validmind · johnwalz97 · Mar 31, 2025 · Mar 31, 2025 · Mar 31, 2025 · Mar 31, 2025
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diff --git a/docs/_build/validmind/tests/model_validation/statsmodels/RegressionModelSummary.html b/docs/_build/validmind/tests/model_validation/statsmodels/RegressionModelSummary.html
diff --git a/.../validmind/tests/model_validation/statsmodels/RegressionPermutationFeatureImportance.html b/.../validmind/tests/model_validation/statsmodels/RegressionPermutationFeatureImportance.html
diff --git a/docs/_build/validmind/tests/model_validation/statsmodels/ScorecardHistogram.html b/docs/_build/validmind/tests/model_validation/statsmodels/ScorecardHistogram.html
diff --git a/docs/_build/validmind/tests/model_validation/statsmodels/statsutils.html b/docs/_build/validmind/tests/model_validation/statsmodels/statsutils.html
diff --git a/docs/_build/validmind/tests/prompt_validation.html b/docs/_build/validmind/tests/prompt_validation.html
diff --git a/docs/_build/validmind/tests/prompt_validation/Bias.html b/docs/_build/validmind/tests/prompt_validation/Bias.html
diff --git a/docs/_build/validmind/tests/prompt_validation/Clarity.html b/docs/_build/validmind/tests/prompt_validation/Clarity.html
diff --git a/docs/_build/validmind/tests/prompt_validation/Conciseness.html b/docs/_build/validmind/tests/prompt_validation/Conciseness.html
diff --git a/docs/_build/validmind/tests/prompt_validation/Delimitation.html b/docs/_build/validmind/tests/prompt_validation/Delimitation.html
diff --git a/docs/_build/validmind/tests/prompt_validation/NegativeInstruction.html b/docs/_build/validmind/tests/prompt_validation/NegativeInstruction.html
diff --git a/docs/_build/validmind/tests/prompt_validation/Robustness.html b/docs/_build/validmind/tests/prompt_validation/Robustness.html
diff --git a/docs/_build/validmind/tests/prompt_validation/Specificity.html b/docs/_build/validmind/tests/prompt_validation/Specificity.html
diff --git a/docs/_build/validmind/tests/prompt_validation/ai_powered_test.html b/docs/_build/validmind/tests/prompt_validation/ai_powered_test.html
diff --git a/docs/_build/validmind/unit_metrics.html b/docs/_build/validmind/unit_metrics.html
diff --git a/docs/_build/validmind/vm_models.html b/docs/_build/validmind/vm_models.html
diff --git a/docs/_sidebar.yml b/docs/_sidebar.yml
@@ -10,7 +10,7 @@ website:
         - text: "---"
         - text: "Python API"
         # Root level items from validmind.qmd
-        - text: "<span class='version'>`2.8.12`</span>"
+        - text: "<span class='version'>`2.8.14`</span>"
           file: validmind/validmind.qmd#version__
         - text: "init<span class='suffix'></span>"
           file: validmind/validmind.qmd#init

diff --git a/docs/validmind.qmd b/docs/validmind.qmd
@@ -44,7 +44,7 @@ After you have pasted the code snippet into your development source code and exe
 
 ::: {.signature}
 
-<span class="name">2.8.12</span>
+<span class="name">2.8.14</span>
 
 :::
 
@@ -66,7 +66,7 @@ If the API key and secret are not provided, the client will attempt to retrieve
 
 **Arguments**
 
-- `project (str, optional)`: The project CUID. Alias for model. Defaults to None. [DEPRECATED]
+- `project (str, optional)`: The project CUID. Alias for model. Defaults to None. \[DEPRECATED\]
 - `model (str, optional)`: The model CUID. Defaults to None.
 - `api_key (str, optional)`: The API key. Defaults to None.
 - `api_secret (str, optional)`: The API secret. Defaults to None.
@@ -225,11 +225,11 @@ Unit metrics are key-value pairs where the key is the metric name and the value
 **Arguments**
 
 - `key (str)`: The metric key
-- `value (float)`: The metric value
-- `inputs (list)`: A list of input IDs that were used to compute the metric.
-- `params (dict)`: Dictionary of parameters used to compute the metric.
-- `recorded_at (str)`: The timestamp of the metric. Server will use current time if not provided.
-- `thresholds (dict)`: Dictionary of thresholds for the metric.
+- `value (Union[int, float])`: The metric value
+- `inputs (List[str])`: List of input IDs
+- `params (Dict[str, Any])`: Parameters used to generate the metric
+- `recorded_at (str)`: Timestamp when the metric was recorded
+- `thresholds (Dict[str, Any])`: Thresholds for the metric
 
 ## preview_template<span class="suffix"></span>
 

diff --git a/docs/validmind/errors.qmd b/docs/validmind/errors.qmd
@@ -610,6 +610,27 @@ When an invalid metric results object is sent to the API.
 - [APIRequestError<span class="suffix"></span>](#apirequesterror)
 - builtins.BaseException with_traceback, add_note
 
+### <span class="prefix"></span> InvalidParameterError
+
+<!-- signatures.jinja2 -->
+
+::: {.signature}
+
+<span class="kw">class</span><span class="name">InvalidParameterError</span>(<span class="base">BaseError</span>):
+
+:::
+
+<!-- docstring.jinja2 -->
+
+When an invalid parameter is provided.
+
+<!-- errors.qmd.jinja2 - inherited members -->
+
+**Inherited members**
+
+- [BaseError<span class="suffix"></span>](#baseerror), [description<span class="suffix"></span>](#description)
+- builtins.BaseException with_traceback, add_note
+
 ### <span class="prefix"></span> InvalidProjectError
 
 <!-- signatures.jinja2 -->

diff --git a/docs/validmind/tests.qmd b/docs/validmind/tests.qmd
@@ -20,21 +20,33 @@ ValidMind Tests Module
 
 ::: {.signature}
 
-<span class="kw">def</span><span class="name">list_tests</span>(<span class="params"><span class="n">filter</span><span class="p">:</span><span class="n">Optional</span><span class="p">\[</span><span class="nb">str</span><span class="p">\]</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">task</span><span class="p">:</span><span class="n">Optional</span><span class="p">\[</span><span class="nb">str</span><span class="p">\]</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">tags</span><span class="p">:</span><span class="n">Optional</span><span class="p">\[</span><span class="n">List</span><span class="p">\[</span><span class="nb">str</span><span class="p">\]</span><span class="p">\]</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">pretty</span><span class="p">:</span><span class="nb">bool</span><span class="o">=</span><span class="kc">True</span><span class="muted">,</span></span><span class="params"><span class="n">truncate</span><span class="p">:</span><span class="nb">bool</span><span class="o">=</span><span class="kc">True</span></span>)<span class="p"> → </span><span class="return-annotation"><span class="n">Union</span><span class="p">\[</span><span class="n">Dict</span><span class="p">\[</span><span class="nb">str</span><span class="p">, </span><span class="n">Callable</span><span class="p">\[</span><span class="n">...</span><span class="p">, </span><span class="n">Any</span><span class="p">\]</span><span class="p">\]</span><span class="p">, </span><span class="n">None</span><span class="p">\]</span></span>:
+<span class="kw">def</span><span class="name">list_tests</span>(<span class="params"><span class="n">filter</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">task</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">tags</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="muted">,</span></span><span class="params"><span class="n">truncate</span><span class="o">=</span><span class="kc">True</span></span>):
 
 :::
 
 <!-- docstring.jinja2 -->
 
-List all available tests with optional filtering
+List all tests in the tests directory.
+
+**Arguments**
+
+- `filter (str, optional)`: Find tests where the ID, tasks or tags match the filter string. Defaults to None.
+- `task (str, optional)`: Find tests that match the task. Can be used to narrow down matches from the filter string. Defaults to None.
+- `tags (list, optional)`: Find tests that match list of tags. Can be used to narrow down matches from the filter string. Defaults to None.
+- `pretty (bool, optional)`: If True, returns a pandas DataFrame with a formatted table. Defaults to True.
+- `truncate (bool, optional)`: If True, truncates the test description to the first line. Defaults to True. (only used if pretty=True)
+
+**Returns**
+
+- list or pandas.DataFrame: A list of all tests or a formatted table.
 
 ## load_test<span class="suffix"></span>
 
 <!-- signatures.jinja2 -->
 
 ::: {.signature}
 
-<span class="kw">def</span><span class="name">load_test</span>(<span class="params"><span class="n">test_id</span><span class="p">:</span><span class="nb">str</span><span class="muted">,</span></span><span class="params"><span class="n">test_func</span><span class="p">:</span><span class="n">Optional</span><span class="p">\[</span><span class="n">Callable</span><span class="p">\[</span><span class="n">...</span><span class="p">, </span><span class="n">Any</span><span class="p">\]</span><span class="p">\]</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">reload</span><span class="p">:</span><span class="nb">bool</span><span class="o">=</span><span class="kc">False</span></span>)<span class="p"> → </span><span class="return-annotation"><span class="n">Callable</span><span class="p">\[</span><span class="n">...</span><span class="p">, </span><span class="n">Any</span><span class="p">\]</span></span>:
+<span class="kw">def</span><span class="name">load_test</span>(<span class="params"><span class="n">test_id</span><span class="p">:</span><span class="nb">str</span><span class="muted">,</span></span><span class="params"><span class="n">test_func</span><span class="p">:</span><span class="nb">callable</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">reload</span><span class="p">:</span><span class="nb">bool</span><span class="o">=</span><span class="kc">False</span></span>):
 
 :::
 
@@ -55,13 +67,20 @@ Test IDs are in the format `namespace.path_to_module.TestClassOrFuncName[:tag]`.
 
 ::: {.signature}
 
-<span class="kw">def</span><span class="name">describe_test</span>(<span class="params"><span class="n">test_id</span><span class="p">:</span><span class="n">Optional</span><span class="p">\[</span><span class="n">TestID</span><span class="p"> (Union of </span><a href="/validmind/validmind/tests/data_validation.qmd">validmind.data_validation.\*</a><span class="p">, </span><a href="/validmind/validmind/tests/model_validation.qmd">validmind.model_validation.\*</a><span class="p">, </span><a href="/validmind/validmind/tests/prompt_validation.qmd">validmind.prompt_validation.\*</a><span class="p"> and </span><span class="nb">str</span><span class="p">)</span><span class="p">\]</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">raw</span><span class="p">:</span><span class="nb">bool</span><span class="o">=</span><span class="kc">False</span><span class="muted">,</span></span><span class="params"><span class="n">show</span><span class="p">:</span><span class="nb">bool</span><span class="o">=</span><span class="kc">True</span></span>)<span class="p"> → </span><span class="return-annotation"><span class="n">Union</span><span class="p">\[</span><span class="nb">str</span><span class="p">, </span><span class="n">HTML</span><span class="p">, </span><span class="n">Dict</span><span class="p">\[</span><span class="nb">str</span><span class="p">, </span><span class="n">Any</span><span class="p">\]</span><span class="p">\]</span></span>:
+<span class="kw">def</span><span class="name">describe_test</span>(<span class="params"><span class="n">test_id</span><span class="p">:</span><span class="n">TestID</span><span class="p"> (Union of </span><a href="/validmind/validmind/tests/data_validation.qmd">validmind.data_validation.\*</a><span class="p">, </span><a href="/validmind/validmind/tests/model_validation.qmd">validmind.model_validation.\*</a><span class="p">, </span><a href="/validmind/validmind/tests/prompt_validation.qmd">validmind.prompt_validation.\*</a><span class="p"> and </span><span class="nb">str</span><span class="p">)</span><span class="o">=</span><span class="kc">None</span><span class="muted">,</span></span><span class="params"><span class="n">raw</span><span class="p">:</span><span class="nb">bool</span><span class="o">=</span><span class="kc">False</span><span class="muted">,</span></span><span class="params"><span class="n">show</span><span class="p">:</span><span class="nb">bool</span><span class="o">=</span><span class="kc">True</span></span>):
 
 :::
 
 <!-- docstring.jinja2 -->
 
-Describe a test's functionality and parameters
+Get or show details about the test
+
+This function can be used to see test details including the test name, description, required inputs and default params. It can also be used to get a dictionary of the above information for programmatic use.
+
+**Arguments**
+
+- `test_id (str, optional)`: The test ID. Defaults to None.
+- `raw (bool, optional)`: If True, returns a dictionary with the test details. Defaults to False.
 
 ## run_test<span class="suffix"></span>
 
@@ -112,41 +131,45 @@ This function is the main entry point for running tests. It can run simple unit
 
 ::: {.signature}
 
-<span class="kw">def</span><span class="name">list_tags</span>()<span class="p"> → </span><span class="return-annotation"><span class="nb">Set</span><span class="p">\[</span><span class="nb">str</span><span class="p">\]</span></span>:
+<span class="kw">def</span><span class="name">list_tags</span>():
 
 :::
 
 <!-- docstring.jinja2 -->
 
-List all available tags
+List unique tags from all test classes.
 
 ## list_tasks<span class="suffix"></span>
 
 <!-- signatures.jinja2 -->
 
 ::: {.signature}
 
-<span class="kw">def</span><span class="name">list_tasks</span>()<span class="p"> → </span><span class="return-annotation"><span class="nb">Set</span><span class="p">\[</span><span class="nb">str</span><span class="p">\]</span></span>:
+<span class="kw">def</span><span class="name">list_tasks</span>():
 
 :::
 
 <!-- docstring.jinja2 -->
 
-List all available tasks
+List unique tasks from all test classes.
 
 ## list_tasks_and_tags<span class="suffix"></span>
 
 <!-- signatures.jinja2 -->
 
 ::: {.signature}
 
-<span class="kw">def</span><span class="name">list_tasks_and_tags</span>(<span class="param"><span class="n">as_json</span><span class="p">:</span><span class="nb">bool</span><span class="o">=</span><span class="kc">False</span></span>)<span class="p"> → </span><span class="return-annotation"><span class="n">Union</span><span class="p">\[</span><span class="nb">str</span><span class="p">, </span><span class="n">Dict</span><span class="p">\[</span><span class="nb">str</span><span class="p">, </span><span class="n">List</span><span class="p">\[</span><span class="nb">str</span><span class="p">\]</span><span class="p">\]</span><span class="p">\]</span></span>:
+<span class="kw">def</span><span class="name">list_tasks_and_tags</span>(<span class="param"><span class="n">as_json</span><span class="o">=</span><span class="kc">False</span></span>):
 
 :::
 
 <!-- docstring.jinja2 -->
 
-List all available tasks and tags
+List all task types and their associated tags, with one row per task type and all tags for a task type in one row.
+
+**Returns**
+
+- A DataFrame with 'Task Type' and concatenated 'Tags'.
 
 ## test<span class="suffix"></span>
 

diff --git a/docs/validmind/tests/data_validation/DatasetDescription.qmd b/docs/validmind/tests/data_validation/DatasetDescription.qmd
@@ -105,15 +105,3 @@ Will be used in favor of \_get_histogram in the future
 <!-- docstring.jinja2 -->
 
 Returns a collection of histograms for a numerical column, each one with a different bin size
-
-<!-- function.qmd.jinja2 -->
-
-## infer_datatypes<span class="suffix"></span>
-
-<!-- signatures.jinja2 -->
-
-::: {.signature}
-
-<span class="kw">def</span><span class="name">infer_datatypes</span>(<span class="param"><span class="n">df</span></span>):
-
-:::
diff --git a/docs/validmind/tests/data_validation/IQROutliersBarPlot.qmd b/docs/validmind/tests/data_validation/IQROutliersBarPlot.qmd
@@ -49,7 +49,7 @@ The examination invokes a series of steps:
 1. For every numeric feature in the dataset, the 25th percentile (Q1) and 75th percentile (Q3) are calculated before deriving the Interquartile Range (IQR), the difference between Q1 and Q3.
 1. Subsequently, the metric calculates the lower and upper thresholds by subtracting Q1 from the `threshold` times IQR and adding Q3 to `threshold` times IQR, respectively. The default `threshold` is set at 1.5.
 1. Any value in the feature that falls below the lower threshold or exceeds the upper threshold is labeled as an outlier.
-1. The number of outliers are tallied for different percentiles, such as [0-25], [25-50], [50-75], and [75-100].
+1. The number of outliers are tallied for different percentiles, such as \[0-25\], \[25-50\], \[50-75\], and \[75-100\].
 1. These counts are employed to construct a bar plot for the feature, showcasing the distribution of outliers across different percentiles.
 
 ### Signs of High Risk

diff --git a/docs/validmind/tests/model_validation/sklearn/ClassifierThresholdOptimization.qmd b/docs/validmind/tests/model_validation/sklearn/ClassifierThresholdOptimization.qmd
@@ -77,7 +77,7 @@ The test implements multiple threshold optimization methods:
 
 - `dataset`: VMDataset containing features and target
 - `model`: VMModel containing predictions
-- `methods`: List of methods to compare (default: ['youden', 'f1', 'precision_recall'])
+- `methods`: List of methods to compare (default: \['youden', 'f1', 'precision_recall'\])
 - `target_recall`: Target recall value if using 'target_recall' method
 
 **Returns**

diff --git a/docs/validmind/version.qmd b/docs/validmind/version.qmd
@@ -9,6 +9,6 @@ sidebar: validmind-reference
 
 ::: {.signature}
 
-<span class="name">2.8.12</span>
+<span class="name">2.8.14</span>
 
 :::