From cbe1df649ead941019a241c089770931de74a64e Mon Sep 17 00:00:00 2001
From: Raymond Tao <taor10@mcmaster.ca>
Date: Fri, 16 Feb 2024 08:51:46 -0500
Subject: [PATCH 1/4] Jenkins Pipeline

---
 backend/Jenkinsfile       |  47 ++++
 backend/poetry.lock       | 551 ++++++++++++++++++++++----------------
 backend/pyproject.toml    |   1 +
 backend/tests/api_test.py |  38 +++
 4 files changed, 412 insertions(+), 225 deletions(-)
 create mode 100644 backend/Jenkinsfile
 create mode 100644 backend/tests/api_test.py

diff --git a/backend/Jenkinsfile b/backend/Jenkinsfile
new file mode 100644
index 0000000..9681cda
--- /dev/null
+++ b/backend/Jenkinsfile
@@ -0,0 +1,47 @@
+pipeline {
+    agent any
+    environment {
+        PATH = "/opt/homebrew/bin:$PATH"
+    }
+
+    stages {
+        stage('Checkout') {
+            steps {
+                git branch: 'main', url: 'https://github.com/DSC-McMaster-U/Auto-ML.git'
+            }
+        }
+
+        stage('Set Up Backend Environment') {
+            steps {
+                dir('backend') {
+                    sh 'poetry install'
+                }
+            }
+        }
+
+        stage('Start FastAPI Server') {
+            steps {
+                dir('backend') {
+                    // Start FastAPI server
+                    sh 'poetry run uvicorn main:app --reload --host 0.0.0.0 --port 8000 &'
+                    // Add a sleep command to give the server time to start
+                    sh 'sleep 10'
+                }
+            }
+        }
+
+        stage('Run Tests') {
+            steps {
+                dir('backend') {
+                    sh 'poetry run pytest tests/api_test.py'
+                }
+            }
+        }
+    }
+    post {
+        always {
+            // Commands to clean up, stop server, etc.
+            sh 'kill $(lsof -t -i:8000)'
+        }
+    }
+}
diff --git a/backend/poetry.lock b/backend/poetry.lock
index 66e4726..5030f05 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -31,6 +31,35 @@ doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-
 test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (<0.22)"]
 
+[[package]]
+name = "atomicwrites"
+version = "1.4.1"
+description = "Atomic file writes."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "atomicwrites-1.4.1.tar.gz", hash = "sha256:81b2c9071a49367a7f770170e5eec8cb66567cfbbc8c73d20ce5ca4a8d71cf11"},
+]
+
+[[package]]
+name = "attrs"
+version = "23.2.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+]
+
+[package.extras]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+
 [[package]]
 name = "cachetools"
 version = "5.3.2"
@@ -277,60 +306,60 @@ all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 
 [[package]]
 name = "fonttools"
-version = "4.47.2"
+version = "4.49.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "fonttools-4.47.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c19044256c44fe299d9a73456aabee4b4d06c6b930287be93b533b4737d70aa1"},
-    {file = "fonttools-4.47.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b8be28c036b9f186e8c7eaf8a11b42373e7e4949f9e9f370202b9da4c4c3f56c"},
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 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
 interpolatable = ["munkres", "pycairo", "scipy"]
-lxml = ["lxml (>=4.0,<5)"]
+lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
@@ -342,13 +371,13 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "google-api-core"
-version = "2.16.2"
+version = "2.17.1"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google-api-core-2.17.1.tar.gz", hash = "sha256:9df18a1f87ee0df0bc4eea2770ebc4228392d8cc4066655b320e2cfccb15db95"},
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 ]
 
 [package.dependencies]
@@ -364,13 +393,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.27.0"
+version = "2.28.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -387,13 +416,13 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
 [[package]]
 name = "google-cloud-bigquery"
-version = "3.17.1"
+version = "3.17.2"
 description = "Google BigQuery API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "google-cloud-bigquery-3.17.2.tar.gz", hash = "sha256:6e1cf669a40e567ab3289c7b5f2056363da9fcb85d9a4736ee90240d4a7d84ea"},
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 ]
 
 [package.dependencies]
@@ -640,6 +669,17 @@ files = [
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 ]
 
+[[package]]
+name = "iniconfig"
+version = "2.0.0"
+description = "brain-dead simple config-ini parsing"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
@@ -755,39 +795,39 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.8.2"
+version = "3.8.3"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -803,47 +843,47 @@ python-dateutil = ">=2.7"
 
 [[package]]
 name = "numpy"
-version = "1.26.3"
+version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -1182,6 +1248,30 @@ files = [
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
+[[package]]
+name = "pytest"
+version = "6.2.5"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.6"
+files = [
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+]
+
+[package.dependencies]
+atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
+attrs = ">=19.2.0"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=0.12,<2.0"
+py = ">=1.8.2"
+toml = "*"
+
+[package.extras]
+testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
+
 [[package]]
 name = "python-dateutil"
 version = "2.8.2"
@@ -1212,17 +1302,17 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "python-multipart"
-version = "0.0.7"
+version = "0.0.9"
 description = "A streaming multipart parser for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 ]
 
 [package.extras]
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 [[package]]
 name = "pytz"
@@ -1390,6 +1480,17 @@ anyio = ">=3.4.0,<5"
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
 
+[[package]]
+name = "toml"
+version = "0.10.2"
+description = "Python Library for Tom's Obvious, Minimal Language"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.9.0"
@@ -1403,13 +1504,13 @@ files = [
 
 [[package]]
 name = "tzdata"
-version = "2023.4"
+version = "2024.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
-    {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"},
-    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
+    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
 ]
 
 [[package]]
@@ -1669,4 +1770,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "ccf3872f7fbad44539527e844eaf2bdc37b8d5257e4fdd7f2bf027fb5b0d6a6f"
+content-hash = "48de9571247478681bc7785dd46e836985b2f3b444b12f3553d77f973b2705d1"
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 6102862..b148993 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -14,6 +14,7 @@ google-cloud-bigquery = "*"
 python-multipart = "*"
 pandas = "^2.2.0"
 seaborn = "^0.13.2"
+pytest = "^6.2.5"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/backend/tests/api_test.py b/backend/tests/api_test.py
new file mode 100644
index 0000000..82e3b2a
--- /dev/null
+++ b/backend/tests/api_test.py
@@ -0,0 +1,38 @@
+import requests
+import pytest
+
+BASE_URL = "http://127.0.0.1:8000"
+
+def test_root():
+    response = requests.get(f"{BASE_URL}/")
+    assert response.status_code == 200
+
+def test_python():
+    response = requests.get(f"{BASE_URL}/api/python")
+    assert response.status_code == 200
+
+def test_datasets():
+    response = requests.get(f"{BASE_URL}/api/datasets")
+    assert response.status_code == 200
+
+def test_bigquery():
+    response = requests.get(f"{BASE_URL}/api/bq?filename=sample_contacts")
+    assert response.status_code == 200
+
+def test_get_data():
+    response = requests.get(f"{BASE_URL}/api/data?filename=data")
+    assert response.status_code == 200
+
+def test_automl():
+    response = requests.get(f"{BASE_URL}/api/automl")
+    assert response.status_code == 200
+
+def test_upload_data():
+    url = f"{BASE_URL}/api/upload?filename=test-data"
+    files = {'file': ('data.csv', open('data.csv', 'rb'), 'text/csv')}
+    response = requests.put(url, files=files)
+    assert response.status_code == 200
+
+def test_eda():
+    response = requests.get(f"{BASE_URL}/api/eda?filename=data")
+    assert response.status_code == 200

From 84bb705e2b44821911feb59895065f80493fc926 Mon Sep 17 00:00:00 2001
From: Raymond Tao <taor10@mcmaster.ca>
Date: Fri, 16 Feb 2024 08:55:28 -0500
Subject: [PATCH 2/4] update pytest

---
 backend/poetry.lock    | 69 +++++-------------------------------------
 backend/pyproject.toml |  6 ++--
 2 files changed, 10 insertions(+), 65 deletions(-)

diff --git a/backend/poetry.lock b/backend/poetry.lock
index 5030f05..98d980f 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -31,35 +31,6 @@ doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-
 test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (<0.22)"]
 
-[[package]]
-name = "atomicwrites"
-version = "1.4.1"
-description = "Atomic file writes."
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "atomicwrites-1.4.1.tar.gz", hash = "sha256:81b2c9071a49367a7f770170e5eec8cb66567cfbbc8c73d20ce5ca4a8d71cf11"},
-]
-
-[[package]]
-name = "attrs"
-version = "23.2.0"
-description = "Classes Without Boilerplate"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
-]
-
-[package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
-
 [[package]]
 name = "cachetools"
 version = "5.3.2"
@@ -1088,17 +1059,6 @@ files = [
     {file = "protobuf-4.25.3.tar.gz", hash = "sha256:25b5d0b42fd000320bd7830b349e3b696435f3b329810427a6bcce6a5492cc5c"},
 ]
 
-[[package]]
-name = "py"
-version = "1.11.0"
-description = "library with cross-python path, ini-parsing, io, code, log facilities"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
-    {file = "py-1.11.0-py2.py3-none-any.whl", hash = "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"},
-    {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
-]
-
 [[package]]
 name = "pyasn1"
 version = "0.5.1"
@@ -1250,27 +1210,23 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "6.2.5"
+version = "8.0.0"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "pytest-6.2.5-py3-none-any.whl", hash = "sha256:7310f8d27bc79ced999e760ca304d69f6ba6c6649c0b60fb0e04a4a77cacc134"},
-    {file = "pytest-6.2.5.tar.gz", hash = "sha256:131b36680866a76e6781d13f101efb86cf674ebb9762eb70d3082b6f29889e89"},
+    {file = "pytest-8.0.0-py3-none-any.whl", hash = "sha256:50fb9cbe836c3f20f0dfa99c565201fb75dc54c8d76373cd1bde06b06657bdb6"},
+    {file = "pytest-8.0.0.tar.gz", hash = "sha256:249b1b0864530ba251b7438274c4d251c58d868edaaec8762893ad4a0d71c36c"},
 ]
 
 [package.dependencies]
-atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
-attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<2.0"
-py = ">=1.8.2"
-toml = "*"
+pluggy = ">=1.3.0,<2.0"
 
 [package.extras]
-testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
@@ -1480,17 +1436,6 @@ anyio = ">=3.4.0,<5"
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
 
-[[package]]
-name = "toml"
-version = "0.10.2"
-description = "Python Library for Tom's Obvious, Minimal Language"
-optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
-files = [
-    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
-    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
-]
-
 [[package]]
 name = "typing-extensions"
 version = "4.9.0"
@@ -1770,4 +1715,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "48de9571247478681bc7785dd46e836985b2f3b444b12f3553d77f973b2705d1"
+content-hash = "681ddfdfc44541264876781bf0b6273453fc23a55ff92505f72d7ebd434fd41c"
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index b148993..d776f39 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -8,14 +8,14 @@ readme = "README.md"
 [tool.poetry.dependencies]
 python = "^3.11"
 fastapi = "^0.104.0"
-uvicorn = {extras = ["standard"], version = "^0.23.2"}
+uvicorn = { extras = ["standard"], version = "^0.23.2" }
 google-cloud-storage = "*"
 google-cloud-bigquery = "*"
 python-multipart = "*"
 pandas = "^2.2.0"
 seaborn = "^0.13.2"
-pytest = "^6.2.5"
+pytest = "^8.0.0"
 
 [build-system]
 requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
\ No newline at end of file
+build-backend = "poetry.core.masonry.api"

From 6de8680d9c8dddd58eccdb7db1e3d7f72a944e19 Mon Sep 17 00:00:00 2001
From: Raymond Tao <taor10@mcmaster.ca>
Date: Fri, 16 Feb 2024 09:05:49 -0500
Subject: [PATCH 3/4] more documentation for Jenkinsfile

---
 backend/Jenkinsfile | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/backend/Jenkinsfile b/backend/Jenkinsfile
index 9681cda..03323d9 100644
--- a/backend/Jenkinsfile
+++ b/backend/Jenkinsfile
@@ -1,12 +1,14 @@
 pipeline {
     agent any
     environment {
+        // Path for homebrew installed Poetry
         PATH = "/opt/homebrew/bin:$PATH"
     }
 
     stages {
         stage('Checkout') {
             steps {
+                // Make sure it is the correct branch
                 git branch: 'main', url: 'https://github.com/DSC-McMaster-U/Auto-ML.git'
             }
         }

From 6878d2dfea1a249524802b0c4e444fd9780e22f8 Mon Sep 17 00:00:00 2001
From: Raymond Tao <taor10@mcmaster.ca>
Date: Sun, 18 Feb 2024 01:41:30 -0500
Subject: [PATCH 4/4] Add documentation for Jenkins and Pytest

---
 backend/README.md | 99 ++++++++++++++++++++++++++++++++++++++++++-----
 1 file changed, 89 insertions(+), 10 deletions(-)

diff --git a/backend/README.md b/backend/README.md
index f8a8436..fcddaf8 100644
--- a/backend/README.md
+++ b/backend/README.md
@@ -1,10 +1,11 @@
 # Poetry + FastAPI Backend Setup
 
-- Poetry is a tool for dependency management and packaging in Python. It allows you to declare the libraries your project depends on and it will manage (install/update) them for you. 
+- Poetry is a tool for dependency management and packaging in Python. It allows you to declare the libraries your project depends on and it will manage (install/update) them for you.
 - It's similar to npm in the JavaScript world
 - FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3.6+ based on standard Python type hints.
 
-References: 
+References:
+
 - https://python-poetry.org/docs/
 - [Medium Article](https://medium.com/@caetanoog/start-your-first-fastapi-server-with-poetry-in-10-minutes-fef90e9604d9)
 
@@ -16,7 +17,7 @@ Poetry installation:
 - To start with Poetry on mac, run: `brew install poetry`
 
 - For Linux, macOS, Windows (WSL), run:  
-`curl -sSL https://install.python-poetry.org | python3 -`
+  `curl -sSL https://install.python-poetry.org | python3 -`
 
 This will set up poetry. check installation using `poetry --version`
 
@@ -25,18 +26,18 @@ This will set up poetry. check installation using `poetry --version`
 <br>
 
 (Read **only** if you have added a new import to `main.py` that requires a package not currently listed in `pyproject.toml` file)
-
-- `pyproject.toml` file will not be automatically updated when you modify your `.py` files. 
+
+- `pyproject.toml` file will not be automatically updated when you modify your `.py` files.
 - The `pyproject.toml` file is a configuration file that specifies the dependencies and other settings for your Python project. It doesn't automatically track the imports or other changes in your Python files.
 - If you add a new import to your Python files that requires a package not currently listed in your `pyproject.toml` file, you need to manually add that package to the `[tool.poetry.dependencies]` section of your `pyproject.toml` file.
-- This can be done by running `poetry add package-name` which will add the package to the  `[tool.poetry.dependencies]` section and update the `poetry.lock` file to include the new package and its dependencies.
+- This can be done by running `poetry add package-name` which will add the package to the `[tool.poetry.dependencies]` section and update the `poetry.lock` file to include the new package and its dependencies.
 - Now, run `poetry lock` and then `poetry install` to install the new package and its dependencies.
 </details>
 
 Next, to install the dependencies, run: `poetry install`
 
 - This command reads the `pyproject.toml` file from the current project, resolves the dependencies, and installs them.
-- If there is a `poetry.lock` file in the current directory, it will use the exact versions from there instead of resolving them. 
+- If there is a `poetry.lock` file in the current directory, it will use the exact versions from there instead of resolving them.
 - This ensures that everyone using the library will get the same versions of the dependencies.
 
 Lastly, to start the FastAPI server locally (using virtual env), run:
@@ -50,11 +51,12 @@ and then run:`uvicorn main:app --reload`
 (Only required for local setup)  
 Make sure both the frontend and backend setups are up and running
 
-- Next.js frontend running on http://localhost:3000/  
-- FastAPI server runs on http://127.0.0.1:8000/ 
+- Next.js frontend running on http://localhost:3000/
+- FastAPI server runs on http://127.0.0.1:8000/
 - See if http://localhost:3000/api/python prints hello message from backend (which confirms that the frontend is able to make a request to the backend)
 
 References:
+
 - Guide : https://vercel.com/templates/next.js/nextjs-fastapi-starter
 - Corresponding Repo : https://github.com/digitros/nextjs-fastapi
 
@@ -66,4 +68,81 @@ If you don't want to run locally, you can run the backend using docker.
 - Run: `docker build . -t automate-be`
 - This builds a local docker image of the automate backend tagged "automate-be"
 - run: `docker run -d -p 8000:8000 automate-be`
-- This runs the container in detached mode, on port 8000 (default port)
\ No newline at end of file
+- This runs the container in detached mode, on port 8000 (default port)
+
+### Running Tests with Pytest
+
+Using Pytest for testing the backend, follow these steps to run the tests:
+
+- Ensure you have Poetry installed and the backend dependencies are installed using `poetry install`.
+- To run the tests, execute:
+  `poetry run pytest tests/api_test.py`
+  This command will run the tests located in `tests/api_test.py` using the Pytest framework.
+
+### Jenkins Pipeline Integration
+
+Jenkins is for continuous integration and automation. The `Jenkinsfile` in the repository outlines the necessary steps for the pipeline.
+
+#### Jenkins Setup
+
+Before you can run the Jenkins pipeline, you need to set up Jenkins on your system. Follow these steps based on your operating system:
+
+**For macOS:**
+
+1. Install Jenkins using Homebrew:
+    ```
+    brew install jenkins-lts
+    ```
+2. Start Jenkins:
+    ```
+    brew services start jenkins-lts
+    ```
+3. Access Jenkins by navigating to `http://localhost:8080` in your browser.
+
+**For Windows:**
+
+1. Download the Jenkins installer from the [Jenkins website](https://www.jenkins.io/download/).
+2. Run the installer and follow the on-screen instructions.
+3. Once installed, start Jenkins and access it via `http://localhost:8080`.
+
+**For Linux (using curl):**
+
+1. Add the Jenkins repository and key:
+    ```
+    curl -fsSL https://pkg.jenkins.io/debian-stable/jenkins.io.key | sudo tee \
+    /usr/share/keyrings/jenkins-keyring.asc > /dev/null
+    ```
+2. Add the Jenkins source list:
+    ```
+    echo deb [signed-by=/usr/share/keyrings/jenkins-keyring.asc] \
+    https://pkg.jenkins.io/debian-stable binary/ | sudo tee \
+    /etc/apt/sources.list.d/jenkins.list > /dev/null
+    ```
+3. Update your local package index, then install Jenkins:
+    ```
+    sudo apt-get update
+    sudo apt-get install jenkins
+    ```
+4. Start Jenkins:
+    ```
+    sudo systemctl start jenkins
+    ```
+5. Access Jenkins at `http://localhost:8080`.
+
+#### Running the Jenkins Pipeline
+
+Once Jenkins is set up:
+
+1. Open Jenkins in your web browser.
+2. Create a new job and select "Pipeline" as the project type.
+3. In the pipeline configuration, specify the path to your `Jenkinsfile`.
+4. Run the pipeline. It will execute the steps defined in the `Jenkinsfile`:
+   - **Checkout**: Clones the repository.
+   - **Set Up Backend Environment**: Installs dependencies using Poetry.
+   - **Start FastAPI Server**: Launches the FastAPI application.
+   - **Run Tests**: Executes tests using Pytest.
+   - **Post-Execution**: Cleans up resources and stops the server.
+
+#### Additional Resources
+
+For more detailed information on Jenkins and its setup, refer to the [official Jenkins documentation](https://www.jenkins.io/doc/).
\ No newline at end of file