Merge branch 'main' into testing_of_scripts

.github/workflows/check_docs.yaml

@@ -0,0 +1,34 @@
+name: Check docs
+
+on:
+  pull_request:
+    branches: [main]
+
+jobs:
+  check:
+    name: Check docs
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: 3.11
+          cache: 'pip'
+          cache-dependency-path: setup.py
+
+      - name: Install dependencies
+        run: pip install -r requirements.txt
+
+      - name: Deploy docs
+        run: mkdocs build -d build --strict
+
+      - name: Upload docs
+        uses: actions/upload-artifact@v2
+        with:
+          name: docs
+          path: build

mkdocs.yml

@@ -120,27 +120,28 @@ nav:
     - M22 - Requests and APIs: s7_deployment/apis.md
     - M23 - Local Deployment: s7_deployment/local_deployment.md
     - M24 - Cloud Deployment: s7_deployment/cloud_deployment.md
+    - M25 - API Testing: s7_deployment/testing_apis.md
   - S8 - Monitoring 📊:
     - s8_monitoring/README.md
-    - M25 - Data Drifting: s8_monitoring/data_drifting.md
-    - M26 - System Monitoring: s8_monitoring/monitoring.md
+    - M26 - Data Drifting: s8_monitoring/data_drifting.md
+    - M27 - System Monitoring: s8_monitoring/monitoring.md
   - S9 - Scalable applications ⚖️:
     - s9_scalable_applications/README.md
-    - M27 - Distributed Data Loading: s9_scalable_applications/data_loading.md
-    - M28 - Distributed Training: s9_scalable_applications/distributed_training.md
-    - M29 - Scalable Inference: s9_scalable_applications/inference.md
+    - M28 - Distributed Data Loading: s9_scalable_applications/data_loading.md
+    - M29 - Distributed Training: s9_scalable_applications/distributed_training.md
+    - M30 - Scalable Inference: s9_scalable_applications/inference.md
   - S10 - Extra 🔥:
     - s10_extra/README.md
-    - M30 - Command Line Interfaces: s10_extra/cli.md
-    - M31 - Documentation: s10_extra/documentation.md
-    - M32 - Hyperparameter optimization: s10_extra/hyperparameters.md
-    - M33 - High Performance Clusters: s10_extra/high_performance_clusters.md
-    # - M34 - Designing Pipelines: s10_extra/design.md
-    # - M35 - Frontend: s10_extra/frontend.md
-    # - M36 - Sharing models - ONNX format: s10_extra/onnx.md
-    # - M37 - Workflow orchestration: s10_extra/orchestration.md
-    # - M38 - Kubernetes: s10_extra/kubernetes.md
-    # - M39 - Infrastructure as code: infrastructure_as_code.md
+    - M31 - Command Line Interfaces: s10_extra/cli.md
+    - M32 - Documentation: s10_extra/documentation.md
+    - M33 - Hyperparameter optimization: s10_extra/hyperparameters.md
+    - M34 - High Performance Clusters: s10_extra/high_performance_clusters.md
+    # - M35 - Designing Pipelines: s10_extra/design.md
+    # - M36 - Frontend: s10_extra/frontend.md
+    # - M37 - Sharing models - ONNX format: s10_extra/onnx.md
+    # - M38 - Workflow orchestration: s10_extra/orchestration.md
+    # - M39 - Kubernetes: s10_extra/kubernetes.md
+    # - M40 - Infrastructure as code: infrastructure_as_code.md
   - Summary: overview.md
   - Projects: projects.md
   # - Challenges: challenges.md

s10_extra/README.md

@@ -9,24 +9,24 @@ Some of them may still be under construction and may in the future be moved into
 
     Learn how to setup a simple command line interface for your application
 
-    [:octicons-arrow-right-24: M30: Command Line Interfaces](cli.md)
+    [:octicons-arrow-right-24: M31: Command Line Interfaces](cli.md)
 
 - ![](../figures/icons/material.png){align=right : style="height:100px;width:100px"}
 
     Learn how to setup a simple documentation system for your application
 
-    [:octicons-arrow-right-24: M31: Documentation](documentation.md)
+    [:octicons-arrow-right-24: M32: Documentation](documentation.md)
 
 - ![](../figures/icons/optuna.png){align=right : style="height:100px;width:100px"}
 
     Learn how to do hyperparameter optimization using Optuna
 
-    [:octicons-arrow-right-24: M32: Hyperparameter Optimization](hyperparameters.md)
+    [:octicons-arrow-right-24: M33: Hyperparameter Optimization](hyperparameters.md)
 
 - ![](../figures/icons/pbs.png){align=right : style="height:100px;width:100px"}
 
     Learn how to use HPC systems that use PBS to do job scheduling
 
-    [:octicons-arrow-right-24: M33: High Performance Clusters](high_performance_clusters.md)
+    [:octicons-arrow-right-24: M34: High Performance Clusters](high_performance_clusters.md)
 
 </div>

s7_deployment/README.md

@@ -22,6 +22,12 @@
 
     [:octicons-arrow-right-24: M24: Cloud Deployment](cloud_deployment.md)
 
+- ![](../figures/icons/locust.png){align=right : style="height:100px;width:100px"}
+
+    Learn how to test APIs for functionality and load
+
+    [:octicons-arrow-right-24: M25: API testing](testing_apis.md)
+
 </div>
 
 Let's say that you have spent 1000 GPU hours and trained the most awesome model that you want to share with the

s7_deployment/exercise_files/locustfile_simple_fastapi_app.py

@@ -0,0 +1,20 @@
+import random
+
+from locust import HttpUser, between, task
+
+
+class MyUser(HttpUser):
+    """A simple Locust user class that defines the tasks to be performed by the users."""
+
+    wait_time = between(1, 2)
+
+    @task
+    def get_root(self):
+        """A task that simulates a user visiting the root URL of the FastAPI app."""
+        self.client.get("/")
+
+    @task(3)
+    def get_item(self):
+        """A task that simulates a user visiting a random item URL of the FastAPI app."""
+        item_id = random.randint(1, 10)
+        self.client.get(f"/items/{item_id}")