2.11.2

What's Changed

• allow dvc>=3.0 by @dberenbaum in #593

Full Changelog: 2.11.1...2.11.2

2.11.1

What's Changed

• xgb: infer metric data names from evals and deprecate metric_data by @sisp in #587
• lightning: Only force init if report="notebook". by @daavoo in #595

Full Changelog: 2.11.0...2.11.1

2.11.0

What's Changed

• Update comparison with other loggers by @daavoo in #578
• deps: bump dvc-studio-client>=0.10.0,<1 by @daavoo in #581
• live: Add exp_message arg. by @daavoo in #565
• log_metric: add plot flag by @dberenbaum in #584
• docs: add dev extra to install command in contributing guide by @sisp in #588
• check for no_scm repo by @dberenbaum in #585
• lightning: parse nested params by @dberenbaum in #571
• Skip framework tests by @daavoo in #590
• support metrics from multiple eval sets in lgbm by @raphcoterta in #563
• chore(setup): migrate to pyproject, add version by @shcheklein in #589
• suppress dvc logs by @dberenbaum in #583

New Contributors

• @sisp made their first contribution in #588
• @raphcoterta made their first contribution in #563

Full Changelog: 2.10.1...2.11.0

2.10.1

What's Changed

• fix(summary): proper EOF with a newline by @shcheklein in #575
• dvc: Remove vendored get_random_exp_name. by @daavoo in #577

Full Changelog: 2.10.0...2.10.1

2.10.0

What's Changed

• mypy: remove --install-types by @daavoo in #567
• use markdown for notebook reports by @dberenbaum in #558
• read studio token from dvc config by @dberenbaum in #561
• fix(make_dvcyaml): make it idempotent for artifacts by @shcheklein in #573

Full Changelog: 2.9.0...2.9.1

2.9.0

What's Changed

• fix(log_artifact): don't follow symlink on dumping dvc.yaml by @shcheklein in #564
• feat(log_artifact): add an option to copy (capture) into dvclive dir by @shcheklein in #559
• studio: send images. by @daavoo in #525

Full Changelog: 2.8.1...2.9.0

2.8.1

What's Changed

• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #554
• allow for custom image subclasses by @dberenbaum in #553
• live: Catch errors in _ensure_paths_are_tracked_in_dvc_exp. by @daavoo in #555

Full Changelog: 2.8.0...2.8.1

2.8.0: Live.log_plot

New Features

Live.log_plot

Create DVC plots from datapoints (list of dictionaries) and plot config.

datapoints = [{"foo": 1, "bar": 2}, {"foo": 3, "bar": 4}]
with Live() as live:
    live.log_plot("foo_default", datapoints, x="foo", y="bar", title="Default Linear Plot")
    live.log_plot(
        "foo_scatter",
        datapoints,
        x="foo",
        y="bar",
        template="scatter",
        title="Plot using Scatter template",
        y_label="CUSTOM LABEL: BAR",
        x_label="CUSTOM LABEL: FOO"
    )

Example output:

• dvclive/plots/custom/foo_default.json

[
    {
        "foo": 1,
        "bar": 2
    },
    {
        "foo": 3,
        "bar": 4
    }
]                                                               

• dvclive/dvc.yaml

plots:
- plots/custom/foo_default.json:
    x: foo
    y: bar
    title: Default Linear Plot
- plots/custom/foo_scatter.json:
    template: scatter
    x: foo
    y: bar
    title: Plot using Scatter template
    x_label: 'CUSTOM LABEL: FOO'
    y_label: 'CUSTOM LABEL: BAR'

• dvc plots show

Custom plot properties for Live.log_sklearn_plot

from dvclive import Live

y_true = [0, 0, 1, 1]
y_score = [0.1, 0.4, 0.35, 0.8]

with Live() as live:
    live.log_sklearn_plot(
        "roc", y_true, y_score, 
        # These properties are new
        title="Custom Title for ROC Curve",
        x_label="False Positive Rate",
        y_label="True Positive Rate")

What's Changed

• only log from dvclive by @dberenbaum in #541
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #544
• setup: Use ranges for test dependencies. by @daavoo in #545
• live: Add log_plot. by @daavoo in #543

Full Changelog: https://github.com/iterative/dvclive/compare/2.7.0...2.8.0###

2.7.0: `artifacts` section.

New Features

artifacts section

You can now pass metadata to Live.log_artifact that will be written to a new artifacts section in the dvc.yaml located at {Live.dir}/{Live.dvc_file}.

Available metadata fields are:

type: Optional[str] = None,
name: Optional[str] = None,
desc: Optional[str] = None,
labels: Optional[List[str]] = None,
meta: Optional[Dict[str, Any]] = None,

When passing type="model", the artifact will be identified by Studio and automatically included in the Studio Model Registry.

• Example

from pathlib import Path
from dvclive import Live

Path("model.pth").write_text("foo")

with Live(save_dvc_exp=True) as live:
    live.log_artifact(
        "model.pth",
        type="model",
        name="mymodel",
        desc="Finetuned ResNet50",
    )

# dvclive/dvc.yaml
artifacts:
  mymodel:
    path: ../model.pth
    type: model
    desc: Finetuned ResNet50

Auto-initialization of DVC Repo

When inside a non-empty Git Repository, DVCLive will auto-initialize a DVC Repository when needed.

What's Changed

• Add DVCLive-Quickstart by @daavoo in #530
• studio: Support DVC_ env vars. by @daavoo in #533
• Support artifacts section by @daavoo in #521
• feat(sklplots): add confusion matrix normalized option by @shcheklein in #538
• revert get_dvc_stage_template by @dberenbaum in #540
• Auto-initialize DVC repo by @dberenbaum in #539

New Contributors

• @dependabot made their first contribution in #503

Full Changelog: 2.6.4...2.7.0

2.6.4

What's Changed

• Maintenance by @daavoo in #527
• Update README by @daavoo in #528
• studio: Save experiment before posting done event. by @daavoo in #529

Full Changelog: 2.6.3...2.6.4