
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Returns:
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@@ -458,6 +716,13 @@ def get_test_cases() -> Dict[str, Callable]:
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"modes": test_query_modes,
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"errors": test_error_handling,
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"stream_errors": test_stream_error_handling,
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}
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@@ -544,18 +809,22 @@ if __name__ == "__main__":
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if "all" in args.tests:
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# Run all tests
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if OutputControl.is_verbose():
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print("\n【
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run_test(test_non_stream_chat, "Non-streaming
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run_test(test_stream_chat, "Streaming
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run_test(test_query_modes, "Query Mode Test")
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if OutputControl.is_verbose():
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print("\n【
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run_test(
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run_test(
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else:
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# Run specified tests
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for test_name in args.tests:
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"max_retries": 3,
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"retry_delay": 1,
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},
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+
"test_cases": {
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+
"basic": {"query": "唐僧有几个徒弟"},
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+
"generate": {"query": "电视剧西游记导演是谁"}
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+
},
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}
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CONFIG = load_config()
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+
def get_base_url(endpoint: str = "chat") -> str:
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+
"""Return the base URL for specified endpoint
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+
Args:
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+
endpoint: API endpoint name (chat or generate)
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+
Returns:
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+
Complete URL for the endpoint
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+
"""
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server = CONFIG["server"]
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+
return f"http://{server['host']}:{server['port']}/api/{endpoint}"
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190 |
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+
def create_chat_request_data(
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content: str, stream: bool = False, model: str = None
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193 |
) -> Dict[str, Any]:
|
194 |
+
"""Create chat request data
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195 |
Args:
|
196 |
content: User message content
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197 |
stream: Whether to use streaming response
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model: Model name
|
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Returns:
|
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+
Dictionary containing complete chat request data
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"""
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return {
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"model": model or CONFIG["server"]["model"],
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"stream": stream,
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}
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+
def create_generate_request_data(
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+
prompt: str,
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system: str = None,
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+
stream: bool = False,
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+
model: str = None,
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+
options: Dict[str, Any] = None
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+
) -> Dict[str, Any]:
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+
"""Create generate request data
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+
Args:
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+
prompt: Generation prompt
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+
system: System prompt
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+
stream: Whether to use streaming response
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+
model: Model name
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+
options: Additional options
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+
Returns:
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+
Dictionary containing complete generate request data
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+
"""
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+
data = {
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+
"model": model or CONFIG["server"]["model"],
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+
"prompt": prompt,
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+
"stream": stream
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}
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+
if system:
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data["system"] = system
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if options:
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data["options"] = options
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return data
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+
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# Global test statistics
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STATS = TestStats()
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raise
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256 |
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257 |
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258 |
+
def test_non_stream_chat() -> None:
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259 |
"""Test non-streaming call to /api/chat endpoint"""
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url = get_base_url()
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+
data = create_chat_request_data(CONFIG["test_cases"]["basic"]["query"], stream=False)
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# Send request
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response = make_request(url, data)
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)
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+
def test_stream_chat() -> None:
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"""Test streaming call to /api/chat endpoint
|
280 |
|
281 |
Use JSON Lines format to process streaming responses, each line is a complete JSON object.
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294 |
The last message will contain performance statistics, with done set to true.
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295 |
"""
|
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url = get_base_url()
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+
data = create_chat_request_data(CONFIG["test_cases"]["basic"]["query"], stream=True)
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# Send request and get streaming response
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response = make_request(url, data, stream=True)
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print()
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333 |
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+
def test_query_modes() -> None:
|
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"""Test different query mode prefixes
|
336 |
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337 |
Supported query modes:
|
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349 |
for mode in modes:
|
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if OutputControl.is_verbose():
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print(f"\n=== Testing /{mode} mode ===")
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+
data = create_chat_request_data(
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f"/{mode} {CONFIG['test_cases']['basic']['query']}", stream=False
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)
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return error_data.get(error_type, error_data["empty_messages"])
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391 |
|
392 |
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+
def test_stream_error_handling() -> None:
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394 |
"""Test error handling for streaming responses
|
395 |
|
396 |
Test scenarios:
|
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436 |
response.close()
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438 |
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439 |
+
def test_error_handling() -> None:
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"""Test error handling for non-streaming responses
|
441 |
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442 |
Test scenarios:
|
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483 |
print_json_response(response.json(), "Error message")
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484 |
|
485 |
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486 |
+
def test_non_stream_generate() -> None:
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487 |
+
"""Test non-streaming call to /api/generate endpoint"""
|
488 |
+
url = get_base_url("generate")
|
489 |
+
data = create_generate_request_data(
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+
CONFIG["test_cases"]["generate"]["query"],
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491 |
+
stream=False
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492 |
+
)
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493 |
+
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494 |
+
# Send request
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495 |
+
response = make_request(url, data)
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496 |
+
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497 |
+
# Print response
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498 |
+
if OutputControl.is_verbose():
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499 |
+
print("\n=== Non-streaming generate response ===")
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500 |
+
response_json = response.json()
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501 |
+
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502 |
+
# Print response content
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503 |
+
print_json_response(
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504 |
+
{
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505 |
+
"model": response_json["model"],
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506 |
+
"response": response_json["response"],
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507 |
+
"done": response_json["done"]
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508 |
+
},
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509 |
+
"Response content"
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510 |
+
)
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511 |
+
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512 |
+
def test_stream_generate() -> None:
|
513 |
+
"""Test streaming call to /api/generate endpoint"""
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514 |
+
url = get_base_url("generate")
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515 |
+
data = create_generate_request_data(
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516 |
+
CONFIG["test_cases"]["generate"]["query"],
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517 |
+
stream=True
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518 |
+
)
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519 |
+
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520 |
+
# Send request and get streaming response
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521 |
+
response = make_request(url, data, stream=True)
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522 |
+
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523 |
+
if OutputControl.is_verbose():
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524 |
+
print("\n=== Streaming generate response ===")
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525 |
+
output_buffer = []
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526 |
+
try:
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527 |
+
for line in response.iter_lines():
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528 |
+
if line: # Skip empty lines
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529 |
+
try:
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530 |
+
# Decode and parse JSON
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531 |
+
data = json.loads(line.decode("utf-8"))
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532 |
+
if data.get("done", True): # If it's the completion marker
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533 |
+
if "total_duration" in data: # Final performance statistics message
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534 |
+
break
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535 |
+
else: # Normal content message
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536 |
+
content = data.get("response", "")
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537 |
+
if content: # Only collect non-empty content
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538 |
+
output_buffer.append(content)
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539 |
+
print(content, end="", flush=True) # Print content in real-time
|
540 |
+
except json.JSONDecodeError:
|
541 |
+
print("Error decoding JSON from response line")
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542 |
+
finally:
|
543 |
+
response.close() # Ensure the response connection is closed
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544 |
+
|
545 |
+
# Print a newline
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546 |
+
print()
|
547 |
+
|
548 |
+
def test_generate_with_system() -> None:
|
549 |
+
"""Test generate with system prompt"""
|
550 |
+
url = get_base_url("generate")
|
551 |
+
data = create_generate_request_data(
|
552 |
+
CONFIG["test_cases"]["generate"]["query"],
|
553 |
+
system="你是一个知识渊博的助手",
|
554 |
+
stream=False
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555 |
+
)
|
556 |
+
|
557 |
+
# Send request
|
558 |
+
response = make_request(url, data)
|
559 |
+
|
560 |
+
# Print response
|
561 |
+
if OutputControl.is_verbose():
|
562 |
+
print("\n=== Generate with system prompt response ===")
|
563 |
+
response_json = response.json()
|
564 |
+
|
565 |
+
# Print response content
|
566 |
+
print_json_response(
|
567 |
+
{
|
568 |
+
"model": response_json["model"],
|
569 |
+
"response": response_json["response"],
|
570 |
+
"done": response_json["done"]
|
571 |
+
},
|
572 |
+
"Response content"
|
573 |
+
)
|
574 |
+
|
575 |
+
def test_generate_error_handling() -> None:
|
576 |
+
"""Test error handling for generate endpoint"""
|
577 |
+
url = get_base_url("generate")
|
578 |
+
|
579 |
+
# Test empty prompt
|
580 |
+
if OutputControl.is_verbose():
|
581 |
+
print("\n=== Testing empty prompt ===")
|
582 |
+
data = create_generate_request_data("", stream=False)
|
583 |
+
response = make_request(url, data)
|
584 |
+
print(f"Status code: {response.status_code}")
|
585 |
+
print_json_response(response.json(), "Error message")
|
586 |
+
|
587 |
+
# Test invalid options
|
588 |
+
if OutputControl.is_verbose():
|
589 |
+
print("\n=== Testing invalid options ===")
|
590 |
+
data = create_generate_request_data(
|
591 |
+
CONFIG["test_cases"]["basic"]["query"],
|
592 |
+
options={"invalid_option": "value"},
|
593 |
+
stream=False
|
594 |
+
)
|
595 |
+
response = make_request(url, data)
|
596 |
+
print(f"Status code: {response.status_code}")
|
597 |
+
print_json_response(response.json(), "Error message")
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598 |
+
|
599 |
+
# Test very long input
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600 |
+
if OutputControl.is_verbose():
|
601 |
+
print("\n=== Testing very long input ===")
|
602 |
+
long_text = "测试" * 10000 # Create a very long input
|
603 |
+
data = create_generate_request_data(long_text, stream=False)
|
604 |
+
response = make_request(url, data)
|
605 |
+
print(f"Status code: {response.status_code}")
|
606 |
+
print_json_response(response.json(), "Error message")
|
607 |
+
|
608 |
+
def test_generate_performance_stats() -> None:
|
609 |
+
"""Test performance statistics in generate response"""
|
610 |
+
url = get_base_url("generate")
|
611 |
+
|
612 |
+
# Test with different length inputs to verify token counting
|
613 |
+
inputs = [
|
614 |
+
"你好", # Short Chinese
|
615 |
+
"Hello world", # Short English
|
616 |
+
"这是一个较长的中文输入,用来测试token数量的估算是否准确。", # Medium Chinese
|
617 |
+
"This is a longer English input that will be used to test the accuracy of token count estimation." # Medium English
|
618 |
+
]
|
619 |
+
|
620 |
+
for test_input in inputs:
|
621 |
+
if OutputControl.is_verbose():
|
622 |
+
print(f"\n=== Testing performance stats with input: {test_input} ===")
|
623 |
+
data = create_generate_request_data(test_input, stream=False)
|
624 |
+
response = make_request(url, data)
|
625 |
+
response_json = response.json()
|
626 |
+
|
627 |
+
# Verify performance statistics exist and are reasonable
|
628 |
+
stats = {
|
629 |
+
"total_duration": response_json.get("total_duration"),
|
630 |
+
"prompt_eval_count": response_json.get("prompt_eval_count"),
|
631 |
+
"prompt_eval_duration": response_json.get("prompt_eval_duration"),
|
632 |
+
"eval_count": response_json.get("eval_count"),
|
633 |
+
"eval_duration": response_json.get("eval_duration")
|
634 |
+
}
|
635 |
+
print_json_response(stats, "Performance statistics")
|
636 |
+
|
637 |
+
def test_generate_concurrent() -> None:
|
638 |
+
"""Test concurrent generate requests"""
|
639 |
+
import asyncio
|
640 |
+
import aiohttp
|
641 |
+
from contextlib import asynccontextmanager
|
642 |
+
|
643 |
+
@asynccontextmanager
|
644 |
+
async def get_session():
|
645 |
+
async with aiohttp.ClientSession() as session:
|
646 |
+
yield session
|
647 |
+
|
648 |
+
async def make_request(session, prompt: str):
|
649 |
+
url = get_base_url("generate")
|
650 |
+
data = create_generate_request_data(prompt, stream=False)
|
651 |
+
try:
|
652 |
+
async with session.post(url, json=data) as response:
|
653 |
+
return await response.json()
|
654 |
+
except Exception as e:
|
655 |
+
return {"error": str(e)}
|
656 |
+
|
657 |
+
async def run_concurrent_requests():
|
658 |
+
prompts = [
|
659 |
+
"第一个问题",
|
660 |
+
"第二个问题",
|
661 |
+
"第三个问题",
|
662 |
+
"第四个问题",
|
663 |
+
"第五个问题"
|
664 |
+
]
|
665 |
+
|
666 |
+
async with get_session() as session:
|
667 |
+
tasks = [make_request(session, prompt) for prompt in prompts]
|
668 |
+
results = await asyncio.gather(*tasks)
|
669 |
+
return results
|
670 |
+
|
671 |
+
if OutputControl.is_verbose():
|
672 |
+
print("\n=== Testing concurrent generate requests ===")
|
673 |
+
|
674 |
+
# Run concurrent requests
|
675 |
+
results = asyncio.run(run_concurrent_requests())
|
676 |
+
|
677 |
+
# Print results
|
678 |
+
for i, result in enumerate(results, 1):
|
679 |
+
print(f"\nRequest {i} result:")
|
680 |
+
print_json_response(result)
|
681 |
+
|
682 |
+
def test_generate_query_modes() -> None:
|
683 |
+
"""Test different query mode prefixes for generate endpoint"""
|
684 |
+
url = get_base_url("generate")
|
685 |
+
modes = ["local", "global", "naive", "hybrid", "mix"]
|
686 |
+
|
687 |
+
for mode in modes:
|
688 |
+
if OutputControl.is_verbose():
|
689 |
+
print(f"\n=== Testing /{mode} mode for generate ===")
|
690 |
+
data = create_generate_request_data(
|
691 |
+
f"/{mode} {CONFIG['test_cases']['generate']['query']}",
|
692 |
+
stream=False
|
693 |
+
)
|
694 |
+
|
695 |
+
# Send request
|
696 |
+
response = make_request(url, data)
|
697 |
+
response_json = response.json()
|
698 |
+
|
699 |
+
# Print response content
|
700 |
+
print_json_response(
|
701 |
+
{
|
702 |
+
"model": response_json["model"],
|
703 |
+
"response": response_json["response"],
|
704 |
+
"done": response_json["done"]
|
705 |
+
}
|
706 |
+
)
|
707 |
+
|
708 |
def get_test_cases() -> Dict[str, Callable]:
|
709 |
"""Get all available test cases
|
710 |
Returns:
|
|
|
716 |
"modes": test_query_modes,
|
717 |
"errors": test_error_handling,
|
718 |
"stream_errors": test_stream_error_handling,
|
719 |
+
"non_stream_generate": test_non_stream_generate,
|
720 |
+
"stream_generate": test_stream_generate,
|
721 |
+
"generate_with_system": test_generate_with_system,
|
722 |
+
"generate_modes": test_generate_query_modes,
|
723 |
+
"generate_errors": test_generate_error_handling,
|
724 |
+
"generate_stats": test_generate_performance_stats,
|
725 |
+
"generate_concurrent": test_generate_concurrent
|
726 |
}
|
727 |
|
728 |
|
|
|
809 |
if "all" in args.tests:
|
810 |
# Run all tests
|
811 |
if OutputControl.is_verbose():
|
812 |
+
print("\n【Chat API Tests】")
|
813 |
+
run_test(test_non_stream_chat, "Non-streaming Chat Test")
|
814 |
+
run_test(test_stream_chat, "Streaming Chat Test")
|
815 |
+
run_test(test_query_modes, "Chat Query Mode Test")
|
816 |
+
run_test(test_error_handling, "Chat Error Handling Test")
|
817 |
+
run_test(test_stream_error_handling, "Chat Streaming Error Test")
|
|
|
818 |
|
819 |
if OutputControl.is_verbose():
|
820 |
+
print("\n【Generate API Tests】")
|
821 |
+
run_test(test_non_stream_generate, "Non-streaming Generate Test")
|
822 |
+
run_test(test_stream_generate, "Streaming Generate Test")
|
823 |
+
run_test(test_generate_with_system, "Generate with System Prompt Test")
|
824 |
+
run_test(test_generate_query_modes, "Generate Query Mode Test")
|
825 |
+
run_test(test_generate_error_handling, "Generate Error Handling Test")
|
826 |
+
run_test(test_generate_performance_stats, "Generate Performance Stats Test")
|
827 |
+
run_test(test_generate_concurrent, "Generate Concurrent Test")
|
828 |
else:
|
829 |
# Run specified tests
|
830 |
for test_name in args.tests:
|