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Create table from query with multiple columns and introduce tiles #150

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68aaf9e
Add id to WidgetMetadata
JCZuurmond Jun 13, 2024
02ba1d2
Use id for sorting
JCZuurmond Jun 13, 2024
1b2a994
Add path to widget metadata
JCZuurmond Jun 13, 2024
e1bf8ad
Add path to widget metadata
JCZuurmond Jun 13, 2024
58cc819
Let as_dict only return str
JCZuurmond Jun 13, 2024
e319a1f
Rework
JCZuurmond Jun 13, 2024
db1b65f
Fix default width height
JCZuurmond Jun 13, 2024
059ddd4
Order based on id and order
JCZuurmond Jun 13, 2024
c79764b
Format
JCZuurmond Jun 13, 2024
369057a
Make id empty string by default
JCZuurmond Jun 13, 2024
46ed7ee
Refactor widgets metdata to separate method
JCZuurmond Jun 13, 2024
f30ac0f
Remove redundant continue
JCZuurmond Jun 13, 2024
5681fa8
Move widget spec type into WidgetMetdadata
JCZuurmond Jun 13, 2024
f2feb3a
Refactor get widgets into separate methods
JCZuurmond Jun 13, 2024
8cbef33
Update TODO
JCZuurmond Jun 13, 2024
a85984f
Let get widgets only return widgets
JCZuurmond Jun 13, 2024
426d44c
Reorder method calling
JCZuurmond Jun 13, 2024
496d871
Refactory function signature
JCZuurmond Jun 13, 2024
1df6db5
Update header in docs
JCZuurmond Jun 13, 2024
f7d4060
Change signature
JCZuurmond Jun 13, 2024
2073436
Move parse widget metadata into WidgetMetadata.from_path
JCZuurmond Jun 13, 2024
ad420a9
Fix typo
JCZuurmond Jun 13, 2024
f9c2a08
Remove redundant id setting
JCZuurmond Jun 13, 2024
add4c35
Rename get_width_and_height_to_size
JCZuurmond Jun 13, 2024
b75bea9
Redo setting id
JCZuurmond Jun 13, 2024
4373d02
Make maximum dashboard width a global
JCZuurmond Jun 13, 2024
05cc8b7
Add missing type hint
JCZuurmond Jun 13, 2024
9cc5851
Set widget name from metadata id
JCZuurmond Jun 13, 2024
3f52874
Consistent argument ordering for dataset
JCZuurmond Jun 13, 2024
033a098
Remove need for dataset to create widget
JCZuurmond Jun 13, 2024
ad5ee15
Make size hidden
JCZuurmond Jun 13, 2024
1a89395
Make header one line
JCZuurmond Jun 14, 2024
2dbe577
Add is_markdown
JCZuurmond Jun 14, 2024
5f9a6fa
Make WidgetMetadata a class
JCZuurmond Jun 14, 2024
02a6385
Remove MarkdownSpec
JCZuurmond Jun 14, 2024
1940b6a
Add table query
JCZuurmond Jun 12, 2024
e787bb9
Add integration test for table
JCZuurmond Jun 12, 2024
f519ea4
Create table widget spec
JCZuurmond Jun 12, 2024
02d95ba
Use TableV2Spec
JCZuurmond Jun 12, 2024
fc26899
Fix type hints
JCZuurmond Jun 12, 2024
160242e
Remove redundant elif
JCZuurmond Jun 12, 2024
9b5192a
Fix field equality
JCZuurmond Jun 12, 2024
c31363c
Test size of table
JCZuurmond Jun 12, 2024
f5d6930
Test table field encodings
JCZuurmond Jun 12, 2024
3dbd051
Format
JCZuurmond Jun 12, 2024
99360d6
Rename query file
JCZuurmond Jun 12, 2024
00a470c
Add counter, table and markdown tile
JCZuurmond Jun 13, 2024
b913182
Add spec and size to counter and table tiles
JCZuurmond Jun 13, 2024
b9d681c
Use tiles
JCZuurmond Jun 13, 2024
34c82d6
Simplify read text
JCZuurmond Jun 13, 2024
0611b06
Refactor to Tile
JCZuurmond Jun 14, 2024
ac56774
Rename method for consistency
JCZuurmond Jun 14, 2024
db1e8ee
Reorder methods
JCZuurmond Jun 14, 2024
f4d46a6
Move parsing of dashboard metadata to class
JCZuurmond Jun 14, 2024
0bf1dc3
Refactor to factory pattern
JCZuurmond Jun 14, 2024
8ac8164
Add is_query method
JCZuurmond Jun 14, 2024
5a872e4
Update place after
JCZuurmond Jun 14, 2024
9c7aa9f
Refactor get_widget to widget
JCZuurmond Jun 14, 2024
fe8269b
Make default widget a textbox widget
JCZuurmond Jun 14, 2024
383dd12
Make from_path clearer
JCZuurmond Jun 14, 2024
fa37214
Make default size hidden
JCZuurmond Jun 14, 2024
939b122
Refactor get_fields to find_fields
JCZuurmond Jun 14, 2024
3ded11d
Make table tile the default
JCZuurmond Jun 14, 2024
75471cc
Let place after return new tile
JCZuurmond Jun 14, 2024
3e66385
Rename configuration to metadata in test names
JCZuurmond Jun 14, 2024
3754d87
Test dashboard metadata for valid yml
JCZuurmond Jun 14, 2024
288bdd3
Move ordering logic into Tiler
JCZuurmond Jun 14, 2024
6d82ee0
Test WidgetMetadata sets size
JCZuurmond Jun 14, 2024
20d133b
Test WidgetMetadata is_markdown and is_query
JCZuurmond Jun 14, 2024
29efa7c
Test tile place after
JCZuurmond Jun 14, 2024
f9aff18
Rewrite test to test find fields directly
JCZuurmond Jun 14, 2024
ed03aa5
Isort
JCZuurmond Jun 14, 2024
847069d
Refactor Tile to have WidgetMetadata as input only
JCZuurmond Jun 17, 2024
03e9cfa
Refactor (default) size to a method
JCZuurmond Jun 17, 2024
f24e241
Remove Factory class
JCZuurmond Jun 17, 2024
a4ad2db
Move sql parsing out of find_fields
JCZuurmond Jun 17, 2024
d8e59a2
Format
JCZuurmond Jun 17, 2024
e252548
Remove position from tile signature
JCZuurmond Jun 17, 2024
6eb798b
Add integration test for invalid query
JCZuurmond Jun 17, 2024
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322 changes: 191 additions & 131 deletions src/databricks/labs/lsql/dashboards.py
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,9 @@
Page,
Position,
Query,
RenderFieldEncoding,
TableEncodingMap,
TableV2Spec,
Widget,
WidgetSpec,
)
Expand All @@ -50,6 +53,25 @@ def from_dict(cls, raw: dict[str, str]) -> "DashboardMetadata":
def as_dict(self) -> dict[str, str]:
return dataclasses.asdict(self)

@classmethod
def from_path(cls, path: Path) -> "DashboardMetadata":
"""Export dashboard metadata from a YAML file."""
fallback_metadata = cls(display_name=path.parent.name)

if not path.exists():
return fallback_metadata

try:
raw = yaml.safe_load(path.read_text())
except yaml.YAMLError as e:
logger.warning(f"Parsing {path}: {e}")
return fallback_metadata
try:
return cls.from_dict(raw)
except KeyError as e:
logger.warning(f"Parsing {path}: {e}")
return fallback_metadata


class WidgetMetadata:
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def __init__(
Expand All @@ -64,34 +86,7 @@ def __init__(
self.order = order
self.width = width
self.height = height
self.id = _id

size = self._size
self.width = self.width or size[0]
self.height = self.height or size[1]
self.id = self.id or path.stem

def is_markdown(self) -> bool:
return self.path.suffix == ".md"

@property
def spec_type(self) -> type[WidgetSpec]:
# TODO: When supporting more specs, infer spec from query
return CounterSpec

@property
def _size(self) -> tuple[int, int]:
"""Get the width and height for a widget.
The tiling logic works if:
- width < _MAXIMUM_DASHBOARD_WIDTH : heights for widgets on the same row should be equal
- width == _MAXIMUM_DASHBOARD_WIDTH : any height
"""
if self.is_markdown():
return _MAXIMUM_DASHBOARD_WIDTH, 2
if self.spec_type == CounterSpec:
return 1, 3
return 0, 0
self.id = _id or path.stem

def as_dict(self) -> dict[str, str]:
body = {"path": self.path.as_posix()}
Expand All @@ -103,6 +98,15 @@ def as_dict(self) -> dict[str, str]:
body[attribute] = str(value)
return body

def size(self) -> tuple[int, int]:
return self.width, self.height

def is_markdown(self) -> bool:
return self.path.suffix == ".md"

def is_query(self) -> bool:
return self.path.suffix == ".sql"

@staticmethod
def _get_arguments_parser() -> ArgumentParser:
parser = ArgumentParser("WidgetMetadata", add_help=False, exit_on_error=False)
Expand Down Expand Up @@ -144,6 +148,137 @@ def from_path(cls, path: Path) -> "WidgetMetadata":
return fallback_metadata.replace_from_arguments(shlex.split(first_comment))


class Tile:
"""A dashboard tile."""

def __init__(self, widget_metadata: WidgetMetadata) -> None:
self._widget_metadata = widget_metadata

default_width, default_height = self._default_size()
width = self._widget_metadata.width or default_width
height = self._widget_metadata.height or default_height
self.position = Position(0, 0, width, height)

def _default_size(self) -> tuple[int, int]:
return 0, 0

def place_after(self, position: Position) -> "Tile":
"""Place the tile after another tile:
The tiling logic works if:
- `position.width < _MAXIMUM_DASHBOARD_WIDTH` : tiles in a single row should have the same size
- `position.width == _MAXIMUM_DASHBOARD_WIDTH` : any height
"""
x = position.x + position.width
if x + self.position.width > _MAXIMUM_DASHBOARD_WIDTH:
x = 0
y = position.y + position.height
else:
y = position.y
new_position = dataclasses.replace(self.position, x=x, y=y)

replica = copy.deepcopy(self)
replica.position = new_position
return replica

@property
def widget(self) -> Widget:
widget = Widget(name=self._widget_metadata.id, textbox_spec=self._widget_metadata.path.read_text())
return widget

@classmethod
def from_widget_metadata(cls, widget_metadata: WidgetMetadata) -> "Tile":
"""Create a tile given the widget metadata."""
if widget_metadata.is_markdown():
return MarkdownTile(widget_metadata)
query_tile = QueryTile(widget_metadata)
spec_type = query_tile.infer_spec_type()
if spec_type is None:
return MarkdownTile(widget_metadata)
if spec_type == CounterSpec:
return CounterTile(widget_metadata)
return TableTile(widget_metadata)


class MarkdownTile(Tile):
def _default_size(self) -> tuple[int, int]:
return _MAXIMUM_DASHBOARD_WIDTH, 2


class QueryTile(Tile):
def _get_abstract_syntax_tree(self) -> sqlglot.Expression | None:
query = self._widget_metadata.path.read_text()
try:
return sqlglot.parse_one(query, dialect=sqlglot.dialects.Databricks)
except sqlglot.ParseError as e:
logger.warning(f"Parsing {query}: {e}")
return None

def _find_fields(self) -> list[Field]:
"""Find the fields in a query.
The fields are the projections in the query's top level SELECT.
"""
abstract_syntax_tree = self._get_abstract_syntax_tree()
if abstract_syntax_tree is None:
return []

fields = []
for projection in abstract_syntax_tree.find_all(sqlglot.exp.Select):
if projection.depth > 0:
continue
for named_select in projection.named_selects:
field = Field(name=named_select, expression=f"`{named_select}`")
fields.append(field)
return fields

@property
def widget(self) -> Widget:
fields = self._find_fields()
named_query = self._get_named_query(fields)
spec = self._get_spec(fields)
widget = Widget(name=self._widget_metadata.id, queries=[named_query], spec=spec)
return widget

def _get_named_query(self, fields: list[Field]) -> NamedQuery:
query = Query(dataset_name=self._widget_metadata.id, fields=fields, disaggregated=True)
# As far as testing went, a NamedQuery should always have "main_query" as name
named_query = NamedQuery(name="main_query", query=query)
return named_query

@staticmethod
def _get_spec(fields: list[Field]) -> WidgetSpec:
field_encodings = [RenderFieldEncoding(field_name=field.name) for field in fields]
table_encodings = TableEncodingMap(field_encodings)
spec = TableV2Spec(encodings=table_encodings)
return spec

def infer_spec_type(self) -> type[WidgetSpec] | None:
"""Infer the spec type from the query."""
fields = self._find_fields()
if len(fields) == 0:
return None
if len(fields) == 1:
return CounterSpec
return TableV2Spec


class TableTile(QueryTile):
def _default_size(self) -> tuple[int, int]:
return 6, 6


class CounterTile(QueryTile):
def _default_size(self) -> tuple[int, int]:
return 1, 3

@staticmethod
def _get_spec(fields: list[Field]) -> CounterSpec:
counter_encodings = CounterFieldEncoding(field_name=fields[0].name, display_name=fields[0].name)
spec = CounterSpec(CounterEncodingMap(value=counter_encodings))
return spec


class Dashboards:
def __init__(self, ws: WorkspaceClient):
self._ws = ws
Expand Down Expand Up @@ -191,11 +326,10 @@ def _format_query(query: str) -> str:

def create_dashboard(self, dashboard_folder: Path) -> Dashboard:
"""Create a dashboard from code, i.e. configuration and queries."""
dashboard_metadata = self._parse_dashboard_metadata(dashboard_folder)
widgets_metadata = self._get_widgets_metadata(dashboard_folder)
dashboard_metadata = DashboardMetadata.from_path(dashboard_folder / "dashboard.yml")
widgets_metadata = self._parse_widgets_metadata(dashboard_folder)
datasets = self._get_datasets(dashboard_folder)
widgets = self._get_widgets(widgets_metadata)
layouts = self._get_layouts(widgets, widgets_metadata)
layouts = self._get_layouts(widgets_metadata)
page = Page(
name=dashboard_metadata.display_name,
display_name=dashboard_metadata.display_name,
Expand All @@ -204,122 +338,48 @@ def create_dashboard(self, dashboard_folder: Path) -> Dashboard:
lakeview_dashboard = Dashboard(datasets=datasets, pages=[page])
return lakeview_dashboard

@staticmethod
def _parse_widgets_metadata(dashboard_folder: Path) -> list[WidgetMetadata]:
"""Parse the widget metadata from each (optional) header."""
widgets_metadata = []
for path in dashboard_folder.iterdir():
if path.suffix in {".sql", ".md"}:
widget_metadata = WidgetMetadata.from_path(path)
widgets_metadata.append(widget_metadata)
return widgets_metadata

@staticmethod
def _get_datasets(dashboard_folder: Path) -> list[Dataset]:
datasets = []
for query_path in sorted(dashboard_folder.glob("*.sql")):
with query_path.open("r") as query_file:
raw_query = query_file.read()
dataset = Dataset(name=query_path.stem, display_name=query_path.stem, query=raw_query)
dataset = Dataset(name=query_path.stem, display_name=query_path.stem, query=query_path.read_text())
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datasets.append(dataset)
return datasets

@staticmethod
def _get_widgets_metadata(dashboard_folder: Path) -> list[WidgetMetadata]:
"""Read and parse the widget metadata from each (optional) header.
The order is by default the alphanumerically sorted files, however, the order may be overwritten in the file
header with the `order` key. Hence, the multiple loops to get:
i) the optional order from the file header;
ii) set the order when not specified;
iii) sort the widgets using the order field.
def _get_layouts(widgets_metadata: list[WidgetMetadata]) -> list[Layout]:
"""Create layouts from the widgets metadata.
The order of the tiles is by default the alphanumerically sorted tile ids, however, the order may be overwritten
with the `order` key. Hence, the multiple loops to get:
i) set the order when not specified;
ii) sort the widgets using the order field.
"""
widgets_metadata = []
for path in sorted(dashboard_folder.iterdir()):
if path.suffix not in {".sql", ".md"}:
continue
widget_metadata = WidgetMetadata.from_path(path)
widgets_metadata.append(widget_metadata)
widgets_metadata_with_order = []
for order, widget_metadata in enumerate(sorted(widgets_metadata, key=lambda wm: wm.id)):
replica = copy.deepcopy(widget_metadata)
replica.order = widget_metadata.order or order
widgets_metadata_with_order.append(replica)
widgets_metadata_sorted = list(sorted(widgets_metadata_with_order, key=lambda wm: (wm.order, wm.id)))
return widgets_metadata_sorted

def _get_widgets(self, widgets_metadata: list[WidgetMetadata]) -> list[Widget]:
widgets = []
for widget_metadata in widgets_metadata:
try:
widget = self._get_widget(widget_metadata)
except sqlglot.ParseError as e:
logger.warning(f"Parsing {widget_metadata.path}: {e}")
continue
widgets.append(widget)
return widgets

def _get_layouts(self, widgets: list[Widget], widgets_metadata: list[WidgetMetadata]) -> list[Layout]:
layouts, position = [], Position(0, 0, 0, 0) # First widget position
for widget, widget_metadata in zip(widgets, widgets_metadata):
position = self._get_position(position, widget_metadata)
layout = Layout(widget=widget, position=position)

layouts, position = [], Position(0, 0, 0, 0) # Position of first tile
for widget_metadata in sorted(widgets_metadata_with_order, key=lambda wm: (wm.order, wm.id)):
tile = Tile.from_widget_metadata(widget_metadata)
placed_tile = tile.place_after(position)
layout = Layout(widget=placed_tile.widget, position=placed_tile.position)
layouts.append(layout)
position = placed_tile.position
return layouts

@staticmethod
def _parse_dashboard_metadata(dashboard_folder: Path) -> DashboardMetadata:
fallback_metadata = DashboardMetadata(display_name=dashboard_folder.name)

dashboard_metadata_path = dashboard_folder / "dashboard.yml"
if not dashboard_metadata_path.exists():
return fallback_metadata

try:
raw = yaml.safe_load(dashboard_metadata_path.read_text())
except yaml.YAMLError as e:
logger.warning(f"Parsing {dashboard_metadata_path}: {e}")
return fallback_metadata
try:
return DashboardMetadata.from_dict(raw)
except KeyError as e:
logger.warning(f"Parsing {dashboard_metadata_path}: {e}")
return fallback_metadata

def _get_widget(self, widget_metadata: WidgetMetadata) -> Widget:
if widget_metadata.is_markdown():
return self._get_text_widget(widget_metadata)
return self._get_counter_widget(widget_metadata)

@staticmethod
def _get_text_widget(widget_metadata: WidgetMetadata) -> Widget:
widget = Widget(name=widget_metadata.id, textbox_spec=widget_metadata.path.read_text())
return widget

def _get_counter_widget(self, widget_metadata: WidgetMetadata) -> Widget:
fields = self._get_fields(widget_metadata.path.read_text())
query = Query(dataset_name=widget_metadata.id, fields=fields, disaggregated=True)
# As far as testing went, a NamedQuery should always have "main_query" as name
named_query = NamedQuery(name="main_query", query=query)
# Counters are expected to have one field
counter_field_encoding = CounterFieldEncoding(field_name=fields[0].name, display_name=fields[0].name)
counter_spec = CounterSpec(CounterEncodingMap(value=counter_field_encoding))
widget = Widget(name=widget_metadata.id, queries=[named_query], spec=counter_spec)
return widget

@staticmethod
def _get_fields(query: str) -> list[Field]:
parsed_query = sqlglot.parse_one(query, dialect=sqlglot.dialects.Databricks)
fields = []
for projection in parsed_query.find_all(sqlglot.exp.Select):
if projection.depth > 0:
continue
for named_select in projection.named_selects:
field = Field(name=named_select, expression=f"`{named_select}`")
fields.append(field)
return fields

@staticmethod
def _get_position(previous_position: Position, widget_metadata: WidgetMetadata) -> Position:
x = previous_position.x + previous_position.width
if x + widget_metadata.width > _MAXIMUM_DASHBOARD_WIDTH:
x = 0
y = previous_position.y + previous_position.height
else:
y = previous_position.y
position = Position(x=x, y=y, width=widget_metadata.width, height=widget_metadata.height)
return position

def deploy_dashboard(self, lakeview_dashboard: Dashboard, *, dashboard_id: str | None = None) -> SDKDashboard:
"""Deploy a lakeview dashboard."""
if dashboard_id is not None:
Expand Down
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