Files
dvc/dvc/command/plots.py
T
Paweł Redzyński ab08db5065 plots: introduce support for images (#6431)
* plots: support images initial

* plots: data: unify PlotsData

* plots: data conversion refactor

* plots: renderers: abstract functionality

* plots: uncommenting tests

* plots: self implement grouping

* plots: rename group

* plots: extract rendering tests

* plots: move rendering tests to unit

* plots: add image rendering tests

* plots: dont use dpath to find vega plot

* plots: test find_vega

* plots: test render function

* plots: move rendering out of repo package

* plots: refactoring

* plots: self review refactor
2021-08-26 20:00:31 +03:00

271 lines
8.0 KiB
Python

import argparse
import logging
from dvc.command import completion
from dvc.command.base import CmdBase, append_doc_link, fix_subparsers
from dvc.exceptions import DvcException
from dvc.render.utils import find_vega, render
from dvc.ui import ui
from dvc.utils import format_link
logger = logging.getLogger(__name__)
class CmdPlots(CmdBase):
def _func(self, *args, **kwargs):
raise NotImplementedError
def _props(self):
from dvc.schema import PLOT_PROPS
# Pass only props specified by user, to not shadow ones from plot def
props = {p: getattr(self.args, p) for p in PLOT_PROPS}
return {k: v for k, v in props.items() if v is not None}
def run(self):
from pathlib import Path
if self.args.show_vega:
if not self.args.targets:
logger.error("please specify a target for `--show-vega`")
return 1
if len(self.args.targets) > 1:
logger.error(
"you can only specify one target for `--show-vega`"
)
return 1
try:
plots_data = self._func(
targets=self.args.targets, props=self._props()
)
if not plots_data:
ui.error_write(
"No plots were loaded, "
"visualization file will not be created."
)
if self.args.show_vega:
target = self.args.targets[0]
plot_json = find_vega(self.repo, plots_data, target)
if plot_json:
ui.write(plot_json)
return 0
rel: str = self.args.out or "dvc_plots"
path: Path = (Path.cwd() / rel).resolve()
index_path = render(
self.repo,
plots_data,
path=path,
html_template_path=self.args.html_template,
)
assert index_path.is_absolute()
url = index_path.as_uri()
ui.write(url)
if self.args.open:
import webbrowser
opened = webbrowser.open(index_path)
if not opened:
ui.error_write(
"Failed to open. Please try opening it manually."
)
return 1
return 0
except DvcException:
logger.exception("")
return 1
class CmdPlotsShow(CmdPlots):
UNINITIALIZED = True
def _func(self, *args, **kwargs):
return self.repo.plots.show(*args, **kwargs)
class CmdPlotsDiff(CmdPlots):
UNINITIALIZED = True
def _func(self, *args, **kwargs):
return self.repo.plots.diff(
*args,
revs=self.args.revisions,
experiment=self.args.experiment,
**kwargs,
)
class CmdPlotsModify(CmdPlots):
def run(self):
self.repo.plots.modify(
self.args.target, props=self._props(), unset=self.args.unset
)
return 0
def add_parser(subparsers, parent_parser):
PLOTS_HELP = (
"Commands to visualize and compare plot metrics in structured files "
"(JSON, YAML, CSV, TSV)."
)
plots_parser = subparsers.add_parser(
"plots",
parents=[parent_parser],
description=append_doc_link(PLOTS_HELP, "plots"),
help=PLOTS_HELP,
formatter_class=argparse.RawDescriptionHelpFormatter,
)
plots_subparsers = plots_parser.add_subparsers(
dest="cmd",
help="Use `dvc plots CMD --help` to display command-specific help.",
)
fix_subparsers(plots_subparsers)
SHOW_HELP = "Generate plots from metrics files."
plots_show_parser = plots_subparsers.add_parser(
"show",
parents=[parent_parser],
description=append_doc_link(SHOW_HELP, "plots/show"),
help=SHOW_HELP,
formatter_class=argparse.RawDescriptionHelpFormatter,
)
plots_show_parser.add_argument(
"targets",
nargs="*",
help="Files to visualize (supports any file, "
"even when not found as `plots` in `dvc.yaml`). "
"Shows all plots by default.",
).complete = completion.FILE
_add_props_arguments(plots_show_parser)
_add_output_arguments(plots_show_parser)
plots_show_parser.set_defaults(func=CmdPlotsShow)
PLOTS_DIFF_HELP = (
"Show multiple versions of plot metrics "
"by plotting them in a single image."
)
plots_diff_parser = plots_subparsers.add_parser(
"diff",
parents=[parent_parser],
description=append_doc_link(PLOTS_DIFF_HELP, "plots/diff"),
help=PLOTS_DIFF_HELP,
formatter_class=argparse.RawDescriptionHelpFormatter,
)
plots_diff_parser.add_argument(
"--targets",
nargs="*",
help=(
"Specific plots file(s) to visualize "
"(even if not found as `plots` in `dvc.yaml`). "
"Shows all tracked plots by default."
),
metavar="<paths>",
).complete = completion.FILE
plots_diff_parser.add_argument(
"-e",
"--experiment",
action="store_true",
default=False,
help=argparse.SUPPRESS,
)
plots_diff_parser.add_argument(
"revisions", nargs="*", default=None, help="Git commits to plot from"
)
_add_props_arguments(plots_diff_parser)
_add_output_arguments(plots_diff_parser)
plots_diff_parser.set_defaults(func=CmdPlotsDiff)
PLOTS_MODIFY_HELP = "Modify display properties of plot metrics files."
plots_modify_parser = plots_subparsers.add_parser(
"modify",
parents=[parent_parser],
description=append_doc_link(PLOTS_MODIFY_HELP, "plots/modify"),
help=PLOTS_MODIFY_HELP,
formatter_class=argparse.RawDescriptionHelpFormatter,
)
plots_modify_parser.add_argument(
"target", help="Metric file to set properties to"
).complete = completion.FILE
_add_props_arguments(plots_modify_parser)
plots_modify_parser.add_argument(
"--unset",
nargs="*",
metavar="<property>",
help="Unset one or more display properties.",
)
plots_modify_parser.set_defaults(func=CmdPlotsModify)
def _add_props_arguments(parser):
parser.add_argument(
"-t",
"--template",
nargs="?",
default=None,
help=(
"Special JSON or HTML schema file to inject with the data. "
"See {}".format(
format_link("https://man.dvc.org/plots#plot-templates")
)
),
metavar="<path>",
).complete = completion.FILE
parser.add_argument(
"-x", default=None, help="Field name for X axis.", metavar="<field>"
)
parser.add_argument(
"-y", default=None, help="Field name for Y axis.", metavar="<field>"
)
parser.add_argument(
"--no-header",
action="store_false",
dest="header",
default=None, # Use default None to distinguish when it's not used
help="Provided CSV or TSV datafile does not have a header.",
)
parser.add_argument(
"--title", default=None, metavar="<text>", help="Plot title."
)
parser.add_argument(
"--x-label", default=None, help="X axis label", metavar="<text>"
)
parser.add_argument(
"--y-label", default=None, help="Y axis label", metavar="<text>"
)
def _add_output_arguments(parser):
parser.add_argument(
"-o",
"--out",
default=None,
help="Destination path to save plots to",
metavar="<path>",
).complete = completion.DIR
parser.add_argument(
"--show-vega",
action="store_true",
default=False,
help="Show output in Vega format.",
)
parser.add_argument(
"--open",
action="store_true",
default=False,
help="Open plot file directly in the browser.",
)
parser.add_argument(
"--html-template",
default=None,
help="Custom HTML template for VEGA visualization.",
metavar="<path>",
)