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tool-call: add weather tool e2e tests

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ochafik 2025-01-27 15:02:09 +00:00
parent 15ec01e896
commit 2efa0c27bf
1 changed files with 86 additions and 18 deletions
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104
examples/server/tests/unit/test_chat_completion.py
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@ -221,6 +221,23 @@ PYTHON_TOOL = {
}
}
WEATHER_TOOL = {
"type":"function",
"function":{
"name":"get_current_weather",
"description":"Get the current weather in a given location",
"parameters":{
"type":"object",
"properties":{
"location":{
"type":"string",
"description":"The city and state, e.g. San Francisco, CA"
}
},
"required":["location"]
}
}
}
@pytest.mark.parametrize("template_name,tool,argument_key", [
("meetkai-functionary-medium-v3.1", TEST_TOOL, "success"),
@ -308,22 +325,76 @@ def test_completion_without_tool_call(template_name: str, n_predict: int, tools:
@pytest.mark.slow
@pytest.mark.parametrize("tool,expected_arguments,hf_repo,hf_file,template_override", [
(PYTHON_TOOL, None, "bartowski/functionary-small-v3.2-GGUF", "functionary-small-v3.2-Q8_0.gguf", ("meetkai-functionary-medium-v3.2", None)),
(PYTHON_TOOL, None, "bartowski/gemma-2-2b-it-GGUF", "gemma-2-2b-it-Q4_K_M.gguf", None),
(PYTHON_TOOL, None, "bartowski/Phi-3.5-mini-instruct-GGUF", "Phi-3.5-mini-instruct-Q4_K_M.gguf", None),
(PYTHON_TOOL, None, "bartowski/Qwen2.5-7B-Instruct-GGUF", "Qwen2.5-7B-Instruct-Q4_K_M.gguf", None),
(PYTHON_TOOL, None, "NousResearch/Hermes-2-Pro-Llama-3-8B-GGUF", "Hermes-2-Pro-Llama-3-8B-Q4_K_M.gguf", ("NousResearch/Hermes-2-Pro-Llama-3-8B", "tool_use")),
(PYTHON_TOOL, None, "NousResearch/Hermes-3-Llama-3.1-8B-GGUF", "Hermes-3-Llama-3.1-8B.Q4_K_M.gguf", ("NousResearch-Hermes-3-Llama-3.1-8B", "tool_use")),
(PYTHON_TOOL, None, "bartowski/Mistral-Nemo-Instruct-2407-GGUF", "Mistral-Nemo-Instruct-2407-Q6_K_L.gguf", None),
@pytest.mark.parametrize("expected_arguments,hf_repo,hf_file,template_override", [
(None, "lmstudio-community/Meta-Llama-3.1-8B-Instruct-GGUF", "Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf", None),
(None, "bartowski/gemma-2-2b-it-GGUF", "gemma-2-2b-it-Q4_K_M.gguf", None),
(None, "bartowski/Phi-3.5-mini-instruct-GGUF", "Phi-3.5-mini-instruct-Q4_K_M.gguf", None),
(None, "bartowski/Qwen2.5-7B-Instruct-GGUF", "Qwen2.5-7B-Instruct-Q4_K_M.gguf", None),
(None, "NousResearch/Hermes-2-Pro-Llama-3-8B-GGUF", "Hermes-2-Pro-Llama-3-8B-Q4_K_M.gguf", ("NousResearch/Hermes-2-Pro-Llama-3-8B", "tool_use")),
(None, "NousResearch/Hermes-3-Llama-3.1-8B-GGUF", "Hermes-3-Llama-3.1-8B.Q4_K_M.gguf", ("NousResearch-Hermes-3-Llama-3.1-8B", "tool_use")),
(None, "bartowski/Mistral-Nemo-Instruct-2407-GGUF", "Mistral-Nemo-Instruct-2407-Q6_K_L.gguf", None),
# TODO: fix these models
(PYTHON_TOOL, '{"code":"print("}', "lmstudio-community/Meta-Llama-3.1-8B-Instruct-GGUF", "Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf", None),
# (PYTHON_TOOL, None, "bartowski/Llama-3.2-3B-Instruct-GGUF", "Llama-3.2-3B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
# (PYTHON_TOOL, None, "bartowski/Llama-3.2-1B-Instruct-GGUF", "Llama-3.2-1B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
# (None, "bartowski/Llama-3.2-3B-Instruct-GGUF", "Llama-3.2-3B-Instruct-Q6_K_L.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
# (None, "bartowski/Llama-3.2-1B-Instruct-GGUF", "Llama-3.2-1B-Instruct-Q6_K_L.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
# (None, "bartowski/functionary-small-v3.2-GGUF", "functionary-small-v3.2-Q8_0.gguf", ("meetkai-functionary-medium-v3.2", None)),
])
def test_hello_world_tool_call(tool: dict, expected_arguments: str | None, hf_repo: str, hf_file: str, template_override: Tuple[str, str | None] | None):
def test_weather_tool_call(expected_arguments: str | None, hf_repo: str, hf_file: str, template_override: Tuple[str, str | None] | None):
global server
server.n_slots = 2
server.n_slots = 1
server.jinja = True
server.n_ctx = 8192
server.n_predict = 128
server.model_hf_repo = hf_repo
server.model_hf_file = hf_file
if template_override:
(template_hf_repo, template_variant) = template_override
server.chat_template_file = f"../../../tests/chat/templates/{template_hf_repo.replace('/', '') + ('-' + template_variant if template_variant else '')}.jinja"
assert os.path.exists(server.chat_template_file), f"Template file {server.chat_template_file} does not exist. Run `python scripts/get_hf_chat_template.py {template_hf_repo} {template_variant} > {server.chat_template_file}` to download the template."
server.start(timeout_seconds=15*60)
res = server.make_request("POST", "/chat/completions", data={
"max_tokens": 256,
"messages": [
{"role": "user", "content": "What is the weather in Istanbul?"},
],
"tools": [WEATHER_TOOL],
# "temperature": 0.5,
# "top_k": 10,
# "top_p": 0.9,
})
assert res.status_code == 200, f"Expected status code 200, got {res.status_code}"
choice = res.body["choices"][0]
tool_calls = choice["message"].get("tool_calls")
assert tool_calls and len(tool_calls) == 1, f'Expected 1 tool call in {choice["message"]}'
tool_call = tool_calls[0]
assert tool_call["function"]["name"] == WEATHER_TOOL["function"]["name"]
actual_arguments = tool_call["function"]["arguments"]
if expected_arguments is not None:
assert actual_arguments == expected_arguments
else:
actual_arguments = json.loads(actual_arguments)
assert 'location' in actual_arguments, f"location not found in {json.dumps(actual_arguments)}"
location = actual_arguments["location"]
assert isinstance(location, str), f"Expected location to be a string, got {type(location)}: {json.dumps(location)}"
assert re.match('^Istanbul(, (TR|Turkey|Türkiye))?$', location), f'Expected Istanbul for location, got {location}'
@pytest.mark.slow
@pytest.mark.parametrize("expected_arguments,hf_repo,hf_file,template_override", [
('{"code":"print("}', "lmstudio-community/Meta-Llama-3.1-8B-Instruct-GGUF", "Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf", None),
(None, "bartowski/functionary-small-v3.2-GGUF", "functionary-small-v3.2-Q8_0.gguf", ("meetkai-functionary-medium-v3.2", None)),
(None, "bartowski/gemma-2-2b-it-GGUF", "gemma-2-2b-it-Q4_K_M.gguf", None),
(None, "bartowski/Phi-3.5-mini-instruct-GGUF", "Phi-3.5-mini-instruct-Q4_K_M.gguf", None),
(None, "bartowski/Qwen2.5-7B-Instruct-GGUF", "Qwen2.5-7B-Instruct-Q4_K_M.gguf", None),
(None, "NousResearch/Hermes-2-Pro-Llama-3-8B-GGUF", "Hermes-2-Pro-Llama-3-8B-Q4_K_M.gguf", ("NousResearch/Hermes-2-Pro-Llama-3-8B", "tool_use")),
(None, "NousResearch/Hermes-3-Llama-3.1-8B-GGUF", "Hermes-3-Llama-3.1-8B.Q4_K_M.gguf", ("NousResearch-Hermes-3-Llama-3.1-8B", "tool_use")),
(None, "bartowski/Mistral-Nemo-Instruct-2407-GGUF", "Mistral-Nemo-Instruct-2407-Q6_K_L.gguf", None),
# TODO: fix these models
# (None, "bartowski/Llama-3.2-3B-Instruct-GGUF", "Llama-3.2-3B-Instruct-Q6_K_L.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
# (None, "bartowski/Llama-3.2-1B-Instruct-GGUF", "Llama-3.2-1B-Instruct-Q6_K_L.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
])
def test_hello_world_tool_call(expected_arguments: str | None, hf_repo: str, hf_file: str, template_override: Tuple[str, str | None] | None):
global server
server.n_slots = 1
server.jinja = True
server.n_ctx = 8192
server.n_predict = 128
@ -341,7 +412,7 @@ def test_hello_world_tool_call(tool: dict, expected_arguments: str | None, hf_re
{"role": "user", "content": "say hello world with python"},
# {"role": "user", "content": "Print a hello world message with python"},
],
"tools": [tool],
"tools": [PYTHON_TOOL],
"temperature": 0.5,
"top_k": 10,
"top_p": 0.9,
@ -351,10 +422,7 @@ def test_hello_world_tool_call(tool: dict, expected_arguments: str | None, hf_re
tool_calls = choice["message"].get("tool_calls")
assert tool_calls and len(tool_calls) == 1, f'Expected 1 tool call in {choice["message"]}'
tool_call = tool_calls[0]
if tool["type"] == "function":
assert tool["function"]["name"] == tool_call["function"]["name"]
elif tool["type"] == "code_interpreter":
assert re.match('i?python', tool_call["function"]["name"])
assert tool_call["function"]["name"] == PYTHON_TOOL["function"]["name"]
actual_arguments = tool_call["function"]["arguments"]
if expected_arguments is not None:
assert actual_arguments == expected_arguments