Repository: boschresearch/blackboxopt (language: python)

Issue:
BOHB is using ParameterSpace features
Our linter detected an issue with BOHB's usage of the ParameterSpace:

As the type hints indicate, BOHB requires a `SearchSpace` for the initialization ([L125](https://github.com/boschresearch/blackboxopt/blob/main/blackboxopt/optimizers/staged/bohb.py#L125)). 

On the other hand, it uses `search_space.__iter__()` when it iterates over the parameters ([L180](https://github.com/boschresearch/blackboxopt/blob/main/blackboxopt/optimizers/staged/bohb.py#L180)). 

But the base class [`SearchSpace`](https://github.com/boschresearch/parameterspace/blob/main/parameterspace/base.py#L6) currently doesn't require an `__iter__()` implementation. Only the child class does.

We should check how we can solve this. (For the time being, the linter has been set to ignore the issue. But we should enable it again after we solved this)


Discussion / hints:

Fix patch:
diff --git a/.github/workflows/python.yaml b/.github/workflows/python.yaml
new file mode 100644
index 00000000..c510e5c6
--- /dev/null
+++ b/.github/workflows/python.yaml
@@ -0,0 +1,50 @@
+name: ci-cd-pipeline
+
+on: [push, pull_request]
+jobs:
+  test:
+    runs-on: ubuntu-20.04
+    container: python:3.8-slim
+    steps:
+      - uses: actions/checkout@v2
+      - name: Install dependencies
+        run: |
+          pip install poetry
+          poetry install --extras "all"
+      - name: Formatting
+        if: always()
+        run: |
+          poetry run black --check --exclude blackboxopt/examples/ .
+          poetry run black --check --include blackboxopt/examples/ --line-length 80 .
+      - name: Sorted Imports
+        if: always()
+        run: |
+          poetry run isort --check-only --profile black --line-length 88 --skip-glob blackboxopt/examples/* .
+          poetry run isort --check-only --profile black --line-length 80 blackboxopt/examples/
+      - name: Type Checks
+        if: always()
+        run: poetry run mypy --config-file pyproject.toml .
+      - name: Linting
+        if: always()
+        run: |
+          poetry run pylint --errors-only blackboxopt/
+          poetry run pylint --errors-only tests/
+      - name: Run tests
+        if: always()
+        run: poetry run pytest
+  deploy:
+    needs: test
+    if: startsWith(github.ref, 'refs/tags/v')
+    runs-on: ubuntu-20.04
+    container: python:3.8-slim
+    steps:
+      - uses: actions/checkout@v2
+      - name: Build
+        run: |
+          pip install poetry
+      - name: Release
+        env:
+          PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
+        run: |
+          poetry config pypi-token.pypi $PYPI_TOKEN
+          poetry publish --build
diff --git a/3rd-party-licenses.txt b/3rd-party-licenses.txt
index c9b09f21..00d5891d 100644
--- a/3rd-party-licenses.txt
+++ b/3rd-party-licenses.txt
@@ -1249,23 +1249,23 @@ Availability: https://github.com/xianyi/OpenBLAS/
 License: 3-clause BSD
   Copyright (c) 2011-2014, The OpenBLAS Project
   All rights reserved.
-  
+
   Redistribution and use in source and binary forms, with or without
   modification, are permitted provided that the following conditions are
   met:
-  
+
      1. Redistributions of source code must retain the above copyright
         notice, this list of conditions and the following disclaimer.
-  
+
      2. Redistributions in binary form must reproduce the above copyright
         notice, this list of conditions and the following disclaimer in
         the documentation and/or other materials provided with the
         distribution.
-     3. Neither the name of the OpenBLAS project nor the names of 
-        its contributors may be used to endorse or promote products 
-        derived from this software without specific prior written 
+     3. Neither the name of the OpenBLAS project nor the names of
+        its contributors may be used to endorse or promote products
+        derived from this software without specific prior written
         permission.
-  
+
   THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS &#34;AS IS&#34;
   AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
   IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
@@ -1290,36 +1290,36 @@ License 3-clause BSD
                           rights reserved.
   Copyright (c) 2006-2013 The University of Colorado Denver.  All rights
                           reserved.
-  
+
   $COPYRIGHT$
-  
+
   Additional copyrights may follow
-  
+
   $HEADER$
-  
+
   Redistribution and use in source and binary forms, with or without
   modification, are permitted provided that the following conditions are
   met:
-  
+
   - Redistributions of source code must retain the above copyright
     notice, this list of conditions and the following disclaimer.
-  
+
   - Redistributions in binary form must reproduce the above copyright
     notice, this list of conditions and the following disclaimer listed
     in this license in the documentation and/or other materials
     provided with the distribution.
-  
+
   - Neither the name of the copyright holders nor the names of its
     contributors may be used to endorse or promote products derived from
     this software without specific prior written permission.
-  
+
   The copyright holders provide no reassurances that the source code
   provided does not infringe any patent, copyright, or any other
   intellectual property rights of third parties.  The copyright holders
   disclaim any liability to any recipient for claims brought against
   recipient by any third party for infringement of that parties
   intellectual property rights.
-  
+
   THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
   &#34;AS IS&#34; AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
   LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
@@ -1339,21 +1339,21 @@ Description: dynamically linked to files compiled with gcc
 Availability: https://gcc.gnu.org/viewcvs/gcc/
 License: GPLv3 + runtime exception
   Copyright (C) 2002-2017 Free Software Foundation, Inc.
-  
+
   Libgfortran is free software; you can redistribute it and/or modify
   it under the terms of the GNU General Public License as published by
   the Free Software Foundation; either version 3, or (at your option)
   any later version.
-  
+
   Libgfortran is distributed in the hope that it will be useful,
   but WITHOUT ANY WARRANTY; without even the implied warranty of
   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
   GNU General Public License for more details.
-  
+
   Under Section 7 of GPL version 3, you are granted additional
   permissions described in the GCC Runtime Library Exception, version
   3.1, as published by the Free Software Foundation.
-  
+
   You should have received a copy of the GNU General Public License and
   a copy of the GCC Runtime Library Exception along with this program;
   see the files COPYING3 and COPYING.RUNTIME respectively.  If not, see
@@ -2135,4 +2135,3 @@ ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES
 WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN
 ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT OF
 OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.
-
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 65448afb..bfcabc90 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -4,7 +4,7 @@ Want to contribute? Great! You can do so through the standard GitHub pull
 request model. For large contributions we do encourage you to file a ticket in
 the GitHub issues tracking system prior to any code development to coordinate
 with the blackboxopt development team early in the process. Coordinating up
-front helps to avoid frustration later on.  
+front helps to avoid frustration later on.
 Please follow the conventiones outlined by the pre-commit hooks mentioned in the
 repository README and add tests for the functionality you would like to contribute.
 
@@ -78,7 +78,7 @@ email address.
 
 If you have set your `user.name` and `user.email` git configs you can
 automatically sign the commit by running the git-commit command with the `-s`
-option.  
+option.
 There may be multiple sign-offs if more than one developer was
 involved in authoring the contribution.
 
diff --git a/blackboxopt/examples/dask_distributed.py b/blackboxopt/examples/dask_distributed.py
index 47b42a77..9b60887b 100644
--- a/blackboxopt/examples/dask_distributed.py
+++ b/blackboxopt/examples/dask_distributed.py
@@ -13,7 +13,7 @@
         + "Make sure to install blackboxopt[dask]"
     )
 
-from blackboxopt import EvaluationSpecification, Objective, Evaluation
+from blackboxopt import Evaluation, EvaluationSpecification, Objective
 from blackboxopt.optimization_loops.dask_distributed import (
     run_optimization_loop,
 )
diff --git a/blackboxopt/optimizers/staged/bohb.py b/blackboxopt/optimizers/staged/bohb.py
index 8c954ca7..e56cd6d0 100644
--- a/blackboxopt/optimizers/staged/bohb.py
+++ b/blackboxopt/optimizers/staged/bohb.py
@@ -176,8 +176,8 @@ def __init__(
 
         self.kde_vartypes = ""
 
-        vartypes = []
-        for hp in search_space:
+        vartypes: List[Union[float, int]] = []
+        for hp in search_space:  # type: ignore
             hp = hp["parameter"]
             if isinstance(hp, (ps.ContinuousParameter, ps.IntegerParameter)):
                 self.kde_vartypes += "c"
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 00000000..dd7a9b81
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1631 @@
+[[package]]
+name = "appdirs"
+version = "1.4.4"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "astroid"
+version = "2.6.2"
+description = "An abstract syntax tree for Python with inference support."
+category = "dev"
+optional = false
+python-versions = "~=3.6"
+
+[package.dependencies]
+lazy-object-proxy = ">=1.4.0"
+typed-ast = {version = ">=1.4.0,<1.5", markers = "implementation_name == \"cpython\" and python_version < \"3.8\""}
+typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
+wrapt = ">=1.11,<1.13"
+
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
+
+[[package]]
+name = "atomicwrites"
+version = "1.4.0"
+description = "Atomic file writes."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "attrs"
+version = "21.2.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+
+[[package]]
+name = "black"
+version = "20.8b1"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+appdirs = "*"
+click = ">=7.1.2"
+mypy-extensions = ">=0.4.3"
+pathspec = ">=0.6,<1"
+regex = ">=2020.1.8"
+toml = ">=0.10.1"
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+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
+
+[[package]]
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+version = "2.1.1"
+description = "Bash style brace expander."
+category = "dev"
+optional = false
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+
+[[package]]
+name = "cached-property"
+version = "1.5.2"
+description = "A decorator for caching properties in classes."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "click"
+version = "8.0.1"
+description = "Composable command line interface toolkit"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+
+[[package]]
+name = "cloudpickle"
+version = "1.6.0"
+description = "Extended pickling support for Python objects"
+category = "main"
+optional = true
+python-versions = ">=3.5"
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "main"
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+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "coverage"
+version = "5.5"
+description = "Code coverage measurement for Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+
+[package.extras]
+toml = ["toml"]
+
+[[package]]
+name = "dask"
+version = "2021.6.2"
+description = "Parallel PyData with Task Scheduling"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.dependencies]
+cloudpickle = ">=1.1.1"
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+partd = ">=0.3.10"
+pyyaml = "*"
+toolz = ">=0.8.2"
+
+[package.extras]
+array = ["numpy (>=1.16)"]
+complete = ["bokeh (>=1.0.0,!=2.0.0)", "distributed (==2021.06.2)", "numpy (>=1.16)", "pandas (>=0.25.0)"]
+dataframe = ["numpy (>=1.16)", "pandas (>=0.25.0)"]
+diagnostics = ["bokeh (>=1.0.0,!=2.0.0)"]
+distributed = ["distributed (==2021.06.2)"]
+test = ["pytest", "pytest-rerunfailures", "pytest-xdist"]
+
+[[package]]
+name = "distributed"
+version = "2021.6.2"
+description = "Distributed scheduler for Dask"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.dependencies]
+click = ">=6.6"
+cloudpickle = ">=1.5.0"
+dask = "2021.06.2"
+msgpack = ">=0.6.0"
+psutil = ">=5.0"
+pyyaml = "*"
+sortedcontainers = "<2.0.0 || >2.0.0,<2.0.1 || >2.0.1"
+tblib = ">=1.6.0"
+toolz = ">=0.8.2"
+tornado = [
+    {version = ">=5", markers = "python_version < \"3.8\""},
+    {version = ">=6.0.3", markers = "python_version >= \"3.8\""},
+]
+zict = ">=0.1.3"
+
+[[package]]
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+version = "2021.6.1"
+description = "File-system specification"
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+dask = ["dask", "distributed"]
+dropbox = ["dropboxdrivefs", "requests", "dropbox"]
+entrypoints = ["importlib-metadata"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+hdfs = ["pyarrow (>=1)"]
+http = ["requests", "aiohttp"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+
+[[package]]
+name = "ghp-import"
+version = "2.0.1"
+description = "Copy your docs directly to the gh-pages branch."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+python-dateutil = ">=2.8.1"
+
+[package.extras]
+dev = ["twine", "markdown", "flake8"]
+
+[[package]]
+name = "heapdict"
+version = "1.0.1"
+description = "a heap with decrease-key and increase-key operations"
+category = "main"
+optional = true
+python-versions = "*"
+
+[[package]]
+name = "importlib-metadata"
+version = "4.6.1"
+description = "Read metadata from Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+perf = ["ipython"]
+testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+
+[[package]]
+name = "iniconfig"
+version = "1.1.1"
+description = "iniconfig: brain-dead simple config-ini parsing"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "isort"
+version = "5.9.2"
+description = "A Python utility / library to sort Python imports."
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+optional = false
+python-versions = ">=3.6.1,<4.0"
+
+[package.extras]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
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+colors = ["colorama (>=0.4.3,<0.5.0)"]
+plugins = ["setuptools"]
+
+[[package]]
+name = "jinja2"
+version = "3.0.1"
+description = "A very fast and expressive template engine."
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+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
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+
+[[package]]
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+version = "0.2.1"
+description = "File-based locks for Python for Linux and Windows"
+category = "main"
+optional = true
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "markdown"
+version = "3.3.4"
+description = "Python implementation of Markdown."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+
+[package.extras]
+testing = ["coverage", "pyyaml"]
+
+[[package]]
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+version = "2.0.1"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "mccabe"
+version = "0.6.1"
+description = "McCabe checker, plugin for flake8"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "mergedeep"
+version = "1.3.4"
+description = "A deep merge function for 🐍."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "mkdocs"
+version = "1.2.1"
+description = "Project documentation with Markdown."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+click = ">=3.3"
+ghp-import = ">=1.0"
+importlib-metadata = ">=3.10"
+Jinja2 = ">=2.10.1"
+Markdown = ">=3.2.1"
+mergedeep = ">=1.3.4"
+packaging = ">=20.5"
+PyYAML = ">=3.10"
+pyyaml-env-tag = ">=0.1"
+watchdog = ">=2.0"
+
+[package.extras]
+i18n = ["babel (>=2.9.0)"]
+
+[[package]]
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+category = "dev"
+optional = false
+python-versions = ">=3.6,<4.0"
+
+[package.dependencies]
+Markdown = ">=3.3,<4.0"
+mkdocs = ">=1.1,<2.0"
+
+[[package]]
+name = "mkdocs-awesome-pages-plugin"
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+description = "An MkDocs plugin that simplifies configuring page titles and their order"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
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+
+[[package]]
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+version = "0.3.3"
+description = "MkDocs plugin to programmatically generate documentation pages during the build"
+category = "dev"
+optional = false
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+
+[package.dependencies]
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+
+[[package]]
+name = "mkdocs-material"
+version = "7.1.9"
+description = "A Material Design theme for MkDocs"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+markdown = ">=3.2"
+mkdocs = ">=1.1"
+mkdocs-material-extensions = ">=1.0"
+Pygments = ">=2.4"
+pymdown-extensions = ">=7.0"
+
+[[package]]
+name = "mkdocs-material-extensions"
+version = "1.0.1"
+description = "Extension pack for Python Markdown."
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+mkdocs-material = ">=5.0.0"
+
+[[package]]
+name = "mkdocstrings"
+version = "0.15.2"
+description = "Automatic documentation from sources, for MkDocs."
+category = "dev"
+optional = false
+python-versions = ">=3.6,<4.0"
+
+[package.dependencies]
+Jinja2 = ">=2.11.1,<4.0"
+Markdown = ">=3.3,<4.0"
+MarkupSafe = ">=1.1,<3.0"
+mkdocs = ">=1.1.1,<2.0.0"
+mkdocs-autorefs = ">=0.1,<0.3"
+pymdown-extensions = ">=6.3,<9.0"
+pytkdocs = ">=0.2.0,<0.12.0"
+
+[[package]]
+name = "msgpack"
+version = "1.0.2"
+description = "MessagePack (de)serializer."
+category = "main"
+optional = true
+python-versions = "*"
+
+[[package]]
+name = "mypy"
+version = "0.910"
+description = "Optional static typing for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+mypy-extensions = ">=0.4.3,<0.5.0"
+toml = "*"
+typed-ast = {version = ">=1.4.0,<1.5.0", markers = "python_version < \"3.8\""}
+typing-extensions = ">=3.7.4"
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+    {file = "watchdog-2.1.3-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:b8ddb2c9f92e0c686ea77341dcb58216fa5ff7d5f992c7278ee8a392a06e86bb"},
+    {file = "watchdog-2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8805a5f468862daf1e4f4447b0ccf3acaff626eaa57fbb46d7960d1cf09f2e6d"},
+    {file = "watchdog-2.1.3-py3-none-manylinux2014_armv7l.whl", hash = "sha256:3e305ea2757f81d8ebd8559d1a944ed83e3ab1bdf68bcf16ec851b97c08dc035"},
+    {file = "watchdog-2.1.3-py3-none-manylinux2014_i686.whl", hash = "sha256:431a3ea70b20962e6dee65f0eeecd768cd3085ea613ccb9b53c8969de9f6ebd2"},
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+    {file = "watchdog-2.1.3-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:201cadf0b8c11922f54ec97482f95b2aafca429c4c3a4bb869a14f3c20c32686"},
+    {file = "watchdog-2.1.3-py3-none-manylinux2014_s390x.whl", hash = "sha256:3a7d242a7963174684206093846537220ee37ba9986b824a326a8bb4ef329a33"},
+    {file = "watchdog-2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:54e057727dd18bd01a3060dbf5104eb5a495ca26316487e0f32a394fd5fe725a"},
+    {file = "watchdog-2.1.3-py3-none-win32.whl", hash = "sha256:b5fc5c127bad6983eecf1ad117ab3418949f18af9c8758bd10158be3647298a9"},
+    {file = "watchdog-2.1.3-py3-none-win_amd64.whl", hash = "sha256:44acad6f642996a2b50bb9ce4fb3730dde08f23e79e20cd3d8e2a2076b730381"},
+    {file = "watchdog-2.1.3-py3-none-win_ia64.whl", hash = "sha256:0bcdf7b99b56a3ae069866c33d247c9994ffde91b620eaf0306b27e099bd1ae0"},
+    {file = "watchdog-2.1.3.tar.gz", hash = "sha256:e5236a8e8602ab6db4b873664c2d356c365ab3cac96fbdec4970ad616415dd45"},
+]
+wcmatch = [
+    {file = "wcmatch-8.2-py3-none-any.whl", hash = "sha256:9146b1ab9354e0797ef6ef69bc89cb32cb9f46d1b9eeef69c559aeec8f3bffb6"},
+    {file = "wcmatch-8.2.tar.gz", hash = "sha256:4d54ddb506c90b5a5bba3a96a1cfb0bb07127909e19046a71d689ddfb18c3617"},
+]
+wrapt = [
+    {file = "wrapt-1.12.1.tar.gz", hash = "sha256:b62ffa81fb85f4332a4f609cab4ac40709470da05643a082ec1eb88e6d9b97d7"},
+]
+zict = [
+    {file = "zict-2.0.0-py3-none-any.whl", hash = "sha256:26aa1adda8250a78dfc6a78d200bfb2ea43a34752cf58980bca75dde0ba0c6e9"},
+    {file = "zict-2.0.0.tar.gz", hash = "sha256:8e2969797627c8a663575c2fc6fcb53a05e37cdb83ee65f341fc6e0c3d0ced16"},
+]
+zipp = [
+    {file = "zipp-3.5.0-py3-none-any.whl", hash = "sha256:957cfda87797e389580cb8b9e3870841ca991e2125350677b2ca83a0e99390a3"},
+    {file = "zipp-3.5.0.tar.gz", hash = "sha256:f5812b1e007e48cff63449a5e9f4e7ebea716b4111f9c4f9a645f91d579bf0c4"},
+]


Test patch:
diff --git a/blackboxopt/optimization_loops/testing.py b/blackboxopt/optimization_loops/testing.py
index 3580badf..df8922e6 100644
--- a/blackboxopt/optimization_loops/testing.py
+++ b/blackboxopt/optimization_loops/testing.py
@@ -8,7 +8,7 @@
 
 import parameterspace as ps
 
-from blackboxopt import EvaluationSpecification, Evaluation, Objective
+from blackboxopt import Evaluation, EvaluationSpecification, Objective
 from blackboxopt.optimizers.random_search import RandomSearch
 
 SPACE = ps.ParameterSpace()
diff --git a/tests/optimization_loops/dask_distributed_test.py b/tests/optimization_loops/dask_distributed_test.py
index 9c44e6a2..b35c2657 100644
--- a/tests/optimization_loops/dask_distributed_test.py
+++ b/tests/optimization_loops/dask_distributed_test.py
@@ -3,15 +3,20 @@
 #
 # SPDX-License-Identifier: Apache-2.0
 
+# Pylint doesn't handle well fixtures:
+# pylint: disable=unused-import
+# pylint: disable=redefined-outer-name
+
 import logging
+import time
 
 import dask
 import dask.distributed as dd
 import parameterspace as ps
 import pytest
-from distributed.utils_test import client, cluster_fixture, loop  # noqa
+from distributed.utils_test import client, cluster_fixture, loop
 
-from blackboxopt import Objective, Evaluation, EvaluationSpecification
+from blackboxopt import Evaluation, EvaluationSpecification, Objective
 from blackboxopt.optimization_loops.dask_distributed import (
     MinimalDaskScheduler,
     run_optimization_loop,
@@ -61,6 +66,10 @@ def test_restarting_workers(tmpdir):
     res = scheduler.check_for_results(20)
     assert res[0].all_objectives_none
 
+    # Wait until scheduler available
+    while not scheduler.has_capacity():
+        time.sleep(0.05)
+
     # make sure that the worker is still functional
     eval_spec.configuration["exit"] = False
     scheduler.submit(evaluation_function_cause_worker_restart, eval_spec)
@@ -68,7 +77,8 @@ def test_restarting_workers(tmpdir):
     assert not res[0].all_objectives_none
     assert res[0].objectives["loss"] == 0
 
-    # shutdown everything to avoid warning because TemporaryDirectory will be cleaned up first
+    # shutdown everything to avoid warning because
+    # TemporaryDirectory will be cleaned up first
     scheduler.shutdown()
     del client
     del cluster