From a070da4610b3e4aab79d15151511eada2f5c874f Mon Sep 17 00:00:00 2001
From: Aron Bahram <aron.bahram@gmail.com>
Date: Wed, 9 Nov 2022 18:52:21 +0100
Subject: [PATCH 1/9] Show progress bar while fitting to training data

---
 autosklearn/automl.py            |  5 +++++
 autosklearn/estimators.py        |  3 +++
 autosklearn/util/progress_bar.py | 38 ++++++++++++++++++++++++++++++++
 3 files changed, 46 insertions(+)
 create mode 100644 autosklearn/util/progress_bar.py

diff --git a/autosklearn/automl.py b/autosklearn/automl.py
index e242fbbc08..4a7bd4f0bb 100644
--- a/autosklearn/automl.py
+++ b/autosklearn/automl.py
@@ -120,6 +120,7 @@
     warnings_to,
 )
 from autosklearn.util.parallel import preload_modules
+from autosklearn.util.progress_bar import ProgressBar
 from autosklearn.util.smac_wrap import SMACCallback, SmacRunCallback
 from autosklearn.util.stopwatch import StopWatch
 
@@ -239,6 +240,7 @@ def __init__(
         get_trials_callback: SMACCallback | None = None,
         dataset_compression: bool | Mapping[str, Any] = True,
         allow_string_features: bool = True,
+        disable_progress_bar: bool = False,
     ):
         super().__init__()
 
@@ -295,6 +297,7 @@ def __init__(
         self.logging_config = logging_config
         self.precision = precision
         self.allow_string_features = allow_string_features
+        self.disable_progress_bar = disable_progress_bar
         self._initial_configurations_via_metalearning = (
             initial_configurations_via_metalearning
         )
@@ -597,6 +600,7 @@ def fit(
         -------
         self
         """
+        progress_bar = ProgressBar(total=self._time_for_task, disable=self.disable_progress_bar)
         if (X_test is not None) ^ (y_test is not None):
             raise ValueError("Must provide both X_test and y_test together")
 
@@ -961,6 +965,7 @@ def fit(
             self._logger.exception(e)
             raise e
         finally:
+            progress_bar.stop()
             self._fit_cleanup()
 
         self.fitted = True
diff --git a/autosklearn/estimators.py b/autosklearn/estimators.py
index 1a094d2582..130651a334 100644
--- a/autosklearn/estimators.py
+++ b/autosklearn/estimators.py
@@ -76,6 +76,7 @@ def __init__(
         get_trials_callback: SMACCallback | None = None,
         dataset_compression: Union[bool, Mapping[str, Any]] = True,
         allow_string_features: bool = True,
+        disable_progress_bar: bool = False,
     ):
         """
         Parameters
@@ -475,6 +476,7 @@ def __init__(
         self.get_trials_callback = get_trials_callback
         self.dataset_compression = dataset_compression
         self.allow_string_features = allow_string_features
+        self.disable_progress_bar = disable_progress_bar
 
         self.automl_ = None  # type: Optional[AutoML]
 
@@ -525,6 +527,7 @@ def build_automl(self):
             get_trials_callback=self.get_trials_callback,
             dataset_compression=self.dataset_compression,
             allow_string_features=self.allow_string_features,
+            disable_progress_bar=self.disable_progress_bar
         )
 
         return automl
diff --git a/autosklearn/util/progress_bar.py b/autosklearn/util/progress_bar.py
new file mode 100644
index 0000000000..d40d3bdfc5
--- /dev/null
+++ b/autosklearn/util/progress_bar.py
@@ -0,0 +1,38 @@
+import time
+
+from threading import Thread
+from tqdm import trange
+
+
+class ProgressBar(Thread):
+    """A Thread that displays a tqdm progress bar in the console."""
+
+    def __init__(self, total: float, update_interval: float = 1.0, disable: bool = False):
+        """
+        Parameters
+        ----------
+        total: the total amount that the progress bar should reach
+        update_interval: reduce this to update the progress bar more frequently
+        disable: flag that turns on or off the progress bar. If false, then no thread is started or created.
+        """
+        self.disable = disable
+        if not disable:
+            super().__init__(name="_progressbar_")
+            self.total = total
+            self.update_interval = update_interval
+            self.terminated: bool = False
+            self.start()
+
+    def run(self):
+        if not self.disable:
+            for _ in trange(self.total, colour="green"):
+                if not self.terminated:
+                    time.sleep(self.update_interval)
+                else:
+                    pass  # max out the bar
+
+    def stop(self):
+        if not self.disable:
+            self.terminated = True
+            super().join()
+

From 3431de211844c8fff080f5a202364e561db69e48 Mon Sep 17 00:00:00 2001
From: Aron Bahram <aron.bahram@gmail.com>
Date: Thu, 10 Nov 2022 18:11:44 +0100
Subject: [PATCH 2/9] Minor fixes for progress bar

---
 autosklearn/automl.py             |  6 +++-
 autosklearn/estimators.py         |  2 +-
 autosklearn/experimental/askl2.py |  2 ++
 autosklearn/util/progress_bar.py  | 52 +++++++++++++++++++++----------
 requirements.txt                  | 17 +++++++---
 5 files changed, 56 insertions(+), 23 deletions(-)

diff --git a/autosklearn/automl.py b/autosklearn/automl.py
index 4a7bd4f0bb..a2e1ee913f 100644
--- a/autosklearn/automl.py
+++ b/autosklearn/automl.py
@@ -600,7 +600,6 @@ def fit(
         -------
         self
         """
-        progress_bar = ProgressBar(total=self._time_for_task, disable=self.disable_progress_bar)
         if (X_test is not None) ^ (y_test is not None):
             raise ValueError("Must provide both X_test and y_test together")
 
@@ -648,6 +647,11 @@ def fit(
                 self._backend.save_start_time(self._seed)
 
             self._stopwatch = StopWatch()
+            progress_bar = ProgressBar(
+                total=self._time_for_task,
+                disable=self.disable_progress_bar,
+                final_message="Running cleanup...",
+            )
 
             # Make sure that input is valid
             # Performs Ordinal one hot encoding to the target
diff --git a/autosklearn/estimators.py b/autosklearn/estimators.py
index 130651a334..6039476b7a 100644
--- a/autosklearn/estimators.py
+++ b/autosklearn/estimators.py
@@ -527,7 +527,7 @@ def build_automl(self):
             get_trials_callback=self.get_trials_callback,
             dataset_compression=self.dataset_compression,
             allow_string_features=self.allow_string_features,
-            disable_progress_bar=self.disable_progress_bar
+            disable_progress_bar=self.disable_progress_bar,
         )
 
         return automl
diff --git a/autosklearn/experimental/askl2.py b/autosklearn/experimental/askl2.py
index 317f0be5b1..9649d5a371 100644
--- a/autosklearn/experimental/askl2.py
+++ b/autosklearn/experimental/askl2.py
@@ -166,6 +166,7 @@ def __init__(
         load_models: bool = True,
         dataset_compression: Union[bool, Mapping[str, Any]] = True,
         allow_string_features: bool = True,
+        disable_progress_bar: bool = False,
     ):
 
         """
@@ -337,6 +338,7 @@ def __init__(
             scoring_functions=scoring_functions,
             load_models=load_models,
             allow_string_features=allow_string_features,
+            disable_progress_bar=disable_progress_bar,
         )
 
     def train_selectors(self, selected_metric=None):
diff --git a/autosklearn/util/progress_bar.py b/autosklearn/util/progress_bar.py
index d40d3bdfc5..b9566ea46c 100644
--- a/autosklearn/util/progress_bar.py
+++ b/autosklearn/util/progress_bar.py
@@ -1,38 +1,58 @@
 import time
-
 from threading import Thread
+
 from tqdm import trange
 
 
 class ProgressBar(Thread):
-    """A Thread that displays a tqdm progress bar in the console."""
+    """
+    A Thread that displays a tqdm progress bar in the console.
 
-    def __init__(self, total: float, update_interval: float = 1.0, disable: bool = False):
-        """
-        Parameters
-        ----------
-        total: the total amount that the progress bar should reach
-        update_interval: reduce this to update the progress bar more frequently
-        disable: flag that turns on or off the progress bar. If false, then no thread is started or created.
-        """
+    Parameters
+    ----------
+    total : float
+        The total amount that should be reached by the progress bar once it finishes
+    update_interval : float
+        Specifies how frequently the progress bar is updated (in seconds)
+    disable : bool
+        Turns on or off the progress bar. If True, this thread won't be started or initialized
+    final_message : str
+        Optional message, which is printed out on a new line once the bar is maxed out.
+    """
+
+    def __init__(
+        self,
+        total: float,
+        update_interval: float = 1.0,
+        disable: bool = False,
+        final_message: str = None,
+    ):
         self.disable = disable
         if not disable:
             super().__init__(name="_progressbar_")
             self.total = total
             self.update_interval = update_interval
+            self.final_message = final_message
             self.terminated: bool = False
             self.start()
 
-    def run(self):
+    def run(self) -> None:
+        """
+        Overrides the run method of Thread. It displays a tqdm progress bar in the console.
+
+        """
         if not self.disable:
-            for _ in trange(self.total, colour="green"):
+            for _ in trange(
+                self.total, colour="green", desc="Fitting to the training data"
+            ):
                 if not self.terminated:
                     time.sleep(self.update_interval)
-                else:
-                    pass  # max out the bar
+            print(self.final_message)
 
-    def stop(self):
+    def stop(self) -> None:
+        """
+        Terminates the thread.
+        """
         if not self.disable:
             self.terminated = True
             super().join()
-
diff --git a/requirements.txt b/requirements.txt
index 76af7f4a06..a96928e9a9 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,21 +1,28 @@
-setuptools
+setuptools~=63.4.1
 typing_extensions
-distro
+distro~=1.8.0
 
 numpy>=1.9.0
 scipy>=1.7.0
 
-joblib
+joblib~=1.2.0
 scikit-learn>=0.24.0,<0.25.0
 
 dask>=2021.12
 distributed>=2012.12
-pyyaml
+pyyaml~=6.0
 pandas>=1.0
 liac-arff
-threadpoolctl
+threadpoolctl~=3.1.0
 
 ConfigSpace>=0.4.21,<0.5
 pynisher>=0.6.3,<0.7
 pyrfr>=0.8.1,<0.9
 smac>=1.2,<1.3
+
+pytest~=7.1.2
+filelock~=3.6.0
+psutil~=5.9.2
+openml~=0.12.2
+matplotlib~=3.6.1
+tqdm~=4.64.1
\ No newline at end of file

From 292a6048c82c71f60183ee75989bac3212da14fe Mon Sep 17 00:00:00 2001
From: Aron Bahram <aron.bahram@gmail.com>
Date: Thu, 10 Nov 2022 18:18:27 +0100
Subject: [PATCH 3/9] Revert accidental changes to requirements.txt

---
 requirements.txt | 20 +++++++-------------
 1 file changed, 7 insertions(+), 13 deletions(-)

diff --git a/requirements.txt b/requirements.txt
index a96928e9a9..d47fb91474 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,28 +1,22 @@
-setuptools~=63.4.1
+setuptools
 typing_extensions
-distro~=1.8.0
+distro
 
 numpy>=1.9.0
 scipy>=1.7.0
 
-joblib~=1.2.0
+joblib
 scikit-learn>=0.24.0,<0.25.0
 
 dask>=2021.12
 distributed>=2012.12
-pyyaml~=6.0
+pyyaml
 pandas>=1.0
 liac-arff
-threadpoolctl~=3.1.0
+threadpoolctl
+tqdm
 
 ConfigSpace>=0.4.21,<0.5
 pynisher>=0.6.3,<0.7
 pyrfr>=0.8.1,<0.9
-smac>=1.2,<1.3
-
-pytest~=7.1.2
-filelock~=3.6.0
-psutil~=5.9.2
-openml~=0.12.2
-matplotlib~=3.6.1
-tqdm~=4.64.1
\ No newline at end of file
+smac>=1.2,<1.3
\ No newline at end of file

From 12d37186384db0095a25aeff564151c5204f4c18 Mon Sep 17 00:00:00 2001
From: Aron Bahram <aron.bahram@gmail.com>
Date: Thu, 10 Nov 2022 22:52:13 +0100
Subject: [PATCH 4/9] Document changes

---
 autosklearn/automl.py             |  8 +++-----
 autosklearn/estimators.py         |  4 ++++
 autosklearn/experimental/askl2.py |  4 ++++
 autosklearn/util/progress_bar.py  | 29 ++++++++++++++++++-----------
 4 files changed, 29 insertions(+), 16 deletions(-)

diff --git a/autosklearn/automl.py b/autosklearn/automl.py
index a2e1ee913f..3c46e69c84 100644
--- a/autosklearn/automl.py
+++ b/autosklearn/automl.py
@@ -629,6 +629,9 @@ def fit(
         # By default try to use the TCP logging port or get a new port
         self._logger_port = logging.handlers.DEFAULT_TCP_LOGGING_PORT
 
+        progress_bar = ProgressBar(
+            total=self._time_for_task, disable=self.disable_progress_bar
+        )
         # Once we start the logging server, it starts in a new process
         # If an error occurs then we want to make sure that we exit cleanly
         # and shut it down, else it might hang
@@ -647,11 +650,6 @@ def fit(
                 self._backend.save_start_time(self._seed)
 
             self._stopwatch = StopWatch()
-            progress_bar = ProgressBar(
-                total=self._time_for_task,
-                disable=self.disable_progress_bar,
-                final_message="Running cleanup...",
-            )
 
             # Make sure that input is valid
             # Performs Ordinal one hot encoding to the target
diff --git a/autosklearn/estimators.py b/autosklearn/estimators.py
index 6039476b7a..577265239e 100644
--- a/autosklearn/estimators.py
+++ b/autosklearn/estimators.py
@@ -382,6 +382,10 @@ def __init__(
             Whether autosklearn should process string features. By default the
             textpreprocessing is enabled.
 
+        disable_progress_bar: bool = False
+            Whether to disable the progress bar that is displayed in the console
+            while fitting to the training data.
+
         Attributes
         ----------
         cv_results_ : dict of numpy (masked) ndarrays
diff --git a/autosklearn/experimental/askl2.py b/autosklearn/experimental/askl2.py
index 9649d5a371..b712ba484e 100644
--- a/autosklearn/experimental/askl2.py
+++ b/autosklearn/experimental/askl2.py
@@ -285,6 +285,10 @@ def __init__(
         load_models : bool, optional (True)
             Whether to load the models after fitting Auto-sklearn.
 
+        disable_progress_bar: bool = False
+            Whether to disable the progress bar that is displayed in the console
+            while fitting to the training data.
+
         Attributes
         ----------
 
diff --git a/autosklearn/util/progress_bar.py b/autosklearn/util/progress_bar.py
index b9566ea46c..5f739cf813 100644
--- a/autosklearn/util/progress_bar.py
+++ b/autosklearn/util/progress_bar.py
@@ -1,53 +1,60 @@
+import datetime
 import time
 from threading import Thread
 
-from tqdm import trange
+from tqdm import trange  # type: ignore
 
 
 class ProgressBar(Thread):
     """
     A Thread that displays a tqdm progress bar in the console.
 
+    It is specialized to display information relevant to fitting to the training data
+    with auto-sklearn.
+
     Parameters
     ----------
-    total : float
+    total : int
         The total amount that should be reached by the progress bar once it finishes
     update_interval : float
         Specifies how frequently the progress bar is updated (in seconds)
     disable : bool
-        Turns on or off the progress bar. If True, this thread won't be started or initialized
-    final_message : str
-        Optional message, which is printed out on a new line once the bar is maxed out.
+        Turns on or off the progress bar. If True, this thread won't be started or
+        initialized.
     """
 
     def __init__(
         self,
-        total: float,
+        total: int,
         update_interval: float = 1.0,
         disable: bool = False,
-        final_message: str = None,
     ):
         self.disable = disable
         if not disable:
             super().__init__(name="_progressbar_")
             self.total = total
             self.update_interval = update_interval
-            self.final_message = final_message
             self.terminated: bool = False
+            # start this thread
             self.start()
 
     def run(self) -> None:
         """
-        Overrides the run method of Thread. It displays a tqdm progress bar in the console.
+        Overrides the run method of Thread. It displays a tqdm progress bar in the
+        console with useful descriptions about the task.
 
         """
         if not self.disable:
             for _ in trange(
-                self.total, colour="green", desc="Fitting to the training data"
+                self.total,
+                colour="green",
+                desc="Fitting to the training data",
+                postfix=f"The total time budget for this task is"
+                f" {datetime.timedelta(seconds=self.total)}",
             ):
                 if not self.terminated:
                     time.sleep(self.update_interval)
-            print(self.final_message)
+            print("Finishing up the task...")
 
     def stop(self) -> None:
         """

From 62a7d7a99cb1e42f8a28634951353ca32c03729b Mon Sep 17 00:00:00 2001
From: Aron Bahram <aron.bahram@gmail.com>
Date: Fri, 11 Nov 2022 23:46:59 +0100
Subject: [PATCH 5/9] Skip type checks for tqdm

---
 pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 40ea854030..a696c0fb46 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -155,7 +155,8 @@ module = [
     "setuptools.*",
     "pkg_resources.*",
     "yaml.*",
-    "psutil.*"
+    "psutil.*",
+    "tqdm.*",
 ]
 ignore_missing_imports = true
 

From 1781d49096c79fe0f92d9b3e79159337276d5f09 Mon Sep 17 00:00:00 2001
From: Aron Bahram <aron.bahram@gmail.com>
Date: Fri, 11 Nov 2022 23:47:41 +0100
Subject: [PATCH 6/9] Make progress bar more flexible with kwargs

---
 autosklearn/automl.py            |  5 ++++-
 autosklearn/util/progress_bar.py | 31 +++++++++++++++++--------------
 2 files changed, 21 insertions(+), 15 deletions(-)

diff --git a/autosklearn/automl.py b/autosklearn/automl.py
index 3c46e69c84..93fde84330 100644
--- a/autosklearn/automl.py
+++ b/autosklearn/automl.py
@@ -630,7 +630,10 @@ def fit(
         self._logger_port = logging.handlers.DEFAULT_TCP_LOGGING_PORT
 
         progress_bar = ProgressBar(
-            total=self._time_for_task, disable=self.disable_progress_bar
+            total=self._time_for_task,
+            disable=self.disable_progress_bar,
+            desc="Fitting to the training data",
+            colour="green",
         )
         # Once we start the logging server, it starts in a new process
         # If an error occurs then we want to make sure that we exit cleanly
diff --git a/autosklearn/util/progress_bar.py b/autosklearn/util/progress_bar.py
index 5f739cf813..7653efa60c 100644
--- a/autosklearn/util/progress_bar.py
+++ b/autosklearn/util/progress_bar.py
@@ -1,13 +1,14 @@
+from typing import Any
+
 import datetime
 import time
 from threading import Thread
 
-from tqdm import trange  # type: ignore
+from tqdm import trange
 
 
 class ProgressBar(Thread):
-    """
-    A Thread that displays a tqdm progress bar in the console.
+    """A Thread that displays a tqdm progress bar in the console.
 
     It is specialized to display information relevant to fitting to the training data
     with auto-sklearn.
@@ -21,6 +22,10 @@ class ProgressBar(Thread):
     disable : bool
         Turns on or off the progress bar. If True, this thread won't be started or
         initialized.
+    kwargs : Any
+        Keyword arguments that are passed on to tqdm, refer to:
+        https://tqdm.github.io/docs/tqdm/. Note that postfix can not be specified
+        as a kwarg since it is already passed to tqdm by this class.
     """
 
     def __init__(
@@ -28,6 +33,7 @@ def __init__(
         total: int,
         update_interval: float = 1.0,
         disable: bool = False,
+        **kwargs: Any,
     ):
         self.disable = disable
         if not disable:
@@ -35,31 +41,28 @@ def __init__(
             self.total = total
             self.update_interval = update_interval
             self.terminated: bool = False
+            self.kwargs = kwargs
             # start this thread
             self.start()
 
     def run(self) -> None:
-        """
-        Overrides the run method of Thread. It displays a tqdm progress bar in the
-        console with useful descriptions about the task.
+        """Display a tqdm progress bar in the console.
 
+        Additionally, it shows useful information related to the task. This method
+        overrides the run method of Thread.
         """
         if not self.disable:
             for _ in trange(
                 self.total,
-                colour="green",
-                desc="Fitting to the training data",
-                postfix=f"The total time budget for this task is"
-                f" {datetime.timedelta(seconds=self.total)}",
+                postfix=f"The total time budget for this task is "
+                f"{datetime.timedelta(seconds=self.total)}",
+                **self.kwargs,
             ):
                 if not self.terminated:
                     time.sleep(self.update_interval)
-            print("Finishing up the task...")
 
     def stop(self) -> None:
-        """
-        Terminates the thread.
-        """
+        """Terminates the thread."""
         if not self.disable:
             self.terminated = True
             super().join()

From e5b187174e4261a9566e2462612cb9d88f60e426 Mon Sep 17 00:00:00 2001
From: Aron Bahram <aron.bahram@gmail.com>
Date: Fri, 11 Nov 2022 23:53:42 +0100
Subject: [PATCH 7/9] Fix link checker make command in CONTRIBUTE.md

---
 CONTRIBUTING.md | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 73ce781618..dfffc2fcf1 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -252,10 +252,11 @@ Lastly, if the feature really is a game changer or you're very proud of it, cons
     make doc
     ```
     *   If you're unfamiliar with sphinx, it's a documentation generator which can read comments and docstrings from within the code and generate html documentation.
-    *   If you've added documentation, we also has a command `linkcheck` for making sure all the links correctly go to some destination.
+    *   If you've added documentation, we also have a command `links` for making 
+        sure all the links correctly go to some destination.
         This helps tests for dead links or accidental typos.
     ```bash
-    make linkcheck
+    make links
     ```
     *   We also use sphinx-gallery which can take python files (such as those in the `examples` folder) and run them, creating html which shows the code and the output it generates.
     ```bash
@@ -396,7 +397,7 @@ Lastly, if the feature really is a game changer or you're very proud of it, cons
     # If you changed documentation:
     # This will generate all documentation and check links
     make doc
-    make linkcheck
+    make links
     make examples  # mainly needed if you modified some examples
 
     # ... fix any issues

From 3cf305b637579a70810d725ee2e4efe72fafce89 Mon Sep 17 00:00:00 2001
From: Aron Bahram <aron.bahram@gmail.com>
Date: Sat, 12 Nov 2022 00:25:59 +0100
Subject: [PATCH 8/9] Update doc link to be sphinx compatible

---
 autosklearn/util/progress_bar.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/autosklearn/util/progress_bar.py b/autosklearn/util/progress_bar.py
index 7653efa60c..7ccd3bc153 100644
--- a/autosklearn/util/progress_bar.py
+++ b/autosklearn/util/progress_bar.py
@@ -23,9 +23,9 @@ class ProgressBar(Thread):
         Turns on or off the progress bar. If True, this thread won't be started or
         initialized.
     kwargs : Any
-        Keyword arguments that are passed on to tqdm, refer to:
-        https://tqdm.github.io/docs/tqdm/. Note that postfix can not be specified
-        as a kwarg since it is already passed to tqdm by this class.
+        Keyword arguments that are passed into tqdm's constructor. Refer to:
+        `tqdm <https://tqdm.github.io/docs/tqdm/>`_. Note that postfix can not be
+        specified in the kwargs since it is already passed into tqdm by this class.
     """
 
     def __init__(

From 143b7c458f36eea27d950639aaced24bb0159ee2 Mon Sep 17 00:00:00 2001
From: Aron Bahram <aron.bahram@gmail.com>
Date: Sat, 12 Nov 2022 00:28:30 +0100
Subject: [PATCH 9/9] Switch to pytets-forked from pytest-xdist

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index aa6e42669e..6e37e0e711 100644
--- a/setup.py
+++ b/setup.py
@@ -32,7 +32,7 @@
     "test": [
         "pytest>=4.6",
         "pytest-cov",
-        "pytest-xdist",
+        "pytest-forked",
         "pytest-timeout",
         "pytest-cases>=3.6.11",
         "mypy",