[Tidy] Improve validation error message if CapturedCallable is directly provided

vizro-core/changelog.d/20240718_151233_huong_li_nguyen_validation_error_captured.md

@@ -0,0 +1,47 @@
+<!--
+A new scriv changelog fragment.
+
+Uncomment the section that is right (remove the HTML comment wrapper).
+-->
+
+<!--
+### Highlights ✨
+
+- A bullet item for the Highlights ✨ category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Removed
+
+- A bullet item for the Removed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Added
+
+- A bullet item for the Added category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Changed
+
+- A bullet item for the Changed category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+<!--
+### Deprecated
+
+- A bullet item for the Deprecated category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->
+
+### Fixed
+
+- Improve validation error message if `CapturedCallable` is directly provided. ([#590](https://github.com/mckinsey/vizro/pull/590))
+
+<!--
+### Security
+
+- A bullet item for the Security category with a link to the relevant PR at the end of your entry, e.g. Enable feature XXX ([#1](https://github.com/mckinsey/vizro/pull/1))
+
+-->

vizro-core/examples/scratch_dev/app.py

@@ -1,67 +1,34 @@
 """Example app to show all features of Vizro."""
 
-# check out https://github.com/mckinsey/vizro for more info about Vizro
-# and checkout https://vizro.readthedocs.io/en/stable/ for documentation
-
+import pandas as pd
 import vizro.models as vm
 import vizro.plotly.express as px
 from vizro import Vizro
+from vizro.figures import kpi_card
 
-df = px.data.iris()
-
-page = vm.Page(
-    title="Vizro on PyCafe",
-    layout=vm.Layout(
-        grid=[[0, 0, 0, 1, 2, 3], [4, 4, 4, 4, 4, 4], [4, 4, 4, 4, 4, 4], [5, 5, 5, 5, 5, 5], [5, 5, 5, 5, 5, 5]],
-        row_min_height="175px",
-    ),
-    components=[
-        vm.Card(
-            text="""
-        ### What is Vizro?
+gapminder = px.data.gapminder()
 
-        Vizro is a toolkit for creating modular data visualization applications.
-        """
-        ),
-        vm.Card(
-            text="""
-                ### Github
-
-                Checkout Vizro's github page.
-            """,
-            href="https://github.com/mckinsey/vizro",
-        ),
-        vm.Card(
-            text="""
-                ### Docs
+# data from the demo app
+df_kpi = pd.DataFrame(
+    {
+        "Actual": [100, 200, 700],
+        "Reference": [100, 300, 500],
+        "Category": ["A", "B", "C"],
+    }
+)
 
-                Visit the documentation for codes examples, tutorials and API reference.
-            """,
-            href="https://vizro.readthedocs.io/",
-        ),
-        vm.Card(
-            text="""
-                ### Nav Link
 
-                Click this for page 2.
-            """,
-            href="/page2",
-        ),
-        vm.Graph(id="scatter_chart", figure=px.scatter(df, x="sepal_length", y="petal_width", color="species")),
-        vm.Graph(id="hist_chart", figure=px.histogram(df, x="sepal_width", color="species")),
-    ],
-    controls=[
-        vm.Filter(column="species", selector=vm.Dropdown(value=["ALL"])),
-        vm.Filter(column="petal_length"),
-        vm.Filter(column="sepal_width"),
+home = vm.Page(
+    title="Page Title",
+    components=[
+        # kpi_card(data_frame=df_kpi, value_column="Actual", title="KPI with value"),
+        vm.Figure(figure=kpi_card(data_frame=df_kpi, value_column="Actual", title="KPI with value")),
     ],
 )
 
-page2 = vm.Page(
-    title="Page2", components=[vm.Graph(id="hist_chart2", figure=px.histogram(df, x="sepal_width", color="species"))]
-)
 
-dashboard = vm.Dashboard(pages=[page, page2])
+dashboard = vm.Dashboard(pages=[home])
+
 
 if __name__ == "__main__":
     Vizro().build(dashboard).run()

vizro-core/src/vizro/figures/kpi_cards.py

@@ -56,6 +56,12 @@ def kpi_card(  # noqa: PLR0913
     Returns:
          A Dash Bootstrap Components card (`dbc.Card`) containing the formatted KPI value.
 
+    Examples:
+        Wrap inside `vm.Figure` to use as a component inside `vm.Page` or `vm.Container`.
+        >>> import vizro.models as vm
+        >>> from vizro.figures import kpi_card
+        >>> vm.Page(title="Page", components=[vm.Figure(figure=kpi_card(...))])
+
     """
     title = title or f"{agg_func} {value_column}".title()
     value = data_frame[value_column].agg(agg_func)
@@ -119,6 +125,12 @@ def kpi_card_reference(  # noqa: PLR0913
     Returns:
         A Dash Bootstrap Components card (`dbc.Card`) containing the formatted KPI value and reference.
 
+    Examples:
+        Wrap inside `vm.Figure` to use as a component inside `vm.Page` or `vm.Container`.
+        >>> import vizro.models as vm
+        >>> from vizro.figures import kpi_card_reference
+        >>> vm.Page(title="Page", components=[vm.Figure(figure=kpi_card_reference(...))])
+
     """
     title = title or f"{agg_func} {value_column}".title()
     value, reference = data_frame[[value_column, reference_column]].agg(agg_func)

vizro-core/src/vizro/models/_components/_form.py

@@ -12,7 +12,7 @@
 from vizro.models import VizroBaseModel
 from vizro.models._components.form import Checklist, Dropdown, RadioItems, RangeSlider, Slider
 from vizro.models._layout import set_layout
-from vizro.models._models_utils import _log_call, _validate_min_length
+from vizro.models._models_utils import _log_call, check_captured_callable, validate_min_length
 from vizro.models.types import _FormComponentType
 
 if TYPE_CHECKING:
@@ -34,7 +34,10 @@ class Form(VizroBaseModel):
     layout: Layout = None  # type: ignore[assignment]
 
     # Re-used validators
-    _validate_components = validator("components", allow_reuse=True, always=True)(_validate_min_length)
+    _check_captured_callable = validator("components", allow_reuse=True, each_item=True, pre=True)(
+        check_captured_callable
+    )
+    _validate_components_length = validator("components", allow_reuse=True, always=True)(validate_min_length)
     _validate_layout = validator("layout", allow_reuse=True, always=True)(set_layout)
 
     @_log_call

vizro-core/src/vizro/models/_components/container.py

@@ -11,7 +11,7 @@
 
 from vizro.models import VizroBaseModel
 from vizro.models._layout import set_layout
-from vizro.models._models_utils import _log_call, _validate_min_length
+from vizro.models._models_utils import _log_call, check_captured_callable, validate_min_length
 from vizro.models.types import ComponentType
 
 if TYPE_CHECKING:
@@ -36,7 +36,10 @@ class Container(VizroBaseModel):
     layout: Layout = None  # type: ignore[assignment]
 
     # Re-used validators
-    _validate_components = validator("components", allow_reuse=True, always=True)(_validate_min_length)
+    _check_captured_callable = validator("components", allow_reuse=True, each_item=True, pre=True)(
+        check_captured_callable
+    )
+    _validate_components_length = validator("components", allow_reuse=True, always=True)(validate_min_length)
     _validate_layout = validator("layout", allow_reuse=True, always=True)(set_layout)
 
     @_log_call

vizro-core/src/vizro/models/_components/tabs.py

@@ -11,7 +11,7 @@
     from pydantic import validator
 
 from vizro.models import VizroBaseModel
-from vizro.models._models_utils import _log_call, _validate_min_length
+from vizro.models._models_utils import _log_call, validate_min_length
 
 if TYPE_CHECKING:
     from vizro.models._components import Container
@@ -29,7 +29,7 @@ class Tabs(VizroBaseModel):
     type: Literal["tabs"] = "tabs"
     tabs: List[Container]
 
-    _validate_tabs = validator("tabs", allow_reuse=True, always=True)(_validate_min_length)
+    _validate_tabs = validator("tabs", allow_reuse=True, always=True)(validate_min_length)
 
     @_log_call
     def build(self):

vizro-core/src/vizro/models/_models_utils.py

@@ -1,6 +1,8 @@
 import logging
 from functools import wraps
 
+from vizro.models.types import CapturedCallable, _SupportsCapturedCallable
+
 logger = logging.getLogger(__name__)
 
 
@@ -16,7 +18,21 @@ def _wrapper(self, *args, **kwargs):
 
 
 # Validators for reuse
-def _validate_min_length(cls, field):
-    if not field:
+def validate_min_length(cls, value):
+    if not value:
         raise ValueError("Ensure this value has at least 1 item.")
-    return field
+    return value
+
+
+def check_captured_callable(cls, value):
+    if isinstance(value, CapturedCallable):
+        captured_callable = value
+    elif isinstance(value, _SupportsCapturedCallable):
+        captured_callable = value._captured_callable
+    else:
+        return value
+
+    raise ValueError(
+        f"A callable of mode `{captured_callable._mode}` has been provided. Please wrap it inside "
+        f"`{captured_callable._model_example}`."
+    )

vizro-core/src/vizro/models/_page.py

@@ -16,7 +16,7 @@
 from vizro.models import Action, Layout, VizroBaseModel
 from vizro.models._action._actions_chain import ActionsChain, Trigger
 from vizro.models._layout import set_layout
-from vizro.models._models_utils import _log_call, _validate_min_length
+from vizro.models._models_utils import _log_call, check_captured_callable, validate_min_length
 
 from .types import ComponentType, ControlType
 
@@ -52,7 +52,10 @@ class Page(VizroBaseModel):
     actions: List[ActionsChain] = []
 
     # Re-used validators
-    _validate_components = validator("components", allow_reuse=True, always=True)(_validate_min_length)
+    _check_captured_callable = validator("components", allow_reuse=True, each_item=True, pre=True)(
+        check_captured_callable
+    )
+    _validate_components_length = validator("components", allow_reuse=True, always=True)(validate_min_length)
     _validate_layout = validator("layout", allow_reuse=True, always=True)(set_layout)
 
     @root_validator(pre=True)

vizro-core/src/vizro/models/types.py

@@ -283,7 +283,16 @@ class capture:
 
     def __init__(self, mode: Literal["graph", "action", "table", "ag_grid", "figure"]):
         """Decorator to capture a function call."""
+        # mode and model are used in later validations of the captured callable.
         self._mode = mode
+        model_examples = {
+            "graph": "vm.Graph(figure=...)",
+            "action": "vm.Action(function=...)",
+            "table": "vm.Table(figure=...)",
+            "ag_grid": "vm.AgGrid(figure=...)",
+            "figure": "vm.Figure(figure=...)",
+        }
+        self._model_example = model_examples[mode]
 
     def __call__(self, func, /):
         """Produces a CapturedCallable or _DashboardReadyFigure.
@@ -307,6 +316,7 @@ def wrapped(*args, **kwargs) -> _DashboardReadyFigure:
                 # positional or keyword, this is much more robust than trying to get it out of arg or kwargs ourselves.
                 captured_callable: CapturedCallable = CapturedCallable(func, *args, **kwargs)
                 captured_callable._mode = self._mode
+                captured_callable._model_example = self._model_example
 
                 try:
                     captured_callable["data_frame"]
@@ -334,6 +344,7 @@ def wrapped(*args, **kwargs):
                 # Note this is basically the same as partial(func, *args, **kwargs)
                 captured_callable: CapturedCallable = CapturedCallable(func, *args, **kwargs)
                 captured_callable._mode = self._mode
+                captured_callable._model_example = self._model_example
                 return captured_callable
 
             return wrapped
@@ -346,6 +357,7 @@ def wrapped(*args, **kwargs):
 
                 captured_callable: CapturedCallable = CapturedCallable(func, *args, **kwargs)
                 captured_callable._mode = self._mode
+                captured_callable._model_example = self._model_example
 
                 try:
                     captured_callable["data_frame"]

vizro-core/src/vizro/tables/_dash_ag_grid.py

@@ -48,7 +48,15 @@
 
 @capture("ag_grid")
 def dash_ag_grid(data_frame: pd.DataFrame, **kwargs) -> dag.AgGrid:
-    """Implementation of `dash_ag_grid.AgGrid` with sensible defaults to be used in [`AgGrid`][vizro.models.AgGrid]."""
+    """Implementation of `dash_ag_grid.AgGrid` with sensible defaults to be used in [`AgGrid`][vizro.models.AgGrid].
+
+    Examples
+        Wrap inside `vm.AgGrid` to use as a component inside `vm.Page` or `vm.Container`.
+        >>> import vizro.models as vm
+        >>> from vizro.tables import dash_ag_grid
+        >>> vm.Page(title="Page", components=[vm.AgGrid(figure=dash_ag_grid(...))])
+
+    """
     defaults = {
         "className": "ag-theme-quartz-dark ag-theme-vizro",
         "columnDefs": [{"field": col} for col in data_frame.columns],

vizro-core/src/vizro/tables/_dash_table.py

@@ -9,7 +9,15 @@
 
 @capture("table")
 def dash_data_table(data_frame: pd.DataFrame, **kwargs) -> dash_table.DataTable:
-    """Standard `dash_table.DataTable` with sensible defaults to be used in [`Table`][vizro.models.Table]."""
+    """Standard `dash_table.DataTable` with sensible defaults to be used in [`Table`][vizro.models.Table].
+
+    Examples
+        Wrap inside `vm.Table` to use as a component inside `vm.Page` or `vm.Container`.
+        >>> import vizro.models as vm
+        >>> from vizro.table import dash_data_table
+        >>> vm.Page(title="Page", components=[vm.Table(figure=dash_data_table(...))])
+
+    """
     defaults = {
         "columns": [{"name": col, "id": col} for col in data_frame.columns],
         "style_as_list_view": True,

vizro-core/tests/unit/vizro/conftest.py

@@ -5,6 +5,7 @@
 import vizro.models as vm
 import vizro.plotly.express as px
 from vizro import Vizro
+from vizro.figures import kpi_card
 from vizro.tables import dash_ag_grid, dash_data_table
 
 
@@ -61,6 +62,16 @@ def standard_go_chart(gapminder):
     return go.Figure(data=go.Scatter(x=gapminder["gdpPercap"], y=gapminder["lifeExp"], mode="markers"))
 
 
+@pytest.fixture
+def standard_kpi_card(gapminder):
+    return kpi_card(
+        data_frame=gapminder,
+        value_column="lifeExp",
+        agg_func="mean",
+        value_format="{value:.3f}",
+    )
+
+
 @pytest.fixture
 def chart_with_temporal_data(stocks):
     return go.Figure(data=go.Scatter(x=stocks["Date"], y=stocks["AAPL.High"], mode="markers"))