diff --git a/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb b/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb index bff8c1361..35999cde8 100644 --- a/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb +++ b/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb @@ -567,28 +567,51 @@ "outputs": [], "source": [ "import requests\n", + "import random\n", "\n", "\n", "@vm.test(\"my_custom_tests.ExternalAPI\")\n", "def external_api():\n", - " \"\"\"This test calls an external API to get the current BTC price. It then creates\n", + " \"\"\"This test calls an external API to get a list of fake users. It then creates\n", " a table with the relevant data so it can be displayed in the documentation.\n", "\n", " The purpose of this test is to demonstrate how to call an external API and use the\n", " data in a test. A test like this could even be setup to run in a scheduled\n", " pipeline to keep your documentation in-sync with an external data source.\n", " \"\"\"\n", - " url = \"https://api.coindesk.com/v1/bpi/currentprice.json\"\n", + " url = \"https://jsonplaceholder.typicode.com/users\"\n", " response = requests.get(url)\n", " data = response.json()\n", "\n", " # extract the time and the current BTC price in USD\n", - " return [\n", - " {\n", - " \"Time\": data[\"time\"][\"updated\"],\n", - " \"Price (USD)\": data[\"bpi\"][\"USD\"][\"rate\"],\n", - " }\n", - " ]\n", + " return {\n", + " \"Model Owners/Stakeholders\": [\n", + " {\n", + " \"Name\": user[\"name\"],\n", + " \"Role\": random.choice([\"Owner\", \"Stakeholder\"]),\n", + " \"Email\": user[\"email\"],\n", + " \"Phone\": user[\"phone\"],\n", + " \"Slack Handle\": f\"@{user['name'].lower().replace(' ', '.')}\",\n", + " }\n", + " for user in data[:3]\n", + " ],\n", + " \"Model Developers\": [\n", + " {\n", + " \"Name\": user[\"name\"],\n", + " \"Role\": \"Developer\",\n", + " \"Email\": user[\"email\"],\n", + " }\n", + " for user in data[3:7]\n", + " ],\n", + " \"Model Validators\": [\n", + " {\n", + " \"Name\": user[\"name\"],\n", + " \"Role\": \"Validator\",\n", + " \"Email\": user[\"email\"],\n", + " }\n", + " for user in data[7:]\n", + " ],\n", + " }\n", "\n", "\n", "result = run_test(\"my_custom_tests.ExternalAPI\")\n", @@ -601,7 +624,7 @@ "source": [ "Again, you can add this to your documentation to see how it looks:\n", "\n", - "![screenshot showing BTC price metric](../../images/btc-price-custom-metric.png)" + "![screenshot showing BTC price metric](../../images/external-data-custom-test.png)" ] }, { @@ -944,7 +967,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb b/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb index 921105744..414d4cfe2 100644 --- a/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb +++ b/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb @@ -352,31 +352,54 @@ "outputs": [], "source": [ "import requests\n", + "import random\n", "\n", "\n", "@test(\"my_custom_tests.ExternalAPI\")\n", "def external_api():\n", - " \"\"\"This test calls an external API to get the current BTC price. It then creates\n", + " \"\"\"This test calls an external API to get a list of fake users. It then creates\n", " a table with the relevant data so it can be displayed in the documentation.\n", "\n", " The purpose of this test is to demonstrate how to call an external API and use the\n", " data in a test. A test like this could even be setup to run in a scheduled\n", " pipeline to keep your documentation in-sync with an external data source.\n", " \"\"\"\n", - " url = \"https://api.coindesk.com/v1/bpi/currentprice.json\"\n", + " url = \"https://jsonplaceholder.typicode.com/users\"\n", " response = requests.get(url)\n", " data = response.json()\n", "\n", " # extract the time and the current BTC price in USD\n", - " return [\n", - " {\n", - " \"Time\": data[\"time\"][\"updated\"],\n", - " \"Price (USD)\": data[\"bpi\"][\"USD\"][\"rate\"],\n", - " }\n", - " ]\n", - "\n", - "\n", - "external_api.save(tests_folder, imports=[\"import requests\"])" + " return {\n", + " \"Model Owners/Stakeholders\": [\n", + " {\n", + " \"Name\": user[\"name\"],\n", + " \"Role\": random.choice([\"Owner\", \"Stakeholder\"]),\n", + " \"Email\": user[\"email\"],\n", + " \"Phone\": user[\"phone\"],\n", + " \"Slack Handle\": f\"@{user['name'].lower().replace(' ', '.')}\",\n", + " }\n", + " for user in data[:3]\n", + " ],\n", + " \"Model Developers\": [\n", + " {\n", + " \"Name\": user[\"name\"],\n", + " \"Role\": \"Developer\",\n", + " \"Email\": user[\"email\"],\n", + " }\n", + " for user in data[3:7]\n", + " ],\n", + " \"Model Validators\": [\n", + " {\n", + " \"Name\": user[\"name\"],\n", + " \"Role\": \"Validator\",\n", + " \"Email\": user[\"email\"],\n", + " }\n", + " for user in data[7:]\n", + " ],\n", + " }\n", + "\n", + "\n", + "external_api.save(tests_folder, imports=[\"import requests\", \"import random\"])" ] }, { @@ -904,7 +927,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/notebooks/images/btc-price-custom-metric.png b/notebooks/images/btc-price-custom-metric.png deleted file mode 100644 index 2365cb8db..000000000 Binary files a/notebooks/images/btc-price-custom-metric.png and /dev/null differ diff --git a/notebooks/images/external-data-custom-test.png b/notebooks/images/external-data-custom-test.png new file mode 100644 index 000000000..7a6a30a13 Binary files /dev/null and b/notebooks/images/external-data-custom-test.png differ diff --git a/poetry.lock b/poetry.lock index d1d3eb383..de29df22c 100644 --- a/poetry.lock +++ b/poetry.lock @@ -212,6 +212,25 @@ doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"] trio = ["trio (>=0.26.1)"] +[[package]] +name = "anywidget" +version = "0.9.14" +description = "custom jupyter widgets made easy" +optional = false +python-versions = ">=3.8" +files = [ + {file = "anywidget-0.9.14-py3-none-any.whl", hash = "sha256:1637c937527130346fe8f2ac14c41a8057f61605e09bc38de0f580492e1e2184"}, + {file = "anywidget-0.9.14.tar.gz", hash = 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Finance API" optional = false python-versions = "*" files = [ - {file = "yfinance-0.2.51-py2.py3-none-any.whl", hash = "sha256:d5cc7a970bb4bb43e4deee853514cbaa3c2b070a0dee6b2861c1ab5076f21dc1"}, - {file = "yfinance-0.2.51.tar.gz", hash = "sha256:7902cc9b23699a51efa50f1cc7a965220a56beccc00d189f929b4c7c5c189a60"}, + {file = "yfinance-0.2.54-py2.py3-none-any.whl", hash = "sha256:8754f90332158d5d19bf754c1b230864ca2d1d313182a3f94a7bc7718bbe7d90"}, + {file = "yfinance-0.2.54.tar.gz", hash = "sha256:a4ab8e2ecba4fda5a36bff0bdc602a014adc732e5eda5d3ac283836ce40356e8"}, ] [package.dependencies] beautifulsoup4 = ">=4.11.1" frozendict = ">=2.3.4" -html5lib = ">=1.1" -lxml = ">=4.9.1" multitasking = ">=0.0.7" numpy = ">=1.16.5" pandas = ">=1.3.0" @@ -8132,13 +7969,12 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", type = ["pytest-mypy"] [extras] -all = ["langchain-openai", "pycocoevalcap", "ragas", "rpy2", "sentencepiece", "torch", "transformers"] +all = ["langchain-openai", "pycocoevalcap", "ragas", "sentencepiece", "torch", "transformers"] huggingface = ["sentencepiece", "transformers"] llm = ["langchain-openai", "pycocoevalcap", "ragas", "sentencepiece", "torch", "transformers"] pytorch = ["torch"] -r-support = ["rpy2"] [metadata] lock-version = "2.0" python-versions = ">=3.8.1,<3.12" -content-hash = "dcf7a178278fe9d98b68e3848c39b537d5e088edeb93c53e29a9968ad9346d76" +content-hash = "f5ba5f0244769e7e6e75d1f82a33b6267b57ec6d456a13f1da1b3a3399eff3f5" diff --git a/pyproject.toml b/pyproject.toml index 5517f3a09..f5c8879fb 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -10,10 +10,11 @@ description = "ValidMind Library" license = "Commercial License" name = "validmind" readme = "README.pypi.md" -version = "2.7.10" +version = "2.7.11" [tool.poetry.dependencies] aiohttp = {extras = ["speedups"], version = "*"} +anywidget = "^0.9.13" arch = "*" bert-score = ">=0.3.13" catboost = "*" @@ -40,7 +41,6 @@ python = ">=3.8.1,<3.12" python-dotenv = "*" ragas = {version = ">=0.2.3", optional = true} rouge = ">=1" -rpy2 = {version = "^3.5.10", optional = true} scikit-learn = "*,<1.6.0" scipy = "*" scorecardpy = "^0.1.9.6" @@ -51,6 +51,7 @@ shap = "0.44.1" statsmodels = "*" tabulate = "^0.8.9" textblob = "^0.18.0.post0" +tiktoken = "*" torch = {version = ">=1.10.0", optional = true} tqdm = "*" transformers = {version = "^4.32.0", optional = true} @@ -76,7 +77,6 @@ twine = "^4.0.2" [tool.poetry.extras] all = [ - "rpy2", "torch", "transformers", "pycocoevalcap", @@ -94,7 +94,6 @@ llm = [ "langchain-openai", ] pytorch = ["torch"] -r-support = ["rpy2"] [build-system] build-backend = "poetry.core.masonry.api" diff --git a/tests/test_unit_tests.py b/tests/test_unit_tests.py index 0d7d532f8..ffb3687a8 100644 --- a/tests/test_unit_tests.py +++ b/tests/test_unit_tests.py @@ -166,4 +166,6 @@ def run_test_files(): # Exit with failure if any tests failed if not all_tests_passed: - sys.exit(1) + raise Exception( + f"Tests failed: {FAILED_TESTS}\n\n See output above for more details." + ) diff --git a/tests/unit_tests/model_validation/test_TimeSeriesPredictionWithCI.py b/tests/unit_tests/model_validation/test_TimeSeriesPredictionWithCI.py index db2416edf..cbe23115f 100644 --- a/tests/unit_tests/model_validation/test_TimeSeriesPredictionWithCI.py +++ b/tests/unit_tests/model_validation/test_TimeSeriesPredictionWithCI.py @@ -124,5 +124,8 @@ def test_datetime_index(self): # Check if x values are datetime objects for all traces for trace in fig.data: self.assertTrue( - all(isinstance(x, (pd.Timestamp, datetime)) for x in trace.x) + all( + isinstance(x, (pd.Timestamp, np.datetime64, datetime)) + for x in trace.x + ) ) diff --git a/tests/unit_tests/model_validation/test_TimeSeriesPredictionsPlot.py b/tests/unit_tests/model_validation/test_TimeSeriesPredictionsPlot.py index 5437f365d..429996635 100644 --- a/tests/unit_tests/model_validation/test_TimeSeriesPredictionsPlot.py +++ b/tests/unit_tests/model_validation/test_TimeSeriesPredictionsPlot.py @@ -76,8 +76,14 @@ def test_datetime_index(self): # Check if x values are datetime objects self.assertTrue( - all(isinstance(x, (pd.Timestamp, datetime)) for x in fig.data[0].x) + all( + isinstance(x, (pd.Timestamp, np.datetime64, datetime)) + for x in fig.data[0].x + ) ) self.assertTrue( - all(isinstance(x, (pd.Timestamp, datetime)) for x in fig.data[1].x) + all( + isinstance(x, (pd.Timestamp, np.datetime64, datetime)) + for x in fig.data[1].x + ) ) diff --git a/validmind/__version__.py b/validmind/__version__.py index de4099b0c..74ceb7f10 100644 --- a/validmind/__version__.py +++ b/validmind/__version__.py @@ -1 +1 @@ -__version__ = "2.7.10" +__version__ = "2.7.11" diff --git a/validmind/errors.py b/validmind/errors.py index 76c497691..a7db65c49 100644 --- a/validmind/errors.py +++ b/validmind/errors.py @@ -228,7 +228,7 @@ class MissingRExtrasError(BaseError): def description(self, *args, **kwargs): return ( self.message - or "ValidMind r-support needs to be installed: `pip install validmind[r-support]`" + or "`rpy2` is required to use R models. Please install it with `pip install rpy2`" ) diff --git a/validmind/utils.py b/validmind/utils.py index affcc31c3..e31395866 100644 --- a/validmind/utils.py +++ b/validmind/utils.py @@ -110,6 +110,7 @@ def __init__(self, *args, **kwargs): self.is_numpy_ndarray: lambda obj: obj.tolist(), self.is_numpy_bool: lambda obj: bool(obj), self.is_pandas_timestamp: lambda obj: str(obj), + self.is_numpy_datetime64: lambda obj: str(obj), self.is_set: lambda obj: list(obj), self.is_quantlib_date: lambda obj: obj.ISO(), self.is_generic_object: self.handle_generic_object, @@ -142,6 +143,9 @@ def is_numpy_bool(self, obj): def is_pandas_timestamp(self, obj): return isinstance(obj, pd.Timestamp) + def is_numpy_datetime64(self, obj): + return isinstance(obj, np.datetime64) + def is_set(self, obj): return isinstance(obj, set) @@ -152,11 +156,12 @@ def is_generic_object(self, obj): return isinstance(obj, object) def handle_generic_object(self, obj): - return ( - obj.__str__() - if type(obj).__dict__.get("__str__") - else str(obj).split(".")[1].split(" ")[0] - ) + try: + if hasattr(obj, "__str__"): + return obj.__str__() + return obj.__class__.__name__ + except Exception: + return str(type(obj).__name__) def encode(self, obj): obj = nan_to_none(obj) @@ -177,6 +182,18 @@ def __init__(self, *args, **kwargs): else obj.tolist() ) + def default(self, obj): + if self.is_dataframe(obj): + return { + "type": str(type(obj)), + "preview": obj.head(5).to_dict(orient="list"), + "shape": f"{obj.shape[0]} rows x {obj.shape[1]} columns", + } + return super().default(obj) + + def is_dataframe(self, obj): + return isinstance(obj, pd.DataFrame) + def get_full_typename(o: Any) -> Any: """We determine types based on type names so we don't have to import