From 45534d05ef7b23c2bc05eb0e6b3d6f297dd085b2 Mon Sep 17 00:00:00 2001
From: Fabian Zills <46721498+PythonFZ@users.noreply.github.com>
Date: Mon, 10 Apr 2023 19:14:32 +0100
Subject: [PATCH] Add plots modify (#581)

* add plots modify

* plots modify

* update plots mmodify

* add plots options to zn.plots

* add global option

* extend tests

* extend tests

* test fails

* code for change to outs

* poetry update

* lint

* copy template it not in the cwd

* use outs instead of plots

* fix save
---
 poetry.lock                         | 545 ++++++++++++++--------------
 pyproject.toml                      |   2 +-
 tests/integration/test_dvc_plots.py | 188 ++++++++++
 zntrack/fields/dvc/__init__.py      |  10 +-
 zntrack/fields/field.py             | 112 ++++++
 zntrack/fields/zn/__init__.py       |   5 +-
 6 files changed, 583 insertions(+), 279 deletions(-)
 create mode 100644 tests/integration/test_dvc_plots.py

diff --git a/poetry.lock b/poetry.lock
index 685e05fc..3d5e96ea 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -455,14 +455,14 @@ files = [
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.0"
+version = "4.12.2"
 description = "Screen-scraping library"
 category = "dev"
 optional = false
 python-versions = ">=3.6.0"
 files = [
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+    {file = "beautifulsoup4-4.12.2-py3-none-any.whl", hash = "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"},
+    {file = "beautifulsoup4-4.12.2.tar.gz", hash = "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da"},
 ]
 
 [package.dependencies]
@@ -486,37 +486,37 @@ files = [
 
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 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
@@ -1100,29 +1100,30 @@ files = [
 
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 name = "debugpy"
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+version = "1.6.7"
 description = "An implementation of the Debug Adapter Protocol for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 [[package]]
@@ -1316,14 +1317,14 @@ pgp = ["gpg"]
 
 [[package]]
 name = "dvc"
-version = "2.53.0"
+version = "2.52.0"
 description = "Git for data scientists - manage your code and data together"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dvc-2.53.0-py3-none-any.whl", hash = "sha256:22ad0c03cb1ad36611601e9f047ebb811142180cac15bf474eb911360ca1d822"},
-    {file = "dvc-2.53.0.tar.gz", hash = "sha256:d1d160fa04802676cef701bbd32a950bf490d832d387037c45acfd64e88dc567"},
+    {file = "dvc-2.52.0-py3-none-any.whl", hash = "sha256:f89e32706fc3a9dddefb8fb81a1ba6f54d83e9c1c702eaff62c2ab1e5d6b5158"},
+    {file = "dvc-2.52.0.tar.gz", hash = "sha256:a527a7b833cec0e2f1b235b6b37299d3b817f7d6248f19e847a9bfba2eb013a8"},
 ]
 
 [package.dependencies]
@@ -1331,7 +1332,7 @@ colorama = ">=0.3.9"
 configobj = ">=5.0.6"
 distro = ">=1.3"
 dpath = ">=2.1.0,<3"
-dvc-data = ">=0.47.1,<0.48"
+dvc-data = ">=0.46.0,<0.47"
 dvc-http = "*"
 dvc-render = ">=0.3.1,<0.4.0"
 dvc-studio-client = ">=0.6.1,<1"
@@ -1353,7 +1354,7 @@ pyparsing = ">=2.4.7"
 requests = ">=2.22"
 rich = ">=12"
 "ruamel.yaml" = ">=0.17.11"
-scmrepo = ">=0.2.1,<1"
+scmrepo = ">=0.1.17,<1"
 shortuuid = ">=0.5"
 shtab = ">=1.3.4,<2"
 tabulate = ">=0.8.7"
@@ -1369,7 +1370,7 @@ dev = ["dvc[azure,gdrive,gs,hdfs,lint,oss,s3,ssh,terraform,tests,webdav,webhdfs]
 gdrive = ["dvc-gdrive (==2.19.1)"]
 gs = ["dvc-gs (==2.22.0)"]
 hdfs = ["dvc-hdfs (==2.19)"]
-lint = ["mypy (==1.1.1)", "pylint (==2.17.2)", "types-colorama", "types-psutil", "types-requests", "types-tabulate", "types-toml", "types-tqdm"]
+lint = ["mypy (==1.1.1)", "pylint (==2.17.1)", "types-colorama", "types-psutil", "types-requests", "types-tabulate", "types-toml", "types-tqdm"]
 oss = ["dvc-oss (==2.19)"]
 s3 = ["dvc-s3 (==2.21)"]
 ssh = ["dvc-ssh (==2.21)"]
@@ -1383,14 +1384,14 @@ webhdfs-kerberos = ["dvc-webhdfs[kerberos] (==2.19)"]
 
 [[package]]
 name = "dvc-data"
-version = "0.47.1"
+version = "0.46.0"
 description = "dvc data"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dvc-data-0.47.1.tar.gz", hash = "sha256:8981aa2f79dabb8536449345609032ea35ee66a7deafd4f3cfb00eb71318e4de"},
-    {file = "dvc_data-0.47.1-py3-none-any.whl", hash = "sha256:ec29445b860afbcb2d80823f409db323992a415e3ee86b927821af7f4f2ea05b"},
+    {file = "dvc-data-0.46.0.tar.gz", hash = "sha256:194c97066abdad708b23146612b06a75636fe79e2b9206e68fd4b325435451cb"},
+    {file = "dvc_data-0.46.0-py3-none-any.whl", hash = "sha256:223c7ac173393d0cdb15bfdaa06c0176993db8b269f60d55c9c6c3735c0a8750"},
 ]
 
 [package.dependencies]
@@ -1579,18 +1580,18 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.10.7"
+version = "3.11.0"
 description = "A platform independent file lock."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "filelock-3.10.7-py3-none-any.whl", hash = "sha256:bde48477b15fde2c7e5a0713cbe72721cb5a5ad32ee0b8f419907960b9d75536"},
-    {file = "filelock-3.10.7.tar.gz", hash = "sha256:892be14aa8efc01673b5ed6589dbccb95f9a8596f0507e232626155495c18105"},
+    {file = "filelock-3.11.0-py3-none-any.whl", hash = "sha256:f08a52314748335c6460fc8fe40cd5638b85001225db78c2aa01c8c0db83b318"},
+    {file = "filelock-3.11.0.tar.gz", hash = "sha256:3618c0da67adcc0506b015fd11ef7faf1b493f0b40d87728e19986b536890c37"},
 ]
 
 [package.extras]
-docs = ["furo (>=2022.12.7)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
+docs = ["furo (>=2023.3.27)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.2.2)", "diff-cover (>=7.5)", "pytest (>=7.2.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
 
 [[package]]
@@ -1748,14 +1749,14 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2023.3.0"
+version = "2023.4.0"
 description = "File-system specification"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fsspec-2023.3.0-py3-none-any.whl", hash = "sha256:bf57215e19dbfa4fe7edae53040cc1deef825e3b1605cca9a8d2c2fadd2328a0"},
-    {file = "fsspec-2023.3.0.tar.gz", hash = "sha256:24e635549a590d74c6c18274ddd3ffab4753341753e923408b1904eaabafe04d"},
+    {file = "fsspec-2023.4.0-py3-none-any.whl", hash = "sha256:f398de9b49b14e9d84d2c2d11b7b67121bc072fe97b930c4e5668ac3917d8307"},
+    {file = "fsspec-2023.4.0.tar.gz", hash = "sha256:bf064186cd8808f0b2f6517273339ba0a0c8fb1b7048991c28bc67f58b8b67cd"},
 ]
 
 [package.dependencies]
@@ -1767,7 +1768,9 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
+devel = ["pytest", "pytest-cov"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
 gcs = ["gcsfs"]
 git = ["pygit2"]
@@ -1921,14 +1924,14 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.1.0"
+version = "6.3.0"
 description = "Read metadata from Python packages"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "importlib_metadata-6.1.0-py3-none-any.whl", hash = "sha256:ff80f3b5394912eb1b108fcfd444dc78b7f1f3e16b16188054bd01cb9cb86f09"},
-    {file = "importlib_metadata-6.1.0.tar.gz", hash = "sha256:43ce9281e097583d758c2c708c4376371261a02c34682491a8e98352365aad20"},
+    {file = "importlib_metadata-6.3.0-py3-none-any.whl", hash = "sha256:8f8bd2af397cf33bd344d35cfe7f489219b7d14fc79a3f854b75b8417e9226b0"},
+    {file = "importlib_metadata-6.3.0.tar.gz", hash = "sha256:23c2bcae4762dfb0bbe072d358faec24957901d75b6c4ab11172c0c982532402"},
 ]
 
 [package.dependencies]
@@ -2006,14 +2009,14 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 
 [[package]]
 name = "ipython"
-version = "8.11.0"
+version = "8.12.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipython-8.11.0-py3-none-any.whl", hash = "sha256:5b54478e459155a326bf5f42ee4f29df76258c0279c36f21d71ddb560f88b156"},
-    {file = "ipython-8.11.0.tar.gz", hash = "sha256:735cede4099dbc903ee540307b9171fbfef4aa75cfcacc5a273b2cda2f02be04"},
+    {file = "ipython-8.12.0-py3-none-any.whl", hash = "sha256:1c183bf61b148b00bcebfa5d9b39312733ae97f6dad90d7e9b4d86c8647f498c"},
+    {file = "ipython-8.12.0.tar.gz", hash = "sha256:a950236df04ad75b5bc7f816f9af3d74dc118fd42f2ff7e80e8e60ca1f182e2d"},
 ]
 
 [package.dependencies]
@@ -2029,6 +2032,7 @@ prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
+typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
 all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
@@ -2313,14 +2317,14 @@ test = ["ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "
 
 [[package]]
 name = "jupyter-server-fileid"
-version = "0.8.0"
+version = "0.9.0"
 description = ""
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyter_server_fileid-0.8.0-py3-none-any.whl", hash = "sha256:6092ef114eddccf6cba69c0f0feb612c2f476f2e9467828809edb854c18806bb"},
-    {file = "jupyter_server_fileid-0.8.0.tar.gz", hash = "sha256:1e0816d0857f490fadea11348570f0cba03f70f315c9842225aecfa45882b6af"},
+    {file = "jupyter_server_fileid-0.9.0-py3-none-any.whl", hash = "sha256:5b489c6fe6783c41174a728c7b81099608518387e53c3d53451a67f46a0cb7b0"},
+    {file = "jupyter_server_fileid-0.9.0.tar.gz", hash = "sha256:171538b7c7d08d11dbc57d4e6da196e0c258e4c2cd29249ef1e032bb423677f8"},
 ]
 
 [package.dependencies]
@@ -2393,14 +2397,14 @@ test = ["pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)", "ypy-we
 
 [[package]]
 name = "jupyterlab"
-version = "3.6.2"
+version = "3.6.3"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab-3.6.2-py3-none-any.whl", hash = "sha256:6c87c5910f886a14009352bc63f640961b206f73ed650dcf94d65f9dfcb30f95"},
-    {file = "jupyterlab-3.6.2.tar.gz", hash = "sha256:e55bc40c36c2a52b76cf301138507a5488eb769137dd39d9f31a6259a00c6b03"},
+    {file = "jupyterlab-3.6.3-py3-none-any.whl", hash = "sha256:6aba0caa771697d02fbf409f9767b2fdb4ee32ce935940e3b9a0d5d48d994d0f"},
+    {file = "jupyterlab-3.6.3.tar.gz", hash = "sha256:373e9cfb8a72edd294be14f16662563a220cecf0fb26de7aab1af9a29b689b82"},
 ]
 
 [package.dependencies]
@@ -2434,14 +2438,14 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.21.0"
+version = "2.22.0"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab_server-2.21.0-py3-none-any.whl", hash = "sha256:ff1e7a81deb2dcb433215d469000988590fd5a5733574aa2698d643a6c9b3ace"},
-    {file = "jupyterlab_server-2.21.0.tar.gz", hash = "sha256:b4f5b48eaae1be83e2fd6fb77ac49d9b639be4ca4bd2e05b5368d29632a93725"},
+    {file = "jupyterlab_server-2.22.0-py3-none-any.whl", hash = "sha256:f4a7263ada89958854631a64bed45285caeac482925233159709f643c5871490"},
+    {file = "jupyterlab_server-2.22.0.tar.gz", hash = "sha256:0f9f6752b0c534a7b22a6542b984fa6a2c18ab4d4e0a4c79f191138506a9a75f"},
 ]
 
 [package.dependencies]
@@ -2865,14 +2869,14 @@ files = [
 
 [[package]]
 name = "nbclassic"
-version = "0.5.3"
+version = "0.5.5"
 description = "Jupyter Notebook as a Jupyter Server extension."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "nbclassic-0.5.3-py3-none-any.whl", hash = "sha256:e849277872d9ffd8fe4b39a8038d01ba82d6a1def9ce11b1b3c26c9546ed5131"},
-    {file = "nbclassic-0.5.3.tar.gz", hash = "sha256:889772a7ba524eb781d2901f396540bcad41151e1f7e043f12ebc14a6540d342"},
+    {file = "nbclassic-0.5.5-py3-none-any.whl", hash = "sha256:47791b04dbcb89bf7fde910a3d848fd4793a4248a8936202453631a87da37d51"},
+    {file = "nbclassic-0.5.5.tar.gz", hash = "sha256:d2c91adc7909b0270c73e3e253d3687a6704b4f0a94bc156a37c85eba09f4d37"},
 ]
 
 [package.dependencies]
@@ -2923,14 +2927,14 @@ test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets
 
 [[package]]
 name = "nbconvert"
-version = "7.2.10"
+version = "7.3.1"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "nbconvert-7.2.10-py3-none-any.whl", hash = "sha256:e41118f81698d3d59b3c7c2887937446048f741aba6c367c1c1a77810b3e2d08"},
-    {file = "nbconvert-7.2.10.tar.gz", hash = "sha256:8eed67bd8314f3ec87c4351c2f674af3a04e5890ab905d6bd927c05aec1cf27d"},
+    {file = "nbconvert-7.3.1-py3-none-any.whl", hash = "sha256:d2e95904666f1ff77d36105b9de4e0801726f93b862d5b28f69e93d99ad3b19c"},
+    {file = "nbconvert-7.3.1.tar.gz", hash = "sha256:78685362b11d2e8058e70196fe83b09abed8df22d3e599cf271f4d39fdc48b9e"},
 ]
 
 [package.dependencies]
@@ -3052,20 +3056,20 @@ files = [
 
 [[package]]
 name = "networkx"
-version = "3.0"
+version = "3.1"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "networkx-3.0-py3-none-any.whl", hash = "sha256:58058d66b1818043527244fab9d41a51fcd7dcc271748015f3c181b8a90c8e2e"},
-    {file = "networkx-3.0.tar.gz", hash = "sha256:9a9992345353618ae98339c2b63d8201c381c2944f38a2ab49cb45a4c667e412"},
+    {file = "networkx-3.1-py3-none-any.whl", hash = "sha256:4f33f68cb2afcf86f28a45f43efc27a9386b535d567d2127f8f61d51dec58d36"},
+    {file = "networkx-3.1.tar.gz", hash = "sha256:de346335408f84de0eada6ff9fafafff9bcda11f0a0dfaa931133debb146ab61"},
 ]
 
 [package.extras]
 default = ["matplotlib (>=3.4)", "numpy (>=1.20)", "pandas (>=1.3)", "scipy (>=1.8)"]
-developer = ["mypy (>=0.991)", "pre-commit (>=2.20)"]
-doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.2)", "pydata-sphinx-theme (>=0.11)", "sphinx (==5.2.3)", "sphinx-gallery (>=0.11)", "texext (>=0.6.7)"]
+developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
+doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.13)", "sphinx (>=6.1)", "sphinx-gallery (>=0.12)", "texext (>=0.6.7)"]
 extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.10)", "sympy (>=1.10)"]
 test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
@@ -3086,14 +3090,14 @@ setuptools = "*"
 
 [[package]]
 name = "notebook"
-version = "6.5.3"
+version = "6.5.4"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "notebook-6.5.3-py3-none-any.whl", hash = "sha256:50a334ad9d60b30cb759405168ef6fc3d60350ab5439fb1631544bb09dcb2cce"},
-    {file = "notebook-6.5.3.tar.gz", hash = "sha256:b12bee3292211d85dd7e588a790ddce30cb3e8fbcfa1e803522a207f60819e05"},
+    {file = "notebook-6.5.4-py3-none-any.whl", hash = "sha256:dd17e78aefe64c768737b32bf171c1c766666a21cc79a44d37a1700771cab56f"},
+    {file = "notebook-6.5.4.tar.gz", hash = "sha256:517209568bd47261e2def27a140e97d49070602eea0d226a696f42a7f16c9a4e"},
 ]
 
 [package.dependencies]
@@ -3193,61 +3197,68 @@ PyYAML = ">=5.1.0"
 
 [[package]]
 name = "orjson"
-version = "3.8.9"
+version = "3.8.10"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">= 3.7"
 files = [
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-    {file = "orjson-3.8.9-cp310-cp310-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl", hash = "sha256:405933c05490efb209d0f940d8ef1403d2932a97e47010a26d2694e9dd49f84d"},
-    {file = "orjson-3.8.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:183de66eff4d41c330a3006f210ab0bce7affe398da6f6eda9579b67245a34ff"},
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-    {file = "orjson-3.8.9-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d11593a2e736055dd7b9587dbf89cd1cbe4a42a70e70f186e51aee7e1b38902e"},
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 [[package]]
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 [package.extras]
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 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
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+    {file = "pygit2-1.12.0-cp311-cp311-win32.whl", hash = "sha256:db98978d559d6e84187d463fb3aa83cf6120dadf62058e3d05a97457f9f27247"},
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+    {file = "pygit2-1.12.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:1bb73ffb345400f8c6fe391431e06b93e26bc4d2048b1ac3f7c54dae5f7b6dc2"},
+    {file = "pygit2-1.12.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:fdeaf1631803616d303b808cd644ee17164fb675241ab1b0bb243d4a3d3de59f"},
+    {file = "pygit2-1.12.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:652b3f0510ad21ec6275b246aa3e7a2e20f2f9c37a9844804887fabc2db49ca3"},
+    {file = "pygit2-1.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b2419cd1034bf593847466b188a65bd9d512e13b7da0e8c3a74b487d8014a6c1"},
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+    {file = "pygit2-1.12.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:2ad7b21e35e759d033dede5dc4971f6c9b3408f9096b26fabc7cedb49e319680"},
+    {file = "pygit2-1.12.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:3e303aa9d7de6039cc4450a1fbd5911fab22867dc4e05f148b0cd7c56f7b84b2"},
+    {file = "pygit2-1.12.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:869e68cfae7e0e00a799efa26bba3f829bdeafa1462225a7db1317dacb4e6a4e"},
+    {file = "pygit2-1.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c779c15bf6ebce986cb753c8113ccfb329c12d4a73b303ee7ac2c8961288b8cd"},
+    {file = "pygit2-1.12.0-cp39-cp39-win32.whl", hash = "sha256:c6ac2fd8ed30016235b06aacc28e5f10e1a17d0f02eab35f5f503138bbee763d"},
+    {file = "pygit2-1.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:2483e4aa8bb4290ab157d575b00b830528c669869d710646a1d4af7209d59e81"},
+    {file = "pygit2-1.12.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:8fca4ca59928436fca5df3d54a7d591e7aa12ebaeaeb1801a99e09970fb8f1d3"},
+    {file = "pygit2-1.12.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0746791741ba1879faafd12be0b7fb8edd06633508bbf8aabfd28415f1c0b13f"},
+    {file = "pygit2-1.12.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b9d8b7e1d143415d462d82fc5d9dd5922c527474871c7b3c3a8aec009b74b1c"},
+    {file = "pygit2-1.12.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:69ee34f8b77fc60dcf93524fd843eacc416be906b7471746d2ee8214d5a591a0"},
+    {file = "pygit2-1.12.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3c290dadcf42e9d857ea20c37781168de1d1ac31b196b450400f962279aa405f"},
+    {file = "pygit2-1.12.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e1d9bdd2837f9f1cacb571889ac4226844a41476509c325732af06b622293782"},
+    {file = "pygit2-1.12.0.tar.gz", hash = "sha256:e9440d08665e35278989939590a53f37a938eada4f9446844930aa2ee30d73be"},
 ]
 
 [package.dependencies]
@@ -3766,14 +3766,14 @@ cffi = ">=1.9.1"
 
 [[package]]
 name = "pygments"
-version = "2.14.0"
+version = "2.15.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "Pygments-2.14.0-py3-none-any.whl", hash = "sha256:fa7bd7bd2771287c0de303af8bfdfc731f51bd2c6a47ab69d117138893b82717"},
-    {file = "Pygments-2.14.0.tar.gz", hash = "sha256:b3ed06a9e8ac9a9aae5a6f5dbe78a8a58655d17b43b93c078f094ddc476ae297"},
+    {file = "Pygments-2.15.0-py3-none-any.whl", hash = "sha256:77a3299119af881904cd5ecd1ac6a66214b6e9bed1f2db16993b54adede64094"},
+    {file = "Pygments-2.15.0.tar.gz", hash = "sha256:f7e36cffc4c517fbc252861b9a6e4644ca0e5abadf9a113c72d1358ad09b9500"},
 ]
 
 [package.extras]
@@ -3845,18 +3845,17 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "7.2.2"
+version = "7.3.0"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.2.2-py3-none-any.whl", hash = "sha256:130328f552dcfac0b1cec75c12e3f005619dc5f874f0a06e8ff7263f0ee6225e"},
-    {file = "pytest-7.2.2.tar.gz", hash = "sha256:c99ab0c73aceb050f68929bc93af19ab6db0558791c6a0715723abe9d0ade9d4"},
+    {file = "pytest-7.3.0-py3-none-any.whl", hash = "sha256:933051fa1bfbd38a21e73c3960cebdad4cf59483ddba7696c48509727e17f201"},
+    {file = "pytest-7.3.0.tar.gz", hash = "sha256:58ecc27ebf0ea643ebfdf7fb1249335da761a00c9f955bcd922349bcb68ee57d"},
 ]
 
 [package.dependencies]
-attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
@@ -3865,7 +3864,7 @@ pluggy = ">=0.12,<2.0"
 tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
 
 [[package]]
 name = "pytest-benchmark"
@@ -3955,14 +3954,14 @@ files = [
 
 [[package]]
 name = "pytz"
-version = "2023.2"
+version = "2023.3"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pytz-2023.2-py2.py3-none-any.whl", hash = "sha256:8a8baaf1e237175b02f5c751eea67168043a749c843989e2b3015aa1ad9db68b"},
-    {file = "pytz-2023.2.tar.gz", hash = "sha256:a27dcf612c05d2ebde626f7d506555f10dfc815b3eddccfaadfc7d99b11c9a07"},
+    {file = "pytz-2023.3-py2.py3-none-any.whl", hash = "sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb"},
+    {file = "pytz-2023.3.tar.gz", hash = "sha256:1d8ce29db189191fb55338ee6d0387d82ab59f3d00eac103412d64e0ebd0c588"},
 ]
 
 [[package]]
@@ -4418,14 +4417,14 @@ files = [
 
 [[package]]
 name = "shtab"
-version = "1.5.8"
+version = "1.6.1"
 description = "Automagic shell tab completion for Python CLI applications"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "shtab-1.5.8-py2.py3-none-any.whl", hash = "sha256:1d326ea131edbba96e0489470a2c969da1976a586a2d9376bb4923a6fe8eaae0"},
-    {file = "shtab-1.5.8.tar.gz", hash = "sha256:1f944e2e33c1554be69e6b26ef638ba3b516ac9449fdd2a40d197f9061c8bed8"},
+    {file = "shtab-1.6.1-py3-none-any.whl", hash = "sha256:db2c41d81a61c7ecefd1dad8212bdc4b667e7449b8172aa6445f557f901810c4"},
+    {file = "shtab-1.6.1.tar.gz", hash = "sha256:decc78082c3ffb518c1dfd3a8da99653a2d47e58e3104197bce8ae6507dad78b"},
 ]
 
 [[package]]
@@ -4658,14 +4657,14 @@ test = ["pytest"]
 
 [[package]]
 name = "sqltrie"
-version = "0.3.0"
+version = "0.3.1"
 description = "SQL-based prefix tree inspired by pygtrie and python-diskcache"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "sqltrie-0.3.0-py3-none-any.whl", hash = "sha256:5c19fc547378f84fd0fa88b0e6be160303b5e9933e8c01e2f48ecbbb61208b36"},
-    {file = "sqltrie-0.3.0.tar.gz", hash = "sha256:edb81e142ce7fc2d9b4ae2063a08fbec143309a93bd80826f8ceafc155f08cc6"},
+    {file = "sqltrie-0.3.1-py3-none-any.whl", hash = "sha256:8cbb616049ab50cf543c605d0c4c72bc2eadfa94e90823227f7e01acf2ca7b69"},
+    {file = "sqltrie-0.3.1.tar.gz", hash = "sha256:63d562dc90dc88f1de6bacb3c1c8796b127544f84fd670bcca64f96c92695e53"},
 ]
 
 [package.dependencies]
@@ -5268,4 +5267,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<4.0.0"
-content-hash = "942111c680812bb0605d38a4d9ec3c8e1dce6a4716f3e0fc8d6164e66dd48d56"
+content-hash = "f263cc570780c93bba01c5a1b1ea9c156da4e3f9f594212098f76a277058e4aa"
diff --git a/pyproject.toml b/pyproject.toml
index f1a1915c..3c335968 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python = ">=3.8,<4.0.0"
-dvc = "^2.53.0"
+dvc = "^2.52.0, !=2.53.0"
 pyyaml = "^6.0"
 tqdm = "^4.64.0"
 pandas = "^1.4.3"
diff --git a/tests/integration/test_dvc_plots.py b/tests/integration/test_dvc_plots.py
new file mode 100644
index 00000000..11c42ec7
--- /dev/null
+++ b/tests/integration/test_dvc_plots.py
@@ -0,0 +1,188 @@
+import zntrack
+import pandas as pd
+import pytest
+import pathlib
+import yaml
+from zntrack.utils import run_dvc_cmd
+
+
+class NodeWithPlotsDVC(zntrack.Node):
+    data = zntrack.dvc.plots(
+        zntrack.nwd / "data.csv",
+        x="x",
+        y="y",
+        x_label="x",
+        y_label="y",
+        title="title",
+        template="linear",
+        use_global_plots=False,
+    )
+
+    def run(self) -> None:
+        df = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6]})
+        df.to_csv(self.data)
+
+    def get_data(self):
+        return pd.read_csv(self.data)
+
+
+class NodeWithPlotsZn(zntrack.Node):
+    data = zntrack.zn.plots(
+        x="x",
+        y="y",
+        x_label="x",
+        y_label="y",
+        title="title",
+        template="linear",
+        use_global_plots=False,
+    )
+
+    def run(self) -> None:
+        self.data = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6]})
+
+    def get_data(self):
+        return self.data
+
+
+class NodeWithPlotsZnGlobal(zntrack.Node):
+    data = zntrack.zn.plots(
+        x="x",
+        y=["y", "z"],
+        x_label="x",
+        y_label="y",
+        title="title",
+        template="linear",
+    )
+    metrics = zntrack.zn.metrics()
+
+    def run(self) -> None:
+        self.data = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6], "z": [7, 8, 9]})
+        self.metrics = {"a": 1, "b": 2}
+
+    def get_data(self):
+        return self.data
+
+
+class NodeWithPlotsDVCGlobal(zntrack.Node):
+    data = zntrack.dvc.plots(
+        zntrack.nwd / "data.csv",
+        x="x",
+        y=["y", "z"],
+        x_label="x",
+        y_label="y",
+        title="title",
+        template="linear",
+    )
+    metrics = zntrack.dvc.metrics(zntrack.nwd / "metrics.json")
+
+    def run(self) -> None:
+        df = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6], "z": [7, 8, 9]})
+        df.to_csv(self.data)
+        self.metrics.write_text("{'a': 1, 'b': 2}")
+
+    def get_data(self):
+        return pd.read_csv(self.data)
+
+
+class NodeRemoteTemplate(zntrack.Node):
+    data = zntrack.dvc.plots(
+        zntrack.nwd / "data.csv",
+        template=zntrack.__file__,
+    )
+
+    def run(self) -> None:
+        df = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6], "z": [7, 8, 9]})
+        df.to_csv(self.data)
+
+
+@pytest.mark.parametrize("cls", [NodeWithPlotsDVC, NodeWithPlotsZn])
+@pytest.mark.parametrize("eager", [True, False])
+def test_NodeWithPlots(proj_path, eager, cls):
+    with zntrack.Project() as project:
+        node = cls()
+    project.run(eager=eager)
+
+    if not eager:
+        node.load()
+        dvc_dict = yaml.safe_load((proj_path / "dvc.yaml").read_text())
+
+        plots = {
+            "x": "x",
+            "y": "y",
+            "x_label": "x",
+            "y_label": "y",
+            "title": "title",
+            "template": "linear",
+        }
+
+        assert (
+            dvc_dict["stages"][node.name]["plots"][0][f"nodes/{node.name}/data.csv"]
+            == plots
+        )
+        run_dvc_cmd(["plots", "show"])
+
+    if isinstance(node, NodeWithPlotsDVC):
+        assert NodeWithPlotsDVC.from_rev().data == pathlib.Path(
+            "nodes", node.name, "data.csv"
+        )
+
+    assert node.get_data()["x"].tolist() == [1, 2, 3]
+
+
+@pytest.mark.parametrize("cls", [NodeWithPlotsZnGlobal, NodeWithPlotsDVCGlobal])
+@pytest.mark.parametrize("eager", [True, False])
+def test_NodeWithPlotsGlobal(proj_path, eager, cls):
+    with zntrack.Project() as project:
+        node = cls()
+    project.run(eager=eager)
+
+    if not eager:
+        node.load()
+        dvc_dict = yaml.safe_load((proj_path / "dvc.yaml").read_text())
+
+        plots = {
+            "x": "x",
+            "y": ["y", "z"],
+            "x_label": "x",
+            "y_label": "y",
+            "title": "title",
+            "template": "linear",
+        }
+
+        assert dvc_dict["plots"][0][f"nodes/{node.name}/data.csv"] == plots
+
+        run_dvc_cmd(["plots", "show"])
+
+    assert node.get_data()["x"].tolist() == [1, 2, 3]
+
+
+def test_multiple_plots_nodes(proj_path):
+    with zntrack.Project(automatic_node_names=True) as project:
+        NodeWithPlotsZnGlobal()
+        NodeWithPlotsZnGlobal()
+        NodeWithPlotsDVCGlobal()
+        a = NodeWithPlotsDVCGlobal()
+    project.run()
+    run_dvc_cmd(["plots", "show"])
+
+    with project:
+        NodeWithPlotsZnGlobal()
+        b = NodeWithPlotsZnGlobal()
+        NodeWithPlotsDVCGlobal()
+        NodeWithPlotsDVCGlobal()
+    project.run()
+    run_dvc_cmd(["plots", "show"])
+    # run_dvc_cmd(["repro", "-f"])
+
+    # check loading
+    NodeWithPlotsDVCGlobal.from_rev(name=a.name)
+    NodeWithPlotsZnGlobal.from_rev(name=b.name)
+
+
+def test_NodeRemoteTemplate(proj_path):
+    with zntrack.Project(automatic_node_names=True) as project:
+        NodeRemoteTemplate()
+        NodeRemoteTemplate()
+    project.run(repro=False)
+
+    assert pathlib.Path("dvc_plots", "templates", "__init__.py").exists()
diff --git a/zntrack/fields/dvc/__init__.py b/zntrack/fields/dvc/__init__.py
index 4fc84733..c6bcf2d6 100644
--- a/zntrack/fields/dvc/__init__.py
+++ b/zntrack/fields/dvc/__init__.py
@@ -5,7 +5,7 @@
 
 import znjson
 
-from zntrack.fields.field import Field, FieldGroup
+from zntrack.fields.field import Field, FieldGroup, PlotsMixin
 from zntrack.utils import node_wd
 
 if typing.TYPE_CHECKING:
@@ -130,6 +130,10 @@ def __get__(self, instance: "Node", owner=None):
         return node_wd.ReplaceNWD()(value, nwd=instance.nwd)
 
 
+class PlotsOption(PlotsMixin, DVCOption):
+    """Field with DVC plots kwargs."""
+
+
 def outs(*args, **kwargs) -> DVCOption:
     """Create a outs field."""
     return DVCOption(*args, dvc_option="outs", **kwargs)
@@ -167,9 +171,9 @@ def metrics_no_cache(*args, **kwargs) -> DVCOption:
 
 def plots(*args, **kwargs) -> DVCOption:
     """Create a plots field."""
-    return DVCOption(*args, dvc_option="plots", **kwargs)
+    return PlotsOption(*args, dvc_option="plots", **kwargs)
 
 
 def plots_no_cache(*args, **kwargs) -> DVCOption:
     """Create a plots_no_cache field."""
-    return DVCOption(*args, dvc_option="plots-no-cache", **kwargs)
+    return PlotsOption(*args, dvc_option="plots-no-cache", **kwargs)
diff --git a/zntrack/fields/field.py b/zntrack/fields/field.py
index b4f50069..7cf9394d 100644
--- a/zntrack/fields/field.py
+++ b/zntrack/fields/field.py
@@ -5,8 +5,10 @@
 import json
 import logging
 import pathlib
+import shutil
 import typing
 
+import yaml
 import zninit
 
 from zntrack.utils import LazyOption, config
@@ -196,3 +198,113 @@ def load(self, instance: "Node", lazy: bool = None):
             instance.__dict__[self.name] = LazyOption
         else:
             super().load(instance)
+
+
+class PlotsMixin(Field):
+    """DVC Plots Option including 'dvc plots modify' command."""
+
+    def __init__(
+        self,
+        *args,
+        template=None,
+        x=None,
+        y=None,
+        x_label=None,
+        y_label=None,
+        title=None,
+        use_global_plots: bool = True,
+        **kwargs,
+    ):
+        """Create a DVCOption field.
+
+        Attributes
+        ----------
+        use_global_plots : bool
+            Save the plots config not in 'stages' but in 'plots' in the dvc.yaml file.
+        """
+        super().__init__(*args, **kwargs)
+        self.plots_options = {}
+        self.use_global_plots = use_global_plots
+        if self.use_global_plots:
+            if self.dvc_option == "plots":
+                self.dvc_option = "outs"
+            elif self.dvc_option == "plots-no-cache":
+                self.dvc_option = "outs-no-cache"
+        if template is not None:
+            self.plots_options["--template"] = pathlib.Path(template).as_posix()
+        if x is not None:
+            self.plots_options["-x"] = x
+        if y is not None:
+            self.plots_options["-y"] = y
+        if x_label is not None:
+            self.plots_options["--x-label"] = x_label
+        if y_label is not None:
+            self.plots_options["--y-label"] = y_label
+        if title is not None:
+            self.plots_options["--title"] = title
+
+    def save(self, instance: "Node"):
+        """Save plots options to dvc.yaml, if use_global_plots is True."""
+        if self.plots_options.get("--template") is not None:
+            template = pathlib.Path(self.plots_options["--template"]).resolve()
+            if pathlib.Path.cwd() not in template.parents:
+                # copy template to dvc_plots/templates if it is not in the cwd
+                template_dir = pathlib.Path.cwd() / "dvc_plots" / "templates"
+                template_dir.mkdir(parents=True, exist_ok=True)
+                shutil.copy(template, template_dir)
+                self.plots_options["--template"] = (
+                    (template_dir / template.name)
+                    .relative_to(pathlib.Path.cwd())
+                    .as_posix()
+                )
+
+        with contextlib.suppress(NotImplementedError):
+            super().save(instance=instance)
+        if not self.use_global_plots:
+            return
+
+        dvc_file = pathlib.Path("dvc.yaml")
+        if not dvc_file.exists():
+            dvc_file.write_text(yaml.safe_dump({}))
+        dvc_config = yaml.safe_load(dvc_file.read_text())
+        plots = dvc_config.get("plots", [])
+
+        # remove leading "-/--"
+        for key in list(self.plots_options):
+            if key.startswith("--"):
+                self.plots_options[key[2:]] = self.plots_options[key]
+                del self.plots_options[key]
+            elif key.startswith("-"):
+                self.plots_options[key[1:]] = self.plots_options[key]
+                del self.plots_options[key]
+        # replace "-" with "_"
+        for key in list(self.plots_options):
+            if key.replace("-", "_") != key:
+                self.plots_options[key.replace("-", "_")] = self.plots_options[key]
+                del self.plots_options[key]
+
+        for file in self.get_files(instance):
+            replaced = False
+            for entry in plots:  # entry: dict{filename: {x:, y:, ...}}
+                if pathlib.Path(file) == pathlib.Path(next(iter(entry))):
+                    entry = {pathlib.Path(file).as_posix(): self.plots_options}
+                    replaced = True
+            if not replaced:
+                plots.append({pathlib.Path(file).as_posix(): self.plots_options})
+
+        dvc_config["plots"] = plots
+        dvc_file.write_text(yaml.dump(dvc_config))
+
+    def get_optional_dvc_cmd(self, instance: "Node") -> typing.List[typing.List[str]]:
+        """Add 'dvc plots modify' to this option."""
+        if not self.use_global_plots:
+            cmds = []
+            for file in self.get_files(instance):
+                cmd = ["plots", "modify", pathlib.Path(file).as_posix()]
+                for key, value in self.plots_options.items():
+                    cmd.append(f"{key}")
+                    cmd.append(pathlib.Path(value).as_posix())
+                cmds.append(cmd)
+            return cmds
+        else:
+            return []
diff --git a/zntrack/fields/zn/__init__.py b/zntrack/fields/zn/__init__.py
index 94e43a12..532043f8 100644
--- a/zntrack/fields/zn/__init__.py
+++ b/zntrack/fields/zn/__init__.py
@@ -14,7 +14,7 @@
 from znflow import handler
 
 from zntrack import exceptions
-from zntrack.fields.field import DataIsLazyError, Field, FieldGroup, LazyField
+from zntrack.fields.field import DataIsLazyError, Field, FieldGroup, LazyField, PlotsMixin
 from zntrack.utils import module_handler, update_key_val
 
 if typing.TYPE_CHECKING:
@@ -234,7 +234,7 @@ def get_stage_add_argument(self, instance) -> typing.List[tuple]:
         return [(f"--{self.dvc_option}", file.as_posix())]
 
 
-class Plots(LazyField):
+class Plots(PlotsMixin, LazyField):
     """A field that is saved to disk."""
 
     dvc_option: str = "plots"
@@ -246,6 +246,7 @@ def get_files(self, instance) -> list:
 
     def save(self, instance: "Node"):
         """Save the field to disk."""
+        super().save(instance)
         try:
             value = self.get_value_except_lazy(instance)
         except DataIsLazyError: