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get_task_stream(plot=True) breaks with bokeh >= 3 #7362

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gabicca opened this issue Nov 30, 2022 · 7 comments · Fixed by #7413
Closed

get_task_stream(plot=True) breaks with bokeh >= 3 #7362

gabicca opened this issue Nov 30, 2022 · 7 comments · Fixed by #7413

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@gabicca
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gabicca commented Nov 30, 2022

According to a recent update, distributed should only warn if bokeh is version >=3, and not break. But that is not the case:

/usr/local/lib/python3.9/site-packages/distributed/client.py:4591: in get_task_stream
    return self.sync(
/usr/local/lib/python3.9/site-packages/distributed/utils.py:339: in sync
    return sync(
/usr/local/lib/python3.9/site-packages/distributed/utils.py:406: in sync
    raise exc.with_traceback(tb)
/usr/local/lib/python3.9/site-packages/distributed/utils.py:379: in f
    result = yield future
/usr/local/lib/python3.9/site-packages/tornado/gen.py:762: in run
    value = future.result()
/usr/local/lib/python3.9/site-packages/distributed/client.py:4615: in _get_task_stream
    from distributed.dashboard.components.scheduler import task_stream_figure
/usr/local/lib/python3.9/site-packages/distributed/dashboard/components/scheduler.py:74: in <module>
    from distributed.dashboard.core import TabPanel
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
    from __future__ import annotations
    
    import functools
    import warnings
    
    from bokeh.application import Application
    from bokeh.application.handlers.function import FunctionHandler
    from bokeh.server.server import BokehTornado
    from bokeh.server.util import create_hosts_allowlist
    from packaging.version import parse as parse_version
    
    import dask
    
    from distributed.dashboard.utils import BOKEH_VERSION
    from distributed.versions import MAX_BOKEH_VERSION, MIN_BOKEH_VERSION
    
    if BOKEH_VERSION < parse_version(MIN_BOKEH_VERSION) or BOKEH_VERSION > parse_version(
        MAX_BOKEH_VERSION
    ):
        warnings.warn(
            f"\nDask needs bokeh >= {MIN_BOKEH_VERSION}, < 3 for the dashboard."
            f"\nYou have bokeh=={BOKEH_VERSION}."
            "\nContinuing without the dashboard."
        )
>       raise ImportError(
            f"Dask needs bokeh >= {MIN_BOKEH_VERSION}, < 3, not bokeh=={BOKEH_VERSION}"
        )
E       ImportError: Dask needs bokeh >= 2.4.2, < 3, not bokeh==3.0.2
/usr/local/lib/python3.9/site-packages/distributed/dashboard/core.py:25: ImportError

This ImportError should not be thrown if the intention is that you warn the user that they might have problems with some of the features but it is up to them whether they want to use a newer bokeh or not.

See also discussion from #7173 (comment) and below.

There is also this comment: #7359 (comment) Which suggests that indeed, bokeh versions should not break distributed.

Environment:

  • Dask and distributed version: 2022.11.0
  • Python version: 3.9
  • Bokeh version: 3.0.2
@gjoseph92
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@gabicca can you share a minimal reproducer of how you're triggering this import error?

I created a fresh environment with distributed and too new of a bokeh version:

mkdir bokehtest
cd bokehtest
poetry init -n
poetry add distributed 'bokeh>3'

Importing distributed and launching a client works fine. The bokeh incompatibility is only a warning, not an error:

>>> import distributed
>>> client = distributed.Client()
/Users/gabe/Library/Caches/pypoetry/virtualenvs/bokehtest-td5VcRYF-py3.9/lib/python3.9/site-packages/distributed/dashboard/core.py:20: UserWarning: 
Dask needs bokeh >= 2.4.2, < 3 for the dashboard.
You have bokeh==3.0.2.
Continuing without the dashboard.
  warnings.warn(
>>>

pyproject.toml

[tool.poetry]
name = "bokehtest"
version = "0.1.0"
description = ""
authors = ["Gabe Joseph <gjoseph92@gmail.com>"]
readme = "README.md"

[tool.poetry.dependencies]
python = "^3.9"
distributed = "^2022.11.1"
bokeh = ">3"


[build-system]
requires = ["poetry-core"]
build-backend = "poetry.core.masonry.api"

poetry.lock

[[package]]
name = "bokeh"
version = "3.0.2"
description = "Interactive plots and applications in the browser from Python"
category = "main"
optional = false
python-versions = ">=3.8"

[package.dependencies]
contourpy = ">=1"
Jinja2 = ">=2.9"
numpy = ">=1.11.3"
packaging = ">=16.8"
pandas = ">=1.2"
pillow = ">=7.1.0"
PyYAML = ">=3.10"
tornado = ">=5.1"
xyzservices = ">=2021.09.1"

[[package]]
name = "click"
version = "8.1.3"
description = "Composable command line interface toolkit"
category = "main"
optional = false
python-versions = ">=3.7"

[package.dependencies]
colorama = {version = "*", markers = "platform_system == \"Windows\""}

[[package]]
name = "cloudpickle"
version = "2.2.0"
description = "Extended pickling support for Python objects"
category = "main"
optional = false
python-versions = ">=3.6"

[[package]]
name = "colorama"
version = "0.4.6"
description = "Cross-platform colored terminal text."
category = "main"
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"

[[package]]
name = "contourpy"
version = "1.0.6"
description = "Python library for calculating contours of 2D quadrilateral grids"
category = "main"
optional = false
python-versions = ">=3.7"

[package.dependencies]
numpy = ">=1.16"

[package.extras]
bokeh = ["bokeh", "selenium"]
docs = ["docutils (<0.18)", "sphinx (<=5.2.0)", "sphinx-rtd-theme"]
test = ["Pillow", "flake8", "isort", "matplotlib", "pytest"]
test-minimal = ["pytest"]
test-no-codebase = ["Pillow", "matplotlib", "pytest"]

[[package]]
name = "dask"
version = "2022.11.1"
description = "Parallel PyData with Task Scheduling"
category = "main"
optional = false
python-versions = ">=3.8"

[package.dependencies]
click = ">=7.0"
cloudpickle = ">=1.1.1"
fsspec = ">=0.6.0"
packaging = ">=20.0"
partd = ">=0.3.10"
pyyaml = ">=5.3.1"
toolz = ">=0.8.2"

[package.extras]
array = ["numpy (>=1.18)"]
complete = ["bokeh (>=2.4.2,<3)", "distributed (==2022.11.1)", "jinja2", "numpy (>=1.18)", "pandas (>=1.0)"]
dataframe = ["numpy (>=1.18)", "pandas (>=1.0)"]
diagnostics = ["bokeh (>=2.4.2,<3)", "jinja2"]
distributed = ["distributed (==2022.11.1)"]
test = ["pandas[test]", "pre-commit", "pytest", "pytest-rerunfailures", "pytest-xdist"]

[[package]]
name = "distributed"
version = "2022.11.1"
description = "Distributed scheduler for Dask"
category = "main"
optional = false
python-versions = ">=3.8"

[package.dependencies]
click = ">=7.0"
cloudpickle = ">=1.5.0"
dask = "2022.11.1"
jinja2 = "*"
locket = ">=1.0.0"
msgpack = ">=0.6.0"
packaging = ">=20.0"
psutil = ">=5.0"
pyyaml = "*"
sortedcontainers = "<2.0.0 || >2.0.0,<2.0.1 || >2.0.1"
tblib = ">=1.6.0"
toolz = ">=0.10.0"
tornado = ">=6.0.3,<6.2"
urllib3 = "*"
zict = ">=0.1.3"

[[package]]
name = "fsspec"
version = "2022.11.0"
description = "File-system specification"
category = "main"
optional = false
python-versions = ">=3.7"

[package.extras]
abfs = ["adlfs"]
adl = ["adlfs"]
arrow = ["pyarrow (>=1)"]
dask = ["dask", "distributed"]
dropbox = ["dropbox", "dropboxdrivefs", "requests"]
entrypoints = ["importlib-metadata"]
fuse = ["fusepy"]
gcs = ["gcsfs"]
git = ["pygit2"]
github = ["requests"]
gs = ["gcsfs"]
gui = ["panel"]
hdfs = ["pyarrow (>=1)"]
http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
libarchive = ["libarchive-c"]
oci = ["ocifs"]
s3 = ["s3fs"]
sftp = ["paramiko"]
smb = ["smbprotocol"]
ssh = ["paramiko"]
tqdm = ["tqdm"]

[[package]]
name = "heapdict"
version = "1.0.1"
description = "a heap with decrease-key and increase-key operations"
category = "main"
optional = false
python-versions = "*"

[[package]]
name = "jinja2"
version = "3.1.2"
description = "A very fast and expressive template engine."
category = "main"
optional = false
python-versions = ">=3.7"

[package.dependencies]
MarkupSafe = ">=2.0"

[package.extras]
i18n = ["Babel (>=2.7)"]

[[package]]
name = "locket"
version = "1.0.0"
description = "File-based locks for Python on Linux and Windows"
category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"

[[package]]
name = "markupsafe"
version = "2.1.1"
description = "Safely add untrusted strings to HTML/XML markup."
category = "main"
optional = false
python-versions = ">=3.7"

[[package]]
name = "msgpack"
version = "1.0.4"
description = "MessagePack serializer"
category = "main"
optional = false
python-versions = "*"

[[package]]
name = "numpy"
version = "1.23.5"
description = "NumPy is the fundamental package for array computing with Python."
category = "main"
optional = false
python-versions = ">=3.8"

[[package]]
name = "packaging"
version = "21.3"
description = "Core utilities for Python packages"
category = "main"
optional = false
python-versions = ">=3.6"

[package.dependencies]
pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"

[[package]]
name = "pandas"
version = "1.5.2"
description = "Powerful data structures for data analysis, time series, and statistics"
category = "main"
optional = false
python-versions = ">=3.8"

[package.dependencies]
numpy = [
    {version = ">=1.20.3", markers = "python_version < \"3.10\""},
    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
]
python-dateutil = ">=2.8.1"
pytz = ">=2020.1"

[package.extras]
test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]

[[package]]
name = "partd"
version = "1.3.0"
description = "Appendable key-value storage"
category = "main"
optional = false
python-versions = ">=3.7"

[package.dependencies]
locket = "*"
toolz = "*"

[package.extras]
complete = ["blosc", "numpy (>=1.9.0)", "pandas (>=0.19.0)", "pyzmq"]

[[package]]
name = "pillow"
version = "9.3.0"
description = "Python Imaging Library (Fork)"
category = "main"
optional = false
python-versions = ">=3.7"

[package.extras]
docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]

[[package]]
name = "psutil"
version = "5.9.4"
description = "Cross-platform lib for process and system monitoring in Python."
category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"

[package.extras]
test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]

[[package]]
name = "pyparsing"
version = "3.0.9"
description = "pyparsing module - Classes and methods to define and execute parsing grammars"
category = "main"
optional = false
python-versions = ">=3.6.8"

[package.extras]
diagrams = ["jinja2", "railroad-diagrams"]

[[package]]
name = "python-dateutil"
version = "2.8.2"
description = "Extensions to the standard Python datetime module"
category = "main"
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"

[package.dependencies]
six = ">=1.5"

[[package]]
name = "pytz"
version = "2022.6"
description = "World timezone definitions, modern and historical"
category = "main"
optional = false
python-versions = "*"

[[package]]
name = "pyyaml"
version = "6.0"
description = "YAML parser and emitter for Python"
category = "main"
optional = false
python-versions = ">=3.6"

[[package]]
name = "six"
version = "1.16.0"
description = "Python 2 and 3 compatibility utilities"
category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"

[[package]]
name = "sortedcontainers"
version = "2.4.0"
description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
category = "main"
optional = false
python-versions = "*"

[[package]]
name = "tblib"
version = "1.7.0"
description = "Traceback serialization library."
category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"

[[package]]
name = "toolz"
version = "0.12.0"
description = "List processing tools and functional utilities"
category = "main"
optional = false
python-versions = ">=3.5"

[[package]]
name = "tornado"
version = "6.1"
description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
category = "main"
optional = false
python-versions = ">= 3.5"

[[package]]
name = "urllib3"
version = "1.26.13"
description = "HTTP library with thread-safe connection pooling, file post, and more."
category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"

[package.extras]
brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]

[[package]]
name = "xyzservices"
version = "2022.9.0"
description = "Source of XYZ tiles providers"
category = "main"
optional = false
python-versions = ">=3.7"

[[package]]
name = "zict"
version = "2.2.0"
description = "Mutable mapping tools"
category = "main"
optional = false
python-versions = ">=3.7"

[package.dependencies]
heapdict = "*"

[metadata]
lock-version = "1.1"
python-versions = "^3.9"
content-hash = "86d0a8a91cced59f293b57ea88263952b080df9ac035bb2af98df283b80f7136"

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@jrbourbeau
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Thanks for opening an issue for this @gabicca.

Just to clarify, plotting-related functionality in distributed doesn't work with bokeh>3 at the moment. There are known issues with rendering dashboard, performance report, etc. plots. As bokeh is an optional dependency for distributed, it's difficult to ensure a bokeh<3 pin is always applied. While we're working to resolve these known bokeh issues, we've added bokeh<3 pins to pip install dask[complete] and conda install -c conda-forge dask. Hopefully that helps.

@gabicca
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gabicca commented Dec 1, 2022

Hi @gjoseph92 if you take a closer look at the traceback I posted, the error doesn't occur when you call Client, but when you call Client().get_task_stream().

I was playing with this, trying to get a simple example (the original error comes from a complicated test). And this is what I found.

Set up:

from distributed import Client
client = Client()

Indeed, at this point the warning comes up.

Next,
If you do the following the error doesn't occur: client.get_task_stream()
But if you give it arguments, it does: client.get_task_stream(plot="save", filename="my_file.html")

Versions:
dask, distributed: 2022.11.1
bokeh: 3.0.2
python: 3.9.12

@gabicca
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gabicca commented Dec 1, 2022

Thanks for opening an issue for this @gabicca.

Just to clarify, plotting-related functionality in distributed doesn't work with bokeh>3 at the moment. There are known issues with rendering dashboard, performance report, etc. plots. As bokeh is an optional dependency for distributed, it's difficult to ensure a bokeh<3 pin is always applied. While we're working to resolve these known bokeh issues, we've added bokeh<3 pins to pip install dask[complete] and conda install -c conda-forge dask. Hopefully that helps.

Hi @jrbourbeau , could you please point me where bokeh is included in the requirements (even with a pin, which is fin and would work). I'm looking at the requirements.txt and setup.py files but not finding any reference.

Actually, now that I look at it, you refer to dask, not distributed. Is that what's recommended, install these requirements through dask. Eventhough, I'd find it more useful if distributed had a similar set up, allowing to have bokeh as an extra requirement, since distributed needs it for some of it features (See #7363).

By the way, pip install dask[complete] doesn't work for me (though this is probably just a local problem):

% pip install dask[complete]
zsh: no matches found: dask[complete]

@gjoseph92
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could you please point me where bokeh is included in the requirements

bokeh is not a requirement of the distributed package (because it's not a required dependency). Unfortunately, Python packaging doesn't respect restrictions for non-required dependencies. That is, we could mark bokeh<3 as an optional dependency of distributed, but pip, poetry, and other Python package managers wouldn't care—they'd still install bokeh 3 alongside distributed. The only way we could encourage package managers not to install bokeh 3 alongside distributed is to:

  1. Make bokeh<3 a required dependency of distributed—which it isn't.
  2. Make an extras_require group (such as distributed[diagnostics]) with a bokeh<3 dependency. Users who explicitly installed distributed[diagnostics] would get the correct bokeh version, but just installing distributed (or distributed bokeh) could still get you the wrong one.

By the way, pip install dask[complete] doesn't work for me (though this is probably just a local problem):

Try pip install 'dask[complete]' (note the quotes).

This is specified here: https://github.com/dask/dask/blob/a7efdf938c1942dd3174f623d37b7f65b5384d87/setup.py#L20

@gjoseph92 gjoseph92 changed the title Distributed breaks with bokeh >= 3 get_task_stream(plot=True) breaks with bokeh >= 3 Dec 1, 2022
@gabicca
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gabicca commented Dec 1, 2022

@gjoseph92 thanks, quotes solved the problem.
Note though:
"WARNING: distributed 2022.11.1 does not provide the extra 'diagnostics'"

Is that an actual thing? If not, it'd be great if it was, that's exactly the kind of thing I'd expect a package to have if only specific features depend on some extra packages. But this should be a conversation on #7363.

@gjoseph92
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the error doesn't occur when you call Client, but when you call Client().get_task_stream().

@gabicca I actually think you're experiencing correct behavior here. You're trying to call a function which requires bokeh to generate its output (a bokeh-based plot). If an incompatible bokeh version is installed and the plot can't be generated, what would you want the function to return?

To me, a runtime error is much better behavior than, say, "successfully" generating an empty plot that just contains the text "Dask needs bokeh >= 2.4.2, < 3 for the dashboard".

Bokeh is an optional dependency, so having the wrong bokeh version installed shouldn't raise errors—unless you're trying to do things that explicitly require bokeh.

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