OpenHands/tests/unit/llm/test_model_features.py

308 lines
8.7 KiB
Python

import pytest
from openhands.llm.model_features import (
ModelFeatures,
get_features,
model_matches,
normalize_model_name,
)
@pytest.mark.parametrize(
'raw,expected',
[
(' OPENAI/gpt-4o ', 'gpt-4o'),
('anthropic/claude-3-7-sonnet', 'claude-3-7-sonnet'),
('litellm_proxy/gemini-2.5-pro', 'gemini-2.5-pro'),
('qwen3-coder-480b-a35b-instruct', 'qwen3-coder-480b-a35b-instruct'),
('gpt-5', 'gpt-5'),
('deepseek/DeepSeek-R1-0528:671b-Q4_K_XL', 'deepseek-r1-0528'),
('openai/GLM-4.5-GGUF', 'glm-4.5'),
('openrouter/gpt-4o-mini', 'gpt-4o-mini'),
(
'bedrock/anthropic.claude-3-5-sonnet-20241022-v2:0',
'anthropic.claude-3-5-sonnet-20241022-v2',
),
('', ''),
(None, ''), # type: ignore[arg-type]
],
)
def test_normalize_model_name(raw, expected):
assert normalize_model_name(raw) == expected
@pytest.mark.parametrize(
'name,pattern,expected',
[
('gpt-4o', 'gpt-4o*', True),
('openai/gpt-4o', 'gpt-4o*', True),
('litellm_proxy/gpt-4o-mini', 'gpt-4o*', True),
('claude-3-7-sonnet-20250219', 'claude-3-7-sonnet*', True),
('o1-2024-12-17', 'o1*', True),
('grok-4-0709', 'grok-4-0709', True),
('grok-4-0801', 'grok-4-0709', False),
],
)
def test_model_matches(name, pattern, expected):
assert model_matches(name, [pattern]) is expected
@pytest.mark.parametrize(
'name,pattern,expected',
[
('openai/gpt-4o', 'openai/gpt-4o*', True),
('openrouter/gpt-4o', 'openai/gpt-4o*', False),
('litellm_proxy/gpt-4o-mini', 'litellm_proxy/gpt-4o*', True),
(
'gpt-4o',
'openai/gpt-4o*',
False,
), # basename alone should not match provider-qualified
('unknown-model', 'gpt-5*', False),
],
)
def test_model_matches_provider_qualified(name, pattern, expected):
assert model_matches(name, [pattern]) is expected
@pytest.mark.parametrize(
'model,expect',
[
(
'gpt-4o',
ModelFeatures(
supports_function_calling=True,
supports_reasoning_effort=False,
supports_prompt_cache=False,
supports_stop_words=True,
),
),
(
'gpt-5',
ModelFeatures(
supports_function_calling=True,
supports_reasoning_effort=True,
supports_prompt_cache=False,
supports_stop_words=True,
),
),
(
'gpt-5-mini-2025-08-07',
ModelFeatures(
supports_function_calling=True,
supports_reasoning_effort=True,
supports_prompt_cache=False,
supports_stop_words=True,
),
),
(
'o3-mini',
ModelFeatures(
supports_function_calling=True,
supports_reasoning_effort=True,
supports_prompt_cache=False,
supports_stop_words=True,
),
),
(
'o1-2024-12-17',
ModelFeatures(
supports_function_calling=True,
supports_reasoning_effort=True,
supports_prompt_cache=False,
supports_stop_words=False,
),
),
(
'xai/grok-4-0709',
ModelFeatures(
supports_function_calling=False,
supports_reasoning_effort=False,
supports_prompt_cache=False,
supports_stop_words=False,
),
),
(
'anthropic/claude-3-7-sonnet',
ModelFeatures(
supports_function_calling=True,
supports_reasoning_effort=False,
supports_prompt_cache=True,
supports_stop_words=True,
),
),
(
'litellm_proxy/claude-3.7-sonnet',
ModelFeatures(
supports_function_calling=True,
supports_reasoning_effort=False,
supports_prompt_cache=True,
supports_stop_words=True,
),
),
(
'gemini-2.5-pro',
ModelFeatures(
supports_function_calling=True,
supports_reasoning_effort=True,
supports_prompt_cache=False,
supports_stop_words=True,
),
),
(
'openai/gpt-4o',
ModelFeatures(
supports_function_calling=True,
supports_reasoning_effort=False,
supports_prompt_cache=False,
supports_stop_words=True,
),
), # provider-qualified still matches basename patterns
],
)
def test_get_features(model, expect):
features = get_features(model)
assert features == expect
@pytest.mark.parametrize(
'model',
[
# Anthropic families
'claude-3-7-sonnet-20250219',
'claude-3.7-sonnet',
'claude-sonnet-3-7-latest',
'claude-3-5-sonnet',
'claude-3.5-haiku',
'claude-3-5-haiku-20241022',
'claude-sonnet-4-latest',
'claude-opus-4-1-20250805',
# OpenAI families
'gpt-4o',
'gpt-4.1',
'gpt-5',
'gpt-5-mini-2025-08-07',
# o-series
'o1-2024-12-17',
'o3-mini',
'o4-mini',
# Google Gemini
'gemini-2.5-pro',
'gemini-3-pro-preview',
# Others
'kimi-k2-0711-preview',
'kimi-k2-instruct',
'qwen3-coder',
'qwen3-coder-480b-a35b-instruct',
],
)
def test_function_calling_models(model):
features = get_features(model)
assert features.supports_function_calling is True
@pytest.mark.parametrize(
'model',
[
'o1-2024-12-17',
'o3-mini',
'o4-mini',
'gemini-2.5-flash',
'gemini-2.5-pro',
'gpt-5',
'gpt-5-mini-2025-08-07',
],
)
def test_reasoning_effort_models(model):
features = get_features(model)
assert features.supports_reasoning_effort is True
@pytest.mark.parametrize(
'model',
[
'deepseek/DeepSeek-R1-0528:671b-Q4_K_XL',
'DeepSeek-R1-0528',
],
)
def test_deepseek_reasoning_effort_models(model):
features = get_features(model)
assert features.supports_reasoning_effort is True
@pytest.mark.parametrize(
'model',
[
'claude-3-7-sonnet-20250219',
'claude-3.7-sonnet',
'claude-sonnet-3-7-latest',
'claude-3-5-sonnet',
'claude-3-5-haiku-20241022',
'claude-3-haiku-20240307',
'claude-3-opus-20240229',
'claude-sonnet-4-latest',
],
)
def test_prompt_cache_models(model):
features = get_features(model)
assert features.supports_prompt_cache is True
@pytest.mark.parametrize(
'model,expected',
[
# Positive cases: exactly those supported on main
('o1', True),
('o1-2024-12-17', True),
('o3', True),
('o3-2025-04-16', True),
('o3-mini', True),
('o3-mini-2025-01-31', True),
('o4-mini', True),
('o4-mini-2025-04-16', True),
('gemini-2.5-flash', True),
('gemini-2.5-pro', True),
('gpt-5', True),
('gpt-5-2025-08-07', True),
('gpt-5-mini-2025-08-07', True),
('claude-opus-4-1-20250805', False),
# DeepSeek
('deepseek/DeepSeek-R1-0528:671b-Q4_K_XL', True),
('DeepSeek-R1-0528', True),
# Negative cases: ensure we didn't unintentionally expand
('o1-mini', False),
('o1-preview', False),
('gemini-1.0-pro', False),
],
)
def test_reasoning_effort_parity_with_main(model, expected):
assert get_features(model).supports_reasoning_effort is expected
def test_prompt_cache_haiku_variants():
assert get_features('claude-3-5-haiku-20241022').supports_prompt_cache is True
assert get_features('claude-3.5-haiku-20241022').supports_prompt_cache is True
def test_stop_words_grok_provider_prefixed():
assert get_features('xai/grok-4-0709').supports_stop_words is False
assert get_features('grok-4-0709').supports_stop_words is False
assert get_features('xai/grok-code-fast-1').supports_stop_words is False
assert get_features('grok-code-fast-1').supports_stop_words is False
@pytest.mark.parametrize(
'model',
[
'o1-mini',
'o1-2024-12-17',
'xai/grok-4-0709',
'xai/grok-code-fast-1',
'deepseek/DeepSeek-R1-0528:671b-Q4_K_XL',
'DeepSeek-R1-0528',
],
)
def test_supports_stop_words_false_models(model):
features = get_features(model)
assert features.supports_stop_words is False