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7 changes: 3 additions & 4 deletions .github/workflows/dependency-testing.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -83,12 +83,11 @@ jobs:
# Exercise the unbounded core dependency set separately from the
# constrained optional extras (for example, latest scikit-learn).
WHEEL=$(ls dist/*.whl | head -n 1)
# Jinja2 is currently imported by the library but is only present
# transitively through optional extras. Install it as test tooling
# so this leg can exercise the otherwise unbounded core set.
python -m pip install "${WHEEL}" jinja2
python -m pip install "${WHEEL}"
pip check
python -c 'import sklearn, validmind; print(f"ValidMind {validmind.__version__} with scikit-learn {sklearn.__version__}")'
# a filter forces list_tests to import every test, so an unguarded optional import fails here
python -c 'import validmind as vm; print(len(vm.tests.list_tests(filter="classification", pretty=False)), "classification tests")'
python -m unittest \
tests.unit_tests.model_validation.sklearn.test_ROCCurve \
tests.unit_tests.model_validation.sklearn.test_PrecisionRecallCurve \
Expand Down
1 change: 1 addition & 0 deletions pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -16,6 +16,7 @@ dependencies = [
"aiohttp[speedups] (<3.13.1)",
"requests (>=2.28.0,<3.0.0)",
"ipywidgets",
"jinja2 (>=3.1.2)",
"kaleido (>=1.2.0,<2.0.0)",
"matplotlib",
"mistune (>=3.0.2,<4.0.0)",
Expand Down
26 changes: 26 additions & 0 deletions tests/test_validmind_tests_module.py
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,7 @@

import unittest
from unittest import TestCase
from unittest.mock import patch
from typing import Callable, List

import pandas as pd
Expand Down Expand Up @@ -85,6 +86,31 @@ def test_list_tests_filter_2(self):
self.assertTrue(len(tests) == 1)
self.assertTrue(tests[0].startswith("validmind.model_validation.ModelMetadata"))

def test_list_tests_skips_unguarded_missing_import(self):
from validmind.errors import LoadTestError
from validmind.tests import load as load_module

broken_id = "validmind.model_validation.ModelMetadata"
real_load_test = load_module.load_test

def fake_load_test(test_id, *args, **kwargs):
if test_id == broken_id:
raise LoadTestError(
"Unable to load test",
original_error=ModuleNotFoundError(
"No module named 'fakepkg'", name="fakepkg"
),
)
return real_load_test(test_id, *args, **kwargs)

with patch.object(load_module, "load_test", fake_load_test):
with self.assertLogs(load_module.logger, level="WARNING") as logs:
tests = list_tests(filter="validmind.model_validation", pretty=False)

self.assertNotIn(broken_id, tests)
self.assertTrue(len(tests) > 0)
self.assertIn("`fakepkg` (1 tests)", "\n".join(logs.output))

def test_list_tests_tasks(self):
task = list_tasks()[0]
tests = list_tests(task=task, pretty=False)
Expand Down
2 changes: 2 additions & 0 deletions uv.lock

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

17 changes: 17 additions & 0 deletions validmind/tests/load.py
Original file line number Diff line number Diff line change
Expand Up @@ -248,11 +248,18 @@ def _list_test_ids() -> List[str]:
def _load_tests(test_ids: List[str]) -> Dict[str, Callable[..., Any]]:
"""Load a set of tests, handling missing dependencies."""
tests = {}
unguarded_missing = {}

for test_id in test_ids:
try:
tests[test_id] = load_test(test_id)
except LoadTestError as e:
# an optional import without a MissingDependencyError guard: skip the test
# instead of failing the whole listing, but warn so a broken import is visible
if isinstance(e.original_error, ModuleNotFoundError):
unguarded_missing.setdefault(e.original_error.name, []).append(test_id)
continue

if not e.original_error or not isinstance(
e.original_error, MissingDependencyError
):
Expand All @@ -273,6 +280,16 @@ def _load_tests(test_ids: List[str]) -> Dict[str, Callable[..., Any]]:
" Please install the missing dependencies to view and run this test."
)

if unguarded_missing:
logger.warning(
"Skipping tests that import packages that aren't installed: "
+ "; ".join(
f"`{module}` ({len(ids)} tests)"
for module, ids in sorted(unguarded_missing.items())
)
)
logger.debug(f"Skipped tests by missing package: {unguarded_missing}")

return tests


Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -6,14 +6,27 @@

import pandas as pd
import plotly.graph_objects as go
from transformers import MarianMTModel, MarianTokenizer

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
from validmind.logging import get_logger
from validmind.vm_models import VMDataset, VMModel

from .utils import create_stability_analysis_result

try:
from transformers import MarianMTModel, MarianTokenizer
except ImportError as e:
if "transformers" in str(e):
raise MissingDependencyError(
"Missing required package `transformers` for StabilityAnalysisTranslation. "
"Please run `pip install validmind[nlp]` to use NLP tests",
required_dependencies=["transformers"],
extra="nlp",
) from e

raise e

logger = get_logger(__name__)


Expand Down
8 changes: 4 additions & 4 deletions validmind/tests/model_validation/ragas/AnswerCorrectness.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@

import plotly.express as px
import plotly.graph_objects as go
from datasets import Dataset

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
Expand All @@ -16,14 +15,15 @@
from .utils import get_ragas_config, get_renamed_columns

try:
from datasets import Dataset
from ragas import evaluate
from ragas.metrics import AnswerCorrectness as answer_correctness
except ImportError as e:
if "ragas" in str(e):
if "ragas" in str(e) or "datasets" in str(e):
raise MissingDependencyError(
"Missing required package `ragas` for AnswerCorrectness. "
"Missing required packages `ragas` and `datasets` for AnswerCorrectness. "
"Please run `pip install validmind[llm]` to use LLM tests",
required_dependencies=["ragas"],
required_dependencies=["ragas", "datasets"],
extra="llm",
) from e

Expand Down
8 changes: 4 additions & 4 deletions validmind/tests/model_validation/ragas/AspectCritic.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@

import plotly.express as px
import plotly.graph_objects as go
from datasets import Dataset

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
Expand All @@ -16,6 +15,7 @@
from .utils import get_ragas_config, get_renamed_columns

try:
from datasets import Dataset
from ragas import evaluate
from ragas.metrics import AspectCritic as aspect_critic
from ragas.metrics._aspect_critic import (
Expand All @@ -26,11 +26,11 @@
maliciousness,
)
except ImportError as e:
if "ragas" in str(e):
if "ragas" in str(e) or "datasets" in str(e):
raise MissingDependencyError(
"Missing required package `ragas` for AspectCritic. "
"Missing required packages `ragas` and `datasets` for AspectCritic. "
"Please run `pip install validmind[llm]` to use LLM tests",
required_dependencies=["ragas"],
required_dependencies=["ragas", "datasets"],
extra="llm",
) from e

Expand Down
8 changes: 4 additions & 4 deletions validmind/tests/model_validation/ragas/ContextEntityRecall.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@

import plotly.express as px
import plotly.graph_objects as go
from datasets import Dataset

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
Expand All @@ -16,14 +15,15 @@
from .utils import get_ragas_config, get_renamed_columns

try:
from datasets import Dataset
from ragas import evaluate
from ragas.metrics import ContextEntityRecall as context_entity_recall
except ImportError as e:
if "ragas" in str(e):
if "ragas" in str(e) or "datasets" in str(e):
raise MissingDependencyError(
"Missing required package `ragas` for ContextEntityRecall. "
"Missing required packages `ragas` and `datasets` for ContextEntityRecall. "
"Please run `pip install validmind[llm]` to use LLM tests",
required_dependencies=["ragas"],
required_dependencies=["ragas", "datasets"],
extra="llm",
) from e

Expand Down
8 changes: 4 additions & 4 deletions validmind/tests/model_validation/ragas/ContextPrecision.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@

import plotly.express as px
import plotly.graph_objects as go
from datasets import Dataset

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
Expand All @@ -16,14 +15,15 @@
from .utils import get_ragas_config, get_renamed_columns

try:
from datasets import Dataset
from ragas import evaluate
from ragas.metrics import LLMContextPrecisionWithReference as context_precision
except ImportError as e:
if "ragas" in str(e):
if "ragas" in str(e) or "datasets" in str(e):
raise MissingDependencyError(
"Missing required package `ragas` for ContextPrecision. "
"Missing required packages `ragas` and `datasets` for ContextPrecision. "
"Please run `pip install validmind[llm]` to use LLM tests",
required_dependencies=["ragas"],
required_dependencies=["ragas", "datasets"],
extra="llm",
) from e

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@

import plotly.express as px
import plotly.graph_objects as go
from datasets import Dataset

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
Expand All @@ -16,14 +15,15 @@
from .utils import get_ragas_config, get_renamed_columns

try:
from datasets import Dataset
from ragas import evaluate
from ragas.metrics import LLMContextPrecisionWithoutReference as context_precision
except ImportError as e:
if "ragas" in str(e):
if "ragas" in str(e) or "datasets" in str(e):
raise MissingDependencyError(
"Missing required package `ragas` for ContextPrecision. "
"Missing required packages `ragas` and `datasets` for ContextPrecision. "
"Please run `pip install validmind[llm]` to use LLM tests",
required_dependencies=["ragas"],
required_dependencies=["ragas", "datasets"],
extra="llm",
) from e

Expand Down
8 changes: 4 additions & 4 deletions validmind/tests/model_validation/ragas/ContextRecall.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@

import plotly.express as px
import plotly.graph_objects as go
from datasets import Dataset

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
Expand All @@ -16,14 +15,15 @@
from .utils import get_ragas_config, get_renamed_columns

try:
from datasets import Dataset
from ragas import evaluate
from ragas.metrics import LLMContextRecall as context_recall
except ImportError as e:
if "ragas" in str(e):
if "ragas" in str(e) or "datasets" in str(e):
raise MissingDependencyError(
"Missing required package `ragas` for ContextRecall. "
"Missing required packages `ragas` and `datasets` for ContextRecall. "
"Please run `pip install validmind[llm]` to use LLM tests",
required_dependencies=["ragas"],
required_dependencies=["ragas", "datasets"],
extra="llm",
) from e

Expand Down
8 changes: 4 additions & 4 deletions validmind/tests/model_validation/ragas/Faithfulness.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@

import plotly.express as px
import plotly.graph_objects as go
from datasets import Dataset

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
Expand All @@ -16,14 +15,15 @@
from .utils import get_ragas_config, get_renamed_columns

try:
from datasets import Dataset
from ragas import evaluate
from ragas.metrics import Faithfulness as faithfulness
except ImportError as e:
if "ragas" in str(e):
if "ragas" in str(e) or "datasets" in str(e):
raise MissingDependencyError(
"Missing required package `ragas` for Faithfulness. "
"Missing required packages `ragas` and `datasets` for Faithfulness. "
"Please run `pip install validmind[llm]` to use LLM tests",
required_dependencies=["ragas"],
required_dependencies=["ragas", "datasets"],
extra="llm",
) from e

Expand Down
8 changes: 4 additions & 4 deletions validmind/tests/model_validation/ragas/NoiseSensitivity.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@

import plotly.express as px
import plotly.graph_objects as go
from datasets import Dataset

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
Expand All @@ -16,14 +15,15 @@
from .utils import get_ragas_config, get_renamed_columns

try:
from datasets import Dataset
from ragas import evaluate
from ragas.metrics import NoiseSensitivity as noise_sensitivity
except ImportError as e:
if "ragas" in str(e):
if "ragas" in str(e) or "datasets" in str(e):
raise MissingDependencyError(
"Missing required package `ragas` for NoiseSensitivity. "
"Missing required packages `ragas` and `datasets` for NoiseSensitivity. "
"Please run `pip install validmind[llm]` to use LLM tests",
required_dependencies=["ragas"],
required_dependencies=["ragas", "datasets"],
extra="llm",
) from e

Expand Down
8 changes: 4 additions & 4 deletions validmind/tests/model_validation/ragas/ResponseRelevancy.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@

import plotly.express as px
import plotly.graph_objects as go
from datasets import Dataset

from validmind import RawData, tags, tasks
from validmind.errors import MissingDependencyError
Expand All @@ -16,14 +15,15 @@
from .utils import get_ragas_config, get_renamed_columns

try:
from datasets import Dataset
from ragas import evaluate
from ragas.metrics import ResponseRelevancy as response_relevancy
except ImportError as e:
if "ragas" in str(e):
if "ragas" in str(e) or "datasets" in str(e):
raise MissingDependencyError(
"Missing required package `ragas` for AnswerRelevance. "
"Missing required packages `ragas` and `datasets` for AnswerRelevance. "
"Please run `pip install validmind[llm]` to use LLM tests",
required_dependencies=["ragas"],
required_dependencies=["ragas", "datasets"],
extra="llm",
) from e

Expand Down
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