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This commit is contained in:
wehub-resource-sync
2026-07-13 13:25:44 +08:00
commit 5a558eb09e
11579 changed files with 1795921 additions and 0 deletions
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"""Unit tests for validation helpers."""
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import pytest
from opik.validation import chat_prompt_messages
@pytest.mark.parametrize(
argnames="messages, is_valid",
argvalues=[
# Valid cases
([{"role": "system", "content": "You are helpful"}], True),
([{"role": "user", "content": "Hello"}], True),
([{"role": "assistant", "content": "Hi there"}], True),
(
[
{"role": "system", "content": "You are helpful"},
{"role": "user", "content": "Hello"},
{"role": "assistant", "content": "Hi"},
],
True,
),
(
[
{
"role": "user",
"content": [
{"type": "text", "text": "Hello"},
{
"type": "image_url",
"image_url": {"url": "https://example.com/image.jpg"},
},
],
}
],
True,
),
(
[
{"role": "system", "content": "You are helpful"},
{"role": "user", "content": [{"type": "text", "text": "Hello"}]},
],
True,
),
([], True), # Empty list is valid
# Invalid cases - not a list
(None, False),
("not a list", False),
(123, False),
({"role": "user", "content": "hello"}, False), # Single dict instead of list
# Invalid cases - message structure
(["not a dict"], False),
([{"content": "hello"}], False), # Missing role
([{"role": "user"}], False), # Missing content
(
[{"role": "user", "content": "hello", "extra": "key"}],
False,
), # Extra key
([{}], False), # Empty dict
# Invalid cases - role values
([{"role": "invalid", "content": "hello"}], False),
([{"role": "System", "content": "hello"}], False), # Wrong case
([{"role": "", "content": "hello"}], False), # Empty string
([{"role": None, "content": "hello"}], False), # None
([{"role": 123, "content": "hello"}], False), # Wrong type
# Invalid cases - content types
([{"role": "user", "content": None}], False),
([{"role": "user", "content": 123}], False), # Wrong type
([{"role": "user", "content": ["not", "dicts"]}], False), # List of non-dicts
([{"role": "user", "content": []}], True), # Empty list is valid
# Invalid cases - content parts (when content is array)
([{"role": "user", "content": [{"text": "hello"}]}], False), # Missing type
([{"role": "user", "content": [{}]}], False), # Empty dict in array
([{"role": "user", "content": ["not a dict"]}], False), # Non-dict in array
# Multiple validation errors
(
[
{"role": "invalid", "content": "hello"},
{"role": "user", "content": None},
{"role": "user", "content": [{"text": "hello"}]},
],
False,
),
# Valid cases - content list with type-specific keys
(
[{"role": "user", "content": [{"type": "text", "text": "Hello"}]}],
True,
),
(
[
{
"role": "user",
"content": [
{
"type": "image_url",
"image_url": {"url": "https://example.com/image.jpg"},
}
],
}
],
True,
),
(
[
{
"role": "user",
"content": [
{
"type": "video_url",
"video_url": {"url": "https://example.com/video.mp4"},
}
],
}
],
True,
),
(
[
{
"role": "user",
"content": [
{
"type": "audio_url",
"audio_url": {"url": "https://example.com/audio.mp3"},
}
],
}
],
True,
),
(
[
{
"role": "user",
"content": [
{"type": "text", "text": "Hello"},
{
"type": "image_url",
"image_url": {"url": "https://example.com/image.jpg"},
},
{
"type": "video_url",
"video_url": {"url": "https://example.com/video.mp4"},
},
],
}
],
True,
),
# Invalid cases - missing required keys for specific types
(
[{"role": "user", "content": [{"type": "text"}]}],
False, # Missing text key
),
(
[{"role": "user", "content": [{"type": "image_url"}]}],
False, # Missing image_url key
),
(
[{"role": "user", "content": [{"type": "video_url"}]}],
False, # Missing video_url key
),
(
[{"role": "user", "content": [{"type": "audio_url"}]}],
False, # Missing audio_url key
),
# Invalid cases - wrong type for URL objects
(
[{"role": "user", "content": [{"type": "image_url", "image_url": 123}]}],
False, # image_url is not a dict
),
(
[{"role": "user", "content": [{"type": "image_url", "image_url": None}]}],
False, # image_url is None
),
(
[
{
"role": "user",
"content": [{"type": "image_url", "image_url": "string"}],
}
],
False, # image_url is a string, should be dict
),
(
[{"role": "user", "content": [{"type": "image_url", "image_url": {}}]}],
False, # image_url dict missing 'url' key
),
(
[
{
"role": "user",
"content": [{"type": "image_url", "image_url": {"url": 123}}],
}
],
False, # image_url.url is not a string
),
(
[{"role": "user", "content": [{"type": "video_url", "video_url": 123}]}],
False, # video_url is not a dict
),
(
[{"role": "user", "content": [{"type": "video_url", "video_url": {}}]}],
False, # video_url dict missing 'url' key
),
(
[
{
"role": "user",
"content": [
{"type": "audio_url", "audio_url": ["not", "a", "dict"]}
],
}
],
False, # audio_url is not a dict
),
(
[{"role": "user", "content": [{"type": "audio_url", "audio_url": {}}]}],
False, # audio_url dict missing 'url' key
),
(
[
{
"role": "user",
"content": [{"type": "audio_url", "audio_url": {"url": None}}],
}
],
False, # audio_url.url is None
),
(
[{"role": "user", "content": [{"type": "text", "text": 123}]}],
False, # text is not a string
),
(
[{"role": "user", "content": [{"type": "text", "text": None}]}],
False, # text is None
),
# Invalid cases - wrong key for type
(
[{"role": "user", "content": [{"type": "image_url", "text": "Hello"}]}],
False, # Has text but missing image_url
),
(
[
{
"role": "user",
"content": [
{
"type": "text",
"image_url": {"url": "https://example.com/image.jpg"},
}
],
}
],
False, # Has image_url but missing text
),
],
)
def test_chat_prompt_messages_validator(messages, is_valid):
validator = chat_prompt_messages.ChatPromptMessagesValidator(messages)
assert validator.validate().ok() is is_valid, f"Failed with {messages}"
def test_chat_prompt_messages_validator_error_messages():
"""Test that error messages include message indices."""
validator = chat_prompt_messages.ChatPromptMessagesValidator(
[
{"role": "invalid", "content": "hello"},
{"role": "user", "content": None},
]
)
result = validator.validate()
assert result.failed() is True
assert len(result.failure_reasons) > 0
# Check that error messages include indices
assert any("messages[0]" in reason for reason in result.failure_reasons)
assert any("messages[1]" in reason for reason in result.failure_reasons)
def test_chat_prompt_messages_validator_raise_validation_error():
"""Test that raise_if_validation_failed raises ValidationError."""
import opik.exceptions
validator = chat_prompt_messages.ChatPromptMessagesValidator(
[{"role": "invalid", "content": "hello"}]
)
validator.validate()
with pytest.raises(opik.exceptions.ValidationError) as exc_info:
validator.raise_if_validation_failed()
assert "ChatPrompt.__init__" in str(exc_info.value)
assert "messages[0].role" in str(exc_info.value)
@@ -0,0 +1,118 @@
import pytest
from opik.validation import feedback_score
@pytest.mark.parametrize(
argnames="feedback_score_dict, is_valid",
argvalues=[
(
{
"id": "some-id",
"name": "toxicity",
"value": 0.5,
"reason": "good reason",
"category_name": "sentiment",
},
True,
),
(
{
"id": 123213232,
"name": "toxicity",
"value": 0.5,
"reason": "good reason",
"category_name": "sentiment",
},
False,
),
(
{
"id": "some-id",
"name": "toxicity",
"value": 0.5,
},
True,
),
(
{
"id": "some-id",
"name": "toxicity",
"value": 0.5,
"unknown-key": "any-value",
},
False,
),
(
{
"id": "some-id",
"name": "toxicity",
"value": "0.5",
},
True,
),
("not-even-a-dict", False),
# Test cases for project_name type coercion prevention (StrictStr)
(
{
"id": "some-id",
"name": "toxicity",
"value": 0.5,
"project_name": "valid-project",
},
True,
),
(
{
"id": "some-id",
"name": "toxicity",
"value": 0.5,
"project_name": 123, # Integer should be rejected for project_name
},
False,
),
(
{
"id": "some-id",
"name": "toxicity",
"value": 0.5,
"project_name": [
"project-list"
], # List should be rejected for project_name
},
False,
),
(
{
"id": "some-id",
"name": "toxicity",
"value": 0.5,
"project_name": {
"name": "project"
}, # Dict should be rejected for project_name
},
False,
),
(
{
"id": "some-id",
"name": "toxicity",
"value": 0.5,
"project_name": True, # Boolean should be rejected for project_name
},
False,
),
(
{
"id": "some-id",
"name": "toxicity",
"value": 0.5,
"project_name": 3.14, # Float should be rejected for project_name
},
False,
),
],
)
def test_feedback_score_validator(feedback_score_dict, is_valid):
tested = feedback_score.FeedbackScoreValidator(feedback_score_dict)
assert tested.validate().ok() is is_valid, f"Failed with {feedback_score_dict}"
@@ -0,0 +1,56 @@
import pytest
from opik.validation import parameters_validator
from opik import exceptions
@pytest.mark.parametrize(
"value, allow_empty", [("string", False), ("string", True), (None, True)]
)
def test_parameters_type_validator_ok(value, allow_empty):
class_name = "TestClass"
method_name = "test_method"
validator = parameters_validator.create_validator(
method_name=method_name, class_name=class_name
)
validator.add_str_parameter(value, name="string_method", allow_empty=allow_empty)
result = validator.validate()
assert result.ok() is True
@pytest.mark.parametrize("value, allow_empty", [(1, False), (1, True), (None, False)])
def test_parameters_type_validator_fail(value, allow_empty):
class_name = "TestClass"
method_name = "test_method"
validator = parameters_validator.create_validator(
method_name=method_name, class_name=class_name
)
validator.add_str_parameter(value, name="string_method", allow_empty=allow_empty)
result = validator.validate()
assert result.ok() is False
assert len(result.failure_reasons) == 1
@pytest.mark.parametrize("value, valid", [(1, True), (1.0, True), ("1", False)])
def test_parameters_type_validator__add_numeric_parameter(value, valid):
class_name = "TestClass"
method_name = "test_method"
validator = parameters_validator.create_validator(
method_name=method_name, class_name=class_name
)
validator.add_numeric_parameter(value, name="numeric_method")
result = validator.validate()
assert result.ok() == valid
def test_validate_throw_error():
with pytest.raises(exceptions.ValidationError):
class_name = "TestClass"
method_name = "test_method"
validator = parameters_validator.create_validator(
method_name=method_name, class_name=class_name
)
validator.add_str_parameter(1, name="string_method")
validator.validate()
validator.raise_validation_error()
@@ -0,0 +1,376 @@
from typing import Any, List, Optional
from opik.validation import validator_helpers
from opik.validation import parameter
import pytest
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
("String", False, True),
("", False, False),
(1, False, False),
((1, 2, 3), False, False),
([2], False, False),
({"key": 1.0}, False, False),
],
)
def test_validate_type_str(value: Any, allow_empty: bool, expected: bool):
assert (
validator_helpers.validate_type_str(value=value, allow_empty=allow_empty)
== expected
)
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
(1, False, True),
("String", False, False),
((1, 2, 3), False, False),
([2], False, False),
({"key": 1.0}, False, False),
],
)
def test_validate_type_int(value: Any, allow_empty: bool, expected: bool):
assert (
validator_helpers.validate_type_int(value=value, allow_empty=allow_empty)
== expected
)
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
(1.0, False, True),
(2, False, False),
("String", False, False),
((1, 2, 3), False, False),
({"key": 1.0}, False, False),
],
)
def test_validate_type_float(value: Any, allow_empty: bool, expected: bool):
assert (
validator_helpers.validate_type_float(value=value, allow_empty=allow_empty)
== expected
)
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
(1.0, False, True),
(2, False, True),
("String", False, False),
((1, 2, 3), False, False),
({"key": 1.0}, False, False),
],
)
def test_validate_type_numeric(value: Any, allow_empty: bool, expected: bool):
assert (
validator_helpers.validate_type_numeric(value=value, allow_empty=allow_empty)
== expected
)
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
(True, False, True),
(False, False, True),
("String", False, False),
((1, 2, 3), False, False),
([2], False, False),
({"key": 1.0}, False, False),
],
)
def test_validate_type_bool(value: Any, allow_empty: bool, expected: bool):
assert (
validator_helpers.validate_type_bool(value=value, allow_empty=allow_empty)
== expected
)
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
([1.0], False, True),
([2], False, True),
(["String"], False, True),
("not_a_list", False, False),
(10, False, False),
((1, 2, 3), False, False),
({"key": 1.0}, False, False),
],
)
def test_validate_type_list(value: Any, allow_empty: bool, expected: bool):
assert (
validator_helpers.validate_type_list(value=value, allow_empty=allow_empty)
== expected
)
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
({"key": 1.0}, False, True),
([2], False, False),
("not_a_dict", False, False),
(10, False, False),
((1, 2, 3), False, False),
],
)
def test_validate_type_dict(value: Any, allow_empty: bool, expected: bool):
assert (
validator_helpers.validate_type_dict(value=value, allow_empty=allow_empty)
== expected
)
@pytest.mark.parametrize(
"value,possible_values,allow_empty,expected",
[
(None, None, False, False),
(None, None, True, True),
("String", None, False, True),
(1, None, False, False),
((1, 2, 3), None, False, False),
([2], None, False, False),
({"key": 1.0}, None, False, False),
("1", ["1", "2"], False, True),
("3", ["1", "2"], False, False),
],
)
def test_validate_parameter_type_str(
value: Any, possible_values: Optional[List], allow_empty: bool, expected: bool
):
param = parameter.create_str_parameter(
name="parameter_type_str",
value=value,
possible_values=possible_values,
allow_empty=allow_empty,
)
_check_validate_parameter(test_parameter=param, expected=expected)
@pytest.mark.parametrize(
"value,possible_values,allow_empty,expected",
[
(None, None, False, False),
(None, None, True, True),
(1, None, False, True),
("String", None, False, False),
((1, 2, 3), None, False, False),
([2], None, False, False),
(1, [1, 2, 3], False, True),
(4, [1, 2, 3], False, False),
],
)
def test_validate_parameter_type_int(
value: Any, possible_values: Optional[List], allow_empty: bool, expected: bool
):
param = parameter.create_int_parameter(
name="parameter_type_int",
value=value,
possible_values=possible_values,
allow_empty=allow_empty,
)
_check_validate_parameter(test_parameter=param, expected=expected)
@pytest.mark.parametrize(
"value,possible_values,allow_empty,expected",
[
(None, None, False, False),
(None, None, True, True),
(1.0, None, False, True),
(2, None, False, False),
("String", None, False, False),
((1, 2, 3), None, False, False),
({"key": 1.0}, None, False, False),
(1.1, [1.1, 2.1, 3.1], False, True),
(4.1, [1.1, 2.1, 3.1], False, False),
],
)
def test_validate_parameter_type_float(
value: Any, possible_values: Optional[List], allow_empty: bool, expected: bool
):
param = parameter.create_float_parameter(
name="parameter_type_float",
value=value,
possible_values=possible_values,
allow_empty=allow_empty,
)
_check_validate_parameter(test_parameter=param, expected=expected)
@pytest.mark.parametrize(
"value,possible_values,allow_empty,expected",
[
(None, None, False, False),
(None, None, True, True),
(1.0, None, False, True),
(2, None, False, True),
("String", None, False, False),
((1, 2, 3), None, False, False),
({"key": 1.0}, None, False, False),
(1, [1, 2.2, 3], False, True),
(2.2, [1.1, 2.2, 3], False, True),
(4, [1, 2.2, 3], False, False),
(4.2, [1.1, 2.2, 3], False, False),
],
)
def test_validate_parameter_type_numeric(
value: Any, possible_values: Optional[List], allow_empty: bool, expected: bool
):
param = parameter.create_numeric_parameter(
name="parameter_type_numeric",
value=value,
possible_values=possible_values,
allow_empty=allow_empty,
)
_check_validate_parameter(test_parameter=param, expected=expected)
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
(True, False, True),
(False, False, True),
("String", False, False),
((1, 2, 3), False, False),
([2], False, False),
({"key": 1.0}, False, False),
],
)
def test_validate_parameter_type_bool(value: Any, allow_empty: bool, expected: bool):
param = parameter.create_bool_parameter(
name="parameter_type_bool", value=value, allow_empty=allow_empty
)
_check_validate_parameter(test_parameter=param, expected=expected)
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
([1.0], False, True),
([2], False, True),
(["String"], False, True),
("not_a_list", False, False),
(10, False, False),
((1, 2, 3), False, False),
({"key": 1.0}, False, False),
([], False, False),
],
)
def test_validate_parameter_value_list(value: Any, allow_empty: bool, expected: bool):
param = parameter.create_list_parameter(
name="parameter_value_list", value=value, allow_empty=allow_empty
)
_check_validate_parameter(test_parameter=param, expected=expected)
@pytest.mark.parametrize(
"value,allow_empty,expected",
[
(None, False, False),
(None, True, True),
({"key": 1.0}, False, True),
([2], False, False),
("not_a_list", False, False),
(10, False, False),
((1, 2, 3), False, False),
([], False, False),
({}, False, False),
],
)
def test_validate_parameter_value_dict(value: Any, allow_empty: bool, expected: bool):
param = parameter.create_dict_parameter(
name="parameter_value_dict", value=value, allow_empty=allow_empty
)
_check_validate_parameter(test_parameter=param, expected=expected)
def _check_validate_parameter(test_parameter: parameter.Parameter, expected: bool):
valid, msg = validator_helpers.validate_parameter(parameter=test_parameter)
assert valid == expected
if expected:
return
if test_parameter.value is None:
value_not_empty = False
elif not isinstance(test_parameter.value, (bool, int, float)):
value_not_empty = (
hasattr(test_parameter.value, "__len__") and len(test_parameter.value) > 0
)
else:
value_not_empty = True
if test_parameter.possible_values is not None:
possible_values_str = [str(v) for v in test_parameter.possible_values]
if test_parameter.allow_empty:
expected_msg = (
"parameter %r must be one of [%s] or None but %r was given"
% (
test_parameter.name,
", ".join(possible_values_str),
test_parameter.value,
)
)
else:
expected_msg = "parameter %r must be one of [%s] but %r was given" % (
test_parameter.name,
", ".join(possible_values_str),
test_parameter.value,
)
elif value_not_empty:
param_type = (
None
if test_parameter.value is None
else type(test_parameter.value).__name__
)
if test_parameter.allow_empty:
expected_msg = (
"parameter %r must be of type(s) %r or None but %r was given"
% (
test_parameter.name,
validator_helpers.types_list(test_parameter.types),
param_type,
)
)
else:
expected_msg = "parameter %r must be of type(s) %r but %r was given" % (
test_parameter.name,
validator_helpers.types_list(test_parameter.types),
param_type,
)
else:
expected_msg = "parameter %r must have non empty value but %r was given" % (
test_parameter.name,
test_parameter.value,
)
assert expected_msg == msg