From 431114c458163ff16953f70c562c541d77d93185 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Wed, 6 Sep 2023 11:53:37 -0400
Subject: [PATCH 01/28] Test pre-commit workflow

---
 .github/workflows/pre-commit-ci.yml | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)
 create mode 100644 .github/workflows/pre-commit-ci.yml

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
new file mode 100644
index 0000000..913e7df
--- /dev/null
+++ b/.github/workflows/pre-commit-ci.yml
@@ -0,0 +1,18 @@
+# This workflow runs pre-commit hooks to promote code style consistency.
+
+name: Run pre-commit hooks
+
+on:
+  pull_request:
+
+jobs:
+  pre-commit-ci:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v3
+    - uses: actions/setup-python@v4
+      with:
+        python-version: 3.x
+    - uses: pre-commit/action@v3.0.0
+    - uses: pre-commit-ci/lite-action@v1.0.1
+      if: always()
\ No newline at end of file

From 0c3238cc382caa127d2a9cf933e4ea8a651d29c3 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Wed, 6 Sep 2023 11:58:56 -0400
Subject: [PATCH 02/28] Fix pre-commit workflow

---
 .github/workflows/pre-commit-ci.yml | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 913e7df..0e8cb9e 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -10,9 +10,17 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v3
-    - uses: actions/setup-python@v4
+    - name: Set up Python
+      uses: actions/setup-python@v4
       with:
-        python-version: 3.x
+        python-version: '3.10'
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        python -m pip install --upgrade pip
+        pip install .
+        pip install .[dev]
+        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
     - uses: pre-commit/action@v3.0.0
     - uses: pre-commit-ci/lite-action@v1.0.1
       if: always()
\ No newline at end of file

From c5833c1ac86c0f7aa8fcc8a5932bfb1b4cd9b22f Mon Sep 17 00:00:00 2001
From: "pre-commit-ci-lite[bot]"
 <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com>
Date: Wed, 6 Sep 2023 16:00:58 +0000
Subject: [PATCH 03/28] [pre-commit.ci lite] apply automatic fixes

---
 src/benchmarking_asv/_version.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/benchmarking_asv/_version.py b/src/benchmarking_asv/_version.py
index 5982d42..1533711 100644
--- a/src/benchmarking_asv/_version.py
+++ b/src/benchmarking_asv/_version.py
@@ -1,4 +1,4 @@
 # file generated by setuptools_scm
 # don't change, don't track in version control
-__version__ = version = '0.1.dev77+gcc8af17.d20230802'
-__version_tuple__ = version_tuple = (0, 1, 'dev77', 'gcc8af17.d20230802')
+__version__ = version = '0.1.dev1+gd7ed03f.d20230906'
+__version_tuple__ = version_tuple = (0, 1, 'dev1', 'gd7ed03f.d20230906')

From 28168a13ea652bdaf38f49659d10885f87c811b0 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Wed, 6 Sep 2023 17:07:06 -0400
Subject: [PATCH 04/28] Fix pylint failure

---
 src/benchmarking_asv/_version.py       | 4 ----
 src/benchmarking_asv/example_module.py | 2 ++
 2 files changed, 2 insertions(+), 4 deletions(-)
 delete mode 100644 src/benchmarking_asv/_version.py

diff --git a/src/benchmarking_asv/_version.py b/src/benchmarking_asv/_version.py
deleted file mode 100644
index 1533711..0000000
--- a/src/benchmarking_asv/_version.py
+++ /dev/null
@@ -1,4 +0,0 @@
-# file generated by setuptools_scm
-# don't change, don't track in version control
-__version__ = version = '0.1.dev1+gd7ed03f.d20230906'
-__version_tuple__ = version_tuple = (0, 1, 'dev1', 'gd7ed03f.d20230906')
diff --git a/src/benchmarking_asv/example_module.py b/src/benchmarking_asv/example_module.py
index 330fbe5..ab576c5 100644
--- a/src/benchmarking_asv/example_module.py
+++ b/src/benchmarking_asv/example_module.py
@@ -28,8 +28,10 @@ def meaning() -> int:
 
 
 def run_time_computation():
+    """Mock function for random time computation."""
     time.sleep(random.uniform(0, 5))
 
 
 def run_mem_computation():
+    """Mock function for random mem consumption."""
     return [0] * random.randint(0, 512)

From ce152b910d9c5deaec27f16d777d3833916ff164 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Wed, 6 Sep 2023 17:24:30 -0400
Subject: [PATCH 05/28] Run hooks on changed files only

---
 .github/workflows/pre-commit-ci.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 0e8cb9e..6dce0fd 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -22,5 +22,7 @@ jobs:
         pip install .[dev]
         if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
     - uses: pre-commit/action@v3.0.0
+      with: 
+        extra_args: --color=always --from-ref ${{ github.event.pull_request.base.sha }} --to-ref ${{ github.event.pull_request.head.sha }}
     - uses: pre-commit-ci/lite-action@v1.0.1
       if: always()
\ No newline at end of file

From 555f57b73d5df5d01913835186fbe083adabd786 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Wed, 6 Sep 2023 17:42:52 -0400
Subject: [PATCH 06/28] Skip most hooks on ci

---
 .github/workflows/pre-commit-ci.yml | 6 ++++--
 .pre-commit-config.yaml             | 9 +++++++++
 2 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 6dce0fd..68eabc7 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -10,6 +10,8 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v3
+      with:
+        fetch-depth: 0 
     - name: Set up Python
       uses: actions/setup-python@v4
       with:
@@ -22,7 +24,7 @@ jobs:
         pip install .[dev]
         if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
     - uses: pre-commit/action@v3.0.0
-      with: 
-        extra_args: --color=always --from-ref ${{ github.event.pull_request.base.sha }} --to-ref ${{ github.event.pull_request.head.sha }}
+      with:
+        extra_args: --color=always --from main --to HEAD
     - uses: pre-commit-ci/lite-action@v1.0.1
       if: always()
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index de2b726..1474498 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,3 +1,12 @@
+ci:
+  skip: [
+    check-lincc-frameworks-template-version, 
+    pytest-check, 
+    no-commit-to-branch, 
+    check-added-large-files, 
+    sphinx-build
+  ]
+
 repos:
 
     # Compare the local template version to the latest remote template version

From 09ac15414d4044f34fbb60962f9121e22fc78b69 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Wed, 6 Sep 2023 17:46:43 -0400
Subject: [PATCH 07/28] Fix cmd args syntax

---
 .github/workflows/pre-commit-ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 68eabc7..1566327 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -25,6 +25,6 @@ jobs:
         if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
     - uses: pre-commit/action@v3.0.0
       with:
-        extra_args: --color=always --from main --to HEAD
+        extra_args: --color=always --from=main --to=HEAD
     - uses: pre-commit-ci/lite-action@v1.0.1
       if: always()
\ No newline at end of file

From 36ee7479d97fdeb5975b1fb6e83820be9cf967a3 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Wed, 6 Sep 2023 17:51:58 -0400
Subject: [PATCH 08/28] Revert change

---
 .github/workflows/pre-commit-ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 1566327..bd55476 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -25,6 +25,6 @@ jobs:
         if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
     - uses: pre-commit/action@v3.0.0
       with:
-        extra_args: --color=always --from=main --to=HEAD
+        extra_args: --from-ref ${{ github.event.pull_request.base.sha }} --to-ref ${{ github.event.pull_request.head.sha }}
     - uses: pre-commit-ci/lite-action@v1.0.1
       if: always()
\ No newline at end of file

From facbfd1e4940bd9c07c28277436c3c7aa8609f1b Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 09:56:36 -0400
Subject: [PATCH 09/28] Skip hooks using env variable

---
 .github/workflows/pre-commit-ci.yml | 7 +++++++
 .pre-commit-config.yaml             | 9 ---------
 2 files changed, 7 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index bd55476..e85caac 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -7,6 +7,13 @@ on:
 
 jobs:
   pre-commit-ci:
+    env: 
+      SKIP: >
+        "check-lincc-frameworks-template-version, 
+        pytest-check, 
+        no-commit-to-branch, 
+        check-added-large-files, 
+        sphinx-build"
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v3
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1474498..de2b726 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,12 +1,3 @@
-ci:
-  skip: [
-    check-lincc-frameworks-template-version, 
-    pytest-check, 
-    no-commit-to-branch, 
-    check-added-large-files, 
-    sphinx-build
-  ]
-
 repos:
 
     # Compare the local template version to the latest remote template version

From 10f366ec110c67fd7885f1f55cee65970b134cff Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 10:11:14 -0400
Subject: [PATCH 10/28] Test workflow

---
 .github/workflows/pre-commit-ci.yml | 15 ++++++++-------
 1 file changed, 8 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index e85caac..12154e1 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -5,15 +5,16 @@ name: Run pre-commit hooks
 on:
   pull_request:
 
+env: 
+  SKIP: |
+    "check-lincc-frameworks-template-version," \
+    "pytest-check," \
+    "no-commit-to-branch," \
+    "check-added-large-files," \
+    "sphinx-build"
+
 jobs:
   pre-commit-ci:
-    env: 
-      SKIP: >
-        "check-lincc-frameworks-template-version, 
-        pytest-check, 
-        no-commit-to-branch, 
-        check-added-large-files, 
-        sphinx-build"
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v3

From da97c37a67dfdcec96a3aad5ff6e2da17ed38386 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 10:25:26 -0400
Subject: [PATCH 11/28] Test workflow

---
 .github/workflows/pre-commit-ci.yml | 12 +++---------
 1 file changed, 3 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 12154e1..74f2924 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -1,21 +1,15 @@
-# This workflow runs pre-commit hooks to promote code style consistency.
+# This workflow runs pre-commit hooks to enforce code style.
 
 name: Run pre-commit hooks
 
 on:
   pull_request:
 
-env: 
-  SKIP: |
-    "check-lincc-frameworks-template-version," \
-    "pytest-check," \
-    "no-commit-to-branch," \
-    "check-added-large-files," \
-    "sphinx-build"
-
 jobs:
   pre-commit-ci:
     runs-on: ubuntu-latest
+    env: 
+      SKIP: "check-lincc-frameworks-template-version,pytest-check,no-commit-to-branch,check-added-large-files,sphinx-build"
     steps:
     - uses: actions/checkout@v3
       with:

From d8d1823e48f996e8a4233f0c546f6ee40079dbcf Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 10:28:06 -0400
Subject: [PATCH 12/28] Test dependencies

---
 .github/workflows/pre-commit-ci.yml | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 74f2924..5a73d31 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -18,13 +18,6 @@ jobs:
       uses: actions/setup-python@v4
       with:
         python-version: '3.10'
-    - name: Install dependencies
-      run: |
-        sudo apt-get update
-        python -m pip install --upgrade pip
-        pip install .
-        pip install .[dev]
-        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
     - uses: pre-commit/action@v3.0.0
       with:
         extra_args: --from-ref ${{ github.event.pull_request.base.sha }} --to-ref ${{ github.event.pull_request.head.sha }}

From 66c97f604cb84878d3f235a66761fd80fbdd7c02 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 10:40:50 -0400
Subject: [PATCH 13/28] Reduce dependencies

---
 .github/workflows/pre-commit-ci.yml |  5 +++++
 docs/notebooks/intro_notebook.ipynb | 31 +++++++++++++++++++++++++----
 2 files changed, 32 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 5a73d31..4506aa4 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -18,6 +18,11 @@ jobs:
       uses: actions/setup-python@v4
       with:
         python-version: '3.10'
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        python -m pip install --upgrade pip
+        pip install pylint
     - uses: pre-commit/action@v3.0.0
       with:
         extra_args: --from-ref ${{ github.event.pull_request.base.sha }} --to-ref ${{ github.event.pull_request.head.sha }}
diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index 2e7779f..1a11e8e 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "actual-thirty",
    "metadata": {},
    "outputs": [],
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "funded-protection",
    "metadata": {
     "lines_to_next_cell": 1
@@ -87,10 +87,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "imported-uruguay",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "SineAndCosineWaves()"
    ]
@@ -104,6 +115,18 @@
    "display_name": "Python 3",
    "language": "python",
    "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,

From 769528a84e3f203e6d52521f5b7e346d84ae69f0 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 10:42:35 -0400
Subject: [PATCH 14/28] Add missing jupyter dependency

---
 .github/workflows/pre-commit-ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 4506aa4..32dbd44 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -22,7 +22,7 @@ jobs:
       run: |
         sudo apt-get update
         python -m pip install --upgrade pip
-        pip install pylint
+        pip install pylint jupyter
     - uses: pre-commit/action@v3.0.0
       with:
         extra_args: --from-ref ${{ github.event.pull_request.base.sha }} --to-ref ${{ github.event.pull_request.head.sha }}

From 6157b480fa1ed75fc3325c067947cf66f06d514e Mon Sep 17 00:00:00 2001
From: "pre-commit-ci-lite[bot]"
 <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com>
Date: Thu, 7 Sep 2023 14:43:54 +0000
Subject: [PATCH 15/28] [pre-commit.ci lite] apply automatic fixes

---
 docs/notebooks/intro_notebook.ipynb | 19 ++++---------------
 1 file changed, 4 insertions(+), 15 deletions(-)

diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index 1a11e8e..192f06b 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "actual-thirty",
    "metadata": {},
    "outputs": [],
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "funded-protection",
    "metadata": {
     "lines_to_next_cell": 1
@@ -87,21 +87,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "imported-uruguay",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1500x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "SineAndCosineWaves()"
    ]

From e6b965caf9b00def9f71f3de29f00f710a41cb29 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 10:56:13 -0400
Subject: [PATCH 16/28] Test multiple hook fixes

---
 docs/notebooks/intro_notebook.ipynb           | 19 +++++++++++++++----
 src/benchmarking_asv/example_module.py        |  4 ++--
 tests/benchmarking_asv/test_example_module.py |  4 +++-
 3 files changed, 20 insertions(+), 7 deletions(-)

diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index 192f06b..bc60b4c 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "actual-thirty",
    "metadata": {},
    "outputs": [],
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "funded-protection",
    "metadata": {
     "lines_to_next_cell": 1
@@ -87,10 +87,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "imported-uruguay",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "SineAndCosineWaves()"
    ]
diff --git a/src/benchmarking_asv/example_module.py b/src/benchmarking_asv/example_module.py
index ab576c5..8086abf 100644
--- a/src/benchmarking_asv/example_module.py
+++ b/src/benchmarking_asv/example_module.py
@@ -1,8 +1,8 @@
 """An example module containing simplistic functions."""
 
 
-import random
 import time
+import random
 
 
 def greetings() -> str:
@@ -24,7 +24,7 @@ def meaning() -> int:
     int
         The meaning of life.
     """
-    return 42
+    return    42
 
 
 def run_time_computation():
diff --git a/tests/benchmarking_asv/test_example_module.py b/tests/benchmarking_asv/test_example_module.py
index 1ef740b..deeea16 100644
--- a/tests/benchmarking_asv/test_example_module.py
+++ b/tests/benchmarking_asv/test_example_module.py
@@ -1,10 +1,12 @@
+"""An example module containing testing of mock functions."""
+
 from benchmarking_asv import example_module
 
 
 def test_greetings() -> None:
     """Verify the output of the `greetings` function"""
     output = example_module.greetings()
-    assert output == "Hello from LINCC-Frameworks!"
+    assert output   == "Hello from LINCC-Frameworks!"
 
 
 def test_meaning() -> None:

From 75884619095e0260573055a5104f6b51419a0476 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci-lite[bot]"
 <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com>
Date: Thu, 7 Sep 2023 14:57:34 +0000
Subject: [PATCH 17/28] [pre-commit.ci lite] apply automatic fixes

---
 docs/notebooks/intro_notebook.ipynb    | 19 ++++---------------
 src/benchmarking_asv/example_module.py |  2 +-
 2 files changed, 5 insertions(+), 16 deletions(-)

diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index bc60b4c..192f06b 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "actual-thirty",
    "metadata": {},
    "outputs": [],
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "funded-protection",
    "metadata": {
     "lines_to_next_cell": 1
@@ -87,21 +87,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "imported-uruguay",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1500x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "SineAndCosineWaves()"
    ]
diff --git a/src/benchmarking_asv/example_module.py b/src/benchmarking_asv/example_module.py
index 8086abf..4476f51 100644
--- a/src/benchmarking_asv/example_module.py
+++ b/src/benchmarking_asv/example_module.py
@@ -1,8 +1,8 @@
 """An example module containing simplistic functions."""
 
 
-import time
 import random
+import time
 
 
 def greetings() -> str:

From b055a9186609d538d29da4e7590bf9e1191726ec Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 12:03:18 -0400
Subject: [PATCH 18/28] Run black for auto fixes

---
 .pre-commit-config.yaml             | 14 ++++++++++----
 docs/notebooks/intro_notebook.ipynb |  6 +++---
 2 files changed, 13 insertions(+), 7 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index de2b726..08dee60 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -37,7 +37,7 @@ repos:
         pass_filenames: false
         always_run: true
 
-    # prevents committing directly branches named 'main' and 'master'.
+    # Prevents committing directly branches named 'main' and 'master'.
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.4.0
     hooks:
@@ -49,7 +49,7 @@ repos:
         description: Prevent the user from committing very large files.
         args: ['--maxkb=500']
 
-    # verify that pyproject.toml is well formed
+    # Verify that pyproject.toml is well formed
   - repo: https://github.com/abravalheri/validate-pyproject
     rev: v0.12.1
     hooks:
@@ -57,6 +57,13 @@ repos:
         name: Validate pyproject.toml
         description: Verify that pyproject.toml adheres to the established schema.
 
+    # Run black to format code
+  - repo: https://github.com/psf/black
+    rev: 23.7.0
+    hooks:
+      - id: black-jupyter
+        language_version: python3.10
+
     # Automatically sort the imports used in .py files
   - repo: https://github.com/pycqa/isort
     rev: 5.12.0
@@ -67,7 +74,6 @@ repos:
         types: [python]
         files: ^(src|tests)/
 
-
     # Analyze the src code style and report code that doesn't adhere.
   - repo: local
     hooks:
@@ -83,6 +89,7 @@ repos:
             "-sn", # Don't display the score
             "--rcfile=src/.pylintrc",
           ]
+
     # Analyze the tests code style and report code that doesn't adhere.
   - repo: local
     hooks:
@@ -99,7 +106,6 @@ repos:
             "--rcfile=tests/.pylintrc",
           ]
 
-
     # Make sure Sphinx can build the documentation while explicitly omitting 
     # notebooks from the docs, so users don't have to wait through the execution 
     # of each notebook or each commit. By default, these will be checked in the 
diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index 192f06b..4c37906 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -32,7 +32,7 @@
     "    print('Magic function can only be used in IPython environment')\n",
     "    matplotlib.use('Agg')\n",
     "\n",
-    "pl.rcParams[\"figure.figsize\"] = [15, 8]"
+    "pl.rcParams[\"figure.figsize\"] = [15,      8]"
    ]
   },
   {
@@ -65,9 +65,9 @@
     "    # Calculate the cosine of each value of X\n",
     "    z = np.cos(x)\n",
     "    # Plot the sine wave in blue, using degrees rather than radians on the X axis\n",
-    "    pl.plot(xdeg, y, color='blue', label='Sine wave')\n",
+    "    pl.plot(xdeg, y, color=\"blue\", label=\"Sine wave\")\n",
     "    # Plot the cos wave in green, using degrees rather than radians on the X axis\n",
-    "    pl.plot(xdeg, z, color='green', label='Cosine wave')\n",
+    "    pl.plot(xdeg, z, color=\"green\", label=\"Cosine wave\")\n",
     "    pl.xlabel(\"Degrees\")\n",
     "    # More sensible X axis values\n",
     "    pl.xticks(np.arange(0, 361, 45))\n",

From 5b70e0444aad2479c0ba47e7e6f50bf6650c82f7 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci-lite[bot]"
 <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com>
Date: Thu, 7 Sep 2023 16:04:52 +0000
Subject: [PATCH 19/28] [pre-commit.ci lite] apply automatic fixes

---
 src/benchmarking_asv/example_module.py        | 2 +-
 tests/benchmarking_asv/test_example_module.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/benchmarking_asv/example_module.py b/src/benchmarking_asv/example_module.py
index 4476f51..ab576c5 100644
--- a/src/benchmarking_asv/example_module.py
+++ b/src/benchmarking_asv/example_module.py
@@ -24,7 +24,7 @@ def meaning() -> int:
     int
         The meaning of life.
     """
-    return    42
+    return 42
 
 
 def run_time_computation():
diff --git a/tests/benchmarking_asv/test_example_module.py b/tests/benchmarking_asv/test_example_module.py
index deeea16..96acc2f 100644
--- a/tests/benchmarking_asv/test_example_module.py
+++ b/tests/benchmarking_asv/test_example_module.py
@@ -6,7 +6,7 @@
 def test_greetings() -> None:
     """Verify the output of the `greetings` function"""
     output = example_module.greetings()
-    assert output   == "Hello from LINCC-Frameworks!"
+    assert output == "Hello from LINCC-Frameworks!"
 
 
 def test_meaning() -> None:

From 60bc344554f2a49518a6288c0f5087d9a1b43504 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 12:28:51 -0400
Subject: [PATCH 20/28] Test formatting of notebooks

---
 .github/workflows/pre-commit-ci.yml |  4 +++-
 .pre-commit-config.yaml             |  3 +++
 docs/notebooks/intro_notebook.ipynb | 21 ++++++++++++++++-----
 3 files changed, 22 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 32dbd44..74f2924 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -22,7 +22,9 @@ jobs:
       run: |
         sudo apt-get update
         python -m pip install --upgrade pip
-        pip install pylint jupyter
+        pip install .
+        pip install .[dev]
+        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
     - uses: pre-commit/action@v3.0.0
       with:
         extra_args: --from-ref ${{ github.event.pull_request.base.sha }} --to-ref ${{ github.event.pull_request.head.sha }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 08dee60..b61a0fc 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -62,6 +62,9 @@ repos:
     rev: 23.7.0
     hooks:
       - id: black-jupyter
+        name: Run black
+        description: Auto-format code with black.
+        exclude: ^(src|tests|docs|benchmarks)/
         language_version: python3.10
 
     # Automatically sort the imports used in .py files
diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index 4c37906..cf579e7 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "id": "actual-thirty",
    "metadata": {},
    "outputs": [],
@@ -32,7 +32,7 @@
     "    print('Magic function can only be used in IPython environment')\n",
     "    matplotlib.use('Agg')\n",
     "\n",
-    "pl.rcParams[\"figure.figsize\"] = [15,      8]"
+    "pl.rcParams[\"figure.figsize\"] = [15,   8]"
    ]
   },
   {
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "id": "funded-protection",
    "metadata": {
     "lines_to_next_cell": 1
@@ -87,10 +87,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "imported-uruguay",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "SineAndCosineWaves()"
    ]

From 008620aaf3cbc59f661ed9843d4647421c01a19f Mon Sep 17 00:00:00 2001
From: "pre-commit-ci-lite[bot]"
 <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com>
Date: Thu, 7 Sep 2023 16:31:05 +0000
Subject: [PATCH 21/28] [pre-commit.ci lite] apply automatic fixes

---
 docs/notebooks/intro_notebook.ipynb | 19 ++++---------------
 1 file changed, 4 insertions(+), 15 deletions(-)

diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index cf579e7..3f05f14 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "actual-thirty",
    "metadata": {},
    "outputs": [],
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "funded-protection",
    "metadata": {
     "lines_to_next_cell": 1
@@ -87,21 +87,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "imported-uruguay",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1500x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "SineAndCosineWaves()"
    ]

From e6a165959cc31db3e999653a43e626ff60498536 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 12:51:48 -0400
Subject: [PATCH 22/28] Fix files used with black

---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index b61a0fc..d364a8c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -62,9 +62,9 @@ repos:
     rev: 23.7.0
     hooks:
       - id: black-jupyter
-        name: Run black
+        name: Run black (python files in src/ and tests/)
         description: Auto-format code with black.
-        exclude: ^(src|tests|docs|benchmarks)/
+        files: ^(src|tests)/
         language_version: python3.10
 
     # Automatically sort the imports used in .py files
@@ -72,7 +72,7 @@ repos:
     rev: 5.12.0
     hooks:
       - id: isort
-        name: isort (python files in src/ and tests/)
+        name: Run isort (python files in src/ and tests/)
         description: Sort and organize imports in .py files.
         types: [python]
         files: ^(src|tests)/

From 882d6235537c10584d0cd6c50ded425968746894 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 15:48:13 -0400
Subject: [PATCH 23/28] Experiment isort in notebooks

---
 .pre-commit-config.yaml                | 17 +++++++++++++----
 benchmarks/benchmarks/benchmarks.py    |  2 ++
 docs/notebooks/intro_notebook.ipynb    |  8 ++++++--
 src/benchmarking_asv/example_module.py |  3 +--
 4 files changed, 22 insertions(+), 8 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index d364a8c..6f405c9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -62,9 +62,9 @@ repos:
     rev: 23.7.0
     hooks:
       - id: black-jupyter
-        name: Run black (python files in src/ and tests/)
+        name: Run black (.py and .ipnyb files)
         description: Auto-format code with black.
-        files: ^(src|tests)/
+        files: ^(src|tests|docs|benchmarks)/
         language_version: python3.10
 
     # Automatically sort the imports used in .py files
@@ -72,10 +72,19 @@ repos:
     rev: 5.12.0
     hooks:
       - id: isort
-        name: Run isort (python files in src/ and tests/)
+        name: Run isort (python files)
         description: Sort and organize imports in .py files.
         types: [python]
-        files: ^(src|tests)/
+        files: ^(src|tests|benchmarks)/
+
+    # Automatically sort the imports used in .ipynb files
+  - repo: https://github.com/nbQA-dev/nbQA
+    rev: 1.7.0
+    hooks:
+      - id: nbqa-isort
+        name: Run isort (jupyter notebooks)
+        files: ^docs/
+        args: ["--float-to-top"]
 
     # Analyze the src code style and report code that doesn't adhere.
   - repo: local
diff --git a/benchmarks/benchmarks/benchmarks.py b/benchmarks/benchmarks/benchmarks.py
index 0ff74dd..9cd94dd 100644
--- a/benchmarks/benchmarks/benchmarks.py
+++ b/benchmarks/benchmarks/benchmarks.py
@@ -1,4 +1,6 @@
 import benchmarking_asv as bench
+import time
+import random
 
 
 class TimeSuite:
diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index 3f05f14..252093a 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -21,8 +21,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "\n",
     "import matplotlib\n",
     "import matplotlib.pyplot as pl\n",
+    "\n",
+    "import time\n",
+    "import random\n",
     "import numpy as np\n",
     "\n",
     "try:\n",
@@ -32,7 +36,7 @@
     "    print('Magic function can only be used in IPython environment')\n",
     "    matplotlib.use('Agg')\n",
     "\n",
-    "pl.rcParams[\"figure.figsize\"] = [15,   8]"
+    "pl.rcParams['figure.figsize'] = [15,        8]"
    ]
   },
   {
@@ -65,7 +69,7 @@
     "    # Calculate the cosine of each value of X\n",
     "    z = np.cos(x)\n",
     "    # Plot the sine wave in blue, using degrees rather than radians on the X axis\n",
-    "    pl.plot(xdeg, y, color=\"blue\", label=\"Sine wave\")\n",
+    "    pl.plot(xdeg, y, color='blue', label=\"Sine wave\")\n",
     "    # Plot the cos wave in green, using degrees rather than radians on the X axis\n",
     "    pl.plot(xdeg, z, color=\"green\", label=\"Cosine wave\")\n",
     "    pl.xlabel(\"Degrees\")\n",
diff --git a/src/benchmarking_asv/example_module.py b/src/benchmarking_asv/example_module.py
index ab576c5..f449b89 100644
--- a/src/benchmarking_asv/example_module.py
+++ b/src/benchmarking_asv/example_module.py
@@ -1,8 +1,7 @@
 """An example module containing simplistic functions."""
 
-
-import random
 import time
+import random
 
 
 def greetings() -> str:

From 4b78f5cb59a0d9274bc327395be401ffadc6d204 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci-lite[bot]"
 <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com>
Date: Thu, 7 Sep 2023 19:50:14 +0000
Subject: [PATCH 24/28] [pre-commit.ci lite] apply automatic fixes

---
 benchmarks/benchmarks/benchmarks.py    | 5 +++--
 docs/notebooks/intro_notebook.ipynb    | 2 +-
 src/benchmarking_asv/example_module.py | 2 +-
 3 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/benchmarks/benchmarks/benchmarks.py b/benchmarks/benchmarks/benchmarks.py
index 9cd94dd..1c23445 100644
--- a/benchmarks/benchmarks/benchmarks.py
+++ b/benchmarks/benchmarks/benchmarks.py
@@ -1,6 +1,7 @@
-import benchmarking_asv as bench
-import time
 import random
+import time
+
+import benchmarking_asv as bench
 
 
 class TimeSuite:
diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index 252093a..760b763 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -69,7 +69,7 @@
     "    # Calculate the cosine of each value of X\n",
     "    z = np.cos(x)\n",
     "    # Plot the sine wave in blue, using degrees rather than radians on the X axis\n",
-    "    pl.plot(xdeg, y, color='blue', label=\"Sine wave\")\n",
+    "    pl.plot(xdeg, y, color=\"blue\", label=\"Sine wave\")\n",
     "    # Plot the cos wave in green, using degrees rather than radians on the X axis\n",
     "    pl.plot(xdeg, z, color=\"green\", label=\"Cosine wave\")\n",
     "    pl.xlabel(\"Degrees\")\n",
diff --git a/src/benchmarking_asv/example_module.py b/src/benchmarking_asv/example_module.py
index f449b89..176bd57 100644
--- a/src/benchmarking_asv/example_module.py
+++ b/src/benchmarking_asv/example_module.py
@@ -1,7 +1,7 @@
 """An example module containing simplistic functions."""
 
-import time
 import random
+import time
 
 
 def greetings() -> str:

From 799f9b7f8d8d923c04f5c677152e2c9e64d604b3 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 16:21:10 -0400
Subject: [PATCH 25/28] Test all hook changes

---
 .github/workflows/pre-commit-ci.yml           |   2 +-
 docs/notebooks/intro_notebook.ipynb           | 270 ++++++++++--------
 src/benchmarking_asv/example_module.py        |   3 +-
 tests/benchmarking_asv/test_example_module.py |   6 +-
 4 files changed, 149 insertions(+), 132 deletions(-)

diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 74f2924..6e51bc5 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -9,7 +9,7 @@ jobs:
   pre-commit-ci:
     runs-on: ubuntu-latest
     env: 
-      SKIP: "check-lincc-frameworks-template-version,pytest-check,no-commit-to-branch,check-added-large-files,sphinx-build"
+      SKIP: "check-lincc-frameworks-template-version,pytest-check,no-commit-to-branch,validate-pyproject,check-added-large-files,sphinx-build"
     steps:
     - uses: actions/checkout@v3
       with:
diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index 760b763..90a65c8 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -1,127 +1,145 @@
 {
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "accepting-editor",
-   "metadata": {
-    "cell_marker": "\"\"\""
-   },
-   "source": [
-    "# Introducing Jupyter Notebooks\n",
-    "\n",
-    "_(The example used here is JamesALeedham's notebook: [intro.ipynb](https://github.com/JamesALeedham/Sphinx-Autosummary-Recursion/blob/master/docs/notebooks/intro.ipynb))_\n",
-    "\n",
-    "First, set up the environment:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "actual-thirty",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "import matplotlib\n",
-    "import matplotlib.pyplot as pl\n",
-    "\n",
-    "import time\n",
-    "import random\n",
-    "import numpy as np\n",
-    "\n",
-    "try:\n",
-    "    from IPython import get_ipython\n",
-    "    get_ipython().run_line_magic('matplotlib', 'inline')\n",
-    "except AttributeError:\n",
-    "    print('Magic function can only be used in IPython environment')\n",
-    "    matplotlib.use('Agg')\n",
-    "\n",
-    "pl.rcParams['figure.figsize'] = [15,        8]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "coral-upper",
-   "metadata": {
-    "cell_marker": "\"\"\"",
-    "lines_to_next_cell": 1
-   },
-   "source": [
-    "Then, define a function that creates a pretty graph:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "funded-protection",
-   "metadata": {
-    "lines_to_next_cell": 1
-   },
-   "outputs": [],
-   "source": [
-    "def SineAndCosineWaves():\n",
-    "    # Get a large number of X values for a nice smooth curve. Using Pi as np.sin requires radians...\n",
-    "    x = np.linspace(0, 2 * np.pi, 180)\n",
-    "    # Convert radians to degrees to make for a meaningful X axis (1 radian = 57.29* degrees)\n",
-    "    xdeg = 57.29577951308232 * np.array(x)\n",
-    "    # Calculate the sine of each value of X\n",
-    "    y = np.sin(x)\n",
-    "    # Calculate the cosine of each value of X\n",
-    "    z = np.cos(x)\n",
-    "    # Plot the sine wave in blue, using degrees rather than radians on the X axis\n",
-    "    pl.plot(xdeg, y, color=\"blue\", label=\"Sine wave\")\n",
-    "    # Plot the cos wave in green, using degrees rather than radians on the X axis\n",
-    "    pl.plot(xdeg, z, color=\"green\", label=\"Cosine wave\")\n",
-    "    pl.xlabel(\"Degrees\")\n",
-    "    # More sensible X axis values\n",
-    "    pl.xticks(np.arange(0, 361, 45))\n",
-    "    pl.legend()\n",
-    "    pl.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "thorough-cutting",
-   "metadata": {
-    "cell_marker": "\"\"\""
-   },
-   "source": [
-    "Finally, call that function to display the graph:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "imported-uruguay",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "SineAndCosineWaves()"
-   ]
-  }
- ],
- "metadata": {
-  "jupytext": {
-   "cell_markers": "\"\"\""
-  },
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.12"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
+    "cells": [
+        {
+            "cell_type": "markdown",
+            "id": "accepting-editor",
+            "metadata": {
+                "cell_marker": "\"\"\""
+            },
+            "source": [
+                "# Introducing Jupyter Notebooks\n",
+                "\n",
+                "_(The example used here is JamesALeedham's notebook: [intro.ipynb](https://github.com/JamesALeedham/Sphinx-Autosummary-Recursion/blob/master/docs/notebooks/intro.ipynb))_\n",
+                "\n",
+                "First, set up the environment:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 1,
+            "id": "5895e79d",
+            "metadata": {},
+            "outputs": [],
+            "source": [
+                "import time\n",
+                "import random"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 2,
+            "id": "actual-thirty",
+            "metadata": {},
+            "outputs": [],
+            "source": [
+                "import matplotlib\n",
+                "import matplotlib.pyplot as pl\n",
+                "import numpy as np\n",
+                "\n",
+                "try:\n",
+                "    from IPython import get_ipython\n",
+                "    get_ipython().run_line_magic('matplotlib', 'inline')\n",
+                "except AttributeError:\n",
+                "    print('Magic function can only be used in IPython environment')\n",
+                "    matplotlib.use('Agg')\n",
+                "\n",
+                "pl.rcParams[\"figure.figsize\"] = [15, 8]"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "coral-upper",
+            "metadata": {
+                "cell_marker": "\"\"\"",
+                "lines_to_next_cell": 1
+            },
+            "source": [
+                "Then, define a function that creates a pretty graph:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 3,
+            "id": "funded-protection",
+            "metadata": {
+                "lines_to_next_cell": 1
+            },
+            "outputs": [],
+            "source": [
+                "def SineAndCosineWaves():\n",
+                "    # Get a large number of X values for a nice smooth curve. Using Pi as np.sin requires radians...\n",
+                "    x = np.linspace(0, 2 * np.pi, 180)\n",
+                "    # Convert radians to degrees to make for a meaningful X axis (1 radian = 57.29* degrees)\n",
+                "    xdeg = 57.29577951308232 * np.array(x)\n",
+                "    # Calculate the sine of each value of X\n",
+                "    y = np.sin(x)\n",
+                "    # Calculate the cosine of each value of X\n",
+                "    z = np.cos(x)\n",
+                "    # Plot the sine wave in blue, using degrees rather than radians on the X axis\n",
+                "    pl.plot(xdeg, y, color='blue', label='Sine wave')\n",
+                "    # Plot the cos wave in green, using degrees rather than radians on the X axis\n",
+                "    pl.plot(xdeg, z, color=\"green\", label=\"Cosine wave\")\n",
+                "    pl.xlabel(\"Degrees\")\n",
+                "    # More sensible X axis values\n",
+                "    pl.xticks(np.arange(0, 361, 45))\n",
+                "    pl.legend()\n",
+                "    pl.show()"
+            ]
+        },
+        {
+            "cell_type": "markdown",
+            "id": "thorough-cutting",
+            "metadata": {
+                "cell_marker": "\"\"\""
+            },
+            "source": [
+                "Finally, call that function to display the graph:"
+            ]
+        },
+        {
+            "cell_type": "code",
+            "execution_count": 4,
+            "id": "imported-uruguay",
+            "metadata": {},
+            "outputs": [
+                {
+                    "data": {
+                        "image/png": 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",
+                        "text/plain": [
+                            "<Figure size 1500x800 with 1 Axes>"
+                        ]
+                    },
+                    "metadata": {},
+                    "output_type": "display_data"
+                }
+            ],
+            "source": [
+                "SineAndCosineWaves()"
+            ]
+        }
+    ],
+    "metadata": {
+        "jupytext": {
+            "cell_markers": "\"\"\""
+        },
+        "kernelspec": {
+            "display_name": "Python 3",
+            "language": "python",
+            "name": "python3"
+        },
+        "language_info": {
+            "codemirror_mode": {
+                "name": "ipython",
+                "version": 3
+            },
+            "file_extension": ".py",
+            "mimetype": "text/x-python",
+            "name": "python",
+            "nbconvert_exporter": "python",
+            "pygments_lexer": "ipython3",
+            "version": "3.10.12"
+        }
+    },
+    "nbformat": 4,
+    "nbformat_minor": 5
+}
\ No newline at end of file
diff --git a/src/benchmarking_asv/example_module.py b/src/benchmarking_asv/example_module.py
index 176bd57..f809270 100644
--- a/src/benchmarking_asv/example_module.py
+++ b/src/benchmarking_asv/example_module.py
@@ -23,7 +23,7 @@ def meaning() -> int:
     int
         The meaning of life.
     """
-    return 42
+    return    42
 
 
 def run_time_computation():
@@ -32,5 +32,4 @@ def run_time_computation():
 
 
 def run_mem_computation():
-    """Mock function for random mem consumption."""
     return [0] * random.randint(0, 512)
diff --git a/tests/benchmarking_asv/test_example_module.py b/tests/benchmarking_asv/test_example_module.py
index 96acc2f..6d8c554 100644
--- a/tests/benchmarking_asv/test_example_module.py
+++ b/tests/benchmarking_asv/test_example_module.py
@@ -1,7 +1,8 @@
 """An example module containing testing of mock functions."""
 
+import random
 from benchmarking_asv import example_module
-
+import numpy as np
 
 def test_greetings() -> None:
     """Verify the output of the `greetings` function"""
@@ -10,6 +11,5 @@ def test_greetings() -> None:
 
 
 def test_meaning() -> None:
-    """Verify the output of the `meaning` function"""
     output = example_module.meaning()
-    assert output == 42
+    assert output ==   42

From 23d5849797eac4ddd2fd632ceea67c43ae0d6b12 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci-lite[bot]"
 <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com>
Date: Thu, 7 Sep 2023 20:23:08 +0000
Subject: [PATCH 26/28] [pre-commit.ci lite] apply automatic fixes

---
 docs/notebooks/intro_notebook.ipynb           | 277 +++++++++---------
 src/benchmarking_asv/example_module.py        |   2 +-
 tests/benchmarking_asv/test_example_module.py |   7 +-
 3 files changed, 139 insertions(+), 147 deletions(-)

diff --git a/docs/notebooks/intro_notebook.ipynb b/docs/notebooks/intro_notebook.ipynb
index 90a65c8..a257581 100644
--- a/docs/notebooks/intro_notebook.ipynb
+++ b/docs/notebooks/intro_notebook.ipynb
@@ -1,145 +1,134 @@
 {
-    "cells": [
-        {
-            "cell_type": "markdown",
-            "id": "accepting-editor",
-            "metadata": {
-                "cell_marker": "\"\"\""
-            },
-            "source": [
-                "# Introducing Jupyter Notebooks\n",
-                "\n",
-                "_(The example used here is JamesALeedham's notebook: [intro.ipynb](https://github.com/JamesALeedham/Sphinx-Autosummary-Recursion/blob/master/docs/notebooks/intro.ipynb))_\n",
-                "\n",
-                "First, set up the environment:"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 1,
-            "id": "5895e79d",
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "import time\n",
-                "import random"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 2,
-            "id": "actual-thirty",
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "import matplotlib\n",
-                "import matplotlib.pyplot as pl\n",
-                "import numpy as np\n",
-                "\n",
-                "try:\n",
-                "    from IPython import get_ipython\n",
-                "    get_ipython().run_line_magic('matplotlib', 'inline')\n",
-                "except AttributeError:\n",
-                "    print('Magic function can only be used in IPython environment')\n",
-                "    matplotlib.use('Agg')\n",
-                "\n",
-                "pl.rcParams[\"figure.figsize\"] = [15, 8]"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "id": "coral-upper",
-            "metadata": {
-                "cell_marker": "\"\"\"",
-                "lines_to_next_cell": 1
-            },
-            "source": [
-                "Then, define a function that creates a pretty graph:"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 3,
-            "id": "funded-protection",
-            "metadata": {
-                "lines_to_next_cell": 1
-            },
-            "outputs": [],
-            "source": [
-                "def SineAndCosineWaves():\n",
-                "    # Get a large number of X values for a nice smooth curve. Using Pi as np.sin requires radians...\n",
-                "    x = np.linspace(0, 2 * np.pi, 180)\n",
-                "    # Convert radians to degrees to make for a meaningful X axis (1 radian = 57.29* degrees)\n",
-                "    xdeg = 57.29577951308232 * np.array(x)\n",
-                "    # Calculate the sine of each value of X\n",
-                "    y = np.sin(x)\n",
-                "    # Calculate the cosine of each value of X\n",
-                "    z = np.cos(x)\n",
-                "    # Plot the sine wave in blue, using degrees rather than radians on the X axis\n",
-                "    pl.plot(xdeg, y, color='blue', label='Sine wave')\n",
-                "    # Plot the cos wave in green, using degrees rather than radians on the X axis\n",
-                "    pl.plot(xdeg, z, color=\"green\", label=\"Cosine wave\")\n",
-                "    pl.xlabel(\"Degrees\")\n",
-                "    # More sensible X axis values\n",
-                "    pl.xticks(np.arange(0, 361, 45))\n",
-                "    pl.legend()\n",
-                "    pl.show()"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "id": "thorough-cutting",
-            "metadata": {
-                "cell_marker": "\"\"\""
-            },
-            "source": [
-                "Finally, call that function to display the graph:"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 4,
-            "id": "imported-uruguay",
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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",
-                        "text/plain": [
-                            "<Figure size 1500x800 with 1 Axes>"
-                        ]
-                    },
-                    "metadata": {},
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "SineAndCosineWaves()"
-            ]
-        }
-    ],
-    "metadata": {
-        "jupytext": {
-            "cell_markers": "\"\"\""
-        },
-        "kernelspec": {
-            "display_name": "Python 3",
-            "language": "python",
-            "name": "python3"
-        },
-        "language_info": {
-            "codemirror_mode": {
-                "name": "ipython",
-                "version": 3
-            },
-            "file_extension": ".py",
-            "mimetype": "text/x-python",
-            "name": "python",
-            "nbconvert_exporter": "python",
-            "pygments_lexer": "ipython3",
-            "version": "3.10.12"
-        }
-    },
-    "nbformat": 4,
-    "nbformat_minor": 5
-}
\ No newline at end of file
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "accepting-editor",
+   "metadata": {
+    "cell_marker": "\"\"\""
+   },
+   "source": [
+    "# Introducing Jupyter Notebooks\n",
+    "\n",
+    "_(The example used here is JamesALeedham's notebook: [intro.ipynb](https://github.com/JamesALeedham/Sphinx-Autosummary-Recursion/blob/master/docs/notebooks/intro.ipynb))_\n",
+    "\n",
+    "First, set up the environment:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5895e79d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import random\n",
+    "import time"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "actual-thirty",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib\n",
+    "import matplotlib.pyplot as pl\n",
+    "import numpy as np\n",
+    "\n",
+    "try:\n",
+    "    from IPython import get_ipython\n",
+    "    get_ipython().run_line_magic('matplotlib', 'inline')\n",
+    "except AttributeError:\n",
+    "    print('Magic function can only be used in IPython environment')\n",
+    "    matplotlib.use('Agg')\n",
+    "\n",
+    "pl.rcParams[\"figure.figsize\"] = [15, 8]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "coral-upper",
+   "metadata": {
+    "cell_marker": "\"\"\"",
+    "lines_to_next_cell": 1
+   },
+   "source": [
+    "Then, define a function that creates a pretty graph:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "funded-protection",
+   "metadata": {
+    "lines_to_next_cell": 1
+   },
+   "outputs": [],
+   "source": [
+    "def SineAndCosineWaves():\n",
+    "    # Get a large number of X values for a nice smooth curve. Using Pi as np.sin requires radians...\n",
+    "    x = np.linspace(0, 2 * np.pi, 180)\n",
+    "    # Convert radians to degrees to make for a meaningful X axis (1 radian = 57.29* degrees)\n",
+    "    xdeg = 57.29577951308232 * np.array(x)\n",
+    "    # Calculate the sine of each value of X\n",
+    "    y = np.sin(x)\n",
+    "    # Calculate the cosine of each value of X\n",
+    "    z = np.cos(x)\n",
+    "    # Plot the sine wave in blue, using degrees rather than radians on the X axis\n",
+    "    pl.plot(xdeg, y, color=\"blue\", label=\"Sine wave\")\n",
+    "    # Plot the cos wave in green, using degrees rather than radians on the X axis\n",
+    "    pl.plot(xdeg, z, color=\"green\", label=\"Cosine wave\")\n",
+    "    pl.xlabel(\"Degrees\")\n",
+    "    # More sensible X axis values\n",
+    "    pl.xticks(np.arange(0, 361, 45))\n",
+    "    pl.legend()\n",
+    "    pl.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "thorough-cutting",
+   "metadata": {
+    "cell_marker": "\"\"\""
+   },
+   "source": [
+    "Finally, call that function to display the graph:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "imported-uruguay",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SineAndCosineWaves()"
+   ]
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "cell_markers": "\"\"\""
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/benchmarking_asv/example_module.py b/src/benchmarking_asv/example_module.py
index f809270..912df4a 100644
--- a/src/benchmarking_asv/example_module.py
+++ b/src/benchmarking_asv/example_module.py
@@ -23,7 +23,7 @@ def meaning() -> int:
     int
         The meaning of life.
     """
-    return    42
+    return 42
 
 
 def run_time_computation():
diff --git a/tests/benchmarking_asv/test_example_module.py b/tests/benchmarking_asv/test_example_module.py
index 6d8c554..59e34ca 100644
--- a/tests/benchmarking_asv/test_example_module.py
+++ b/tests/benchmarking_asv/test_example_module.py
@@ -1,9 +1,12 @@
 """An example module containing testing of mock functions."""
 
 import random
-from benchmarking_asv import example_module
+
 import numpy as np
 
+from benchmarking_asv import example_module
+
+
 def test_greetings() -> None:
     """Verify the output of the `greetings` function"""
     output = example_module.greetings()
@@ -12,4 +15,4 @@ def test_greetings() -> None:
 
 def test_meaning() -> None:
     output = example_module.meaning()
-    assert output ==   42
+    assert output == 42

From 95530a9119b24c33a863d26ef47896fe6a41082e Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 16:35:42 -0400
Subject: [PATCH 27/28] Chain benchmarks workflow with pre-commit hooks

---
 .github/workflows/asv-pr.yml        | 6 ++++--
 .github/workflows/pre-commit-ci.yml | 2 ++
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/asv-pr.yml b/.github/workflows/asv-pr.yml
index 22c34b2..6572287 100644
--- a/.github/workflows/asv-pr.yml
+++ b/.github/workflows/asv-pr.yml
@@ -4,9 +4,11 @@
 
 name: Run ASV benchmarks for PR
 
+# Run after pre-commit hooks is completed
 on:
-  pull_request:
-    branches: [ main ]
+  workflow_run:
+    workflows: [Run pre-commit hooks]
+    types: [completed]
 
 env:
   PYTHON_VERSION: "3.10"
diff --git a/.github/workflows/pre-commit-ci.yml b/.github/workflows/pre-commit-ci.yml
index 6e51bc5..e9912f5 100644
--- a/.github/workflows/pre-commit-ci.yml
+++ b/.github/workflows/pre-commit-ci.yml
@@ -1,9 +1,11 @@
 # This workflow runs pre-commit hooks to enforce code style.
+# It is triggered on pull requests to main.
 
 name: Run pre-commit hooks
 
 on:
   pull_request:
+    branches: [ main ]
 
 jobs:
   pre-commit-ci:

From cea9e5ff5b4eb99a883b272d06567f160076a653 Mon Sep 17 00:00:00 2001
From: Sandro Campos <scampos@andrew.cmu.edu>
Date: Thu, 7 Sep 2023 16:40:45 -0400
Subject: [PATCH 28/28] Fix pylint issues

---
 src/benchmarking_asv/example_module.py        | 1 +
 tests/benchmarking_asv/test_example_module.py | 5 +----
 2 files changed, 2 insertions(+), 4 deletions(-)

diff --git a/src/benchmarking_asv/example_module.py b/src/benchmarking_asv/example_module.py
index 912df4a..176bd57 100644
--- a/src/benchmarking_asv/example_module.py
+++ b/src/benchmarking_asv/example_module.py
@@ -32,4 +32,5 @@ def run_time_computation():
 
 
 def run_mem_computation():
+    """Mock function for random mem consumption."""
     return [0] * random.randint(0, 512)
diff --git a/tests/benchmarking_asv/test_example_module.py b/tests/benchmarking_asv/test_example_module.py
index 59e34ca..96acc2f 100644
--- a/tests/benchmarking_asv/test_example_module.py
+++ b/tests/benchmarking_asv/test_example_module.py
@@ -1,9 +1,5 @@
 """An example module containing testing of mock functions."""
 
-import random
-
-import numpy as np
-
 from benchmarking_asv import example_module
 
 
@@ -14,5 +10,6 @@ def test_greetings() -> None:
 
 
 def test_meaning() -> None:
+    """Verify the output of the `meaning` function"""
     output = example_module.meaning()
     assert output == 42