# List of contents 1. [[#REST API with Spring]] 2. [[#Flask API in Python]] 3. [[#gRPC]] 4. [[#JUnit]] 5. [[#EasyMock]] 6. [[#DOCKER]]
# REST API in Java with Spring ## Making REST API Requests ### With ***WebClient*** object: (e.g Spring WebFlux) #### GET ```java public void getAllPersons(CustomerSortingOptions sortingOptions, Consumer> customerConsumer) { webClient.get() .uri(uriBuilder -> uriBuilder .path("customers") .queryParam("sortField", sortingOptions.getSortField()) .queryParam("sortingOrder", sortingOptions.getSortingOrder()) .build()) .retrieve() .bodyToMono(new ParameterizedTypeReference>() { }) .onErrorStop() .subscribe(newPersons -> { customers.clear(); customers.addAll(newPersons); customerConsumer.accept(customers); }); } ``` #### POST ```java public void addPerson(Customer customer, Consumer> customerConsumer) { // TODO Part 2: Complete the http post request to the server webClient.post() .uri("customers") .bodyValue(customer) .retrieve() .bodyToMono(Customer.class) .onErrorStop() .subscribe(newCustomer -> { customers.add(newCustomer); customerConsumer.accept(customers); }); } ``` #### PUT ```java public void updatePerson(Customer customer, Consumer> customerConsumer) { // TODO Part 2: Complete the http put request to the server webClient.put() .uri("customers/" + customer.getId()) .bodyValue(customer) .retrieve() .bodyToMono(Customer.class) .onErrorStop() .subscribe(newCustomer -> { customers.replaceAll(x -> x.getId().equals(customer.getId()) ? newCustomer : x); customerConsumer.accept(customers); }); } ``` #### DELETE ```java public void deletePerson(Customer customer, Consumer> customerConsumer) { // TODO Part 2: Make an http delete request to the server webClient.delete() .uri("customers/" + customer.getId()) .retrieve() .toBodilessEntity() .onErrorStop() .subscribe(deletedCustomer -> { customers.remove(customer); customerConsumer.accept(customers); }); } ``` #### Just in case: webClient Constructor ```java public CustomerController() { this.webClient = WebClient.builder() .baseUrl("http://localhost:8080/") .defaultHeader(HttpHeaders.ACCEPT, MediaType.APPLICATION_JSON_VALUE) .defaultHeader(HttpHeaders.CONTENT_TYPE, MediaType.APPLICATION_JSON_VALUE) .build(); this.customers = new ArrayList<>(); } ``` #### With Request Parameters: Endpoint: ```java @GetMapping("persons") public ResponseEntity> getAllPersons(PersonSortingOptions sortingOptions) { // Don't use @RequestParams unless object is simple(for example String), for more complex objects Spring parses the object by itself List persons = personService.getAllPersons(sortingOptions); return ResponseEntity.ok(persons); } ``` Request: ```java public void getAllPersons(PersonSortingOptions sortingOptions, Consumer> personsConsumer) { this.webClient.get() .uri(uriBuilder -> uriBuilder // Use uriBuilder to build the path .path("persons") .queryParam("sortingOrder",sortingOptions.getSortingOrder()) // The fields are passed separately .queryParam("sortField",sortingOptions.getSortField()) // In the format: ("Name",value) .build() ) .retrieve() .bodyToMono(new ParameterizedTypeReference>() { }) .onErrorStop() .subscribe(persons -> { this.persons = persons; personsConsumer.accept(this.persons); }); } ``` ### With *RestTemplate*: ```java GetMapping("/getTimeLine/{id}") public List getTimeLine(@PathVariable("id") int userID) { headers.setContentType(MediaType.APPLICATION_JSON); ResponseEntity> response = restTemplate.exchange( getActivityURL + userID, // Set the uri HttpMethod.GET, null, // requestEntity = null as there is no body, new ParameterizedTypeReference>(){} // response body type ); return response.getBody(); } ``` ## REST API Endpoints Example Java class: ```java @RestController @RequestMapping("/activity") public class ActivityController { private Map> userActivityMap = new HashMap<>(); private Map> userFollowedMap = new HashMap<>(); @GetMapping("/getActivity/{id}") public List getActivity(@PathVariable("id") int userID) { List userTweets = userActivityMap.get(userID); if(userTweets == null) return new ArrayList<>(); return userTweets; } @PostMapping("/addActivity") public void addActivity(@RequestBody Tweet tweet) { userActivityMap.computeIfAbsent(tweet.getUser().getUserID(), x -> new LinkedList<>()); userActivityMap.get(tweet.getUser().getUserID()).add(tweet); } @PostMapping("/addFollower") public void addFollower(@RequestBody FollowRequest followRequest) { User follower = followRequest.getFollower(); User followed = followRequest.getFollowed(); userFollowedMap.computeIfAbsent(follower.getUserID(),x -> new LinkedList<>()) .add(followed); } @DeleteMapping("/deleteActivity") public void deleteActivity(@RequestBody Tweet tweet) { List userTweets = userActivityMap.get(tweet.getUser().getUserID()); if(userTweets == null) return; userTweets.remove(tweet); } @DeleteMapping("/deleteFollower") public void deleteFollower(@RequestBody FollowRequest followRequest) { User follower = followRequest.getFollower(); User followed = followRequest.getFollowed(); List followedUsers = userFollowedMap.get(follower.getUserID()); if(followedUsers == null) return; followedUsers.remove(followed); } @GetMapping("/getFollowedList/{id}") public List getFollowedList(@PathVariable("id") int userID) { // TODO: this method is also not complete, so you have to implement it accordingly :) List followed = userFollowedMap.get(userID); if(followed == null) return new ArrayList<>(); return followed; } } ``` ## Excersises: - L02PE01 TUM Social App - L02PE02 REST Architectural Style Part 2 - L09PE02 Wizardry Character Creation -
# Flask API in Python ## *Server side* endpoints #### GET ```python @api.route("/", methods=["GET"]) def get(key: str) -> Response: """ Retrieve the file-content associated with the given key owned by the user. If there is no user-id `uid` given in the request body or the user-id does not match, return error message and status. Otherwise, return the file-content and success status. """ request_body: dict = request.json ff: FileFolder = current_app.ff # type: ignore user_id = request_body.get("uid") if user_id is None: return Response(NO_UID_IN_REQUEST_BODY,BAD_REQUEST) file = ff.get(key) if file is None: return Response(response=KEY_DOES_NOT_EXIST % key, status=NOT_FOUND) if file.uid != user_id: return Response(response=NO_ACCESS_TO_ENTRY % key, status=BAD_REQUEST) return Response(response=file.content,status=OK) pass ``` #### PUT ```python @api.route("/", methods=["PUT"]) def put(key: str) -> Response: """ Upsert a file-content associated with the given key owned by the user. If there is no user-id `uid` or file-content `content` given in the request body, return error message and status. Otherwise, return the success message and success status """ request_body: dict = request.json ff: FileFolder = current_app.ff if "uid" not in request_body: return Response(NO_UID_IN_REQUEST_BODY,BAD_REQUEST) if "content" not in request_body: return Response(NO_CONTENT_IN_REQUEST_BODY,BAD_REQUEST) uid = request_body["uid"] file_content = request_body["content"] old_entry = ff.get(key) if old_entry is None: entry = Entry(uid,file_content) success = ff.put(key,entry) if success: return Response(PUT_SUCCESS,OK) else: return Response(NO_SPACE_IN_FILE_FOLDER,BAD_REQUEST) if uid != old_entry.uid: return Response(NO_ACCESS_TO_ENTRY % key,status=BAD_REQUEST) entry = Entry(uid,file_content) ff.put(key,entry) return Response(PUT_SUCCESS,OK) pass ``` #### DELETE ```python @api.route("/", methods=["DELETE"]) def remove(key: str) -> Response: """ Remove the file-content associated with the given key owned by the user. If there is no user-id `uid` given in the request body or the user-id does not match, return error message and status. Otherwise, return the removed file-content and success status """ request_body: dict = request.json ff: FileFolder = current_app.ff if "uid" not in request_body: return Response(NO_UID_IN_REQUEST_BODY,BAD_REQUEST) uid = request_body["uid"] entry = ff.get(key) if entry is None: return Response(KEY_DOES_NOT_EXIST % key,NOT_FOUND) if entry.uid != uid: return Response(NO_ACCESS_TO_ENTRY % key,BAD_REQUEST) ff.remove(key) return Response(entry.content,OK) pass ``` #### GET - all ```python @api.route("/", methods=["GET"]) def list() -> Response: """ List all (key, file-content) tuples owned by the user. If there is no user-id `uid` given in the request body, return error message and status. Otherwise, return the list of file-content and success status. """ request_body: dict = request.json ff: FileFolder = current_app.ff if "uid" not in request_body: return Response(NO_UID_IN_REQUEST_BODY,BAD_REQUEST) uid = request_body["uid"] items = ff.items() output = [] for key, entry in items: output.append(f"{key}:{entry.content}") output_string = ".".join(output) return Response(output_string,OK) pass ``` ## Making requests on the *client side* #### Helper method ```python # make json request to server def json_request(self, method: str, path: str, body: dict): self.conn.request(method, path, json.dumps(body), headers={"Content-Type": "application/json"}) flask_response = self.conn.getresponse() return flask_response.read().decode() ``` #### PUT ```python def put(self, key, content): """ Upsert (key, content) tuple into the file folder. Return the server response """ request_body = {"uid": self.user_id, "content": content} return self.json_request("PUT", f"/{key}",request_body) pass ``` #### GET ```python def read(self, key): """ Retrieve the file-content associated with the given key owned by the user. Return the server response """ request_body = {"uid": self.user_id} return self.json_request("GET",f"/{key}",request_body) pass ``` #### DELETE ```python def remove(self, key): """ Remove the file-content associated with the given key owned by the user. Return the server response """ request_body = {"uid": self.user_id} return self.json_request("DELETE",f"/{key}",request_body) pass ``` #### GET - ALL ```python def list(self): """ List all file-content owned by the user. Return the server response """ request_body = {"uid": self.user_id} return self.json_request("GET","/",request_body) pass ``` ## Excersises: - L03PE01 Online FileFolder # Python - general syntax and tips: ## Dictonaries: ```python thisdict = {   "brand": "Ford",   "model": "Mustang",   "year": 1964 } print(thisdict["brand"]) ``` ```python thisdict = dict(name = "John", age = 36, country = "Norway") print(thisdict) ``` You can check if a key exists with the keyword *in*: ```python if "model" in thisdict:   print("Yes, 'model' is one of the keys in the thisdict dictionary") ``` You can loop over keys and values in dictionary: ```python for x in thisdict: # Loop over keys   print(x) for x in thisdict.keys(): #Another way to loop over keys   print(x)   for x in thisdict: # Loop over values   print(thisdict[x]) for x in thisdict.values(): # Another way to loop over values   print(x)   for x, y in thisdict.items(): # Looping over key-value pairs as tuples   print(x, y) ``` ### Dictionary methods | Method | Description | | ------------ | ----------------------------------------------------------------------------------------------------------- | | clear() | Removes all the elements from the dictionary | | copy() | Returns a copy of the dictionary | | fromkeys() | Returns a dictionary with the specified keys and value | | get() | Returns the value of the specified key | | items() | Returns a list containing a tuple for each key value pair | | keys() | Returns a list containing the dictionary's keys | | pop() | Removes the element with the specified key | | popitem() | Removes the last inserted key-value pair | | setdefault() | Returns the value of the specified key. If the key does not exist: insert the key, with the specified value | | update() | Updates the dictionary with the specified key-value pairs | | values() | Returns a list of all the values in the dictionary |
# gRPC **gRPC reference: https://grpc.io/docs/** **gRPC Java basics: https://grpc.io/docs/languages/java/basics/** ## Protobuf files #### Defining classes: Important tips: * Array in protobuf means ```repeated``` field ```protobuf message Date { int32 day = 1; // Number specifies order int32 month = 2; int32 year = 3; } message Location { string city = 1; string country = 2; } message LocationDate { Location location = 1; Date date = 2; } ``` #### Defining services: ```protobuf service WeatherReporter { //Returning one object rpc GetCityWeatherSingleDay(LocationDate) returns (CityWeatherData) {} // Returning a stream of objects rpc GetCityWeatherMultipleDays(LocationDatePeriod) returns (stream CityWeatherData) {} } ``` #### Example of services and objects with **repeated** fields This will be utilized by some of the client side examples underneath ```protobuf service MetadataService { rpc getTrackMetadata(EntitiesRequest) returns (Tracks) {} rpc getAlbumMetadata(EntitiesRequest) returns (Albums) {} } message EntitiesRequest { repeated uint32 id = 1; } message Track { uint64 id = 1; string name = 2; string album = 3; string artist = 4; uint32 duration = 5; } message Tracks { repeated Track track = 1; } message Album { uint64 id = 1; string name = 2; string artist = 3; repeated uint32 tracks = 4; } message Albums { repeated Album album = 1; } ``` #### Generating classes from *.proto* files 1. Gradle tab in IDE and press "Tasks > other > generateProto") 2. The generated classes from the proto file should be in build/generated/source/proto/main folder ## Server side In practice can be done with streams or with simple iteration ```java public void getCityWeatherSingleDay(LocationDate request, StreamObserver responseObserver) { var data = allWeatherData.stream().filter(cityWeatherData -> cityWeatherData.getLocationDate().equals(request)).findFirst().orElse(null); if(data != null)responseObserver.onNext(data); responseObserver.onCompleted(); } ``` #### For returning a *stream* of data just call onNext multiple times With iteration: ```Java public void getCityWeatherMultipleDays(LocationDatePeriod request, StreamObserver responseObserver) { for(CityWeatherData data : allWeatherData) { if(data.getLocationDate().getLocation().equals(request.getLocation())) { if(compareDate(data.getLocationDate().getDate(), request.getStartDate()) >= 0 && compareDate(data.getLocationDate().getDate(), request.getEndDate()) <= 0) { responseObserver.onNext(data); } } } responseObserver.onCompleted(); } ``` With streams: ```java public void getCityWeatherMultipleDays(LocationDatePeriod request, StreamObserver responseObserver) { var startDate = request.getStartDate(); var endDate = request.getEndDate(); allWeatherData.stream() .filter(cityWeatherData -> cityWeatherData.getLocationDate().getLocation().equals(request.getLocation())) .filter(cityWeatherData -> compareDate(cityWeatherData.getLocationDate().getDate(),startDate) >= 0) .filter(cityWeatherData -> compareDate(cityWeatherData.getLocationDate().getDate(),endDate) <= 0) .forEach(responseObserver::onNext); responseObserver.onCompleted(); } ``` #### For returning an object which contains array of other objects (stupid???) ```java public void getAlbumMetadata(EntitiesRequest request, StreamObserver responseObserver) { Albums.Builder albumsBuilder = Albums.newBuilder(); for(int i = 0; i < request.getIdCount();i++) { // Find the album by its id Album album = database.findAlbumById(request.getId(i)); if(album != null) { albumsBuilder.addAlbum(album); } } // In case that an album isn't found builder builds empty list Albums albums = albumsBuilder.build(); responseObserver.onNext(albums); responseObserver.onCompleted(); } ``` #### If you want to return an error ```java public void getTrafficData(RouteRequest request, StreamObserver responseObserver) { var trafficModel = db.getTrafficModel(request); var response = trafficModel.query(request); if(response.isPresent()) { responseObserver.onNext(response.get()); responseObserver.onCompleted(); } else { // Just pass an exception with the onError method responseObserver.onError(new Exception("No data available.")); } } ``` ## Client Side #### Setup The **blocking stub** is a placeholder on which functions are called. It needs to be received from the gRPC object in some way. ```java public WeatherClient(Channel channel) { // Get blocking stub from the gRPC object blockingStub = WeatherReporterGrpc.newBlockingStub(channel); } ``` or ```java public SpotifyClient(Channel channel) { // spotifyConnection is a wrapper defined in the excercise // this is just an example that there can be other ways to get the stub this.spotifyConnection = new SpotifyConnection(channel); this.blockingStub = spotifyConnection.getStub(); } ``` #### Calling method with ***single object*** return value ```java public void getCityWeatherSingleDay(int day, int month, int year, String city, String country) { // Need to use builders to create the objects for the request Date date = Date.newBuilder().setDay(day).setMonth(month).setYear(year).build(); Location location = Location.newBuilder().setCity(city).setCountry(country).build(); // Building the locationDate which will be passed as a parameter LocationDate locationDate = LocationDate.newBuilder().setDate(date).setLocation(location).build(); // Getting the returned object from calling the method on the stub CityWeatherData cityWeatherData = blockingStub.getCityWeatherSingleDay(locationDate); System.out.println(cityWeatherData.toString()); } ``` #### Calling method which returns ***stream*** ```java public void getCityWeatherMultipleDays(int startDay, int startMonth, int startYear, int endDay, int endMonth, int endYear, String city, String country) { // Building objects for the request Date startDate = Date.newBuilder() .setDay(startDay) .setMonth(startMonth) .setYear(startYear) .build(); Date endDate = Date.newBuilder() .setDay(endDay) .setMonth(endMonth) .setYear(endYear) .build(); Location location = Location.newBuilder().setCity(city).setCountry(country).build(); // Building LocationDatePeriod object to be passed as parameter LocationDatePeriod locationDatePeriod = LocationDatePeriod.newBuilder() .setStartDate(startDate) .setEndDate(endDate) .setLocation(location) .build(); // Method call returns Iterator for the stream of CityWeatherData Iterator iterator = blockingStub.getCityWeatherMultipleDays(locationDatePeriod); // Iterating over the objects while (iterator.hasNext()) { CityWeatherData cityWeatherData = iterator.next(); System.out.println(cityWeatherData.toString()); } } ``` #### Calling method which has *parameter with **repeated** field* ```java public String displayPlaylist(int[] playlist) throws SpotifyClientException { StringBuilder stringBuilder = new StringBuilder(); EntitiesRequest.Builder builder = EntitiesRequest.newBuilder(); // IMPORTANT for REPEATED fields // Add all id's to request for(int id : playlist) { builder.addId(id); } EntitiesRequest request = builder.build(); // Unlike in earlier examplese returns OBJECT which contains multiple Tracks Tracks tracks; tracks = blockingStub.getTrackMetadata(request); if(tracks.getTrackCount() != playlist.length) throw new SpotifyClientException("Failed to get track metadata"); for(int i = 0; i < tracks.getTrackCount();i++) { Track track = tracks.getTrack(i); int durationInSeconds = track.getDuration(); int durationInMinutes = durationInSeconds / 60; durationInSeconds = durationInSeconds % 60; stringBuilder.append(String.format("%d. %s - %s (%d:%02d)%n", i+1,track.getName(), track.getArtist(), durationInMinutes, durationInSeconds)); } return stringBuilder.toString(); } ``` ## Excersises: - L02PB01 Weather Reporter - L02P01 Spotify gRPC - L03PE03 Gobblemaps # JUnit ## assertThrows() ```java @Test public void testSetOnlineCourseUrlWithInvalidUrl() { OnlineCourse course = new OnlineCourse("test"); // You need to pass the CLASS of the exception and a runnable which calls the function // then the test will pass if EXACTLY this exception is throwed // If you want to test for any exception pass Exception.class however, that is usually discouraged and not needed assertThrows(MalformedURLException.class,() -> course.setUrl("hjdahjsd")); } ``` ## assertDoesNotThrow() ```java @Test public void testSetOnlineCourseUrlWithValidUrl(){ OnlineCourse course = new OnlineCourse("test"); // Simply assertDoesNotThrow with a runnable assertDoesNotThrow(() -> course.setUrl("https://test")); // We need to handle constructor of URL throwing an exception despite knowing that it won't as we are passing it a correct URL try { assertEquals(new URL("https://test"),course.getUrl()); } catch (MalformedURLException e) { } } ``` # EasyMock `@TestSubject` annotations automatically calls the constructor with the mockObjects. However it is not applicable for constructors with other parameters that are not mocked(for example primitive types). In such cases you can call the constructor of the **test subject** as usual inside the test or in a @Before method or wherever you want. **Second example contains how to expect *void* method calls** ## Example with TestSubject ```java // Needs to extend the tests with EasyMock @ExtendWith(EasyMockExtension.class) class DiscussionTest { // TestSubject annotations automatically calls the constructor with the mockObjects // However it is not applicable for constructors with other parameters @TestSubject private Discussion discussion; // Mock objects need to be annotated with @Mock @Mock private Course courseMock; @Mock private Comment commentMock; // TODO implement the tests @Test public void testComment() { // First we need to record // Expect a function call and set a predetermined return value // This expects the method to be called exactly once expect(commentMock.save()).andReturn(true); // After setting all expectations we need to replay the mock - e.g set it so it behaves the way we recorded replay(commentMock); // Test your objects as usual discussion = new Discussion(); assertEquals(0,discussion.getNumberOfComments()); assertTrue(discussion.addComment(commentMock)); assertEquals(1,discussion.getNumberOfComments()); // At the end you need to verify the mock - this checks whether the expected methods were actually called verify(commentMock); } // The methods below show the same usage @Test public void testCommentIfSavingFails() { expect(commentMock.save()).andReturn(false); replay(commentMock); discussion = new Discussion(); assertEquals(0,discussion.getNumberOfComments()); assertFalse(discussion.addComment(commentMock)); assertEquals(0,discussion.getNumberOfComments()); verify(commentMock); } @Test public void testStartCourseDiscussion() { Person person = new Lecturer("","",LocalDate.now()); String testTopic = "testTopic"; expect(courseMock.isDiscussionAllowed(person)).andReturn(true); replay(courseMock); assertTrue(discussion.startCourseDiscussion(courseMock,person,testTopic)); assertEquals(courseMock,discussion.getCourse()); assertEquals(testTopic,discussion.getTopic()); verify(courseMock); } ``` ## Example with custom Constructor (also contains expecting *void* call) ```java @Mock Platform platformMock; ... @Test public void addNoteGetsURIFromPlatform() throws URISyntaxException { URI uri = URI.create("https://notes.tum.de/examplePath"); // An example uri your mock can return String expectedWriteDataPath = uri.getPath(); // The path that the NotesServer should write to // Set the mock to expect the call and return the set URI expect(platformMock.nextURI()).andReturn(uri); // To expect a void method call you can just call the method like usual before **replaying** the mock platformMock.writeData(expectedWriteDataPath,"Some text"); // Replay the mock replay(platformMock); // Instead of annotating with @TestSubject we instantiate the testServer(System Under Test) inside the Test NotesServer testServer = new NotesServer(platformMock, false, false); // Test like usual URI testUri = testServer.addNote("alice", "Some text"); assertEquals(expectedWriteDataPath,testUri.getPath()); // At the end you need to verify the mock - this checks whether the expected methods were actually called verify(platformMock); } ``` ## If you want multiple method invocations | Method | Behaviour | | ---------------- | -------------------------------------------------------------------------------------- | | `.times(3)` | Expects the method to be called **exactly** 3 times. | | `.times(2,5)` | Expects the method to be called between **2 and 5** times (inclusive). | | `.atLeastOnce()` | Expects the method to be called **1 or more** times. | | `.anyTimes()` | The method can be called **0 or more** times (it will never cause `verify()` to fail). | For *void* methods: ```java commentMock.update(); // Call the void method expectLastCall().times(3); // Set the invocation count ```
## ALL RESOURCE LINKS: - **Lecture slides (PDF)** - **Your own homework solutions (cloned)** - **Cheat-sheets/self-written notes (printed/on paper/PDF)** - **C reference:** https://en.cppreference.com/w/c/language - **Python reference:** https://docs.python.org/3/reference/index.html - **Java reference:** https://www.baeldung.com/get-started-with-java-series - **Java reference:** https://docs.oracle.com/en/java/javase/22/ - **gRPC reference:** https://grpc.io/docs/ - **Spotbugs**: https://spotbugs.readthedocs.io - **AddressSanitizer**: https://gcc.gnu.org/onlinedocs/gcc/Instrumentation-Options.html - **Spring Boot:** https://www.baeldung.com/spring-boot - **Spring Boot:** https://spring.io/projects/spring-boot - **Docker:** https://docs.docker.com/ - **JavaFX:** https://openjfx.io/openjfx-docs - **Gradle:** https://docs.gradle.org/current/userguide/userguide.html - **Git:** https://git-scm.com/docs - **JUnit:** https://junit.org/junit5/docs/current/user-guide/ - **Mockito:** https://javadoc.io/doc/org.mockito/mockito-core/latest/org/mockito/Mockito.html - **EasyMock:** https://easymock.org/user-guide.html - **man pages (command line, not online)**
# DOCKER **Docker reference: https://docs.docker.com/** ### Dockerfiles https://docs.docker.com/get-started/docker-concepts/building-images/writing-a-dockerfile/ https://docs.docker.com/reference/dockerfile/ ```dockerfile FROM python:3.13 WORKDIR /usr/local/app # Install the application dependencies COPY requirements.txt ./ RUN pip install --no-cache-dir -r requirements.txt # Copy in the source code COPY src ./src EXPOSE 8080 # Setup an app user so the container doesn't run as the root user RUN useradd app USER app CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8080"] ``` ### Building docker ```bash docker build -t ``` ### Docker processes ```bash docker ps ``` #### Exercises - [L09P01 - Registry Office Service Deployment](file:///home/nikola/Documents/EIST/eist26l09p01-go38coz) - [L09P02 - Garching Best Software](file:///home/nikola/Documents/EIST/eist26l09p02-go38coz) - [L08PE04 - Spaceship](file:///home/nikola/Documents/EIST/eist26l0pe04-go38coz)