Files
dvc/dvc/render/match.py
T

103 lines
3.1 KiB
Python

from collections import defaultdict
from typing import TYPE_CHECKING, Dict, List, Optional
import dpath
import dpath.options
from funcy import last
from dvc.repo.plots import infer_data_sources
from dvc.utils.plots import get_plot_id
from .convert import _get_converter
if TYPE_CHECKING:
from dvc.types import StrPath
dpath.options.ALLOW_EMPTY_STRING_KEYS = True
def _squash_plots_properties(data: List) -> Dict:
configs = [last(group) for group in data]
resolved: Dict = {}
for config in reversed(configs):
resolved = {**resolved, **config}
return resolved
class PlotsData:
def __init__(self, data: Dict):
self.data = data
def group_definitions(self):
groups = defaultdict(list)
for rev, rev_content in self.data.items():
for config_file, config_file_content in (
rev_content.get("definitions", {}).get("data", {}).items()
):
for plot_id, plot_definition in config_file_content.get(
"data", {}
).items():
full_id = get_plot_id(plot_id, config_file)
groups[full_id].append((rev, plot_id, plot_definition))
return dict(groups)
def get_definition_data(self, target_files, rev):
result = {}
for file in target_files:
file_content = (
self.data.get(rev, {})
.get("sources", {})
.get("data", {})
.get(file, {})
.get("data", {})
)
if file_content:
result[file] = file_content
return result
def match_defs_renderers(
data,
out=None,
templates_dir: Optional["StrPath"] = None,
):
from dvc_render import ImageRenderer, VegaRenderer
plots_data = PlotsData(data)
renderers = []
renderer_cls = None
for plot_id, group in plots_data.group_definitions().items():
plot_datapoints: List[Dict] = []
props = _squash_plots_properties(group)
final_props: Dict = {}
if out is not None:
props["out"] = out
if templates_dir is not None:
props["template_dir"] = templates_dir
for rev, inner_id, plot_definition in group:
plot_sources = infer_data_sources(inner_id, plot_definition)
definitions_data = plots_data.get_definition_data(plot_sources, rev)
if ImageRenderer.matches(inner_id, None):
renderer_cls = ImageRenderer
renderer_id = inner_id
else:
renderer_cls = VegaRenderer
renderer_id = plot_id
converter = _get_converter(renderer_cls, inner_id, props, definitions_data)
dps, rev_props = converter.flat_datapoints(rev)
if not final_props and rev_props:
final_props = rev_props
plot_datapoints.extend(dps)
if "title" not in final_props:
final_props["title"] = renderer_id
if renderer_cls is not None:
renderers.append(renderer_cls(plot_datapoints, renderer_id, **final_props))
return renderers