diff --git a/bob/pipelines/config/distributed/sge_demanding.py b/bob/pipelines/config/distributed/sge_demanding.py
deleted file mode 100644
index c0fc113210f3b6a33ff9a78200f7e303a98ba4d9..0000000000000000000000000000000000000000
--- a/bob/pipelines/config/distributed/sge_demanding.py
+++ /dev/null
@@ -1,7 +0,0 @@
-from dask.distributed import Client
-
-from bob.pipelines.distributed.sge import SGEMultipleQueuesCluster
-from bob.pipelines.distributed.sge_queues import QUEUE_DEMANDING
-
-cluster = SGEMultipleQueuesCluster(min_jobs=20, sge_job_spec=QUEUE_DEMANDING)
-dask_client = Client(cluster)
diff --git a/bob/pipelines/distributed/sge_queues.py b/bob/pipelines/distributed/sge_queues.py
index 27dee9ea31c105dda6745d6c965173f4364f76b9..e8b5920b2124b287b7c81a10e85a62a8b27d7e3f 100644
--- a/bob/pipelines/distributed/sge_queues.py
+++ b/bob/pipelines/distributed/sge_queues.py
@@ -101,56 +101,3 @@ QUEUE_LIGHT = {
 This queue setup has a light arrangement.
 For CPU jobs, it prioritizes all.q and not io_big
 """
-
-
-QUEUE_DEMANDING = {
-    "default": {
-        "queue": "q_1day",
-        "memory": "8GB",
-        "io_big": True,
-        "resource_spec": "",
-        "max_jobs": 48,
-        "resources": "",
-    },
-    "q_1day": {
-        "queue": "q_1day",
-        "memory": "4GB",
-        "io_big": False,
-        "resource_spec": "",
-        "max_jobs": 48,
-        "resources": {"q_1day": 1},
-    },
-    "q_1week": {
-        "queue": "q_1week",
-        "memory": "4GB",
-        "io_big": True,
-        "resource_spec": "",
-        "resources": {"q_1week": 1},
-    },
-    "q_short_gpu": {
-        "queue": "q_short_gpu",
-        "memory": "30GB",
-        "io_big": False,
-        "resource_spec": "",
-        "max_jobs": 45,
-        "resources": {"q_short_gpu": 1},
-    },
-    "q_gpu": {
-        "queue": "q_gpu",
-        "memory": "30GB",
-        "io_big": False,
-        "resource_spec": "",
-        "resources": {"q_gpu": 1},
-    },
-    "q_long_gpu": {
-        "queue": "q_long_gpu",
-        "memory": "30GB",
-        "io_big": False,
-        "resource_spec": "",
-        "resources": {"q_long_gpu": 1},
-    },
-}
-"""
-This queue setup has a light arrangement.
-For CPU jobs, it prioritizes all.q and not io_big
-"""
diff --git a/setup.py b/setup.py
index ce66a0872616a56d059f9365cf557da7195ea35b..b3829f2f81c51c831dcf7ddf12f4654f8b9f7093 100644
--- a/setup.py
+++ b/setup.py
@@ -14,6 +14,7 @@ install_requires = load_requirements()
 
 
 setup(
+    # This is the basic information about the project.
     name="bob.pipelines",
     version=open("version.txt").read().rstrip(),
     description="Tools to build robust and extensible pipelines",
@@ -27,13 +28,29 @@ setup(
     # maintainer_email='email@example.com'
     # you may add more keywords separating those by commas (a, b, c, ...)
     keywords="bob",
+
+    # If you have a better, long description of your package, place it on the
+    # 'doc' directory and then hook it here
     long_description=open("README.rst").read(),
-    # leave this here, it is pretty standard
+
+    # This line is required for any distutils based packaging.
     packages=find_packages(),
     include_package_data=True,
     zip_safe=False,
+
+    # Packages that should be installed when you "install" this package.
     install_requires=install_requires,
-    # check classifiers, add and remove as you see fit
+
+    # entry_points defines which scripts will be inside the 'bin' directory
+    entry_points = {
+        'dask.client': [
+            'local-parallel  = bob.pipelines.config.distributed.local_parallel',
+            'sge             = bob.pipelines.config.distributed.sge_default',
+            'sge-light       = bob.pipelines.config.distributed.sge_light',
+        ],
+    },
+
+    # check classifiers (important for PyPI), add and remove as you see fit.
     # full list here: https://pypi.org/classifiers/
     # don't remove the Bob framework unless it's not a bob package
     classifiers=[