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added Plotly materializer #496

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Nov 9, 2023
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1 change: 1 addition & 0 deletions hamilton/function_modifiers/base.py
Original file line number Diff line number Diff line change
Expand Up @@ -23,6 +23,7 @@
plugins_modules = [
"numpy",
"pandas",
"plotly",
"polars",
"pyspark_pandas",
"spark",
Expand Down
132 changes: 132 additions & 0 deletions hamilton/plugins/plotly_extensions.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,132 @@
import dataclasses
import pathlib
from typing import IO, Any, Collection, Dict, List, Optional, Type, Union

try:
import plotly.graph_objects
except ImportError:
raise NotImplementedError("Plotly is not installed.")

from hamilton import registry
from hamilton.io import utils
from hamilton.io.data_adapters import DataSaver


@dataclasses.dataclass
class PlotlyStaticWriter(DataSaver):
"""Write Plotly figure as static image format
ref: https://plotly.com/python/static-image-export/
"""

path: Union[str, pathlib.Path, IO]
format: Optional[str] = None
width: Optional[int] = None
height: Optional[int] = None
scale: Optional[Union[int, float]] = None
validate: bool = True
engine: str = "auto"

def _get_saving_kwargs(self) -> dict:
kwargs = {}
if self.format is not None:
kwargs["format"] = self.format
if self.width is not None:
kwargs["width"] = self.width
if self.height is not None:
kwargs["height"] = self.height
if self.scale is not None:
kwargs["scale"] = self.scale
if self.validate is not None:
kwargs["validate"] = self.validate
if self.engine is not None:
kwargs["engine"] = self.engine

return kwargs

def save_data(self, data: plotly.graph_objects.Figure) -> Dict[str, Any]:
data.write_image(file=self.path, **self._get_saving_kwargs())
return utils.get_file_metadata(self.path)

@classmethod
def applicable_types(cls) -> Collection[Type]:
return [plotly.graph_objects.Figure]

@classmethod
def name(cls) -> str:
return "plotly"


@dataclasses.dataclass
class PlotlyInteractiveWriter(DataSaver):
"""Write Plotly figure as interactive HTML + JS
ref: https://plotly.com/python/interactive-html-export/
"""

path: Union[str, pathlib.Path, IO]
config: Optional[Dict] = None
auto_play: bool = True
include_plotlyjs: Union[
bool, str
] = True # or "cdn", "directory", "require", "False", "other string .js"
include_mathjax: Union[bool, str] = False # "cdn", "string .js"
post_script: Union[str, List[str], None] = None
full_html: bool = True
animation_opts: Optional[Dict] = None
default_width: Union[int, float, str] = "100%"
default_height: Union[int, float, str] = "100%"
validate: bool = True
auto_open: bool = True
div_id: Optional[str] = None

def _get_saving_kwargs(self) -> dict:
kwargs = {}
if self.config is not None:
kwargs["config"] = self.config
if self.auto_play is not None:
kwargs["auto_play"] = self.auto_play
if self.include_plotlyjs is not None:
kwargs["include_plotlyjs"] = self.include_plotlyjs
if self.include_mathjax is not None:
kwargs["include_mathjax"] = self.include_mathjax
if self.post_script is not None:
kwargs["post_script"] = self.post_script
if self.full_html is not None:
kwargs["full_html"] = self.full_html
if self.animation_opts is not None:
kwargs["animation_opts"] = self.animation_opts
if self.default_width is not None:
kwargs["default_width"] = self.default_width
if self.default_height is not None:
kwargs["default_height"] = self.default_height
if self.validate is not None:
kwargs["validate"] = self.validate
if self.auto_open is not None:
kwargs["auto_open"] = self.auto_open
if self.div_id is not None:
kwargs["div_id"] = self.div_id
return kwargs

def save_data(self, data: plotly.graph_objects.Figure) -> Dict[str, Any]:
data.write_html(file=self.path, **self._get_saving_kwargs())
return utils.get_file_metadata(self.path)

@classmethod
def applicable_types(cls) -> Collection[Type]:
return [plotly.graph_objects.Figure]

@classmethod
def name(cls) -> str:
return "html"


def register_data_loaders():
for loader in [
PlotlyStaticWriter,
PlotlyInteractiveWriter,
]:
registry.register_adapter(loader)


register_data_loaders()

COLUMN_FRIENDLY_DF_TYPE = False
2 changes: 2 additions & 0 deletions requirements-test.txt
Original file line number Diff line number Diff line change
@@ -1,8 +1,10 @@
graphviz
kaleido
lightgbm
lxml
lz4
networkx
plotly
polars
pyarrow
pytest
Expand Down
31 changes: 31 additions & 0 deletions tests/plugins/test_plotly_extensions.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,31 @@
import pathlib

import plotly.graph_objects as go
import pytest

from hamilton.plugins.plotly_extensions import PlotlyInteractiveWriter, PlotlyStaticWriter


@pytest.fixture
def figure():
yield go.Figure(data=go.Scatter(x=[1, 2, 3, 4, 5], y=[10, 14, 18, 24, 30], mode="markers"))


def test_plotly_static_writer(figure: go.Figure, tmp_path: pathlib.Path) -> None:
file_path = tmp_path / "figure.png"

writer = PlotlyStaticWriter(path=file_path)
metadata = writer.save_data(figure)

assert file_path.exists()
assert metadata["path"] == file_path


def test_plotly_interactive_writer(figure: go.Figure, tmp_path: pathlib.Path) -> None:
file_path = tmp_path / "figure.html"

writer = PlotlyInteractiveWriter(path=file_path)
metadata = writer.save_data(figure)

assert file_path.exists()
assert metadata["path"] == file_path